In [1]:
import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
In [2]:
train_data=pd.read_csv('/Users/user/Desktop/PHD/train_data.csv')
test=pd.read_csv('/Users/user/Desktop/PHD/test_data.csv')
In [3]:
train_data['date']=pd.to_datetime(train_data[['year','month','day']])
test['date']=pd.to_datetime(test[['year','month','day']])
In [4]:
train_data.drop(['year','month','day'],axis=1,inplace=True)
test.drop(['year','month','day'],axis=1,inplace=True)
In [5]:
train_data=train_data.drop_duplicates()
test=test.drop_duplicates()
In [6]:
train_data.shape,test.shape
Out[6]:
((22622518, 4), (773535, 4))
In [8]:
train_data
Out[8]:
city medicine sales date
0 1 1 24.0 2015-01-02
1 1 2 144.0 2015-01-02
2 1 3 84.0 2015-01-02
3 1 4 24.0 2015-01-02
4 1 5 8.0 2015-01-02
... ... ... ... ...
22624340 10 3056 8.0 2018-06-30
22624341 10 3163 16.0 2018-06-30
22624342 10 3164 8.0 2018-06-30
22624343 10 3157 4.0 2018-06-30
22624344 10 3165 56.0 2018-06-30

22622518 rows × 4 columns

In [12]:
city1=train_data[train_data['city']==1]
city2=train_data[train_data['city']==2]
city3=train_data[train_data['city']==3]
city4=train_data[train_data['city']==4]
city5=train_data[train_data['city']==5]
city6=train_data[train_data['city']==6]
city7=train_data[train_data['city']==7]
city8=train_data[train_data['city']==8]
city9=train_data[train_data['city']==9]
city10=train_data[train_data['city']==10]
In [ ]:
 

#

In [ ]:
 
In [18]:
city1[city1['medicine']==3289]
Out[18]:
city medicine sales date
20326504 1 3289 12.0 2018-03-29
20349935 1 3289 8.0 2018-03-30
20373816 1 3289 16.0 2018-03-31
20397951 1 3289 20.0 2018-04-01
20423616 1 3289 36.0 2018-04-02
... ... ... ... ...
22506960 1 3289 36.0 2018-06-26
22532704 1 3289 16.0 2018-06-27
22556502 1 3289 4.0 2018-06-28
22579691 1 3289 20.0 2018-06-29
22603313 1 3289 4.0 2018-06-30

63 rows × 4 columns

In city1, Collecting Medicine wise sales, daily sales of one medicine first and then other

In [15]:
#each_medicine=len(city1['medicine'].unique())


for m in city1['medicine'].unique():
    t=city1.loc[city1['medicine']==m,'sales']
    print(t)
    
0           24.0
11827       92.0
23247       84.0
34885       32.0
46996       52.0
            ... 
22454611    12.0
22478792    32.0
22554244     4.0
22577370    20.0
22601028    28.0
Name: sales, Length: 1228, dtype: float64
1           144.0
11828       116.0
23248        92.0
34886        80.0
46997       120.0
            ...  
22504524     56.0
22530393     48.0
22554245     88.0
22577371     92.0
22601029     44.0
Name: sales, Length: 1230, dtype: float64
2            84.0
11829        52.0
23249        48.0
34887        80.0
46998       108.0
            ...  
22504525     84.0
22530394     80.0
22554246     72.0
22577372     68.0
22601030     64.0
Name: sales, Length: 1268, dtype: float64
3           24.0
11830       52.0
23250       16.0
34888       12.0
46999       36.0
            ... 
22478795     4.0
22504526    28.0
22530395    12.0
22577373    12.0
22601031     4.0
Name: sales, Length: 1012, dtype: float64
4            8.0
11831       24.0
23251       12.0
34889       16.0
47000       28.0
            ... 
22504527    12.0
22530396     8.0
22554247     8.0
22577374    12.0
22601032     4.0
Name: sales, Length: 995, dtype: float64
5           48.0
11832       24.0
23252       20.0
34890       40.0
47001       20.0
            ... 
22504528    32.0
22530397    44.0
22554248    28.0
22577375    24.0
22601033    20.0
Name: sales, Length: 857, dtype: float64
6           144.0
11833       124.0
23253       120.0
34891       148.0
47002       148.0
            ...  
22504529     24.0
22530398    108.0
22554249     96.0
22577376     36.0
22601034     44.0
Name: sales, Length: 863, dtype: float64
7           44.0
11834       44.0
23254       28.0
34892       48.0
92924        4.0
            ... 
22504530    28.0
22530399    16.0
22554250    20.0
22577377    28.0
22601035    24.0
Name: sales, Length: 1263, dtype: float64
8            8.0
11835        8.0
23255        4.0
47003       12.0
58942        8.0
            ... 
22454619     8.0
22478800     4.0
22504531     4.0
22530400     8.0
22554251     4.0
Name: sales, Length: 899, dtype: float64
9           36.0
11836       20.0
23256        8.0
34893       44.0
47004       84.0
            ... 
22504532    44.0
22530401    12.0
22554252     8.0
22577378    12.0
22601036     4.0
Name: sales, Length: 1214, dtype: float64
10          60.0
11837       28.0
23257       40.0
34894       52.0
47005       52.0
            ... 
22504533    16.0
22530402    12.0
22554253    20.0
22577379    12.0
22601037     8.0
Name: sales, Length: 1188, dtype: float64
11          44.0
11838       16.0
23258       36.0
34895       28.0
47006       36.0
            ... 
22504535    36.0
22530404    36.0
22554255     4.0
22577381    16.0
22601039    24.0
Name: sales, Length: 1197, dtype: float64
12          72.0
11839       52.0
23259       68.0
34896       80.0
47007       76.0
            ... 
22504536    56.0
22530405    40.0
22554256    44.0
22577382    48.0
22601040    32.0
Name: sales, Length: 1268, dtype: float64
13          540.012
11840       575.516
23260       501.224
34897       279.376
47008       380.352
             ...   
22504537     98.176
22530406    128.056
22554257     58.292
22577383    116.180
22601041     88.492
Name: sales, Length: 1236, dtype: float64
14          16.0
11841       20.0
23261       12.0
34898        8.0
47009       36.0
            ... 
22504538     4.0
22530407    20.0
22554258    16.0
22577384    12.0
22601042     8.0
Name: sales, Length: 1158, dtype: float64
15          20.0
11842       40.0
23262       36.0
34899       32.0
47010       36.0
            ... 
21085228    32.0
21109593     8.0
21135759    12.0
21162051    28.0
21186681     8.0
Name: sales, Length: 1038, dtype: float64
16           80.0
11843         4.0
23263        72.0
34900       192.0
47011        64.0
            ...  
22504539     12.0
22530408     56.0
22554259     16.0
22577385     32.0
22601043     24.0
Name: sales, Length: 1239, dtype: float64
17          392.0
11844        56.0
47012         4.0
313846       76.0
325089       60.0
            ...  
22504540     40.0
22530409     60.0
22554260     36.0
22577386     92.0
22601044     40.0
Name: sales, Length: 1246, dtype: float64
18          64.0
11845       28.0
23264       40.0
34901       40.0
47013       52.0
            ... 
22504541    60.0
22530410    40.0
22554261    24.0
22577387    64.0
22601045    24.0
Name: sales, Length: 1256, dtype: float64
19          184.0
11846        80.0
23265       192.0
34902       136.0
47014        80.0
            ...  
20395522     36.0
20421084      4.0
20447852      4.0
20474316      8.0
20498822     12.0
Name: sales, Length: 970, dtype: float64
20          108.0
11847        76.0
23266       100.0
34903       136.0
47015       152.0
            ...  
22504542    104.0
22530411     80.0
22554262     68.0
22577388     60.0
22601046     64.0
Name: sales, Length: 1270, dtype: float64
21           8.0
11848        8.0
23267       12.0
34904        4.0
47016       32.0
            ... 
22504543     4.0
22530412    12.0
22554263     4.0
22577389    20.0
22601047    16.0
Name: sales, Length: 1093, dtype: float64
22           88.0
11849        20.0
23268        60.0
34905        92.0
47017       100.0
            ...  
22504544     92.0
22530413     32.0
22554264     68.0
22577390     40.0
22601048     36.0
Name: sales, Length: 1228, dtype: float64
23          76.0
11850       56.0
23269       40.0
34906       80.0
47018       64.0
            ... 
22478814    24.0
22504545    24.0
22530414    16.0
22577391    24.0
22601049    20.0
Name: sales, Length: 1246, dtype: float64
24          248.0
11851       176.0
23270       260.0
34907       204.0
47019       320.0
            ...  
22504546    168.0
22530415    132.0
22554265    108.0
22577392     96.0
22601050    104.0
Name: sales, Length: 1222, dtype: float64
25          28.0
11852       24.0
23271       12.0
34908       40.0
47020       40.0
            ... 
22504547    24.0
22530416    28.0
22554266    20.0
22577393    16.0
22601051    32.0
Name: sales, Length: 1264, dtype: float64
26          36.0
11853       16.0
23272       40.0
34909       40.0
47021       20.0
            ... 
22504548    16.0
22530417     8.0
22554267    28.0
22577394    12.0
22601052    12.0
Name: sales, Length: 1250, dtype: float64
27           36.0
11854        40.0
23273       144.0
47022         8.0
58959        20.0
            ...  
20129737     20.0
20153723     44.0
20177155     16.0
20201581      8.0
20249509      4.0
Name: sales, Length: 838, dtype: float64
28          48.0
11855       20.0
34910       40.0
47023       16.0
58960       12.0
            ... 
22504549    16.0
22530418    24.0
22554268    12.0
22577395    44.0
22601053     8.0
Name: sales, Length: 1177, dtype: float64
29          56.0
11856        8.0
23274       64.0
34911       68.0
47024       28.0
            ... 
22504550    56.0
22530419    24.0
22554269    28.0
22577396    28.0
22601054    16.0
Name: sales, Length: 1266, dtype: float64
30          220.0
11857       164.0
23275       148.0
34912       216.0
47025       276.0
            ...  
22504551    136.0
22530420     48.0
22554270     60.0
22577397     56.0
22601055    136.0
Name: sales, Length: 1265, dtype: float64
31          200.0
11858       120.0
23276       188.0
34913       268.0
47026       352.0
            ...  
22504552    228.0
22530421    112.0
22554271     32.0
22577398     76.0
22601056     40.0
Name: sales, Length: 1256, dtype: float64
32          204.0
11859       140.0
23277       144.0
34914       240.0
47027       416.0
            ...  
22504553     72.0
22530422     56.0
22554272     52.0
22577399     16.0
22601057     60.0
Name: sales, Length: 1270, dtype: float64
33          156.0
11860       232.0
23278       156.0
34915       196.0
47028       200.0
            ...  
22478823     24.0
22504554     84.0
22530423      8.0
22554273     20.0
22577400     40.0
Name: sales, Length: 1251, dtype: float64
34          12.0
11861       12.0
34916       20.0
47030       12.0
58967        4.0
            ... 
22334794    16.0
22383785     8.0
22407364     4.0
22554276     4.0
22601059     4.0
Name: sales, Length: 1027, dtype: float64
35          52.0
11862       60.0
23279       16.0
34917       32.0
47031       44.0
            ... 
22504556    20.0
22530426    12.0
22554277    16.0
22577402     4.0
22601060     4.0
Name: sales, Length: 1141, dtype: float64
36          476.0
11863        84.0
23280       112.0
34918        76.0
47032       128.0
            ...  
22504557     48.0
22530427     76.0
22554278     28.0
22577403     24.0
22601061    132.0
Name: sales, Length: 1267, dtype: float64
37          132.0
11864       180.0
23281       136.0
34919       156.0
47033       116.0
            ...  
22504558    168.0
22530428    136.0
22554279    124.0
22577404     84.0
22601062     36.0
Name: sales, Length: 1127, dtype: float64
38          68.0
11865       36.0
23282       80.0
34920       88.0
47034       96.0
            ... 
21162073    36.0
21210974    28.0
21235552    28.0
21259478    80.0
21284331    52.0
Name: sales, Length: 1033, dtype: float64
39          24.0
11866       20.0
23283       20.0
162027      20.0
173689      16.0
            ... 
22478829     4.0
22530429     8.0
22554280    24.0
22577405    12.0
22601063    20.0
Name: sales, Length: 1110, dtype: float64
40          32.0
11867       36.0
23284       32.0
47035       16.0
58972       28.0
            ... 
22504559    48.0
22530430    44.0
22554281     4.0
22577406    56.0
22601064    52.0
Name: sales, Length: 1233, dtype: float64
41          100.0
11868       112.0
23285       140.0
34921       192.0
47036       100.0
            ...  
21508709     12.0
21604542     16.0
21629152     16.0
21655026      4.0
21775100      4.0
Name: sales, Length: 1215, dtype: float64
42           8.0
11869       16.0
23286        4.0
34922        8.0
47037       12.0
            ... 
22431184     4.0
22454650     4.0
22478831     8.0
22577407     4.0
22601065     8.0
Name: sales, Length: 669, dtype: float64
43          36.0
11870       24.0
23287       32.0
34923       44.0
47038       28.0
            ... 
22504560    48.0
22530431    28.0
22554282    20.0
22577408    24.0
22601066    16.0
Name: sales, Length: 1266, dtype: float64
44           8.0
23288        8.0
34924        4.0
47039        8.0
81524        4.0
            ... 
22504561     8.0
22530432    20.0
22554283     4.0
22577409     4.0
22601067     8.0
Name: sales, Length: 888, dtype: float64
45          36.0
11871        8.0
23289       12.0
34925       20.0
47040       36.0
            ... 
22478833    12.0
22504562     4.0
22554284    12.0
22577410     4.0
22601068    12.0
Name: sales, Length: 1007, dtype: float64
46          32.0
11872       24.0
23290       24.0
34926       36.0
47041       44.0
            ... 
22504563    32.0
22530433    36.0
22554285    20.0
22577411    20.0
22601069    12.0
Name: sales, Length: 1208, dtype: float64
47          60.0
11873       32.0
23291       28.0
34927       64.0
47042       72.0
            ... 
22504564    40.0
22530434    12.0
22554286     4.0
22577412    44.0
22601070     4.0
Name: sales, Length: 1226, dtype: float64
48          96.0
11874        8.0
23292       24.0
34928       20.0
58979       12.0
            ... 
22504565    84.0
22530435    12.0
22554287    24.0
22577413    12.0
22601071     8.0
Name: sales, Length: 1012, dtype: float64
49          12.0
11875        4.0
23293       12.0
34929        8.0
47043       16.0
            ... 
22454655     4.0
22478837     8.0
22504566    16.0
22554288     8.0
22577414     4.0
Name: sales, Length: 823, dtype: float64
50          52.0
11876       60.0
23294       80.0
34930       72.0
47044       52.0
            ... 
22454656    60.0
22478838    40.0
22554289    56.0
22577415    48.0
22601072    16.0
Name: sales, Length: 979, dtype: float64
51           4.0
11877        8.0
23295       20.0
34931       12.0
47045        4.0
            ... 
22504567     8.0
22530436    12.0
22554290    12.0
22577416     8.0
22601073     8.0
Name: sales, Length: 1199, dtype: float64
52           72.0
11878        48.0
92965        24.0
104051       24.0
115525       28.0
            ...  
22504568    116.0
22530437    128.0
22554291     52.0
22577417     76.0
22601074    100.0
Name: sales, Length: 1248, dtype: float64
53          40.0
11879       28.0
23296       48.0
34932       12.0
47046       32.0
            ... 
22504569    48.0
22530438    16.0
22554292    16.0
22577418    36.0
22601075    20.0
Name: sales, Length: 1256, dtype: float64
54          24.0
11880       36.0
23297       40.0
34933       48.0
47047       36.0
            ... 
22454659    12.0
22478842    16.0
22504570     4.0
22530439    20.0
22577419    20.0
Name: sales, Length: 1264, dtype: float64
55          172.0
11881       192.0
23298       140.0
34934       176.0
47048       140.0
            ...  
22504571    164.0
22530440    176.0
22554293    144.0
22577420    168.0
22601076    144.0
Name: sales, Length: 1260, dtype: float64
56           64.0
11882        36.0
23299        36.0
34935        84.0
47049        80.0
            ...  
20078686    112.0
20104336     80.0
20129766     24.0
20153750     72.0
20177183     24.0
Name: sales, Length: 1171, dtype: float64
57          76.0
11883       80.0
23300       40.0
34936       56.0
70302        8.0
            ... 
22504572    52.0
22530441    24.0
22554294    32.0
22577421    24.0
22601077    40.0
Name: sales, Length: 1066, dtype: float64
58          40.0
11884       44.0
23301       16.0
34937       84.0
47050       80.0
            ... 
22504573    20.0
22530442    24.0
22554295    12.0
22577422    40.0
22601078    28.0
Name: sales, Length: 1267, dtype: float64
59          288.0
11885       160.0
23302       216.0
34938       328.0
47051       236.0
            ...  
22504574    160.0
22530443    128.0
22554296     68.0
22577423     44.0
22601079     40.0
Name: sales, Length: 1266, dtype: float64
60          72.0
11886       40.0
23303       56.0
34939       56.0
47052       88.0
            ... 
22504575    24.0
22530444    12.0
22554297    24.0
22577424     8.0
22601080    24.0
Name: sales, Length: 1264, dtype: float64
61          60.0
11887       28.0
23304       36.0
34940       60.0
47053       56.0
            ... 
22504576    72.0
22530445    40.0
22554298    32.0
22577425    72.0
22601081    32.0
Name: sales, Length: 1268, dtype: float64
62          28.0
11888       16.0
23305       12.0
34941        8.0
47054       28.0
            ... 
22504577    16.0
22530446    16.0
22554299    24.0
22577426    16.0
22601082    24.0
Name: sales, Length: 1045, dtype: float64
63          24.0
11889       20.0
23306       24.0
34942        8.0
47055       16.0
            ... 
22431202    12.0
22478850    28.0
22554300     4.0
22577427     8.0
22601083    12.0
Name: sales, Length: 968, dtype: float64
64           4.0
11890        8.0
23307        8.0
34943       12.0
47056        4.0
            ... 
22359758     8.0
22383811     8.0
22407389     8.0
22478851     4.0
22504578     8.0
Name: sales, Length: 887, dtype: float64
65          32.0
11891       64.0
23308       20.0
34944       16.0
47057       64.0
            ... 
22504579    16.0
22530447    28.0
22554301    12.0
22577428    12.0
22601084    12.0
Name: sales, Length: 1228, dtype: float64
66          12.0
11892        8.0
23309       24.0
34945       20.0
47058       28.0
            ... 
22504580    40.0
22530448    12.0
22554302     8.0
22577429     8.0
22601085     8.0
Name: sales, Length: 1109, dtype: float64
67          12.0
11893       16.0
23310       24.0
34946       20.0
47059       20.0
            ... 
22478854    28.0
22530449    12.0
22554303     8.0
22577430    12.0
22601086     8.0
Name: sales, Length: 1045, dtype: float64
68          128.0
11894        20.0
23311        84.0
34947        72.0
47061       144.0
            ...  
22504582     84.0
22530450     60.0
22554305     36.0
22577431     52.0
22601087     60.0
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72          36.0
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73          44.0
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Name: sales, Length: 1207, dtype: float64
74          565.880
11900       281.816
23317       519.324
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22530456     41.020
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Name: sales, Length: 1269, dtype: float64
75          180.0
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77          32.0
11903       20.0
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78          80.0
11904       56.0
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Name: sales, Length: 1255, dtype: float64
79          72.0
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80          36.0
11906       24.0
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81          32.0
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Name: sales, Length: 1186, dtype: float64
82            8.0
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Name: sales, Length: 1230, dtype: float64
85           96.0
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Name: sales, Length: 1263, dtype: float64
86          108.0
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Name: sales, Length: 1257, dtype: float64
87          60.0
11913       44.0
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Name: sales, Length: 1203, dtype: float64
88          96.0
11914       36.0
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Name: sales, Length: 1166, dtype: float64
89           52.0
11915        44.0
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Name: sales, Length: 1254, dtype: float64
90           72.0
23334        24.0
34969        84.0
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22601110     28.0
Name: sales, Length: 1214, dtype: float64
91          364.0
11916       236.0
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34970       348.0
47083       512.0
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Name: sales, Length: 1267, dtype: float64
92          216.0
11917        64.0
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Name: sales, Length: 1267, dtype: float64
93          32.0
11918       16.0
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59022        4.0
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Name: sales, Length: 787, dtype: float64
94          12.0
11919       12.0
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59023        8.0
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Name: sales, Length: 1018, dtype: float64
95          68.0
11921       40.0
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Name: sales, Length: 1247, dtype: float64
96           4.0
11922       12.0
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Name: sales, Length: 664, dtype: float64
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11923       32.0
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Name: sales, Length: 1184, dtype: float64
98          16.0
11924       28.0
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Name: sales, Length: 1138, dtype: float64
99          116.0
11925        68.0
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Name: sales, Length: 1199, dtype: float64
100          4.0
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Name: sales, Length: 1121, dtype: float64
101          72.0
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Name: sales, Length: 1233, dtype: float64
102          4.0
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Name: sales, Length: 848, dtype: float64
103         20.0
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Name: sales, Length: 1246, dtype: float64
104          92.0
11930        76.0
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Name: sales, Length: 1267, dtype: float64
105         16.0
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Name: sales, Length: 998, dtype: float64
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Name: sales, Length: 1135, dtype: float64
107         108.0
11933        56.0
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Name: sales, Length: 1258, dtype: float64
108         72.0
11935       88.0
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Name: sales, Length: 1266, dtype: float64
109         12.0
11936       28.0
34985        8.0
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            ... 
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22530495     8.0
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Name: sales, Length: 1123, dtype: float64
110          72.0
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            ...  
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Name: sales, Length: 1263, dtype: float64
111         484.0
11938       384.0
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            ...  
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22530497    276.0
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Name: sales, Length: 1270, dtype: float64
112         88.0
11939       72.0
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Name: sales, Length: 1265, dtype: float64
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11940       40.0
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Name: sales, Length: 1215, dtype: float64
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11941       24.0
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Name: sales, Length: 1226, dtype: float64
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11942       36.0
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22530501    20.0
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Name: sales, Length: 1266, dtype: float64
116         25.164
23359       56.508
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Name: sales, Length: 303, dtype: float64
117         26.700
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Name: sales, Length: 1202, dtype: float64
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Name: sales, Length: 1212, dtype: float64
119         36.0
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Name: sales, Length: 1210, dtype: float64
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Name: sales, Length: 1228, dtype: float64
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Name: sales, Length: 936, dtype: float64
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Name: sales, Length: 1093, dtype: float64
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Name: sales, Length: 1074, dtype: float64
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Name: sales, Length: 1197, dtype: float64
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Name: sales, Length: 1086, dtype: float64
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Name: sales, Length: 1199, dtype: float64
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Name: sales, Length: 1269, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1261, dtype: float64
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 892, dtype: float64
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 1104, dtype: float64
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Name: sales, Length: 1230, dtype: float64
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Name: sales, Length: 1024, dtype: float64
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 902, dtype: float64
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1235, dtype: float64
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Name: sales, Length: 1267, dtype: float64
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Name: sales, Length: 1194, dtype: float64
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Name: sales, Length: 1174, dtype: float64
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152         100.0
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153         28.0
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156        136.0
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158         12.0
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159         155.756
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160          88.0
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161         140.0
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163         12.0
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164          8.0
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165          24.0
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166         432.0
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167         132.0
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168         52.0
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169         52.0
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170         12.0
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172         108.0
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173         32.0
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174         60.0
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175         104.0
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Name: sales, Length: 567, dtype: float64
176          368.0
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Name: sales, Length: 1270, dtype: float64
185         128.0
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Name: sales, Length: 1256, dtype: float64
186         52.0
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189          96.0
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 1269, dtype: float64
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Name: sales, Length: 1203, dtype: float64
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Name: sales, Length: 1195, dtype: float64
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235         28.0
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240         134.544
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241          32.0
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244         572.0
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245         48.0
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246          84.0
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249         196.0
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Name: sales, Length: 1267, dtype: float64
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Name: sales, Length: 1171, dtype: float64
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Name: sales, Length: 1250, dtype: float64
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Name: sales, Length: 1215, dtype: float64
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Name: sales, Length: 1159, dtype: float64
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Name: sales, Length: 1261, dtype: float64
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Name: sales, Length: 1120, dtype: float64
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Name: sales, Length: 352, dtype: float64
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Name: sales, Length: 1187, dtype: float64
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Name: sales, Length: 1248, dtype: float64
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Name: sales, Length: 1241, dtype: float64
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Name: sales, Length: 1131, dtype: float64
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Name: sales, Length: 1209, dtype: float64
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Name: sales, Length: 674, dtype: float64
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1204, dtype: float64
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317         28.0
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321          76.0
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322          72.0
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324          92.0
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Name: sales, Length: 1258, dtype: float64
325         108.0
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326          52.0
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329         44.0
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330         248.0
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Name: sales, Length: 1126, dtype: float64
332         100.0
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Name: sales, Length: 1259, dtype: float64
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Name: sales, Length: 1259, dtype: float64
334         56.0
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1209, dtype: float64
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Name: sales, Length: 1197, dtype: float64
339          68.0
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Name: sales, Length: 1094, dtype: float64
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Name: sales, Length: 735, dtype: float64
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Name: sales, Length: 1253, dtype: float64
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Name: sales, Length: 1040, dtype: float64
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Name: sales, Length: 1263, dtype: float64
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Name: sales, Length: 1269, dtype: float64
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Name: sales, Length: 798, dtype: float64
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Name: sales, Length: 1113, dtype: float64
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Name: sales, Length: 1246, dtype: float64
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Name: sales, Length: 1175, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1214, dtype: float64
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Name: sales, Length: 1192, dtype: float64
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Name: sales, Length: 1192, dtype: float64
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Name: sales, Length: 1192, dtype: float64
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Name: sales, Length: 1185, dtype: float64
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384         112.0
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385          20.0
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386         100.0
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387         24.0
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388         44.0
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389         68.0
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390          48.0
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391         304.0
12212       140.0
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392          80.0
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393          80.0
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394          8.0
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395         56.0
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396         120.0
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400         196.0
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401         32.0
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402         16.0
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403         28.0
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404          4.0
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Name: sales, Length: 1148, dtype: float64
405          84.0
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Name: sales, Length: 1081, dtype: float64
406         16.0
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Name: sales, Length: 1104, dtype: float64
407         48.0
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Name: sales, Length: 1092, dtype: float64
408          60.0
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Name: sales, Length: 1270, dtype: float64
409          96.0
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47413       104.0
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Name: sales, Length: 1267, dtype: float64
410         44.0
12230       24.0
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Name: sales, Length: 1245, dtype: float64
411         125.200
12231        58.920
35294        39.700
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Name: sales, Length: 470, dtype: float64
412         36.0
12232       32.0
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Name: sales, Length: 1174, dtype: float64
413         378.372
12233       129.368
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35297       477.184
47417       550.200
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22504945    243.156
22530796     93.164
22554651    119.684
22577780    260.936
22601433    113.884
Name: sales, Length: 1227, dtype: float64
414          4.0
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Name: sales, Length: 1028, dtype: float64
415         116.0
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Name: sales, Length: 1255, dtype: float64
416         64.0
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Name: sales, Length: 1176, dtype: float64
417         44.0
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Name: sales, Length: 1261, dtype: float64
418          4.0
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Name: sales, Length: 1180, dtype: float64
419         12.0
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Name: sales, Length: 544, dtype: float64
420         136.0
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Name: sales, Length: 1260, dtype: float64
421         44.0
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Name: sales, Length: 1269, dtype: float64
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Name: sales, Length: 785, dtype: float64
423          64.0
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Name: sales, Length: 1256, dtype: float64
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Name: sales, Length: 1227, dtype: float64
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Name: sales, Length: 1229, dtype: float64
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Name: sales, Length: 1234, dtype: float64
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Name: sales, Length: 1080, dtype: float64
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Name: sales, Length: 1176, dtype: float64
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Name: sales, Length: 1240, dtype: float64
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Name: sales, Length: 1231, dtype: float64
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Name: sales, Length: 1262, dtype: float64
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Name: sales, Length: 1164, dtype: float64
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Name: sales, Length: 1260, dtype: float64
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Name: sales, Length: 834, dtype: float64
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Name: sales, Length: 1235, dtype: float64
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Name: sales, Length: 1244, dtype: float64
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Name: sales, Length: 1238, dtype: float64
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Name: sales, Length: 1243, dtype: float64
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Name: sales, Length: 1091, dtype: float64
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Name: sales, Length: 1144, dtype: float64
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Name: sales, Length: 1114, dtype: float64
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Name: sales, Length: 1216, dtype: float64
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Name: sales, Length: 1075, dtype: float64
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Name: sales, Length: 1125, dtype: float64
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Name: sales, Length: 1205, dtype: float64
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Name: sales, Length: 1253, dtype: float64
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Name: sales, Length: 238, dtype: float64
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Name: sales, Length: 1139, dtype: float64
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Name: sales, Length: 1210, dtype: float64
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Name: sales, Length: 1234, dtype: float64
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Name: sales, Length: 1259, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1256, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1233, dtype: float64
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1256, dtype: float64
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Name: sales, Length: 1261, dtype: float64
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Name: sales, Length: 1001, dtype: float64
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Name: sales, Length: 1159, dtype: float64
461         351.116
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472          44.0
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473         68.0
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474         240.0
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475         272.0
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Name: sales, Length: 1203, dtype: float64
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Name: sales, Length: 416, dtype: float64
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Name: sales, Length: 1108, dtype: float64
481          60.0
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Name: sales, Length: 1258, dtype: float64
482          84.0
12301        48.0
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Name: sales, Length: 1238, dtype: float64
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Name: sales, Length: 1203, dtype: float64
485         24.0
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Name: sales, Length: 1224, dtype: float64
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Name: sales, Length: 1234, dtype: float64
487         19.948
12306       52.140
23730       30.228
35376       21.984
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Name: sales, Length: 1254, dtype: float64
488         264.0
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Name: sales, Length: 883, dtype: float64
489         260.0
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23732       264.0
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Name: sales, Length: 1257, dtype: float64
490         16.380
12309        4.588
23733       12.532
35379       20.180
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Name: sales, Length: 1269, dtype: float64
491         24.0
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Name: sales, Length: 1142, dtype: float64
492          32.0
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Name: sales, Length: 1184, dtype: float64
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Name: sales, Length: 1129, dtype: float64
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Name: sales, Length: 858, dtype: float64
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Name: sales, Length: 1230, dtype: float64
496          96.0
12315       120.0
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Name: sales, Length: 1262, dtype: float64
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Name: sales, Length: 1221, dtype: float64
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Name: sales, Length: 1225, dtype: float64
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Name: sales, Length: 738, dtype: float64
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Name: sales, Length: 1192, dtype: float64
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Name: sales, Length: 1176, dtype: float64
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Name: sales, Length: 1235, dtype: float64
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Name: sales, Length: 1102, dtype: float64
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Name: sales, Length: 1230, dtype: float64
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1190, dtype: float64
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Name: sales, Length: 1195, dtype: float64
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 1269, dtype: float64
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Name: sales, Length: 1265, dtype: float64
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Name: sales, Length: 1252, dtype: float64
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Name: sales, Length: 1176, dtype: float64
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Name: sales, Length: 1255, dtype: float64
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Name: sales, Length: 951, dtype: float64
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Name: sales, Length: 1124, dtype: float64
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1110, dtype: float64
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1217, dtype: float64
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Name: sales, Length: 1227, dtype: float64
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Name: sales, Length: 1258, dtype: float64
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Name: sales, Length: 1232, dtype: float64
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Name: sales, Length: 1190, dtype: float64
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Name: sales, Length: 1260, dtype: float64
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Name: sales, Length: 1176, dtype: float64
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Name: sales, Length: 1222, dtype: float64
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Name: sales, Length: 1269, dtype: float64
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1196, dtype: float64
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Name: sales, Length: 1243, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 911, dtype: float64
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Name: sales, Length: 1252, dtype: float64
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Name: sales, Length: 1248, dtype: float64
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Name: sales, Length: 1251, dtype: float64
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Name: sales, Length: 1208, dtype: float64
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Name: sales, Length: 1256, dtype: float64
539          44.0
12358        44.0
23782        72.0
35428       108.0
47542       108.0
            ...  
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21705578     20.0
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Name: sales, Length: 1158, dtype: float64
540         20.0
23783       16.0
35429        8.0
47543       44.0
59474       20.0
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22530916    16.0
22554771     4.0
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Name: sales, Length: 950, dtype: float64
541         20.0
12359        4.0
23784       44.0
35430       20.0
47544       20.0
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22455143     8.0
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22554772     4.0
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Name: sales, Length: 871, dtype: float64
542         40.0
23785       24.0
35431        8.0
47545       16.0
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            ... 
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22530917     8.0
22554773     4.0
22577901     4.0
22601559     8.0
Name: sales, Length: 1075, dtype: float64
543         32.0
12360        8.0
23786       12.0
35432       20.0
47546       28.0
            ... 
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22530918     4.0
22554774     4.0
22577902     8.0
22601560     4.0
Name: sales, Length: 1016, dtype: float64
544         120.0
12361        84.0
23787        40.0
35433        76.0
47547        60.0
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22095173      8.0
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22407873      4.0
22479339      4.0
Name: sales, Length: 858, dtype: float64
545         28.0
128052      36.0
174203      16.0
185548      36.0
197170       8.0
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22166565     4.0
22479340    48.0
22505076    12.0
22530919    48.0
22554775    12.0
Name: sales, Length: 1032, dtype: float64
546         12.0
12362       60.0
23788       12.0
35434       52.0
47548       32.0
            ... 
22479341     4.0
22505077    16.0
22530920    12.0
22577903    12.0
22601561     4.0
Name: sales, Length: 908, dtype: float64
547         104.0
12363        76.0
23789        36.0
35435        52.0
47549        44.0
            ...  
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22530921     36.0
22554776     32.0
22577904     44.0
22601562     24.0
Name: sales, Length: 1220, dtype: float64
548         12.0
12364       16.0
23790       20.0
35436       20.0
47550       56.0
            ... 
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22530923    24.0
22554778     8.0
22577906    12.0
22601564     8.0
Name: sales, Length: 1194, dtype: float64
549         136.0
12365        48.0
23791       108.0
35437        68.0
47551        20.0
            ...  
22505081     60.0
22530924     52.0
22554779     80.0
22577907     52.0
22601565     40.0
Name: sales, Length: 1263, dtype: float64
550         128.0
12366       112.0
23792        56.0
35438       108.0
47552       140.0
            ...  
22505082    128.0
22530925     68.0
22554780     56.0
22577908     84.0
22601566    108.0
Name: sales, Length: 1270, dtype: float64
551          8.0
12367       16.0
23793       40.0
35439       24.0
47553       36.0
            ... 
22479347    12.0
22505083     8.0
22530926     4.0
22554781     8.0
22577909     4.0
Name: sales, Length: 1148, dtype: float64
552         68.0
12368       60.0
23794       56.0
35440       84.0
47554       84.0
            ... 
22505084    88.0
22530927    36.0
22554782    32.0
22577910    32.0
22601567    32.0
Name: sales, Length: 1270, dtype: float64
553         12.0
12369       12.0
35441       16.0
47555       20.0
59484        4.0
            ... 
22455154     8.0
22505085    16.0
22530928     8.0
22554783     4.0
22601568     8.0
Name: sales, Length: 1148, dtype: float64
554         24.0
12370       44.0
23795       48.0
35442       28.0
47556       48.0
            ... 
22505086    92.0
22530929    40.0
22554784    40.0
22577911    32.0
22601569    12.0
Name: sales, Length: 1231, dtype: float64
555         224.0
12371       180.0
23796       468.0
35443       220.0
47557       204.0
            ...  
22505087     84.0
22530930    100.0
22554785     92.0
22577912    104.0
22601570     92.0
Name: sales, Length: 1266, dtype: float64
556         12.0
12372       12.0
23797        4.0
35444       20.0
47558       28.0
            ... 
22505088    40.0
22530931    16.0
22554786    16.0
22577913    32.0
22601571    32.0
Name: sales, Length: 1157, dtype: float64
557         64.0
12373       48.0
23798       48.0
35445       52.0
47559       76.0
            ... 
22505089    72.0
22530932    32.0
22554787    44.0
22577914    36.0
22601572    24.0
Name: sales, Length: 1249, dtype: float64
558          76.0
12374        80.0
23799       100.0
35446        92.0
47560       120.0
            ...  
22505090     68.0
22530933     32.0
22554788     60.0
22577915     32.0
22601573     20.0
Name: sales, Length: 1269, dtype: float64
559         100.0
12375        40.0
23800        88.0
35447       116.0
47561        56.0
            ...  
22505091     64.0
22530934     16.0
22554789     40.0
22577916     16.0
22601574      8.0
Name: sales, Length: 969, dtype: float64
560         376.424
12376       276.796
23801       308.076
35448       216.548
47562       451.452
             ...   
22505092    302.364
22530935    253.900
22554790    221.164
22577917    173.360
22601575    186.112
Name: sales, Length: 1270, dtype: float64
561         306.396
12377       330.476
23802       140.520
35449       298.340
47563       302.060
             ...   
22505093    339.020
22530936    172.916
22554791    194.384
22577918     92.600
22601576    105.528
Name: sales, Length: 1269, dtype: float64
562         380.548
12378       232.580
23803       253.324
35450       474.508
47564       364.612
             ...   
22505094    262.780
22530937    206.900
22554792    158.704
22577919    210.272
22601577    203.596
Name: sales, Length: 1270, dtype: float64
563         49.868
12379       84.048
23804       70.900
35451       54.956
47565       14.728
             ...  
22505095    51.996
22530938    39.068
22554793    88.956
22577920    86.236
22601578    88.736
Name: sales, Length: 1240, dtype: float64
564         78.860
12380       16.564
23805       13.228
35452       78.236
47566        4.240
             ...  
22505096    11.060
22530939     9.232
22554794     7.248
22577921     8.396
22601579    18.096
Name: sales, Length: 1166, dtype: float64
565         192.792
12381       106.384
23806        89.064
35453        73.244
47567        50.144
             ...   
22505097     92.360
22530940     73.852
22554795     38.580
22577922     78.940
22601580     32.656
Name: sales, Length: 1230, dtype: float64
566         25.992
12382       58.696
23807       20.604
35454       90.092
47568       36.260
             ...  
22505098    21.604
22530941    29.604
22554796    24.092
22577923    25.752
22601581    28.944
Name: sales, Length: 1261, dtype: float64
567         36.348
12383       16.228
23808       17.244
35455       84.792
47569       33.292
             ...  
22505099    33.788
22530942     8.568
22554797    17.304
22577924    10.924
22601582     2.848
Name: sales, Length: 1219, dtype: float64
568          69.628
12384        36.640
23809        78.544
35456        89.876
47571        56.576
             ...   
22505100    235.624
22530944     77.136
22554798     60.716
22577926     91.840
22601584     67.488
Name: sales, Length: 1145, dtype: float64
569         71.828
12385        6.832
23810        6.164
35457       34.928
47572       58.764
             ...  
22431692    19.816
22455171     3.872
22479365    21.280
22505101    24.204
22530945    27.896
Name: sales, Length: 1107, dtype: float64
570         47.732
12386       39.100
23811       44.516
35458       27.168
47573       56.284
             ...  
22505102    36.008
22530946    28.592
22554799     8.328
22577927     4.304
22601585    19.644
Name: sales, Length: 1247, dtype: float64
571         27.228
12387       22.900
23812       53.520
35459       34.588
47574        6.792
             ...  
22479367    55.248
22505103    40.176
22530947    29.324
22554800    26.488
22577928    24.140
Name: sales, Length: 1216, dtype: float64
572         113.608
12388        11.736
23813        63.104
35460        29.008
47575        67.832
             ...   
22505104     49.420
22530948     33.464
22554801     26.204
22577929     66.056
22601586     14.180
Name: sales, Length: 1264, dtype: float64
573         333.456
12389       349.940
23814       405.776
35461       266.668
47576       496.608
             ...   
22505105    191.000
22530949    140.964
22554802     80.760
22577930    190.588
22601587    156.864
Name: sales, Length: 1267, dtype: float64
574         27.932
12390       13.404
23815       59.896
35462       41.560
47577       33.540
             ...  
22479370    29.636
22505106     9.604
22554803    28.972
22577931    12.120
22601588     7.432
Name: sales, Length: 1174, dtype: float64
575         27.508
12391       21.576
35463       49.232
47578       95.908
59505       55.116
             ...  
22505107    85.028
22530950    28.960
22554804    23.956
22577932    31.240
22601589    23.296
Name: sales, Length: 1255, dtype: float64
576         193.280
12392        42.540
23816       122.324
35464       161.152
47579        96.048
             ...   
22505108     77.720
22530951     10.352
22554805     58.684
22577933     22.304
22601590     10.784
Name: sales, Length: 1264, dtype: float64
577         38.868
12393       43.360
23817       59.288
35465       12.876
47580       40.536
             ...  
22505109    11.072
22530952     9.716
22554806     5.308
22577934     4.756
22601591    16.796
Name: sales, Length: 1239, dtype: float64
578         19.400
12394       31.320
23818       39.488
35466        4.520
47581       20.260
             ...  
22505110    23.968
22530953    28.960
22554807    18.736
22577935    15.892
22601592     4.296
Name: sales, Length: 1222, dtype: float64
579          26.580
12395        14.752
23819       133.328
35467       100.968
47582        27.424
             ...   
22479375     64.360
22505111     15.376
22530954     13.168
22554808     13.408
22601593     27.008
Name: sales, Length: 1044, dtype: float64
580         60.0
12396       16.0
23820       36.0
35468       16.0
47583       72.0
            ... 
22505112     8.0
22530955    12.0
22554809     8.0
22577936    12.0
22601594     8.0
Name: sales, Length: 1202, dtype: float64
581         48.0
12397       28.0
23821       20.0
35469       28.0
47584       56.0
            ... 
22505113    48.0
22530956    20.0
22554810     4.0
22577937     8.0
22601595     4.0
Name: sales, Length: 930, dtype: float64
582         52.0
12398       68.0
23822       56.0
35470       72.0
47585       60.0
            ... 
22505114    16.0
22530957     8.0
22554811    12.0
22577938    24.0
22601596    24.0
Name: sales, Length: 1108, dtype: float64
583         276.0
12399       304.0
23823       136.0
35471       208.0
47586       368.0
            ...  
22505115     44.0
22530958     64.0
22554812     52.0
22577939     44.0
22601597     16.0
Name: sales, Length: 1142, dtype: float64
584         112.0
12400       120.0
23824        92.0
35472       100.0
47587        36.0
            ...  
22505116     60.0
22530959     40.0
22554813     60.0
22577940     28.0
22601598     24.0
Name: sales, Length: 1212, dtype: float64
585         212.0
12401       224.0
23825       184.0
35473       144.0
47588       128.0
            ...  
22505117     72.0
22530960     88.0
22554814     64.0
22577941    112.0
22601599     72.0
Name: sales, Length: 1174, dtype: float64
586          4.0
12402       12.0
23826       12.0
35474       12.0
47589        8.0
            ... 
22505118    32.0
22530961    20.0
22554815    12.0
22577942    32.0
22601600     8.0
Name: sales, Length: 1232, dtype: float64
587         40.0
12403       24.0
23827       36.0
35475       24.0
47590       48.0
            ... 
22505119    40.0
22530962    16.0
22554816    12.0
22577943    12.0
22601601    28.0
Name: sales, Length: 1168, dtype: float64
588         12.0
12404        8.0
23828        4.0
70812        8.0
93482        4.0
            ... 
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22309708     8.0
22431709    16.0
22554817     4.0
22601602     4.0
Name: sales, Length: 665, dtype: float64
589         168.0
23829        48.0
35476        80.0
47591        56.0
59518        12.0
            ...  
22479384     24.0
22505120     36.0
22530963     20.0
22554818     16.0
22601603      4.0
Name: sales, Length: 1190, dtype: float64
590         16.0
12405       20.0
23830       12.0
35477        8.0
47592       32.0
            ... 
22505121    48.0
22530964    12.0
22554819    84.0
22577944    12.0
22601604     4.0
Name: sales, Length: 1167, dtype: float64
591         44.0
12407       56.0
23832        8.0
35478       48.0
47594       44.0
            ... 
22505123    28.0
22530966    20.0
22554820    20.0
22577946    32.0
22601605    16.0
Name: sales, Length: 1263, dtype: float64
592         56.0
12408       60.0
23833       12.0
35479       76.0
47595       76.0
            ... 
22505124    84.0
22530967    24.0
22554821    48.0
22577947    40.0
22601606    36.0
Name: sales, Length: 1268, dtype: float64
593         68.0
12409       68.0
23834       40.0
35480       68.0
47596       52.0
            ... 
22505125    80.0
22530968    32.0
22554822    60.0
22577948    32.0
22601607    32.0
Name: sales, Length: 1268, dtype: float64
594         24.0
12410        8.0
35481        8.0
47597       24.0
59524        8.0
            ... 
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22431717    12.0
22455197     4.0
22479390     4.0
22601609     4.0
Name: sales, Length: 994, dtype: float64
595         12.0
12411       16.0
23835        8.0
35482        8.0
47598       24.0
            ... 
22479391    16.0
22505127    12.0
22530970     8.0
22554824    12.0
22601610     8.0
Name: sales, Length: 1168, dtype: float64
596          92.0
12412        40.0
23836        44.0
35483       100.0
47599       108.0
            ...  
22505128     92.0
22530971     40.0
22554825     32.0
22577950     48.0
22601611     32.0
Name: sales, Length: 1258, dtype: float64
597         356.0
12413       136.0
23837       112.0
35484       184.0
47600       344.0
            ...  
22505129    124.0
22530972    120.0
22554826     64.0
22577951     48.0
22601612    108.0
Name: sales, Length: 1270, dtype: float64
598          90.616
12414        99.776
23838        73.692
35485        62.980
47601       110.616
             ...   
22505130     83.352
22530973     58.252
22554827     42.456
22577952     61.956
22601613     24.180
Name: sales, Length: 1270, dtype: float64
599         40.0
12415       36.0
23839       28.0
35486       64.0
47602       84.0
            ... 
22505131    56.0
22530974    36.0
22554828    28.0
22577953    28.0
22601614    20.0
Name: sales, Length: 1186, dtype: float64
600          4.0
12416       28.0
23840       12.0
35487       16.0
47603       28.0
            ... 
22505132     8.0
22530975     4.0
22554829    16.0
22577954    12.0
22601615     8.0
Name: sales, Length: 916, dtype: float64
601         33.900
12418       12.048
35488        8.028
47604       28.648
59531       44.728
             ...  
22505134    20.344
22530978    31.752
22554831     9.588
22577955    18.680
22601617    18.436
Name: sales, Length: 1108, dtype: float64
602           9.148
12419        49.216
23841        42.200
35489        65.384
47605        67.592
             ...   
22479397     12.648
22505135    124.772
22530979      8.344
22577956      9.472
22601618     50.580
Name: sales, Length: 1009, dtype: float64
603         58.068
12420       45.260
23842       88.288
35490       21.404
47606       26.420
             ...  
22505136    17.796
22530980    12.668
22554832     8.980
22577957    10.908
22601619    17.280
Name: sales, Length: 1223, dtype: float64
604         134.492
12421        64.832
23843       110.520
35491       108.320
47607        53.456
             ...   
22505137     48.832
22530981     33.028
22554833     41.120
22577958     77.492
22601620     79.280
Name: sales, Length: 1258, dtype: float64
605         79.156
12422       60.588
23845       76.820
35493       24.332
47609       22.560
             ...  
22505139    30.040
22530983    16.052
22554835    25.432
22577959    27.884
22601622    17.768
Name: sales, Length: 1265, dtype: float64
606         25.880
12424       44.708
23847       43.788
47610       37.800
59537       41.204
             ...  
22505141    35.472
22530985    35.036
22554837    18.172
22577961    26.192
22601624    14.268
Name: sales, Length: 1251, dtype: float64
607         124.0
12426       140.0
23849       144.0
35495        88.0
47612        88.0
            ...  
22505143     28.0
22530987     36.0
22554838     40.0
22577963     52.0
22601626     80.0
Name: sales, Length: 1261, dtype: float64
608         56.0
12427       52.0
23850       16.0
35496       20.0
47613       40.0
            ... 
22455213     8.0
22530988    12.0
22554839     8.0
22577964     4.0
22601627    12.0
Name: sales, Length: 1153, dtype: float64
609         36.0
12428       16.0
23851        4.0
35497       16.0
47614       44.0
            ... 
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22505144    24.0
22530989    20.0
22554840    12.0
22601628    16.0
Name: sales, Length: 1075, dtype: float64
610          8.0
12429       20.0
23852        8.0
35498       16.0
47615        8.0
            ... 
22505145     4.0
22530990     8.0
22554841     4.0
22577965    12.0
22601629     4.0
Name: sales, Length: 903, dtype: float64
611         4.0
23853       4.0
35499      12.0
47616       4.0
70838       4.0
           ... 
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1240016    20.0
1252001    52.0
1264194     8.0
1287867     8.0
Name: sales, Length: 81, dtype: float64
612          8.0
12430        4.0
23854       12.0
35500       12.0
47617       44.0
            ... 
22479408    20.0
22505146    16.0
22530991    96.0
22577966    28.0
22601630    36.0
Name: sales, Length: 1052, dtype: float64
613         192.0
12432       128.0
23856       104.0
35501        88.0
47618       188.0
            ...  
22505147     68.0
22530993     64.0
22554842     20.0
22577967     24.0
22601631     24.0
Name: sales, Length: 1096, dtype: float64
614          8.0
12433        4.0
23857       12.0
47619        4.0
70840        8.0
            ... 
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22215302     4.0
22285494     4.0
22335362     4.0
22530994    24.0
Name: sales, Length: 282, dtype: float64
615         20.0
12434       16.0
23858       36.0
35502       32.0
47620        4.0
            ... 
22505148    48.0
22530995    32.0
22554843    24.0
22577968    56.0
22601632    20.0
Name: sales, Length: 1062, dtype: float64
616         48.0
12435       20.0
23859       12.0
35503       28.0
47621       60.0
            ... 
22505149    44.0
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623         116.0
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Name: sales, Length: 1169, dtype: float64
627         132.0
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628         36.0
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Name: sales, Length: 1174, dtype: float64
629          8.0
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Name: sales, Length: 1015, dtype: float64
632         268.0
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633         16.0
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635         20.0
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Name: sales, Length: 1102, dtype: float64
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637         16.0
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Name: sales, Length: 1139, dtype: float64
638         52.0
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Name: sales, Length: 1056, dtype: float64
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Name: sales, Length: 1194, dtype: float64
640         52.0
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Name: sales, Length: 1210, dtype: float64
641         18.472
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35526       16.416
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Name: sales, Length: 1258, dtype: float64
642         16.520
12459        1.056
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35527        5.096
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Name: sales, Length: 1142, dtype: float64
643         4.556
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Name: sales, Length: 1161, dtype: float64
644          4.0
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Name: sales, Length: 853, dtype: float64
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647          84.0
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Name: sales, Length: 1258, dtype: float64
648         28.0
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Name: sales, Length: 1260, dtype: float64
651         172.0
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Name: sales, Length: 1269, dtype: float64
652          24.0
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Name: sales, Length: 1267, dtype: float64
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Name: sales, Length: 1149, dtype: float64
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Name: sales, Length: 1183, dtype: float64
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Name: sales, Length: 1155, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1251, dtype: float64
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Name: sales, Length: 924, dtype: float64
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668      16.980
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Name: sales, dtype: float64
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Name: sales, Length: 1223, dtype: float64
670          84.896
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 1265, dtype: float64
727         140.144
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Name: sales, Length: 1130, dtype: float64
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Name: sales, Length: 1075, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1060, dtype: float64
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Name: sales, Length: 1269, dtype: float64
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782          13.952
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Name: sales, Length: 1241, dtype: float64
786         17.884
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Name: sales, Length: 1230, dtype: float64
787         49.284
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Name: sales, Length: 1119, dtype: float64
788          65.448
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Name: sales, Length: 1215, dtype: float64
790         57.012
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791         204.0
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794         116.0
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1248, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1267, dtype: float64
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856         119.604
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859          42.164
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860         257.036
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Name: sales, Length: 965, dtype: float64
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871         44.0
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Name: sales, Length: 1241, dtype: float64
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Name: sales, Length: 1195, dtype: float64
873         124.0
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Name: sales, Length: 1264, dtype: float64
874         28.0
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Name: sales, Length: 1231, dtype: float64
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Name: sales, Length: 1257, dtype: float64
876         412.0
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Name: sales, Length: 1268, dtype: float64
877         184.0
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Name: sales, Length: 1268, dtype: float64
878         52.0
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Name: sales, Length: 962, dtype: float64
879         144.0
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Name: sales, Length: 964, dtype: float64
880         36.0
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Name: sales, Length: 1222, dtype: float64
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Name: sales, Length: 1125, dtype: float64
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Name: sales, Length: 956, dtype: float64
883          92.0
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Name: sales, Length: 1249, dtype: float64
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Name: sales, Length: 1131, dtype: float64
885          64.0
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Name: sales, Length: 1168, dtype: float64
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Name: sales, Length: 1065, dtype: float64
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Name: sales, Length: 1252, dtype: float64
888         73.720
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Name: sales, Length: 557, dtype: float64
889         44.0
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Name: sales, Length: 1256, dtype: float64
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Name: sales, Length: 675, dtype: float64
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Name: sales, Length: 429, dtype: float64
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Name: sales, Length: 1205, dtype: float64
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Name: sales, Length: 605, dtype: float64
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Name: sales, Length: 1084, dtype: float64
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Name: sales, Length: 1029, dtype: float64
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Name: sales, Length: 630, dtype: float64
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Name: sales, Length: 1128, dtype: float64
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Name: sales, Length: 1262, dtype: float64
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Name: sales, Length: 1149, dtype: float64
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Name: sales, Length: 1029, dtype: float64
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Name: sales, Length: 1191, dtype: float64
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Name: sales, Length: 1075, dtype: float64
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Name: sales, Length: 1098, dtype: float64
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Name: sales, Length: 1081, dtype: float64
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Name: sales, Length: 1268, dtype: float64
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 1247, dtype: float64
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Name: sales, Length: 1040, dtype: float64
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Name: sales, Length: 1095, dtype: float64
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Name: sales, Length: 1126, dtype: float64
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Name: sales, Length: 1185, dtype: float64
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Name: sales, Length: 1237, dtype: float64
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Name: sales, Length: 1242, dtype: float64
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Name: sales, Length: 1052, dtype: float64
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Name: sales, Length: 1223, dtype: float64
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Name: sales, Length: 1118, dtype: float64
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Name: sales, Length: 1124, dtype: float64
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Name: sales, Length: 1100, dtype: float64
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Name: sales, Length: 1173, dtype: float64
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Name: sales, Length: 1071, dtype: float64
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Name: sales, Length: 1128, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1109, dtype: float64
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Name: sales, Length: 1120, dtype: float64
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Name: sales, Length: 1248, dtype: float64
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Name: sales, Length: 1161, dtype: float64
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Name: sales, Length: 1157, dtype: float64
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1011        104.0
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1012         32.0
12816        76.0
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1013         36.0
12817        68.0
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59924        36.0
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1014         24.0
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Name: sales, Length: 1024, dtype: float64
1015        72.0
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1016        16.0
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Name: sales, Length: 927, dtype: float64
1017        8.0
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1018         8.0
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Name: sales, Length: 993, dtype: float64
1019         4.0
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1020        36.0
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1021        12.0
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1022        36.0
12826        4.0
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35915       16.0
48027       20.0
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Name: sales, Length: 1181, dtype: float64
1023        124.0
12828        88.0
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35916       124.0
48029       128.0
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Name: sales, Length: 1243, dtype: float64
1024        284.000
12829       267.460
24263       294.548
35917       157.308
48030       291.116
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22505572    179.376
22531402    193.236
22555240    181.500
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1025        28.0
12830       16.0
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35918       16.0
48031       44.0
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22531405    40.0
22555243    28.0
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Name: sales, Length: 1267, dtype: float64
1026        40.0
12831       16.0
24265       20.0
35919       52.0
48032       72.0
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22555244    64.0
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Name: sales, Length: 1099, dtype: float64
1027        44.0
12832       24.0
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35920       40.0
48033       72.0
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Name: sales, Length: 1248, dtype: float64
1028        52.0
35922        4.0
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71237       16.0
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Name: sales, Length: 678, dtype: float64
1029        70.868
12833       49.816
24267       41.008
35923        8.100
48036       81.212
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22505578    65.468
22531409    33.448
22555246    63.416
22578378    25.808
22602050    44.720
Name: sales, Length: 1248, dtype: float64
1030        64.136
12834       27.928
24268       35.644
35924       25.832
48037       65.216
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22505579    31.592
22531410    34.284
22555247    26.720
22578379    37.136
22602051    26.732
Name: sales, Length: 1241, dtype: float64
1031        28.0
12835       44.0
24269       12.0
35925       20.0
59941        4.0
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Name: sales, Length: 1064, dtype: float64
1032        152.0
12837        84.0
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35927       152.0
48039       204.0
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Name: sales, Length: 1269, dtype: float64
1033        40.0
35929        8.0
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59945       32.0
71244        4.0
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Name: sales, Length: 937, dtype: float64
1034         92.0
12838        16.0
24272        20.0
35930        20.0
48042        24.0
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22505582    116.0
22531413      8.0
22555250      8.0
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Name: sales, Length: 1169, dtype: float64
1035        112.0
12839        56.0
24273       188.0
35932       388.0
59948        80.0
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22505584    232.0
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22555252    132.0
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Name: sales, Length: 1062, dtype: float64
1036         92.0
12840       144.0
24274       208.0
35933       268.0
59949        72.0
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22555253     60.0
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Name: sales, Length: 1072, dtype: float64
1037         4.0
35935        4.0
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140515      12.0
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Name: sales, Length: 478, dtype: float64
1038         4.0
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Name: sales, Length: 493, dtype: float64
1039        12.0
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Name: sales, Length: 386, dtype: float64
1040        48.0
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35938       44.0
48050       56.0
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Name: sales, Length: 1250, dtype: float64
1041        24.0
12844       36.0
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35939       36.0
48051       52.0
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Name: sales, Length: 1193, dtype: float64
1042         8.0
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48053       12.0
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Name: sales, Length: 1188, dtype: float64
1043         4.0
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22555257    24.0
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Name: sales, Length: 1115, dtype: float64
1044        24.0
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35942       36.0
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Name: sales, Length: 1159, dtype: float64
1045        24.0
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48056       44.0
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Name: sales, Length: 1110, dtype: float64
1046        28.0
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Name: sales, Length: 1244, dtype: float64
1047         40.0
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35945        40.0
48058       144.0
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Name: sales, Length: 938, dtype: float64
1048        72.0
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48060       68.0
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Name: sales, Length: 1199, dtype: float64
1049        12.0
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Name: sales, Length: 1155, dtype: float64
1050        92.0
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48062       80.0
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Name: sales, Length: 1184, dtype: float64
1051        32.0
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Name: sales, Length: 922, dtype: float64
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Name: sales, Length: 1127, dtype: float64
1053        15.324
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24290       28.124
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48064        6.836
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Name: sales, Length: 1238, dtype: float64
1054        304.0
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48065       364.0
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Name: sales, Length: 1267, dtype: float64
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Name: sales, Length: 622, dtype: float64
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Name: sales, Length: 560, dtype: float64
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Name: sales, Length: 1212, dtype: float64
1058        116.0
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Name: sales, Length: 1173, dtype: float64
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Name: sales, Length: 1259, dtype: float64
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Name: sales, Length: 1233, dtype: float64
1061        188.0
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48072        92.0
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Name: sales, Length: 1241, dtype: float64
1062        168.0
12865        44.0
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Name: sales, Length: 1259, dtype: float64
1063        68.0
12866       52.0
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35961       32.0
48074       72.0
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Name: sales, Length: 1262, dtype: float64
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48075       36.0
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Name: sales, Length: 1267, dtype: float64
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Name: sales, Length: 1165, dtype: float64
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Name: sales, Length: 1266, dtype: float64
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Name: sales, Length: 1238, dtype: float64
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Name: sales, Length: 1168, dtype: float64
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Name: sales, Length: 1154, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1254, dtype: float64
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Name: sales, Length: 1270, dtype: float64
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Name: sales, Length: 1262, dtype: float64
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Name: sales, Length: 1257, dtype: float64
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Name: sales, Length: 795, dtype: float64
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Name: sales, Length: 1267, dtype: float64
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Name: sales, Length: 721, dtype: float64
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Name: sales, Length: 1251, dtype: float64
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Name: sales, Length: 1105, dtype: float64
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Name: sales, Length: 1032, dtype: float64
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22602352     4.0
Name: sales, Length: 961, dtype: float64
3813241     16.0
3827000     24.0
3840726     20.0
3854239     32.0
3868029     36.0
            ... 
22505931    16.0
22531737    16.0
22555552     8.0
22578696    16.0
22602362     4.0
Name: sales, Length: 928, dtype: float64
3813242      28.0
3827001      56.0
3840727      24.0
3854240      60.0
3868030     120.0
            ...  
22505932     40.0
22531738     56.0
22555553     20.0
22578697     60.0
22602363     16.0
Name: sales, Length: 905, dtype: float64
3813243      32.0
3827002      12.0
3840728      32.0
3854241      48.0
3868031      92.0
            ...  
22505933    124.0
22531739     80.0
22555554     28.0
22578698     76.0
22602364     20.0
Name: sales, Length: 927, dtype: float64
3813244      28.0
3827003      32.0
3840729      44.0
3854242      32.0
3868032      32.0
            ...  
22505934    100.0
22531740     40.0
22555555     36.0
22578699     48.0
22602365     40.0
Name: sales, Length: 925, dtype: float64
3813245     16.0
3827004     28.0
3840730     24.0
3854243     32.0
3868033     32.0
            ... 
22505935    40.0
22531741    16.0
22555556    16.0
22578700    28.0
22602366    20.0
Name: sales, Length: 949, dtype: float64
3813246     16.0
3827005     28.0
3840731     20.0
3854244     32.0
3868034     32.0
            ... 
22505936    48.0
22531742    28.0
22555557    24.0
22578701    40.0
22602367    20.0
Name: sales, Length: 959, dtype: float64
3813247     32.0
3827006     20.0
3840732     28.0
3854245     20.0
3868035     40.0
            ... 
22505937    32.0
22531743    36.0
22555558    20.0
22578702    40.0
22602368     8.0
Name: sales, Length: 955, dtype: float64
3813248     32.0
3827007     24.0
3840733     32.0
3854246     24.0
3868036     56.0
            ... 
22505938    56.0
22531744    36.0
22555559    28.0
22578703     8.0
22602369    32.0
Name: sales, Length: 957, dtype: float64
3813249      76.0
3827008      52.0
3840734      12.0
3854247      52.0
3868037     124.0
            ...  
22505939     76.0
22531745     48.0
22555560     20.0
22578704     52.0
22602370     40.0
Name: sales, Length: 933, dtype: float64
3813250     24.0
3827009     48.0
3840735     32.0
3854248     44.0
3868038     64.0
            ... 
22505940    60.0
22531746    36.0
22555561    48.0
22578705    28.0
22602371    48.0
Name: sales, Length: 947, dtype: float64
3813251     28.0
3827010     44.0
3840736     28.0
3854249     28.0
3868039     36.0
            ... 
22505941    56.0
22531747    36.0
22555562     8.0
22578706    16.0
22602372    20.0
Name: sales, Length: 957, dtype: float64
3813252      52.0
3827012      92.0
3840738      24.0
3854251      84.0
3868041     108.0
            ...  
22505943     68.0
22531749     56.0
22555564     44.0
22578708     68.0
22602374     44.0
Name: sales, Length: 960, dtype: float64
3813253      48.0
3827013      32.0
3840739      76.0
3854252      64.0
3868042     100.0
            ...  
22505944    104.0
22531750     64.0
22555565     24.0
22578709     60.0
22602375     60.0
Name: sales, Length: 962, dtype: float64
3813254      24.0
3868043      16.0
3882624     104.0
3897067      72.0
3910745      44.0
            ...  
22505945     20.0
22531751      8.0
22555566     24.0
22578710     16.0
22602376     12.0
Name: sales, Length: 838, dtype: float64
3813255      4.0
3827014     60.0
3840740     56.0
3854253     40.0
3868044     92.0
            ... 
22505946    48.0
22531752    68.0
22555567    24.0
22578711    64.0
22602377    32.0
Name: sales, Length: 930, dtype: float64
3813256     20.0
3827015     52.0
3840741     24.0
3854254     40.0
3868045     72.0
            ... 
22505947    64.0
22531753    40.0
22555568    20.0
22578712     8.0
22602378    16.0
Name: sales, Length: 932, dtype: float64
3813257     16.0
3827016     40.0
3840742     12.0
3854255      8.0
3868046     32.0
            ... 
22505948    36.0
22531754    16.0
22555569    16.0
22578713     8.0
22602379    28.0
Name: sales, Length: 939, dtype: float64
3813258      56.0
3827017      56.0
3840743      60.0
3854256      36.0
3868047      96.0
            ...  
22505949    104.0
22531755     32.0
22555570     24.0
22578714     56.0
22602380      8.0
Name: sales, Length: 917, dtype: float64
3813259     20.0
3827018     20.0
3840744     28.0
3854257     12.0
3868048     48.0
            ... 
22505950    36.0
22531756    16.0
22555571    20.0
22578715    20.0
22602381    16.0
Name: sales, Length: 955, dtype: float64
3813260     20.0
3827019     36.0
3840745     28.0
3854258     32.0
3868049     52.0
            ... 
22505951    56.0
22531757    12.0
22555572    20.0
22578716     8.0
22602382     8.0
Name: sales, Length: 952, dtype: float64
3813261     48.0
3827020     56.0
3840746     28.0
3854259     40.0
3868050     96.0
            ... 
22505952    60.0
22531758    24.0
22555573    36.0
22578717    32.0
22602383    36.0
Name: sales, Length: 961, dtype: float64
3813262      88.0
3827021      68.0
3840747      52.0
3854260      28.0
3868051     128.0
            ...  
22505953     92.0
22531759     28.0
22555574     32.0
22578718     32.0
22602384     20.0
Name: sales, Length: 962, dtype: float64
3813263     37.016
3827022     25.868
3840748     52.312
3854261     44.980
3868052     62.776
             ...  
22505959    74.044
22531765    31.680
22555580    35.876
22578724    56.420
22602390    70.008
Name: sales, Length: 962, dtype: float64
3813264      42.828
3827023     126.296
3840749      48.100
3854262     148.520
3868053      72.748
             ...   
22505960     53.260
22531766     47.284
22555581     46.092
22578725     47.680
22602391     51.420
Name: sales, Length: 962, dtype: float64
3813265      46.524
3827024      51.384
3840750      71.216
3854263      59.548
3868054      62.204
             ...   
22505961    155.344
22531767    186.524
22555582     81.092
22578726    124.108
22602392     46.232
Name: sales, Length: 963, dtype: float64
3813266     38.528
3827025      6.304
3840751     13.940
3854264     38.328
3868055     24.024
             ...  
22455988    12.648
22480230    20.224
22531768    18.508
22555583     4.904
22602393    12.544
Name: sales, Length: 922, dtype: float64
3813267     126.728
3827026      87.680
3840752      52.124
3854265     239.516
3868056     214.616
             ...   
22505962    238.784
22531769    133.848
22555584    152.376
22578727    139.496
22602394     88.948
Name: sales, Length: 963, dtype: float64
3813268     118.036
3827027     148.872
3840753     146.048
3854266     403.212
3868057     141.440
             ...   
22505963     80.628
22531770     61.172
22555585     73.816
22578728     54.048
22602395     58.900
Name: sales, Length: 963, dtype: float64
3813269     27.800
3827028     77.464
3840754     56.388
3854267     90.108
3868058     18.404
             ...  
22480233    13.160
22505964    70.564
22555586    28.772
22578729    61.388
22602396    63.180
Name: sales, Length: 957, dtype: float64
3813270      56.420
3827029     105.744
3840755      68.744
3854268      74.456
3868059     274.684
             ...   
22505965     95.312
22531771    135.832
22555587     89.424
22578730     97.192
22602397    113.244
Name: sales, Length: 961, dtype: float64
3813271      53.476
3827030      73.724
3840756      31.496
3854269      49.460
3868060      53.116
             ...   
22505966    154.972
22531772     95.872
22555588     68.472
22578731     69.324
22602398     87.556
Name: sales, Length: 962, dtype: float64
3813272      65.656
3827031     135.448
3840757      62.360
3854270      98.884
3868061     117.220
             ...   
22505967     75.416
22531773     75.144
22555589     80.828
22578732     86.684
22602399     45.660
Name: sales, Length: 962, dtype: float64
3813273      44.932
3827032      36.704
3840758      19.940
3854271     104.336
3868062      33.408
             ...   
22505968      4.888
22531774     11.156
22555590     17.628
22578733      3.692
22602400     39.352
Name: sales, Length: 901, dtype: float64
3813274      78.068
3827033      88.852
3840759      60.880
3854272      88.804
3868063     151.280
             ...   
22505969    239.620
22531775    163.548
22555591    137.060
22578734    205.100
22602401    261.252
Name: sales, Length: 963, dtype: float64
3813275     107.064
3827034     181.336
3840760      94.508
3854273     181.392
3868064     156.468
             ...   
22505970    236.936
22531776    209.680
22555592    193.548
22578735    221.128
22602402    129.060
Name: sales, Length: 963, dtype: float64
3813276     28.096
3827035      8.876
3840761      5.976
3854274     26.472
3868065     21.004
             ...  
22455997    22.676
22531777     6.340
22555593     2.892
22578736    15.340
22602403     6.724
Name: sales, Length: 802, dtype: float64
3813277      60.940
3854275      66.928
3868066      96.236
3882647     116.208
3910768      27.972
             ...   
22505972     55.656
22531779     56.636
22555595     73.088
22578738     75.868
22602405     72.264
Name: sales, Length: 889, dtype: float64
3813278     115.240
3827036      38.552
3840762      10.136
3854276     145.448
3897090      69.240
             ...   
22505973     47.428
22531780    108.572
22555596     70.856
22578739    124.408
22602406     47.428
Name: sales, Length: 845, dtype: float64
3813279     17.404
3827037     14.648
3840763     15.560
3854277     24.280
3868067     48.352
             ...  
22480244    34.048
22505975    35.824
22555597     3.888
22578740    26.032
22602407    45.260
Name: sales, Length: 835, dtype: float64
3813280      6.676
3827038     44.228
3840764     13.680
3854278      5.960
3882650     52.052
             ...  
22505977    31.368
22531782    26.424
22555599    20.440
22578742     7.880
22602409     8.452
Name: sales, Length: 882, dtype: float64
3813281     48.0
3827039     40.0
3840765     32.0
3854279     48.0
3868068     28.0
            ... 
22480247    28.0
22505978     8.0
22555600    32.0
22578743    36.0
22602410    36.0
Name: sales, Length: 950, dtype: float64
3813282      36.084
3827040      48.480
3840766      19.592
3854280     139.920
3868069      82.564
             ...   
22505979     83.308
22531783    121.276
22555601     75.540
22578744     52.888
22602411     77.916
Name: sales, Length: 933, dtype: float64
3813283     74.956
3827041     60.300
3840767     49.076
3854281     44.996
3868070     53.908
             ...  
22505980    79.800
22531784    63.560
22555602    22.808
22578745    46.156
22602412    32.940
Name: sales, Length: 938, dtype: float64
3813284     498.220
3827042     618.332
3840768     498.800
3854282     629.108
3868071     483.972
             ...   
22505981    581.852
22531785    399.992
22555603    280.368
22578746    272.528
22602413    285.836
Name: sales, Length: 962, dtype: float64
3813285      3.024
3827043     48.988
3840769     17.464
3854283      7.912
3868072     12.804
             ...  
22432514    17.512
22456008    62.664
22531786    25.532
22555604     7.040
22578747    27.388
Name: sales, Length: 803, dtype: float64
3813286      38.156
3827044      16.088
3840770      85.072
3854284     115.220
3868073      45.188
             ...   
22505982     36.060
22531787     57.828
22555605     46.892
22578748     53.664
22602414     21.400
Name: sales, Length: 896, dtype: float64
3813287     195.752
3827045     334.144
3840771     242.236
3854285     394.304
3868074     301.424
             ...   
22505983    293.084
22531788    214.552
22555606    209.004
22578749    210.952
22602415    143.700
Name: sales, Length: 961, dtype: float64
3813288     174.572
3827046     252.484
3840772     217.152
3854286     340.136
3868075     277.184
             ...   
22505984    341.932
22531789    178.828
22555607    146.872
22578750    189.672
22602416    179.596
Name: sales, Length: 962, dtype: float64
3813289     36.700
3827047     41.512
3840773      2.572
3854287     51.892
3868076     61.868
             ...  
22505985    88.688
22531790    51.988
22555608    49.392
22578751    27.744
22602417     7.184
Name: sales, Length: 933, dtype: float64
3813290     12.0
3827048     20.0
3840774     20.0
3854288     16.0
3868077     64.0
            ... 
22505986    28.0
22531791     8.0
22555609    16.0
22578752    12.0
22602418     4.0
Name: sales, Length: 947, dtype: float64
3813291      4.0
3827049     48.0
3840775     12.0
3854289     16.0
3868078     60.0
            ... 
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22531792    12.0
22555610    20.0
22578753    16.0
22602419    28.0
Name: sales, Length: 943, dtype: float64
3813292     32.0
3827050     20.0
3840776     32.0
3854290     16.0
3868079     44.0
            ... 
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22531793    16.0
22555611    20.0
22578754    32.0
22602420    32.0
Name: sales, Length: 947, dtype: float64
3813293     44.0
3827051     36.0
3840777     32.0
3854291     40.0
3868080     36.0
            ... 
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22531794    52.0
22555612    32.0
22578755    24.0
22602421    32.0
Name: sales, Length: 949, dtype: float64
3813294     28.0
3827052     76.0
3840778     16.0
3854292     24.0
3868081     68.0
            ... 
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22531795    64.0
22555613    16.0
22578756    40.0
22602422    64.0
Name: sales, Length: 926, dtype: float64
3813295      4.0
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3840779      8.0
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3868082      8.0
            ... 
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22531796    24.0
22578757     4.0
22602423     4.0
Name: sales, Length: 695, dtype: float64
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3854295     20.0
3868084     12.0
            ... 
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22531798     8.0
22555615     4.0
22578759     4.0
22602425     8.0
Name: sales, Length: 855, dtype: float64
3813297      4.0
3827056     16.0
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3854296      4.0
3868085     16.0
            ... 
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22505994     4.0
22531799    12.0
22602426     4.0
Name: sales, Length: 756, dtype: float64
3813298     44.0
3827057     48.0
3840783     24.0
3854297     16.0
3868086     44.0
            ... 
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22531800    24.0
22555616    32.0
22578760    28.0
22602427    12.0
Name: sales, Length: 947, dtype: float64
3813299     16.0
3827058     20.0
3840784      8.0
3854298     16.0
3868087     12.0
            ... 
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22531801    16.0
22555617    20.0
22578761    28.0
22602428     8.0
Name: sales, Length: 936, dtype: float64
3813300     24.0
3827059     88.0
3840785     16.0
3868088     44.0
3882671     84.0
            ... 
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22531802    20.0
22555618     4.0
22578762    28.0
22602429    32.0
Name: sales, Length: 716, dtype: float64
3813301     32.0
3827060     36.0
3840786     28.0
3854299     20.0
3868089     96.0
            ... 
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22531803    40.0
22555619    48.0
22578763    60.0
22602430    20.0
Name: sales, Length: 955, dtype: float64
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3854215     12.0
3868001      8.0
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            ... 
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22505885     8.0
22531695     4.0
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22602329     4.0
Name: sales, Length: 602, dtype: float64
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3840705      4.0
3854217     16.0
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3882582      8.0
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22555513    40.0
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22602331    24.0
Name: sales, Length: 778, dtype: float64
3826992      4.0
3897042     12.0
3910720      4.0
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3964753      8.0
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22455923     8.0
22505897     4.0
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Name: sales, Length: 476, dtype: float64
3827011     16.0
3840737     20.0
3854250     32.0
3868040     56.0
3882621     60.0
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22531748    60.0
22555563    72.0
22578707    72.0
22602373    52.0
Name: sales, Length: 947, dtype: float64
3827054     16.0
3840780      4.0
3854294      8.0
3868083     12.0
3882666     24.0
            ... 
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22531797     4.0
22555614     4.0
22578758    16.0
22602424    20.0
Name: sales, Length: 896, dtype: float64
3827061     32.0
3854300      4.0
3868090     44.0
3882673     40.0
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            ... 
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22602431    20.0
Name: sales, Length: 727, dtype: float64
3840701      4.0
3854213      8.0
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3882579     16.0
3897030      4.0
            ... 
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22531692     4.0
22555509     4.0
22578652     4.0
22602326     4.0
Name: sales, Length: 586, dtype: float64
3840708      4.0
3854220      4.0
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            ... 
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22336077     4.0
22505889     4.0
Name: sales, Length: 372, dtype: float64
3840711      4.0
3882588     12.0
3897038     12.0
3937705      4.0
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            ... 
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22505893    16.0
22531703     8.0
22555517    12.0
22578662    20.0
Name: sales, Length: 728, dtype: float64
3840714     8.0
3854225     4.0
3868013     4.0
3882592     8.0
3937707     4.0
           ... 
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Name: sales, Length: 425, dtype: float64
3840717     4.0
3882595     8.0
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           ... 
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22480169    8.0
22531709    4.0
22555522    8.0
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Name: sales, Length: 559, dtype: float64
3840720     28.0
3854230     12.0
3868019     24.0
3882598     64.0
3897046      8.0
            ... 
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22480173    28.0
22505903    12.0
22578671     4.0
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Name: sales, Length: 574, dtype: float64
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Name: sales, Length: 627, dtype: float64
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Name: sales, Length: 607, dtype: float64
4610164     217.540
4629037     181.460
4647637     183.384
4667123     169.924
4686092     121.384
             ...   
22506527    104.156
22532296     97.256
22556099     52.312
22579275    173.332
22602922     78.196
Name: sales, Length: 605, dtype: float64
4610165     778.812
4629038     780.984
4647638     782.348
4667124     967.596
4686093     659.740
             ...   
22506528    632.156
22532297    619.184
22556100    415.284
22579276    930.992
22602923    403.804
Name: sales, Length: 606, dtype: float64
4610166     72.052
4629039     80.988
4647639     57.560
4667125     69.976
4686094     46.700
             ...  
22506529    35.516
22532298    44.648
22556101    10.948
22579277    55.272
22602924    27.516
Name: sales, Length: 602, dtype: float64
4610167     334.104
4629040     150.316
4647640     205.052
4667126     349.052
4686095     290.632
             ...   
22506530    206.560
22532299    231.120
22556102    184.560
22579278    374.480
22602925    179.280
Name: sales, Length: 607, dtype: float64
4610168     163.608
4629041     156.000
4647641     196.196
4667127      92.392
4686096      70.148
             ...   
22506531     12.000
22532300     87.364
22556103     61.728
22579279      3.820
22602926     16.272
Name: sales, Length: 603, dtype: float64
4610169     121.892
4629042     145.608
4647642     126.536
4667128     107.144
4686097      69.000
             ...   
22506532     66.588
22532301     67.864
22556104     44.588
22579280      1.896
22602927     47.412
Name: sales, Length: 605, dtype: float64
4610170     288.0
4629043     288.0
4647643     248.0
4667129     492.0
4686098     156.0
            ...  
22506533    284.0
22532302    264.0
22556105    136.0
22579281    328.0
22602928    152.0
Name: sales, Length: 607, dtype: float64
4610171     173.1800
4629044     144.8440
4667130      76.7160
4686099      86.9480
4721704       6.2784
              ...   
22506534     66.9800
22532303     84.3760
22556106     81.0960
22579282     81.1320
22602929    119.7360
Name: sales, Length: 572, dtype: float64
4610172     274.708
4629045     301.800
4647644     350.984
4667131     414.940
4686100     333.544
             ...   
22480809     50.780
22506535     18.616
22532304     38.780
22556107      1.220
22579283     36.608
Name: sales, Length: 555, dtype: float64
4610173     573.416
4629046     240.252
4647645     496.556
4667132     701.872
4686101     365.824
             ...   
22506536    605.260
22532305    556.172
22556108    505.172
22579284    720.480
22602930    372.260
Name: sales, Length: 606, dtype: float64
4610174     2036.492
4629047     2146.024
4647646     2279.508
4667133     2204.568
4686102     1062.076
              ...   
22506537    1488.696
22532306     920.168
22556109     800.028
22579285    1747.068
22602931    1159.912
Name: sales, Length: 607, dtype: float64
4610175     372.364
4629048     274.644
4647647     362.344
4667134     483.676
4686103     376.344
             ...   
22506538     53.740
22532307    104.312
22556110    139.116
22579286    214.648
22602932    103.228
Name: sales, Length: 607, dtype: float64
4610176     419.548
4629049     418.480
4647648     358.140
4686104       6.084
4757580     122.632
             ...   
22506539    194.228
22532308    169.704
22556111    168.000
22579287    339.344
22602933    166.952
Name: sales, Length: 600, dtype: float64
4610177     247.816
4629050     261.432
4647649     290.936
4667135     315.708
4686105     205.212
             ...   
22506540    192.472
22532309    177.856
22556112    110.900
22579288    255.792
22602934    150.196
Name: sales, Length: 607, dtype: float64
4610178      991.972
4629051      849.960
4647650     1012.868
4667136     1065.036
4686106      844.588
              ...   
22506541     805.488
22532310     428.328
22556113     409.920
22579289     609.736
22602935     361.920
Name: sales, Length: 605, dtype: float64
4610179     804.732
4629052     299.888
4647651     435.832
4667137     516.000
4686107     483.944
             ...   
22506542    806.472
22532311    552.316
22556114    449.536
22579290    995.344
22602936    546.740
Name: sales, Length: 605, dtype: float64
4610180     111.760
4629053     105.372
4647652      92.876
4667138      71.380
4686108     100.860
             ...   
22506543     57.280
22532312     84.952
22556115     72.524
22579291    101.116
22602937     64.524
Name: sales, Length: 605, dtype: float64
4610181     45.036
4629054     48.372
4647653     23.776
4667139     26.372
4686109     62.924
             ...  
22506544    68.444
22532313    62.052
22556116    21.128
22579292    90.804
22602938    21.572
Name: sales, Length: 606, dtype: float64
4610182     680.500
4629055     532.624
4647654     347.752
4667140     709.312
4686110     378.252
             ...   
22506545    490.808
22532314    455.856
22556117    322.440
22579293    583.852
22602939    287.416
Name: sales, Length: 607, dtype: float64
4610183     154.708
4629056      90.476
4647655     130.828
4667141     178.500
4686111     189.140
             ...   
22506546     95.852
22532315     61.832
22556118     80.840
22579294    106.412
22602940     71.672
Name: sales, Length: 606, dtype: float64
4610184      20.232
4629057      89.136
4647656     105.208
4667142      83.912
4686112      50.304
             ...   
22506547     41.456
22532316     32.104
22556119     30.132
22579295     74.176
22602941     66.912
Name: sales, Length: 606, dtype: float64
4610185     143.560
4629058     108.576
4647657      70.368
4667143     177.168
4686113      50.492
             ...   
22506548     59.872
22532317     57.516
22556120     52.336
22579296    104.860
22602942     72.612
Name: sales, Length: 598, dtype: float64
4610186     66.332
4629059     60.044
4647658     61.532
4667144     77.168
4686114     48.984
             ...  
22506549    68.064
22532318    36.500
22556121    26.640
22579297    36.164
22602943    26.684
Name: sales, Length: 606, dtype: float64
4610187     454.180
4629060     460.044
4647659     504.700
4667145     462.116
4686115     595.152
             ...   
22506550    197.172
22532320    181.952
22556123    145.236
22579298    183.948
22602944    168.264
Name: sales, Length: 607, dtype: float64
4610188     292.284
4629061     318.392
4647660     354.344
4667146     397.564
4686116     347.100
             ...   
22506551    124.536
22532321    112.868
22556124     83.544
22579299    114.652
22602945     67.196
Name: sales, Length: 607, dtype: float64
4610189     58.144
4629062     27.208
4647661     56.116
4667147     69.580
4686117     51.860
             ...  
22506552    25.668
22532322    34.488
22556125    28.096
22579300    33.228
22602946    34.616
Name: sales, Length: 606, dtype: float64
4610190     228.6800
4629063     174.1480
4647662      90.8240
4667148     178.1640
4721722     601.3188
              ...   
22506553    111.8760
22532323    137.4720
22556126     55.3240
22579301    103.4480
22602947     46.5920
Name: sales, Length: 498, dtype: float64
4610191       5.080
4629064     135.560
4647663      53.720
4667149      52.720
4686118      14.800
             ...   
22506554     18.828
22532324     23.788
22556127      5.376
22579302     33.116
22602948     45.312
Name: sales, Length: 365, dtype: float64
4610192      88.0
4647665     196.0
4667151     116.0
4686120      76.0
4703928      68.0
            ...  
22506556     68.0
22532326    108.0
22556129     64.0
22579304    108.0
22602950     40.0
Name: sales, Length: 554, dtype: float64
4610193     149.496
4629066     166.224
4647666     173.320
4667152     216.868
4686121     159.508
             ...   
22506557     79.144
22532327    101.104
22556130     87.964
22579305    191.776
22602951     92.360
Name: sales, Length: 588, dtype: float64
4610194     134.024
4629067     189.540
4647667     109.204
4667153     172.284
4686122     106.360
             ...   
22506558     78.148
22532328    174.692
22556131     96.300
22579306    149.360
22602952     33.852
Name: sales, Length: 607, dtype: float64
4610195     228.0
4629068     256.0
4647668     248.0
4667154     160.0
4686123     224.0
            ...  
22506559    152.0
22532329    136.0
22556132     72.0
22579307     68.0
22602953     60.0
Name: sales, Length: 606, dtype: float64
4610196     176.0
4629069      92.0
4647669     152.0
4667155     300.0
4686124     172.0
            ...  
22506560    216.0
22532330    180.0
22556133    132.0
22579308    136.0
22602954    132.0
Name: sales, Length: 607, dtype: float64
4610197     32.0
4629070     44.0
4647670     20.0
4667156     44.0
4686125     32.0
            ... 
22506561    48.0
22532331    16.0
22556134     8.0
22579309    68.0
22602955     4.0
Name: sales, Length: 545, dtype: float64
4610198     123.920
4629071     134.396
4647671     188.544
4667157     112.136
4686126     261.632
             ...   
22506562    156.668
22532332    128.976
22556135     30.088
22579310      2.976
22602956    163.376
Name: sales, Length: 601, dtype: float64
4610199     324.0
4629072     192.0
4647672     160.0
4667158     380.0
4686127      88.0
            ...  
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21237472     20.0
21286426      4.0
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21385631      4.0
Name: sales, Length: 106, dtype: float64
4610200     52.0
4629073     40.0
4647673     28.0
4667159     52.0
4686128      8.0
            ... 
22506563    48.0
22532333    36.0
22556136    16.0
22579311    52.0
22602957    12.0
Name: sales, Length: 582, dtype: float64
4610201     132.0
4629074      84.0
4647674      88.0
4667160     168.0
4686129     116.0
            ...  
22506564     76.0
22532334     56.0
22556137     24.0
22579312     32.0
22602958     40.0
Name: sales, Length: 606, dtype: float64
4610202     28.0
4667161     56.0
4686130      8.0
4703938     28.0
4721735     32.0
            ... 
22506565    48.0
22532335    32.0
22556138    28.0
22579313    20.0
22602959    44.0
Name: sales, Length: 565, dtype: float64
4610203      44.0
4647675      36.0
4667162      96.0
4686131     156.0
4703939      68.0
            ...  
22506566     72.0
22532336     28.0
22556139     12.0
22579314     72.0
22602960     40.0
Name: sales, Length: 604, dtype: float64
4610204     196.0
4629075      24.0
4647676     128.0
4667163     220.0
4686132     252.0
            ...  
22506567    152.0
22532337    380.0
22556140    192.0
22579315    320.0
22602961    240.0
Name: sales, Length: 598, dtype: float64
4610205      48.0
4629076      36.0
4647677      32.0
4667164     112.0
4686133     144.0
            ...  
22506568     64.0
22532338     72.0
22556141     44.0
22579316     80.0
22602962     36.0
Name: sales, Length: 604, dtype: float64
4610206      48.0
4629077     120.0
4647678     228.0
4667165      16.0
4703942      36.0
            ...  
22506569     40.0
22532339     20.0
22556142     24.0
22579317     16.0
22602963     12.0
Name: sales, Length: 596, dtype: float64
4610207     276.0
4629078     252.0
4647679     188.0
4667166     404.0
4686134      88.0
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22532340    168.0
22556143    152.0
22579318    276.0
22602964    204.0
Name: sales, Length: 591, dtype: float64
4610208     240.0
4629079     196.0
4647680     204.0
4686135      36.0
4703944      28.0
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22532341     44.0
22556144     28.0
22579319     60.0
22602965     12.0
Name: sales, Length: 589, dtype: float64
4610209     100.0
4629080      20.0
4647681      60.0
4667167     248.0
4686136     248.0
            ...  
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22532342     24.0
22556145     20.0
22579320     76.0
22602966     56.0
Name: sales, Length: 554, dtype: float64
4610210     220.0
4629081      24.0
4647682      40.0
4667168     220.0
4686137     176.0
            ...  
22506573     96.0
22532343     68.0
22556146     64.0
22579321     96.0
22602967     72.0
Name: sales, Length: 472, dtype: float64
4610211      88.0
4629082      16.0
4647683      36.0
4667169     128.0
4686138      28.0
            ...  
22506574    120.0
22532344    104.0
22556147     44.0
22579322     72.0
22602968     36.0
Name: sales, Length: 603, dtype: float64
4610212     36.0
4629083     76.0
4686139     48.0
4703948     32.0
4721745     60.0
            ... 
22506575    36.0
22532345    84.0
22556148    48.0
22579323    92.0
22602969    24.0
Name: sales, Length: 539, dtype: float64
4610213     231.924
4629084     302.964
4647684     305.852
4667170     349.332
4686140      52.224
             ...   
22506576    139.332
22532346    104.740
22556149     88.888
22579324    279.704
22602970    121.776
Name: sales, Length: 606, dtype: float64
4610214     473.740
4629085     295.556
4647685     691.408
4667171     461.520
4686141     477.740
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22506577    578.084
22532347    472.576
22556150    523.728
22579325    223.672
22602971    152.164
Name: sales, Length: 607, dtype: float64
4610215     52.0
4629086     80.0
4647686     52.0
4667172     48.0
7715099     84.0
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22532349    48.0
22556151    72.0
22579326    56.0
22602972    16.0
Name: sales, Length: 292, dtype: float64
4610216     24.0
4629087     76.0
4647687     68.0
4667173     60.0
4686142     44.0
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22532352    16.0
22556154    32.0
22579329    52.0
22602975    24.0
Name: sales, Length: 598, dtype: float64
4610217     20.0
4629088     68.0
4647688     76.0
4667174     32.0
4686143     48.0
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22532353    16.0
22556155    12.0
22579330    28.0
22602976    24.0
Name: sales, Length: 581, dtype: float64
4610218     20.0
4629089      8.0
4647689     28.0
4667175     24.0
4686144      4.0
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22532354    12.0
22556156    24.0
22579331    12.0
22602977    36.0
Name: sales, Length: 489, dtype: float64
4610219      56.0
4629090     120.0
4647690       4.0
4686145     128.0
4703953     188.0
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22532356    288.0
22556158    100.0
22579333    276.0
22602979    208.0
Name: sales, Length: 558, dtype: float64
4610220     112.0
4647691     108.0
4667176     168.0
4686146     128.0
4703954     104.0
            ...  
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22532357     72.0
22556159     36.0
22579334     76.0
22602980     48.0
Name: sales, Length: 604, dtype: float64
4610221     316.0
4629091     232.0
4647692     112.0
4667177     372.0
4686147     180.0
            ...  
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22532358    220.0
22556160    136.0
22579335    240.0
22602981     84.0
Name: sales, Length: 607, dtype: float64
4610222     104.0
4629092      68.0
4647693     152.0
4686148      48.0
4703956      44.0
            ...  
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22532359    100.0
22556161     48.0
22579336     84.0
22602982     32.0
Name: sales, Length: 603, dtype: float64
4610223     272.136
4629093     273.188
4647694     330.880
4667178     245.992
4686149     209.544
             ...   
22506589    155.940
22532360      6.408
22556162     43.848
22579337     76.136
22602983     40.124
Name: sales, Length: 606, dtype: float64
4610224     668.040
4629094     712.468
4647695     530.332
4667179     405.088
4686150     579.224
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22532361    635.092
22556163    290.880
22579338    712.880
22602984    385.756
Name: sales, Length: 607, dtype: float64
4610225      85.580
4629095      72.080
4647696      82.316
4667180     118.896
4686151      63.316
             ...   
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22532362     72.624
22556164     25.604
22579339     74.884
22602985     36.000
Name: sales, Length: 601, dtype: float64
4610226     2460.488
4629096     2311.624
4647697     3217.568
4667181     2027.620
4686152      612.648
              ...   
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22532363    2103.268
22556165    1763.144
22579340    2498.080
22602986    1595.592
Name: sales, Length: 607, dtype: float64
4610227      757.692
4629097      740.000
4647698      900.616
4667182     1074.076
4686153      605.924
              ...   
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22532364     592.864
22556166     428.628
22579341     615.372
22602987     434.432
Name: sales, Length: 607, dtype: float64
4610228     64.0
4629098     28.0
4647699     80.0
4667183     64.0
4686154     40.0
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22532365    28.0
22556167    28.0
22579342     8.0
22602988    12.0
Name: sales, Length: 602, dtype: float64
4610229     320.424
4629099     431.900
4647700     368.524
4667184     328.376
4686155     276.552
             ...   
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22532366    120.200
22556168    165.508
22579343    153.384
22602989    205.888
Name: sales, Length: 607, dtype: float64
4610230     272.0
4629100     264.0
4647701     252.0
4667185     324.0
4686156     244.0
            ...  
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22532367    144.0
22556169     84.0
22579344    100.0
22602990    116.0
Name: sales, Length: 605, dtype: float64
4610231     164.0
4629101     108.0
4647702      96.0
4667186     164.0
4686157     156.0
            ...  
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22532368    100.0
22556170    112.0
22579345     88.0
22602991    120.0
Name: sales, Length: 602, dtype: float64
4610232     40.0
4629102     12.0
4686158     36.0
4703966     12.0
4795273     48.0
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22532369     4.0
22556171    16.0
22579346    20.0
22602992     8.0
Name: sales, Length: 549, dtype: float64
4610233     28.0
4629104     24.0
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4686160      4.0
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Name: sales, Length: 388, dtype: float64
4610234     64.0
4629105     68.0
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4703969     32.0
            ... 
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22532370    40.0
22556172    32.0
22579347    40.0
22602993     4.0
Name: sales, Length: 557, dtype: float64
4610235      4.0
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4703970     20.0
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4832181     20.0
            ... 
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22532371     8.0
22556174     4.0
22579349     8.0
22602995     8.0
Name: sales, Length: 415, dtype: float64
4610236      4.0
4629107     12.0
4757640     16.0
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4795277      4.0
            ... 
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22506600    16.0
22556175     4.0
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Name: sales, Length: 598, dtype: float64
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Name: sales, Length: 474, dtype: float64
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Name: sales, Length: 458, dtype: float64
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Name: sales, Length: 596, dtype: float64
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Name: sales, Length: 511, dtype: float64
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Name: sales, Length: 393, dtype: float64
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Name: sales, Length: 607, dtype: float64
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Name: sales, Length: 582, dtype: float64
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Name: sales, Length: 605, dtype: float64
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Name: sales, Length: 602, dtype: float64
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22481283    108.0
22507011    172.0
22532754     68.0
22556546     80.0
22579737     76.0
22603362     56.0
Name: sales, dtype: float64
22119727    60.0
Name: sales, dtype: float64
22142129    4.0
Name: sales, dtype: float64
22143453     25.292
22168451     92.580
22193512    107.484
22217008      6.968
22240146     87.808
22287306     70.580
22311618     78.644
22386095     63.936
22409714     76.840
22433449     58.776
22456972     23.292
22481286    160.260
22507013    110.968
22532757    151.420
22556549     58.776
22579739     99.032
Name: sales, dtype: float64
22143455     19.856
22168453     63.952
22193514     48.240
22240148     76.868
22263769     28.580
22311620    144.964
22362056     29.640
22386098     47.324
22409717     49.300
22433452     48.580
22456975     52.384
22481289     98.508
22507016     49.108
22579742     67.372
Name: sales, dtype: float64
22143459     4.0
22287314     4.0
22311626     8.0
22386107    12.0
22409726    20.0
22433460     4.0
22456984     8.0
22481299     8.0
22532767    12.0
22556557     4.0
22579750     4.0
22603371     4.0
Name: sales, dtype: float64
22168441    40.0
22193503    16.0
Name: sales, dtype: float64
22193511    56.0
22217007     8.0
22337158     8.0
22362053    24.0
22386094    16.0
22409713    16.0
22433448    28.0
22456971    16.0
22481285    24.0
22532756     4.0
22556548    16.0
22579738    32.0
22603363    40.0
Name: sales, dtype: float64
22193513    12.0
22217009    12.0
22240147    20.0
22263767     4.0
22337159    16.0
22362054    20.0
22386096    24.0
22409715    20.0
22433450    28.0
22456973     8.0
22481287    52.0
22507014    24.0
22532758    28.0
22556550    16.0
22579740    20.0
22603364    20.0
Name: sales, dtype: float64
22240136    20.0
22263756    24.0
22287296    28.0
22311610    28.0
22337150    24.0
22362044    20.0
22409703    24.0
22433439    32.0
22456963    20.0
22481274    32.0
22507003    20.0
22532746    16.0
22603357     8.0
Name: sales, dtype: float64
22240137     4.0
22263757     4.0
22287297     4.0
22311611    20.0
22337151    12.0
22362045     8.0
22386087    12.0
22409704     8.0
22433440    20.0
22456964     8.0
22481275     8.0
22507004    16.0
22532747     8.0
22556541     8.0
22579732    12.0
Name: sales, dtype: float64
22240141    4.0
22263762    4.0
22287302    4.0
22311615    8.0
22409708    8.0
22456967    4.0
22556544    4.0
Name: sales, dtype: float64
22240151     4.0
22263771    16.0
22287311     8.0
22311623     4.0
22337163    12.0
22362060     8.0
22386102     4.0
22409722    12.0
22433456     4.0
22456980    12.0
22481294    20.0
22507021    32.0
22532763     8.0
22556554    20.0
22603367    24.0
Name: sales, dtype: float64
22263772    32.0
22287312    -4.0
22311624     8.0
22337164    12.0
22362061     8.0
22386104    16.0
22481296    12.0
22507023    12.0
22532765     8.0
22579747     8.0
Name: sales, dtype: float64
22263774     59.988
22287315      9.108
22311627     38.584
22456985     71.032
22481301     82.852
22507027    111.400
22532768     83.848
22556559      9.924
22579752    100.396
22603372     48.664
Name: sales, dtype: float64
22287310    4.0
22311622    4.0
22337162    4.0
22362059    4.0
22456979    8.0
22579745    8.0
Name: sales, dtype: float64
22337166     8.0
22362063    12.0
22386108     4.0
22409727     8.0
22433461    12.0
22481300     8.0
22507026    12.0
22556558     4.0
22579751     4.0
Name: sales, dtype: float64
22386103    16.0
22409723     4.0
22433457     4.0
22456981    16.0
22481295    24.0
22507022    16.0
22532764    12.0
22556555    16.0
22579746    24.0
22603368    28.0
Name: sales, dtype: float64
22386105    20.0
22409724     4.0
22433458     8.0
22456982     4.0
22481297    32.0
22507024    32.0
22579748     4.0
22603369    12.0
Name: sales, dtype: float64
22409719     8.0
22433454     8.0
22481291     8.0
22507018    24.0
22532761    36.0
22556552    20.0
22579743     4.0
Name: sales, dtype: float64
22409728     8.0
22456986     8.0
22481302    16.0
22556560    16.0
22579753     8.0
Name: sales, dtype: float64
22409729    4.0
22433462    4.0
22507028    4.0
Name: sales, dtype: float64
22480243    34.448
22505974    12.056
22531781     6.260
Name: sales, dtype: float64
22556540    4.0
22579731    8.0
22603358    4.0
Name: sales, dtype: float64

Predicting sales of each medicine on all dates in city1 using Arima

In [25]:
from statsmodels.tsa.arima_model import ARIMA
from sklearn.metrics import mean_squared_error
In [ ]:
d=[]
for m in city1['medicine'].unique():                    
    train=city1.loc[city1['medicine']==m,'sales']
    X = train.values
    size = int(len(X) * 0.66)
    train1, test1 = X[0:size], X[size:len(X)]
    history = [x for x in train1]
    predictions = list()
    for t in range(len(test1)):
        model = ARIMA(history, order=(5,1,0))
        model_fit = model.fit(disp=0)
        output = model_fit.forecast()
        yhat = output[0]
        predictions.append(yhat)
        obs = test1[t]
        history.append(obs)
        print('predicted=%f, expected=%f' % (yhat, obs))
    error = mean_squared_error(test1, predictions)
    print('Test MSE: %.3f' % error)
    # plot
    pyplot.plot(test1)
    pyplot.plot(predictions, color='red')
    pyplot.show()
    d.append(yhat)
    print(d)
    
predicted=18.796296, expected=12.000000
predicted=19.269547, expected=28.000000
predicted=23.476566, expected=12.000000
predicted=20.931292, expected=12.000000
predicted=25.731208, expected=24.000000
predicted=17.071995, expected=12.000000
predicted=15.338263, expected=48.000000
predicted=27.284492, expected=24.000000
predicted=21.221522, expected=8.000000
predicted=17.149198, expected=16.000000
predicted=20.767196, expected=36.000000
predicted=24.673556, expected=32.000000
predicted=31.229841, expected=16.000000
predicted=20.774106, expected=32.000000
predicted=22.173435, expected=16.000000
predicted=22.243037, expected=8.000000
predicted=22.263132, expected=8.000000
predicted=18.516088, expected=40.000000
predicted=22.882208, expected=40.000000
predicted=28.089591, expected=16.000000
predicted=19.131865, expected=16.000000
predicted=17.879110, expected=12.000000
predicted=18.497081, expected=24.000000
predicted=26.832615, expected=28.000000
predicted=26.028022, expected=8.000000
predicted=15.327381, expected=24.000000
predicted=18.695327, expected=36.000000
predicted=23.155295, expected=12.000000
predicted=20.555691, expected=16.000000
predicted=20.283633, expected=12.000000
predicted=15.652288, expected=52.000000
predicted=29.667031, expected=60.000000
predicted=36.985106, expected=4.000000
predicted=19.626832, expected=20.000000
predicted=23.622912, expected=12.000000
predicted=23.061834, expected=24.000000
predicted=31.534666, expected=48.000000
predicted=35.519183, expected=56.000000
predicted=28.746902, expected=16.000000
predicted=24.990739, expected=12.000000
predicted=22.255924, expected=32.000000
predicted=31.011096, expected=4.000000
predicted=27.484661, expected=44.000000
predicted=33.780096, expected=24.000000
predicted=21.604259, expected=16.000000
predicted=19.179043, expected=24.000000
predicted=24.607395, expected=24.000000
predicted=20.621337, expected=8.000000
predicted=23.652643, expected=16.000000
predicted=18.659492, expected=16.000000
predicted=17.062869, expected=40.000000
predicted=24.810242, expected=32.000000
predicted=24.188275, expected=8.000000
predicted=15.683935, expected=16.000000
predicted=19.212710, expected=4.000000
predicted=16.789666, expected=36.000000
predicted=27.508347, expected=56.000000
predicted=31.385573, expected=20.000000
predicted=20.034450, expected=12.000000
predicted=19.581062, expected=16.000000
predicted=19.996394, expected=36.000000
predicted=32.322522, expected=36.000000
predicted=34.203379, expected=60.000000
predicted=32.861006, expected=28.000000
predicted=27.355619, expected=24.000000
predicted=28.599630, expected=24.000000
predicted=33.203796, expected=28.000000
predicted=33.620671, expected=8.000000
predicted=29.823088, expected=48.000000
predicted=30.183164, expected=20.000000
predicted=24.535120, expected=64.000000
predicted=35.339837, expected=24.000000
predicted=30.057913, expected=16.000000
predicted=23.813393, expected=32.000000
predicted=35.538329, expected=16.000000
predicted=26.441523, expected=8.000000
predicted=28.861591, expected=24.000000
predicted=21.032813, expected=12.000000
predicted=17.162700, expected=24.000000
predicted=21.619698, expected=8.000000
predicted=14.031764, expected=24.000000
predicted=16.364095, expected=4.000000
predicted=15.243803, expected=8.000000
predicted=12.031612, expected=36.000000
predicted=21.207124, expected=36.000000
predicted=20.709441, expected=28.000000
predicted=22.944340, expected=8.000000
predicted=14.887121, expected=4.000000
predicted=15.585170, expected=4.000000
predicted=19.746476, expected=24.000000
predicted=21.605160, expected=20.000000
predicted=17.541203, expected=44.000000
predicted=19.719778, expected=20.000000
predicted=16.763836, expected=12.000000
predicted=16.057965, expected=8.000000
predicted=19.304545, expected=8.000000
predicted=17.682397, expected=16.000000
predicted=21.717695, expected=8.000000
predicted=12.511935, expected=28.000000
predicted=15.170136, expected=4.000000
predicted=10.036107, expected=36.000000
predicted=17.953605, expected=16.000000
predicted=17.525606, expected=12.000000
predicted=14.684556, expected=12.000000
predicted=17.995254, expected=24.000000
predicted=16.816749, expected=8.000000
predicted=19.123632, expected=8.000000
predicted=12.332687, expected=12.000000
predicted=12.346660, expected=8.000000
predicted=11.572759, expected=36.000000
predicted=20.175971, expected=16.000000
predicted=13.951318, expected=12.000000
predicted=12.911666, expected=24.000000
predicted=17.645059, expected=16.000000
predicted=17.153155, expected=16.000000
predicted=21.390959, expected=8.000000
predicted=13.970675, expected=20.000000
predicted=16.029646, expected=44.000000
predicted=25.525150, expected=16.000000
predicted=18.746583, expected=12.000000
predicted=16.543142, expected=20.000000
predicted=18.084545, expected=24.000000
predicted=23.174953, expected=16.000000
predicted=24.085550, expected=4.000000
predicted=13.123853, expected=32.000000
predicted=19.252275, expected=44.000000
predicted=26.670734, expected=16.000000
predicted=21.357753, expected=24.000000
predicted=20.762356, expected=12.000000
predicted=18.035621, expected=52.000000
predicted=34.133539, expected=72.000000
predicted=43.597466, expected=56.000000
predicted=37.578087, expected=20.000000
predicted=32.189673, expected=32.000000
predicted=34.913539, expected=12.000000
predicted=38.966847, expected=4.000000
predicted=34.010285, expected=8.000000
predicted=24.466252, expected=60.000000
predicted=29.181626, expected=8.000000
predicted=20.436400, expected=8.000000
predicted=12.908401, expected=16.000000
predicted=15.131658, expected=12.000000
predicted=16.929998, expected=8.000000
predicted=22.682661, expected=24.000000
predicted=13.648696, expected=24.000000
predicted=15.779245, expected=32.000000
predicted=20.580332, expected=20.000000
predicted=18.404049, expected=12.000000
predicted=16.510348, expected=20.000000
predicted=21.919643, expected=4.000000
predicted=17.275467, expected=12.000000
predicted=17.923908, expected=4.000000
predicted=11.885488, expected=12.000000
predicted=11.028049, expected=8.000000
predicted=11.022209, expected=12.000000
predicted=8.339797, expected=12.000000
predicted=10.420402, expected=4.000000
predicted=7.009353, expected=8.000000
predicted=9.220121, expected=16.000000
predicted=10.750865, expected=32.000000
predicted=16.727110, expected=28.000000
predicted=17.598032, expected=4.000000
predicted=11.047837, expected=12.000000
predicted=14.138593, expected=12.000000
predicted=16.741292, expected=8.000000
predicted=17.146355, expected=24.000000
predicted=17.909195, expected=24.000000
predicted=14.229988, expected=32.000000
predicted=19.571797, expected=4.000000
predicted=13.844146, expected=12.000000
predicted=14.611137, expected=40.000000
predicted=26.200958, expected=4.000000
predicted=17.779584, expected=12.000000
predicted=17.589544, expected=16.000000
predicted=13.425387, expected=24.000000
predicted=18.549404, expected=8.000000
predicted=18.716787, expected=4.000000
predicted=8.581049, expected=24.000000
predicted=15.915471, expected=28.000000
predicted=19.243382, expected=8.000000
predicted=15.278926, expected=24.000000
predicted=15.564322, expected=16.000000
predicted=15.441465, expected=4.000000
predicted=15.926615, expected=12.000000
predicted=16.335752, expected=20.000000
predicted=14.417586, expected=28.000000
predicted=20.026269, expected=32.000000
predicted=20.094180, expected=28.000000
predicted=19.049220, expected=20.000000
predicted=20.761385, expected=12.000000
predicted=20.803511, expected=60.000000
predicted=34.941125, expected=40.000000
predicted=33.629695, expected=24.000000
predicted=28.104683, expected=4.000000
predicted=21.325897, expected=4.000000
predicted=19.565132, expected=12.000000
predicted=27.922251, expected=12.000000
predicted=19.031927, expected=28.000000
predicted=17.530528, expected=28.000000
predicted=15.137254, expected=32.000000
predicted=18.816213, expected=4.000000
predicted=15.167719, expected=24.000000
predicted=20.184364, expected=4.000000
predicted=18.913502, expected=12.000000
predicted=17.859591, expected=8.000000
predicted=15.554610, expected=20.000000
predicted=12.236878, expected=24.000000
predicted=17.935096, expected=48.000000
predicted=21.776299, expected=16.000000
predicted=18.690819, expected=28.000000
predicted=21.497650, expected=16.000000
predicted=23.177372, expected=24.000000
predicted=25.495508, expected=28.000000
predicted=30.032059, expected=32.000000
predicted=24.152307, expected=8.000000
predicted=20.592484, expected=8.000000
predicted=16.490488, expected=4.000000
predicted=16.345975, expected=44.000000
predicted=26.100217, expected=16.000000
predicted=20.321550, expected=24.000000
predicted=15.943352, expected=12.000000
predicted=15.379851, expected=16.000000
predicted=16.606195, expected=16.000000
predicted=23.832384, expected=4.000000
predicted=13.007584, expected=12.000000
predicted=14.851740, expected=60.000000
predicted=25.908883, expected=56.000000
predicted=30.794750, expected=20.000000
predicted=23.290323, expected=16.000000
predicted=21.392302, expected=28.000000
predicted=29.323160, expected=24.000000
predicted=36.784892, expected=12.000000
predicted=27.560216, expected=20.000000
predicted=19.787073, expected=20.000000
predicted=19.688652, expected=8.000000
predicted=17.990405, expected=12.000000
predicted=16.189912, expected=8.000000
predicted=12.369759, expected=12.000000
predicted=14.005673, expected=8.000000
predicted=11.900707, expected=16.000000
predicted=11.032515, expected=12.000000
predicted=11.454906, expected=8.000000
predicted=9.505956, expected=4.000000
predicted=9.050792, expected=20.000000
predicted=12.405846, expected=24.000000
predicted=16.115922, expected=64.000000
predicted=27.636198, expected=16.000000
predicted=18.946587, expected=20.000000
predicted=19.481318, expected=20.000000
predicted=25.527771, expected=8.000000
predicted=22.636024, expected=28.000000
predicted=31.724237, expected=48.000000
predicted=26.886619, expected=20.000000
predicted=22.318276, expected=20.000000
predicted=21.700275, expected=12.000000
predicted=18.851664, expected=4.000000
predicted=20.040734, expected=12.000000
predicted=22.387584, expected=24.000000
predicted=17.811736, expected=32.000000
predicted=20.216174, expected=20.000000
predicted=16.466335, expected=8.000000
predicted=12.631599, expected=8.000000
predicted=14.865987, expected=4.000000
predicted=15.430600, expected=20.000000
predicted=18.773611, expected=12.000000
predicted=13.209875, expected=24.000000
predicted=13.506271, expected=20.000000
predicted=14.445043, expected=44.000000
predicted=22.079767, expected=12.000000
predicted=19.786958, expected=4.000000
predicted=14.703092, expected=28.000000
predicted=23.656805, expected=24.000000
predicted=22.741566, expected=32.000000
predicted=27.875256, expected=12.000000
predicted=16.051228, expected=4.000000
predicted=12.646218, expected=4.000000
predicted=16.781547, expected=12.000000
predicted=16.035992, expected=28.000000
predicted=20.163446, expected=4.000000
predicted=9.337733, expected=20.000000
predicted=11.468537, expected=8.000000
predicted=10.782058, expected=24.000000
predicted=16.689249, expected=24.000000
predicted=20.501175, expected=20.000000
predicted=15.053552, expected=4.000000
predicted=14.464472, expected=12.000000
predicted=13.588996, expected=20.000000
predicted=19.218651, expected=12.000000
predicted=15.999712, expected=8.000000
predicted=12.398858, expected=8.000000
predicted=9.122628, expected=20.000000
predicted=14.457778, expected=48.000000
predicted=24.565256, expected=20.000000
predicted=17.946850, expected=32.000000
predicted=20.993887, expected=20.000000
predicted=21.549051, expected=12.000000
predicted=22.253759, expected=4.000000
predicted=23.050873, expected=8.000000
predicted=15.434780, expected=36.000000
predicted=24.035674, expected=36.000000
predicted=22.453807, expected=8.000000
predicted=13.851896, expected=4.000000
predicted=11.327033, expected=24.000000
predicted=19.224353, expected=8.000000
predicted=20.320450, expected=32.000000
predicted=23.010053, expected=32.000000
predicted=19.000126, expected=8.000000
predicted=13.628253, expected=20.000000
predicted=20.428794, expected=20.000000
predicted=18.784887, expected=16.000000
predicted=22.016030, expected=56.000000
predicted=31.469764, expected=40.000000
predicted=26.300200, expected=16.000000
predicted=23.511694, expected=36.000000
predicted=29.512662, expected=8.000000
predicted=23.982068, expected=12.000000
predicted=29.306273, expected=12.000000
predicted=22.219238, expected=4.000000
predicted=13.318357, expected=28.000000
predicted=21.373312, expected=12.000000
predicted=11.973457, expected=16.000000
predicted=13.478783, expected=24.000000
predicted=16.578266, expected=12.000000
predicted=13.662861, expected=8.000000
predicted=16.371349, expected=28.000000
predicted=17.983105, expected=24.000000
predicted=19.514718, expected=36.000000
predicted=24.302316, expected=32.000000
predicted=22.776030, expected=12.000000
predicted=18.694690, expected=8.000000
predicted=20.954126, expected=20.000000
predicted=22.414883, expected=4.000000
predicted=19.092436, expected=8.000000
predicted=15.257306, expected=28.000000
predicted=15.770368, expected=12.000000
predicted=12.465430, expected=12.000000
predicted=13.837956, expected=4.000000
predicted=8.700083, expected=12.000000
predicted=12.050243, expected=4.000000
predicted=13.041102, expected=8.000000
predicted=8.875758, expected=12.000000
predicted=9.649427, expected=4.000000
predicted=6.178095, expected=4.000000
predicted=7.089504, expected=12.000000
predicted=7.626555, expected=8.000000
predicted=8.050649, expected=24.000000
predicted=12.945236, expected=12.000000
predicted=9.727986, expected=12.000000
predicted=10.355028, expected=8.000000
predicted=11.521180, expected=4.000000
predicted=9.630747, expected=16.000000
predicted=14.924897, expected=12.000000
predicted=11.187573, expected=40.000000
predicted=18.962234, expected=44.000000
predicted=22.830460, expected=40.000000
predicted=24.676746, expected=20.000000
predicted=24.370208, expected=12.000000
predicted=22.483035, expected=12.000000
predicted=27.285900, expected=8.000000
predicted=23.673725, expected=28.000000
predicted=24.564636, expected=36.000000
predicted=22.615148, expected=32.000000
predicted=21.502746, expected=16.000000
predicted=18.615542, expected=12.000000
predicted=17.726653, expected=36.000000
predicted=28.959637, expected=4.000000
predicted=21.691344, expected=28.000000
predicted=23.492130, expected=12.000000
predicted=16.780386, expected=12.000000
predicted=15.544027, expected=12.000000
predicted=18.872153, expected=8.000000
predicted=10.739683, expected=8.000000
predicted=14.410344, expected=12.000000
predicted=11.066851, expected=28.000000
predicted=15.830715, expected=40.000000
predicted=21.087007, expected=20.000000
predicted=17.282625, expected=12.000000
predicted=15.861579, expected=16.000000
predicted=18.952464, expected=12.000000
predicted=21.157189, expected=24.000000
predicted=24.180923, expected=4.000000
predicted=13.435165, expected=8.000000
predicted=11.293282, expected=24.000000
predicted=16.654880, expected=12.000000
predicted=13.675462, expected=12.000000
predicted=14.504019, expected=8.000000
predicted=9.383896, expected=24.000000
predicted=15.540067, expected=8.000000
predicted=14.881689, expected=12.000000
predicted=11.977678, expected=4.000000
predicted=9.959566, expected=32.000000
predicted=16.974134, expected=44.000000
predicted=25.628688, expected=20.000000
predicted=17.717240, expected=12.000000
predicted=16.629064, expected=20.000000
predicted=19.117432, expected=12.000000
predicted=23.202112, expected=12.000000
predicted=21.939894, expected=8.000000
predicted=13.648697, expected=16.000000
predicted=13.676726, expected=36.000000
predicted=21.227115, expected=24.000000
predicted=18.121012, expected=24.000000
predicted=18.774452, expected=32.000000
predicted=22.427353, expected=4.000000
predicted=18.420356, expected=8.000000
predicted=20.616130, expected=24.000000
predicted=21.246970, expected=16.000000
predicted=19.027968, expected=48.000000
predicted=27.764360, expected=12.000000
predicted=15.116121, expected=12.000000
predicted=15.949667, expected=4.000000
predicted=17.107924, expected=4.000000
predicted=14.512899, expected=12.000000
predicted=19.617961, expected=12.000000
predicted=10.340236, expected=32.000000
predicted=15.877383, expected=4.000000
predicted=8.690747, expected=20.000000
predicted=12.899969, expected=28.000000
Test MSE: 185.397
[array([12.89996944])]
predicted=91.710266, expected=60.000000
predicted=81.039198, expected=104.000000
predicted=97.961814, expected=116.000000
predicted=104.012487, expected=132.000000
predicted=109.989020, expected=96.000000
predicted=93.211503, expected=100.000000
predicted=97.682560, expected=88.000000
predicted=98.536826, expected=100.000000
predicted=102.620138, expected=44.000000
predicted=80.588585, expected=56.000000
predicted=74.500418, expected=92.000000
predicted=84.267728, expected=52.000000
predicted=62.969164, expected=108.000000
predicted=93.207734, expected=28.000000
predicted=48.171920, expected=148.000000
predicted=101.066754, expected=68.000000
predicted=77.815823, expected=56.000000
predicted=67.885197, expected=116.000000
predicted=103.501589, expected=108.000000
predicted=79.844654, expected=112.000000
predicted=113.099200, expected=80.000000
predicted=87.666245, expected=80.000000
predicted=83.599708, expected=56.000000
predicted=81.199453, expected=68.000000
predicted=79.336959, expected=68.000000
predicted=76.737581, expected=68.000000
predicted=69.337715, expected=60.000000
predicted=66.679260, expected=60.000000
predicted=61.221841, expected=100.000000
predicted=79.582071, expected=40.000000
predicted=56.469915, expected=80.000000
predicted=74.553127, expected=100.000000
predicted=79.570421, expected=112.000000
predicted=87.153908, expected=92.000000
predicted=94.149041, expected=80.000000
predicted=79.615522, expected=96.000000
predicted=92.407885, expected=80.000000
predicted=87.353115, expected=60.000000
predicted=80.779947, expected=80.000000
predicted=82.403636, expected=104.000000
predicted=87.314103, expected=112.000000
predicted=96.748946, expected=64.000000
predicted=79.015876, expected=80.000000
predicted=81.955254, expected=56.000000
predicted=71.075180, expected=92.000000
predicted=86.971714, expected=68.000000
predicted=78.388765, expected=96.000000
predicted=81.574517, expected=84.000000
predicted=81.865413, expected=64.000000
predicted=69.815597, expected=96.000000
predicted=89.911889, expected=68.000000
predicted=71.920700, expected=64.000000
predicted=76.257568, expected=144.000000
predicted=105.989837, expected=64.000000
predicted=71.797678, expected=88.000000
predicted=93.316095, expected=104.000000
predicted=91.973256, expected=84.000000
predicted=81.407646, expected=92.000000
predicted=102.869263, expected=72.000000
predicted=77.551124, expected=84.000000
predicted=85.462472, expected=108.000000
predicted=97.079458, expected=44.000000
predicted=68.090139, expected=80.000000
predicted=83.886456, expected=120.000000
predicted=92.278312, expected=96.000000
predicted=87.861414, expected=104.000000
predicted=102.559265, expected=140.000000
predicted=106.418305, expected=92.000000
predicted=96.579762, expected=68.000000
predicted=96.715543, expected=32.000000
predicted=70.554747, expected=124.000000
predicted=100.197061, expected=40.000000
predicted=70.869286, expected=112.000000
predicted=93.634296, expected=32.000000
predicted=58.081284, expected=92.000000
predicted=71.467456, expected=80.000000
predicted=85.605346, expected=72.000000
predicted=65.484339, expected=68.000000
predicted=81.055380, expected=80.000000
predicted=67.775552, expected=136.000000
predicted=102.772998, expected=124.000000
predicted=101.904388, expected=132.000000
predicted=112.275529, expected=136.000000
predicted=118.541043, expected=56.000000
predicted=89.385700, expected=112.000000
predicted=117.699812, expected=56.000000
predicted=85.930573, expected=60.000000
predicted=83.661544, expected=48.000000
predicted=75.311673, expected=44.000000
predicted=52.038201, expected=68.000000
predicted=70.130490, expected=68.000000
predicted=59.397456, expected=124.000000
predicted=86.398585, expected=100.000000
predicted=82.109139, expected=76.000000
predicted=78.039676, expected=108.000000
predicted=96.085033, expected=64.000000
predicted=76.306144, expected=116.000000
predicted=106.419135, expected=92.000000
predicted=92.954795, expected=116.000000
predicted=99.746144, expected=64.000000
predicted=87.889959, expected=68.000000
predicted=77.737887, expected=76.000000
predicted=85.986417, expected=88.000000
predicted=82.671870, expected=92.000000
predicted=90.601440, expected=24.000000
predicted=55.217478, expected=64.000000
predicted=67.645082, expected=64.000000
predicted=63.876464, expected=140.000000
predicted=96.460497, expected=260.000000
predicted=158.286114, expected=156.000000
predicted=125.315305, expected=124.000000
predicted=134.844807, expected=104.000000
predicted=122.294472, expected=100.000000
predicted=123.051185, expected=84.000000
predicted=130.604017, expected=100.000000
predicted=110.775964, expected=116.000000
predicted=109.374885, expected=76.000000
predicted=90.612751, expected=64.000000
predicted=84.082296, expected=80.000000
predicted=82.684301, expected=72.000000
predicted=78.910012, expected=36.000000
predicted=65.915107, expected=28.000000
predicted=50.846848, expected=52.000000
predicted=52.281983, expected=84.000000
predicted=66.546371, expected=12.000000
predicted=39.088918, expected=24.000000
predicted=36.699179, expected=12.000000
predicted=24.570996, expected=24.000000
predicted=28.721706, expected=16.000000
predicted=30.127110, expected=4.000000
predicted=10.808337, expected=48.000000
predicted=30.360623, expected=104.000000
predicted=54.150219, expected=84.000000
predicted=58.618023, expected=164.000000
predicted=102.079339, expected=60.000000
predicted=67.025710, expected=108.000000
predicted=96.636138, expected=144.000000
predicted=120.252795, expected=180.000000
predicted=134.707465, expected=112.000000
predicted=131.999164, expected=128.000000
predicted=121.717180, expected=120.000000
predicted=124.237110, expected=176.000000
predicted=150.574001, expected=188.000000
predicted=167.159147, expected=336.000000
predicted=227.025198, expected=376.000000
predicted=273.955565, expected=280.000000
predicted=256.366576, expected=212.000000
predicted=245.986082, expected=288.000000
predicted=270.099137, expected=280.000000
predicted=284.509360, expected=272.000000
predicted=289.602705, expected=504.000000
predicted=379.573349, expected=508.000000
predicted=391.870261, expected=268.000000
predicted=327.223569, expected=248.000000
predicted=318.952348, expected=196.000000
predicted=258.631713, expected=120.000000
predicted=245.165368, expected=60.000000
predicted=192.851944, expected=76.000000
predicted=125.617040, expected=68.000000
predicted=104.607893, expected=20.000000
predicted=67.299141, expected=24.000000
predicted=51.252482, expected=48.000000
predicted=44.700548, expected=12.000000
predicted=28.507208, expected=28.000000
predicted=36.549923, expected=56.000000
predicted=39.881170, expected=40.000000
predicted=34.218965, expected=56.000000
predicted=51.497662, expected=24.000000
predicted=29.293244, expected=48.000000
predicted=42.174037, expected=16.000000
predicted=30.145570, expected=48.000000
predicted=41.201341, expected=64.000000
predicted=53.266136, expected=24.000000
predicted=30.096180, expected=44.000000
predicted=46.388886, expected=16.000000
predicted=22.733060, expected=36.000000
predicted=35.867170, expected=16.000000
predicted=28.673548, expected=32.000000
predicted=27.862979, expected=36.000000
predicted=34.302290, expected=32.000000
predicted=27.874652, expected=28.000000
predicted=31.341865, expected=44.000000
predicted=34.840630, expected=40.000000
predicted=36.381065, expected=20.000000
predicted=28.618569, expected=64.000000
predicted=49.140860, expected=28.000000
predicted=30.754089, expected=80.000000
predicted=61.742091, expected=40.000000
predicted=44.242605, expected=40.000000
predicted=40.560449, expected=40.000000
predicted=47.578205, expected=68.000000
predicted=51.119095, expected=100.000000
predicted=80.645591, expected=148.000000
predicted=105.099308, expected=124.000000
predicted=104.400416, expected=120.000000
predicted=108.896680, expected=80.000000
predicted=92.778179, expected=92.000000
predicted=97.705132, expected=44.000000
predicted=77.670030, expected=80.000000
predicted=85.516763, expected=72.000000
predicted=79.123047, expected=88.000000
predicted=80.196993, expected=124.000000
predicted=105.093946, expected=56.000000
predicted=65.839323, expected=204.000000
predicted=147.452409, expected=32.000000
predicted=68.436683, expected=24.000000
predicted=63.284077, expected=76.000000
predicted=82.530078, expected=108.000000
predicted=75.582780, expected=92.000000
predicted=107.851632, expected=108.000000
predicted=90.747301, expected=116.000000
predicted=94.536174, expected=52.000000
predicted=73.459362, expected=52.000000
predicted=75.127758, expected=80.000000
predicted=77.469453, expected=108.000000
predicted=92.661932, expected=92.000000
predicted=93.939073, expected=80.000000
predicted=80.285130, expected=72.000000
predicted=74.459307, expected=56.000000
predicted=67.495402, expected=44.000000
predicted=63.160150, expected=64.000000
predicted=66.250365, expected=112.000000
predicted=87.537049, expected=64.000000
predicted=69.030778, expected=80.000000
predicted=77.503325, expected=132.000000
predicted=99.673502, expected=80.000000
predicted=80.716273, expected=56.000000
predicted=81.611006, expected=60.000000
predicted=68.214357, expected=76.000000
predicted=71.591368, expected=112.000000
predicted=100.718979, expected=88.000000
predicted=85.485610, expected=104.000000
predicted=92.866105, expected=28.000000
predicted=56.110317, expected=96.000000
predicted=85.255673, expected=72.000000
predicted=78.031302, expected=92.000000
predicted=84.461881, expected=84.000000
predicted=88.517354, expected=124.000000
predicted=93.346943, expected=36.000000
predicted=67.385056, expected=48.000000
predicted=63.890990, expected=104.000000
predicted=87.981365, expected=100.000000
predicted=84.534408, expected=120.000000
predicted=111.954317, expected=56.000000
predicted=68.939134, expected=88.000000
predicted=82.166941, expected=96.000000
predicted=92.857730, expected=60.000000
predicted=74.145732, expected=136.000000
predicted=116.297386, expected=80.000000
predicted=79.842613, expected=40.000000
predicted=67.795591, expected=88.000000
predicted=87.044631, expected=44.000000
predicted=52.977560, expected=56.000000
predicted=72.747813, expected=60.000000
predicted=63.105055, expected=100.000000
predicted=73.952244, expected=64.000000
predicted=71.280143, expected=52.000000
predicted=59.062116, expected=88.000000
predicted=75.738613, expected=48.000000
predicted=55.776978, expected=80.000000
predicted=79.315768, expected=112.000000
predicted=88.969737, expected=56.000000
predicted=63.822650, expected=64.000000
predicted=75.738740, expected=56.000000
predicted=59.185531, expected=32.000000
predicted=49.241053, expected=56.000000
predicted=64.326754, expected=64.000000
predicted=56.285395, expected=92.000000
predicted=74.308564, expected=104.000000
predicted=84.870023, expected=64.000000
predicted=66.279166, expected=64.000000
predicted=70.153224, expected=68.000000
predicted=68.575303, expected=52.000000
predicted=63.374665, expected=72.000000
predicted=74.625637, expected=84.000000
predicted=73.203544, expected=36.000000
predicted=52.434139, expected=60.000000
predicted=63.141707, expected=76.000000
predicted=64.444160, expected=64.000000
predicted=63.968014, expected=64.000000
predicted=69.249103, expected=68.000000
predicted=61.461168, expected=60.000000
predicted=61.495580, expected=64.000000
predicted=66.273830, expected=84.000000
predicted=73.479315, expected=88.000000
predicted=77.606787, expected=100.000000
predicted=87.977137, expected=56.000000
predicted=67.946903, expected=64.000000
predicted=69.821371, expected=88.000000
predicted=80.806549, expected=68.000000
predicted=72.181035, expected=72.000000
predicted=78.563385, expected=68.000000
predicted=67.505976, expected=64.000000
predicted=65.620958, expected=48.000000
predicted=61.590538, expected=80.000000
predicted=71.058511, expected=104.000000
predicted=84.563582, expected=68.000000
predicted=72.073418, expected=128.000000
predicted=103.007857, expected=104.000000
predicted=90.910126, expected=116.000000
predicted=106.312778, expected=104.000000
predicted=107.183203, expected=92.000000
predicted=92.890111, expected=104.000000
predicted=107.996999, expected=112.000000
predicted=106.115823, expected=112.000000
predicted=110.188420, expected=60.000000
predicted=84.293437, expected=52.000000
predicted=72.923238, expected=68.000000
predicted=74.640905, expected=96.000000
predicted=86.900709, expected=72.000000
predicted=80.000471, expected=68.000000
predicted=70.949164, expected=56.000000
predicted=61.546077, expected=72.000000
predicted=68.731463, expected=76.000000
predicted=75.740949, expected=24.000000
predicted=47.418761, expected=32.000000
predicted=46.804825, expected=52.000000
predicted=48.024527, expected=88.000000
predicted=68.374298, expected=108.000000
predicted=86.594217, expected=64.000000
predicted=63.817611, expected=144.000000
predicted=105.754568, expected=68.000000
predicted=75.533649, expected=36.000000
predicted=66.428342, expected=56.000000
predicted=71.347905, expected=76.000000
predicted=64.900749, expected=28.000000
predicted=59.097642, expected=80.000000
predicted=69.942516, expected=92.000000
predicted=69.842027, expected=84.000000
predicted=74.975313, expected=92.000000
predicted=87.577909, expected=68.000000
predicted=66.968801, expected=112.000000
predicted=96.398805, expected=88.000000
predicted=88.684552, expected=48.000000
predicted=69.479856, expected=64.000000
predicted=74.267852, expected=48.000000
predicted=55.869663, expected=76.000000
predicted=75.747357, expected=64.000000
predicted=67.353138, expected=48.000000
predicted=53.623709, expected=92.000000
predicted=76.855997, expected=32.000000
predicted=45.841507, expected=76.000000
predicted=71.420535, expected=80.000000
predicted=70.387778, expected=68.000000
predicted=64.129117, expected=56.000000
predicted=68.792841, expected=676.000000
predicted=357.062564, expected=32.000000
predicted=149.008951, expected=496.000000
predicted=283.924011, expected=160.000000
predicted=282.928178, expected=348.000000
predicted=194.282789, expected=128.000000
predicted=368.487649, expected=112.000000
predicted=126.523884, expected=44.000000
predicted=181.819944, expected=100.000000
predicted=94.381090, expected=24.000000
predicted=110.299539, expected=12.000000
predicted=42.754889, expected=44.000000
predicted=49.321794, expected=16.000000
predicted=27.937076, expected=8.000000
predicted=27.798515, expected=16.000000
predicted=17.688882, expected=4.000000
predicted=9.642794, expected=24.000000
predicted=18.578380, expected=76.000000
predicted=39.357477, expected=104.000000
predicted=64.522483, expected=112.000000
predicted=83.940286, expected=40.000000
predicted=65.271318, expected=84.000000
predicted=65.612014, expected=104.000000
predicted=89.188955, expected=108.000000
predicted=96.738164, expected=76.000000
predicted=94.945962, expected=84.000000
predicted=78.750397, expected=44.000000
predicted=70.828528, expected=92.000000
predicted=76.603562, expected=80.000000
predicted=85.558579, expected=32.000000
predicted=58.592763, expected=88.000000
predicted=70.762628, expected=56.000000
predicted=63.822850, expected=92.000000
predicted=74.314575, expected=84.000000
predicted=84.654410, expected=64.000000
predicted=66.046470, expected=64.000000
predicted=72.377103, expected=44.000000
predicted=57.060867, expected=88.000000
predicted=70.681298, expected=60.000000
predicted=71.198960, expected=72.000000
predicted=65.369970, expected=72.000000
predicted=71.792669, expected=88.000000
predicted=71.909571, expected=72.000000
predicted=79.408806, expected=124.000000
predicted=90.408436, expected=96.000000
predicted=98.277771, expected=64.000000
predicted=80.251867, expected=92.000000
predicted=86.867175, expected=68.000000
predicted=77.744905, expected=60.000000
predicted=74.802613, expected=56.000000
predicted=68.044605, expected=64.000000
predicted=61.158967, expected=56.000000
predicted=64.151860, expected=36.000000
predicted=50.975102, expected=48.000000
predicted=48.323250, expected=44.000000
predicted=47.279218, expected=76.000000
predicted=57.982093, expected=60.000000
predicted=61.857504, expected=32.000000
predicted=45.609606, expected=76.000000
predicted=57.314117, expected=88.000000
predicted=70.022825, expected=80.000000
predicted=76.467243, expected=16.000000
predicted=54.201410, expected=56.000000
predicted=45.233019, expected=44.000000
predicted=53.480849, expected=104.000000
predicted=70.053285, expected=56.000000
predicted=73.683214, expected=40.000000
predicted=46.391357, expected=64.000000
predicted=59.411630, expected=64.000000
predicted=57.491674, expected=56.000000
predicted=64.522827, expected=48.000000
predicted=54.664650, expected=88.000000
predicted=63.513090, expected=92.000000
predicted=79.224423, expected=44.000000
Test MSE: 3206.069
[array([12.89996944]), array([79.22442274])]
predicted=70.220567, expected=48.000000
predicted=51.201801, expected=84.000000
predicted=59.651105, expected=76.000000
predicted=59.800698, expected=84.000000
predicted=61.667331, expected=56.000000
predicted=63.775229, expected=20.000000
predicted=46.965975, expected=60.000000
predicted=67.606772, expected=52.000000
predicted=56.088654, expected=120.000000
predicted=83.797840, expected=116.000000
predicted=81.190965, expected=72.000000
predicted=62.599166, expected=36.000000
predicted=66.902202, expected=24.000000
predicted=52.076400, expected=28.000000
predicted=63.436220, expected=44.000000
predicted=61.759435, expected=52.000000
predicted=50.755693, expected=64.000000
predicted=47.106380, expected=100.000000
predicted=60.488422, expected=40.000000
predicted=44.446044, expected=48.000000
predicted=55.355066, expected=28.000000
predicted=47.170528, expected=60.000000
predicted=55.641177, expected=108.000000
predicted=83.944546, expected=96.000000
predicted=65.795786, expected=36.000000
predicted=55.651882, expected=64.000000
predicted=60.935851, expected=72.000000
predicted=66.229997, expected=64.000000
predicted=74.966545, expected=48.000000
predicted=68.767736, expected=72.000000
predicted=58.348683, expected=132.000000
predicted=87.397894, expected=72.000000
predicted=72.336441, expected=36.000000
predicted=64.270945, expected=36.000000
predicted=56.752268, expected=28.000000
predicted=49.498896, expected=68.000000
predicted=77.276698, expected=104.000000
predicted=72.790640, expected=132.000000
predicted=78.562027, expected=96.000000
predicted=76.441184, expected=40.000000
predicted=59.708478, expected=108.000000
predicted=93.314021, expected=68.000000
predicted=81.668483, expected=84.000000
predicted=96.076100, expected=148.000000
predicted=111.614436, expected=196.000000
predicted=113.797119, expected=76.000000
predicted=103.140780, expected=92.000000
predicted=104.651115, expected=120.000000
predicted=111.004386, expected=60.000000
predicted=98.148815, expected=84.000000
predicted=123.750808, expected=92.000000
predicted=85.632138, expected=148.000000
predicted=108.127669, expected=96.000000
predicted=104.061748, expected=76.000000
predicted=84.003859, expected=104.000000
predicted=100.603837, expected=52.000000
predicted=76.656704, expected=76.000000
predicted=101.168811, expected=116.000000
predicted=97.162840, expected=96.000000
predicted=82.927836, expected=112.000000
predicted=104.464416, expected=88.000000
predicted=82.511498, expected=100.000000
predicted=93.334823, expected=84.000000
predicted=98.901228, expected=52.000000
predicted=78.856513, expected=56.000000
predicted=82.568901, expected=148.000000
predicted=103.302825, expected=68.000000
predicted=78.794113, expected=92.000000
predicted=91.315277, expected=80.000000
predicted=78.318214, expected=48.000000
predicted=61.625380, expected=100.000000
predicted=108.114485, expected=160.000000
predicted=102.605591, expected=152.000000
predicted=113.682958, expected=84.000000
predicted=98.329117, expected=64.000000
predicted=83.983749, expected=112.000000
predicted=107.513517, expected=88.000000
predicted=108.704109, expected=68.000000
predicted=100.926581, expected=88.000000
predicted=88.443549, expected=92.000000
predicted=79.582691, expected=64.000000
predicted=84.394380, expected=28.000000
predicted=64.871208, expected=68.000000
predicted=68.530990, expected=76.000000
predicted=71.394436, expected=56.000000
predicted=66.462276, expected=104.000000
predicted=80.215280, expected=96.000000
predicted=67.111370, expected=56.000000
predicted=68.583729, expected=88.000000
predicted=85.436385, expected=36.000000
predicted=55.496485, expected=36.000000
predicted=67.292769, expected=56.000000
predicted=68.407865, expected=64.000000
predicted=54.073747, expected=80.000000
predicted=72.615374, expected=88.000000
predicted=63.774560, expected=68.000000
predicted=60.139315, expected=124.000000
predicted=89.291728, expected=12.000000
predicted=51.513530, expected=64.000000
predicted=75.229478, expected=96.000000
predicted=83.219355, expected=128.000000
predicted=84.964199, expected=80.000000
predicted=95.808057, expected=64.000000
predicted=61.373264, expected=76.000000
predicted=78.777077, expected=80.000000
predicted=83.144240, expected=112.000000
predicted=104.259277, expected=92.000000
predicted=85.452100, expected=140.000000
predicted=102.278353, expected=192.000000
predicted=129.135853, expected=144.000000
predicted=119.861375, expected=168.000000
predicted=148.968985, expected=80.000000
predicted=111.449884, expected=144.000000
predicted=143.413681, expected=192.000000
predicted=170.849243, expected=160.000000
predicted=145.413051, expected=44.000000
predicted=121.175320, expected=64.000000
predicted=97.949330, expected=64.000000
predicted=99.293488, expected=36.000000
predicted=91.320085, expected=56.000000
predicted=88.492466, expected=56.000000
predicted=50.615999, expected=120.000000
predicted=80.105138, expected=36.000000
predicted=54.055216, expected=28.000000
predicted=47.177407, expected=52.000000
predicted=58.069663, expected=52.000000
predicted=48.708222, expected=52.000000
predicted=69.342207, expected=68.000000
predicted=52.811916, expected=84.000000
predicted=57.556387, expected=80.000000
predicted=66.364125, expected=64.000000
predicted=64.309547, expected=72.000000
predicted=68.080700, expected=48.000000
predicted=61.794987, expected=100.000000
predicted=83.989776, expected=68.000000
predicted=70.995739, expected=112.000000
predicted=85.270854, expected=72.000000
predicted=76.783295, expected=68.000000
predicted=68.599467, expected=84.000000
predicted=89.599811, expected=48.000000
predicted=62.431256, expected=56.000000
predicted=77.928366, expected=48.000000
predicted=60.243310, expected=72.000000
predicted=64.512754, expected=88.000000
predicted=76.036271, expected=28.000000
predicted=46.027416, expected=64.000000
predicted=63.684814, expected=40.000000
predicted=48.281020, expected=48.000000
predicted=55.020945, expected=88.000000
predicted=75.440305, expected=64.000000
predicted=49.366907, expected=72.000000
predicted=67.980483, expected=36.000000
predicted=49.429210, expected=40.000000
predicted=50.145130, expected=32.000000
predicted=55.002192, expected=44.000000
predicted=48.153410, expected=60.000000
predicted=56.032415, expected=88.000000
predicted=57.350158, expected=28.000000
predicted=41.174874, expected=32.000000
predicted=42.928079, expected=60.000000
predicted=52.616907, expected=48.000000
predicted=48.172237, expected=104.000000
predicted=80.250689, expected=104.000000
predicted=67.119240, expected=192.000000
predicted=108.292814, expected=68.000000
predicted=81.688852, expected=80.000000
predicted=88.179254, expected=92.000000
predicted=104.047728, expected=80.000000
predicted=88.151547, expected=148.000000
predicted=140.383524, expected=88.000000
predicted=84.851717, expected=60.000000
predicted=82.572671, expected=32.000000
predicted=73.745765, expected=32.000000
predicted=58.867443, expected=48.000000
predicted=76.771752, expected=32.000000
predicted=49.924240, expected=60.000000
predicted=52.830237, expected=68.000000
predicted=48.909232, expected=72.000000
predicted=53.110151, expected=68.000000
predicted=60.675217, expected=28.000000
predicted=42.721802, expected=36.000000
predicted=51.740400, expected=40.000000
predicted=50.254199, expected=40.000000
predicted=47.960339, expected=80.000000
predicted=62.499026, expected=60.000000
predicted=46.128667, expected=48.000000
predicted=48.323242, expected=12.000000
predicted=37.277409, expected=68.000000
predicted=52.980735, expected=36.000000
predicted=49.479848, expected=28.000000
predicted=41.735158, expected=72.000000
predicted=55.755907, expected=56.000000
predicted=37.926347, expected=72.000000
predicted=63.978105, expected=84.000000
predicted=62.794880, expected=48.000000
predicted=48.826792, expected=40.000000
predicted=59.906303, expected=36.000000
predicted=50.020647, expected=88.000000
predicted=68.960588, expected=88.000000
predicted=73.371333, expected=32.000000
predicted=48.129904, expected=52.000000
predicted=56.026441, expected=52.000000
predicted=49.482431, expected=56.000000
predicted=62.487960, expected=48.000000
predicted=60.892028, expected=40.000000
predicted=41.858966, expected=72.000000
predicted=58.656966, expected=52.000000
predicted=51.092890, expected=36.000000
predicted=48.356816, expected=68.000000
predicted=57.916840, expected=40.000000
predicted=43.098253, expected=48.000000
predicted=55.942614, expected=48.000000
predicted=50.111207, expected=56.000000
predicted=46.876231, expected=52.000000
predicted=55.616578, expected=48.000000
predicted=46.899480, expected=32.000000
predicted=43.432180, expected=40.000000
predicted=44.644836, expected=40.000000
predicted=44.731792, expected=52.000000
predicted=47.164218, expected=88.000000
predicted=60.758900, expected=152.000000
predicted=84.079946, expected=76.000000
predicted=67.880910, expected=76.000000
predicted=76.632487, expected=328.000000
predicted=172.758790, expected=80.000000
predicted=97.747321, expected=72.000000
predicted=134.535084, expected=76.000000
predicted=106.196782, expected=984.000000
predicted=391.688775, expected=44.000000
predicted=232.239626, expected=96.000000
predicted=205.640136, expected=60.000000
predicted=313.992838, expected=76.000000
predicted=76.005827, expected=76.000000
predicted=369.634531, expected=68.000000
predicted=63.315891, expected=48.000000
predicted=71.302845, expected=48.000000
predicted=60.282005, expected=36.000000
predicted=56.286218, expected=56.000000
predicted=56.591504, expected=788.000000
predicted=270.453722, expected=100.000000
predicted=132.490909, expected=120.000000
predicted=174.270573, expected=104.000000
predicted=234.495956, expected=40.000000
predicted=116.750783, expected=56.000000
predicted=267.662206, expected=104.000000
predicted=90.022860, expected=52.000000
predicted=74.871992, expected=56.000000
predicted=72.535822, expected=48.000000
predicted=58.420227, expected=32.000000
predicted=50.364368, expected=76.000000
predicted=68.820910, expected=36.000000
predicted=46.872232, expected=104.000000
predicted=64.847043, expected=52.000000
predicted=57.913257, expected=68.000000
predicted=57.193239, expected=64.000000
predicted=71.481032, expected=20.000000
predicted=45.857512, expected=48.000000
predicted=64.111559, expected=48.000000
predicted=49.141512, expected=92.000000
predicted=60.483219, expected=124.000000
predicted=76.007325, expected=52.000000
predicted=56.931612, expected=56.000000
predicted=69.216062, expected=36.000000
predicted=62.724118, expected=36.000000
predicted=59.852946, expected=36.000000
predicted=61.159884, expected=88.000000
predicted=55.228893, expected=108.000000
predicted=66.351854, expected=72.000000
predicted=60.972195, expected=48.000000
predicted=62.678644, expected=84.000000
predicted=71.829397, expected=52.000000
predicted=70.323029, expected=60.000000
predicted=72.124767, expected=64.000000
predicted=66.566238, expected=60.000000
predicted=57.487661, expected=28.000000
predicted=56.812561, expected=56.000000
predicted=54.182822, expected=52.000000
predicted=53.151936, expected=44.000000
predicted=49.102346, expected=60.000000
predicted=54.535909, expected=64.000000
predicted=49.652514, expected=140.000000
predicted=78.307055, expected=84.000000
predicted=73.263322, expected=68.000000
predicted=72.787558, expected=76.000000
predicted=83.645049, expected=44.000000
predicted=68.357841, expected=104.000000
predicted=94.257665, expected=56.000000
predicted=70.607314, expected=48.000000
predicted=62.075070, expected=60.000000
predicted=69.026626, expected=64.000000
predicted=57.525341, expected=60.000000
predicted=68.255816, expected=36.000000
predicted=52.215028, expected=60.000000
predicted=55.240270, expected=128.000000
predicted=75.810712, expected=116.000000
predicted=79.590679, expected=72.000000
predicted=77.409601, expected=84.000000
predicted=82.636923, expected=60.000000
predicted=78.599276, expected=48.000000
predicted=81.292988, expected=104.000000
predicted=89.139450, expected=104.000000
predicted=79.655067, expected=68.000000
predicted=76.489552, expected=24.000000
predicted=64.258053, expected=68.000000
predicted=67.243016, expected=32.000000
predicted=62.483101, expected=40.000000
predicted=56.527601, expected=48.000000
predicted=51.848643, expected=68.000000
predicted=44.999307, expected=116.000000
predicted=71.405487, expected=80.000000
predicted=62.906341, expected=84.000000
predicted=72.653233, expected=60.000000
predicted=73.341165, expected=24.000000
predicted=61.991548, expected=80.000000
predicted=80.277207, expected=80.000000
predicted=68.937307, expected=60.000000
predicted=63.913064, expected=44.000000
predicted=59.804718, expected=56.000000
predicted=53.520940, expected=44.000000
predicted=58.722469, expected=52.000000
predicted=57.160167, expected=64.000000
predicted=56.350119, expected=56.000000
predicted=51.280510, expected=104.000000
predicted=69.035561, expected=24.000000
predicted=50.768578, expected=56.000000
predicted=58.509958, expected=24.000000
predicted=53.382921, expected=48.000000
predicted=47.109127, expected=28.000000
predicted=52.261515, expected=64.000000
predicted=40.603831, expected=88.000000
predicted=58.627285, expected=132.000000
predicted=68.783352, expected=28.000000
predicted=58.888624, expected=48.000000
predicted=60.720930, expected=32.000000
predicted=62.324467, expected=44.000000
predicted=55.635651, expected=68.000000
predicted=69.492085, expected=60.000000
predicted=45.340353, expected=60.000000
predicted=53.662642, expected=40.000000
predicted=48.342292, expected=60.000000
predicted=54.462381, expected=56.000000
predicted=58.026914, expected=64.000000
predicted=56.970444, expected=92.000000
predicted=67.653687, expected=112.000000
predicted=73.204415, expected=80.000000
predicted=76.181855, expected=64.000000
predicted=75.507754, expected=116.000000
predicted=91.156427, expected=92.000000
predicted=89.895197, expected=76.000000
predicted=89.682061, expected=88.000000
predicted=89.138969, expected=132.000000
predicted=95.474196, expected=76.000000
predicted=94.160533, expected=20.000000
predicted=73.892753, expected=84.000000
predicted=83.126361, expected=60.000000
predicted=70.841815, expected=96.000000
predicted=83.731354, expected=64.000000
predicted=70.927671, expected=252.000000
predicted=110.910187, expected=160.000000
predicted=122.396266, expected=144.000000
predicted=123.460175, expected=148.000000
predicted=151.873810, expected=136.000000
predicted=132.665449, expected=16.000000
predicted=134.024624, expected=72.000000
predicted=112.738440, expected=136.000000
predicted=115.253233, expected=76.000000
predicted=91.105690, expected=60.000000
predicted=89.949291, expected=100.000000
predicted=77.877670, expected=56.000000
predicted=72.913353, expected=116.000000
predicted=99.541784, expected=104.000000
predicted=89.308277, expected=172.000000
predicted=105.676036, expected=72.000000
predicted=101.537462, expected=92.000000
predicted=95.663272, expected=76.000000
predicted=105.873076, expected=48.000000
predicted=80.945799, expected=56.000000
predicted=92.460044, expected=80.000000
predicted=70.950681, expected=12.000000
predicted=54.133040, expected=84.000000
predicted=66.493572, expected=40.000000
predicted=51.156405, expected=60.000000
predicted=52.187474, expected=68.000000
predicted=66.211140, expected=32.000000
predicted=39.240045, expected=76.000000
predicted=66.995930, expected=88.000000
predicted=62.696724, expected=72.000000
predicted=64.024793, expected=32.000000
predicted=60.601405, expected=64.000000
predicted=58.967177, expected=44.000000
predicted=59.450724, expected=68.000000
predicted=62.991961, expected=108.000000
predicted=74.431373, expected=100.000000
predicted=68.575899, expected=56.000000
predicted=71.512210, expected=52.000000
predicted=68.148488, expected=52.000000
predicted=67.909727, expected=32.000000
predicted=62.593233, expected=92.000000
predicted=72.541732, expected=92.000000
predicted=66.072094, expected=88.000000
predicted=68.501255, expected=36.000000
predicted=63.215539, expected=92.000000
predicted=71.028751, expected=88.000000
predicted=82.584026, expected=52.000000
predicted=69.776302, expected=84.000000
predicted=80.933118, expected=84.000000
predicted=69.516921, expected=100.000000
predicted=84.797431, expected=68.000000
predicted=80.622757, expected=40.000000
predicted=64.393380, expected=52.000000
predicted=70.728599, expected=56.000000
predicted=64.358470, expected=40.000000
predicted=58.880637, expected=56.000000
predicted=55.421514, expected=64.000000
predicted=52.098265, expected=56.000000
predicted=52.997481, expected=80.000000
predicted=63.062482, expected=44.000000
predicted=52.983295, expected=40.000000
predicted=53.732534, expected=104.000000
predicted=72.422017, expected=80.000000
predicted=65.050513, expected=44.000000
predicted=63.916038, expected=68.000000
predicted=66.461179, expected=56.000000
predicted=58.761041, expected=48.000000
predicted=65.639691, expected=44.000000
predicted=58.877103, expected=36.000000
predicted=45.624887, expected=144.000000
predicted=78.391474, expected=84.000000
predicted=68.499153, expected=80.000000
predicted=71.803395, expected=72.000000
predicted=79.325010, expected=68.000000
predicted=69.422265, expected=64.000000
Test MSE: 5188.922
[array([12.89996944]), array([79.22442274]), array([69.42226475])]
predicted=34.398556, expected=40.000000
predicted=34.075221, expected=36.000000
predicted=33.174468, expected=28.000000
predicted=32.512519, expected=20.000000
predicted=30.946468, expected=28.000000
predicted=30.889708, expected=40.000000
predicted=33.290566, expected=16.000000
predicted=26.455040, expected=20.000000
predicted=24.106001, expected=8.000000
predicted=21.758774, expected=16.000000
predicted=20.832341, expected=28.000000
predicted=22.400963, expected=24.000000
predicted=18.891788, expected=36.000000
predicted=22.616139, expected=12.000000
predicted=19.910297, expected=16.000000
predicted=20.844036, expected=12.000000
predicted=21.453636, expected=20.000000
predicted=20.108513, expected=8.000000
predicted=16.407941, expected=8.000000
predicted=11.750128, expected=24.000000
predicted=16.030608, expected=12.000000
predicted=13.947909, expected=16.000000
predicted=13.826308, expected=4.000000
predicted=11.585688, expected=16.000000
predicted=13.527059, expected=20.000000
predicted=16.233858, expected=20.000000
predicted=14.688825, expected=28.000000
predicted=17.932942, expected=12.000000
predicted=16.237816, expected=12.000000
predicted=16.933369, expected=20.000000
predicted=19.471740, expected=12.000000
predicted=17.021760, expected=24.000000
predicted=17.990168, expected=8.000000
predicted=14.307341, expected=36.000000
predicted=19.763182, expected=36.000000
predicted=24.676433, expected=4.000000
predicted=17.363326, expected=16.000000
predicted=19.647835, expected=16.000000
predicted=20.863230, expected=48.000000
predicted=27.860168, expected=12.000000
predicted=20.507584, expected=20.000000
predicted=17.768408, expected=12.000000
predicted=21.507459, expected=8.000000
predicted=18.682576, expected=4.000000
predicted=15.834479, expected=16.000000
predicted=12.670902, expected=16.000000
predicted=13.090456, expected=16.000000
predicted=11.669583, expected=20.000000
predicted=13.746961, expected=12.000000
predicted=13.925403, expected=8.000000
predicted=13.728549, expected=8.000000
predicted=13.108559, expected=32.000000
predicted=17.807673, expected=20.000000
predicted=16.946878, expected=32.000000
predicted=18.541851, expected=20.000000
predicted=20.416457, expected=12.000000
predicted=19.525775, expected=12.000000
predicted=20.733410, expected=4.000000
predicted=16.048646, expected=28.000000
predicted=18.834389, expected=48.000000
predicted=23.823034, expected=8.000000
predicted=16.402220, expected=8.000000
predicted=15.371133, expected=4.000000
predicted=17.534949, expected=8.000000
predicted=17.345701, expected=8.000000
predicted=13.347402, expected=20.000000
predicted=10.159982, expected=8.000000
predicted=9.033419, expected=12.000000
predicted=9.423070, expected=16.000000
predicted=12.777803, expected=24.000000
predicted=15.592246, expected=16.000000
predicted=15.600370, expected=8.000000
predicted=12.807679, expected=8.000000
predicted=13.656346, expected=24.000000
predicted=17.408719, expected=8.000000
predicted=14.069726, expected=20.000000
predicted=13.551073, expected=24.000000
predicted=16.753733, expected=24.000000
predicted=18.222781, expected=4.000000
predicted=15.470303, expected=8.000000
predicted=13.911586, expected=16.000000
predicted=17.145965, expected=20.000000
predicted=16.478530, expected=4.000000
predicted=11.108535, expected=24.000000
predicted=13.361270, expected=28.000000
predicted=18.618529, expected=24.000000
predicted=18.858119, expected=24.000000
predicted=20.372041, expected=28.000000
predicted=22.830479, expected=8.000000
predicted=21.235737, expected=8.000000
predicted=18.526541, expected=36.000000
predicted=23.893616, expected=16.000000
predicted=19.812997, expected=4.000000
predicted=13.828101, expected=4.000000
predicted=12.546274, expected=8.000000
predicted=13.180444, expected=20.000000
predicted=15.294825, expected=4.000000
predicted=8.373078, expected=32.000000
predicted=13.217117, expected=24.000000
predicted=16.828514, expected=16.000000
predicted=15.851895, expected=8.000000
predicted=16.401723, expected=20.000000
predicted=18.225409, expected=8.000000
predicted=17.460798, expected=16.000000
predicted=14.796881, expected=4.000000
predicted=11.622271, expected=8.000000
predicted=10.068618, expected=8.000000
predicted=10.871039, expected=4.000000
predicted=7.445075, expected=8.000000
predicted=7.844172, expected=4.000000
predicted=5.930235, expected=8.000000
predicted=6.542538, expected=16.000000
predicted=8.887645, expected=8.000000
predicted=7.733543, expected=24.000000
predicted=12.061340, expected=12.000000
predicted=12.279758, expected=44.000000
predicted=20.436889, expected=20.000000
predicted=21.120641, expected=12.000000
predicted=17.611970, expected=12.000000
predicted=20.683532, expected=20.000000
predicted=20.806330, expected=20.000000
predicted=21.138014, expected=20.000000
predicted=17.083019, expected=24.000000
predicted=18.497227, expected=16.000000
predicted=18.399242, expected=8.000000
predicted=16.706424, expected=8.000000
predicted=15.511719, expected=36.000000
predicted=20.955030, expected=24.000000
predicted=19.814329, expected=8.000000
predicted=14.111148, expected=32.000000
predicted=20.992682, expected=24.000000
predicted=23.216005, expected=8.000000
predicted=19.422751, expected=8.000000
predicted=16.603362, expected=8.000000
predicted=14.948885, expected=4.000000
predicted=13.000249, expected=12.000000
predicted=10.699236, expected=12.000000
predicted=9.124341, expected=20.000000
predicted=11.178518, expected=28.000000
predicted=15.345898, expected=20.000000
predicted=15.975703, expected=36.000000
predicted=22.456339, expected=16.000000
predicted=21.738397, expected=8.000000
predicted=19.169381, expected=8.000000
predicted=18.951398, expected=12.000000
predicted=16.692653, expected=28.000000
predicted=19.053104, expected=24.000000
predicted=16.594232, expected=8.000000
predicted=13.007241, expected=16.000000
predicted=16.046204, expected=12.000000
predicted=17.019855, expected=28.000000
predicted=19.965618, expected=16.000000
predicted=17.212244, expected=24.000000
predicted=17.230606, expected=8.000000
predicted=16.766292, expected=12.000000
predicted=15.856406, expected=36.000000
predicted=23.000579, expected=8.000000
predicted=16.293038, expected=8.000000
predicted=13.800098, expected=36.000000
predicted=21.021466, expected=52.000000
predicted=28.374123, expected=12.000000
predicted=22.130599, expected=16.000000
predicted=20.661325, expected=24.000000
predicted=26.822165, expected=44.000000
predicted=32.050185, expected=12.000000
predicted=24.156512, expected=28.000000
predicted=22.427526, expected=8.000000
predicted=22.301651, expected=8.000000
predicted=18.747294, expected=8.000000
predicted=17.897185, expected=4.000000
predicted=10.569062, expected=24.000000
predicted=14.286985, expected=4.000000
predicted=8.782402, expected=20.000000
predicted=11.203078, expected=8.000000
predicted=11.903392, expected=24.000000
predicted=14.319215, expected=12.000000
predicted=15.369121, expected=4.000000
predicted=10.447609, expected=52.000000
predicted=23.692916, expected=12.000000
predicted=18.411637, expected=16.000000
predicted=17.201173, expected=20.000000
predicted=21.303539, expected=12.000000
predicted=19.040808, expected=20.000000
predicted=21.058523, expected=24.000000
predicted=18.330255, expected=12.000000
predicted=16.434125, expected=24.000000
predicted=18.893462, expected=20.000000
predicted=19.377936, expected=16.000000
predicted=18.489935, expected=4.000000
predicted=15.473591, expected=12.000000
predicted=14.770381, expected=16.000000
predicted=15.831229, expected=4.000000
predicted=10.705953, expected=16.000000
predicted=11.422706, expected=36.000000
predicted=17.269284, expected=32.000000
predicted=19.916999, expected=56.000000
predicted=28.731751, expected=28.000000
predicted=29.022533, expected=4.000000
predicted=25.331551, expected=8.000000
predicted=26.593656, expected=8.000000
predicted=22.460002, expected=12.000000
predicted=18.111233, expected=4.000000
predicted=9.545249, expected=32.000000
predicted=13.463480, expected=12.000000
predicted=12.910335, expected=16.000000
predicted=13.020089, expected=8.000000
predicted=14.060885, expected=4.000000
predicted=11.723792, expected=4.000000
predicted=11.771179, expected=16.000000
predicted=10.812379, expected=12.000000
predicted=10.121114, expected=8.000000
predicted=7.980402, expected=12.000000
predicted=9.720813, expected=28.000000
predicted=15.218726, expected=16.000000
predicted=15.186608, expected=24.000000
predicted=16.749980, expected=4.000000
predicted=14.574081, expected=16.000000
predicted=16.289535, expected=4.000000
predicted=14.798946, expected=4.000000
predicted=9.941845, expected=4.000000
predicted=8.980030, expected=12.000000
predicted=7.867406, expected=80.000000
predicted=26.916251, expected=20.000000
predicted=20.463430, expected=20.000000
predicted=19.845405, expected=12.000000
predicted=25.785045, expected=28.000000
predicted=29.473437, expected=28.000000
predicted=30.761875, expected=8.000000
predicted=17.312987, expected=8.000000
predicted=16.026706, expected=24.000000
predicted=19.815750, expected=16.000000
predicted=18.313589, expected=12.000000
predicted=14.410448, expected=16.000000
predicted=14.573662, expected=32.000000
predicted=20.029281, expected=12.000000
predicted=17.575042, expected=8.000000
predicted=14.261452, expected=20.000000
predicted=18.022985, expected=8.000000
predicted=15.425948, expected=8.000000
predicted=12.931673, expected=44.000000
predicted=20.194817, expected=36.000000
predicted=22.532834, expected=16.000000
predicted=19.571883, expected=24.000000
predicted=23.337270, expected=12.000000
predicted=23.300879, expected=20.000000
predicted=24.241197, expected=20.000000
predicted=21.413742, expected=24.000000
predicted=19.577763, expected=20.000000
predicted=19.837527, expected=4.000000
predicted=15.096198, expected=12.000000
predicted=16.281030, expected=12.000000
predicted=15.614687, expected=8.000000
predicted=12.227678, expected=16.000000
predicted=12.221943, expected=4.000000
predicted=8.919900, expected=8.000000
predicted=9.368723, expected=4.000000
predicted=8.516186, expected=24.000000
predicted=12.060670, expected=12.000000
predicted=11.364233, expected=8.000000
predicted=8.910590, expected=12.000000
predicted=11.856784, expected=40.000000
predicted=19.732984, expected=28.000000
predicted=21.099218, expected=12.000000
predicted=16.612453, expected=28.000000
predicted=22.859888, expected=16.000000
predicted=22.871622, expected=16.000000
predicted=21.572432, expected=24.000000
predicted=21.377566, expected=8.000000
predicted=16.381113, expected=12.000000
predicted=16.208962, expected=8.000000
predicted=13.929399, expected=16.000000
predicted=14.068871, expected=8.000000
predicted=11.995872, expected=4.000000
predicted=8.377188, expected=36.000000
predicted=16.799599, expected=100.000000
predicted=38.244458, expected=180.000000
predicted=83.982691, expected=44.000000
predicted=55.075829, expected=40.000000
predicted=58.823312, expected=20.000000
predicted=69.227457, expected=12.000000
predicted=59.388894, expected=32.000000
predicted=53.325093, expected=48.000000
predicted=37.192554, expected=8.000000
predicted=22.280485, expected=44.000000
predicted=29.488601, expected=32.000000
predicted=31.401649, expected=8.000000
predicted=23.247697, expected=4.000000
predicted=19.907550, expected=80.000000
predicted=40.388901, expected=48.000000
predicted=39.620476, expected=24.000000
predicted=27.909550, expected=32.000000
predicted=33.013490, expected=16.000000
predicted=29.884007, expected=8.000000
predicted=30.162795, expected=20.000000
predicted=24.958033, expected=4.000000
predicted=14.762506, expected=8.000000
predicted=13.241458, expected=20.000000
predicted=14.914888, expected=8.000000
predicted=10.310020, expected=16.000000
predicted=13.241879, expected=12.000000
predicted=11.607198, expected=28.000000
predicted=17.583808, expected=12.000000
predicted=15.481163, expected=4.000000
predicted=10.439845, expected=16.000000
predicted=15.426219, expected=20.000000
predicted=16.447504, expected=8.000000
predicted=13.245566, expected=8.000000
predicted=10.440782, expected=16.000000
predicted=12.926724, expected=12.000000
predicted=13.056924, expected=8.000000
predicted=11.085055, expected=16.000000
predicted=12.349681, expected=12.000000
predicted=11.943678, expected=12.000000
predicted=12.321573, expected=12.000000
predicted=12.108845, expected=20.000000
predicted=14.576550, expected=8.000000
predicted=12.233327, expected=16.000000
predicted=13.553387, expected=8.000000
predicted=11.977413, expected=12.000000
predicted=12.103153, expected=12.000000
predicted=13.017548, expected=12.000000
predicted=11.157166, expected=12.000000
predicted=12.116352, expected=16.000000
predicted=12.708865, expected=12.000000
predicted=12.473859, expected=16.000000
predicted=13.707812, expected=36.000000
predicted=21.461972, expected=4.000000
predicted=13.156954, expected=4.000000
predicted=11.618961, expected=16.000000
predicted=15.810136, expected=8.000000
predicted=12.546571, expected=12.000000
predicted=13.448976, expected=4.000000
predicted=7.219808, expected=24.000000
predicted=13.644308, expected=4.000000
predicted=10.179612, expected=24.000000
predicted=14.236833, expected=8.000000
predicted=12.400883, expected=8.000000
predicted=10.019109, expected=32.000000
predicted=20.744312, expected=12.000000
predicted=13.788236, expected=4.000000
predicted=11.890246, expected=4.000000
predicted=10.173422, expected=28.000000
predicted=17.409282, expected=12.000000
predicted=15.174170, expected=12.000000
predicted=11.234340, expected=4.000000
Test MSE: 249.521
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047])]
predicted=8.889723, expected=20.000000
predicted=12.715683, expected=12.000000
predicted=10.179203, expected=36.000000
predicted=19.069031, expected=16.000000
predicted=17.263588, expected=4.000000
predicted=14.054623, expected=4.000000
predicted=12.044274, expected=16.000000
predicted=15.402960, expected=4.000000
predicted=13.906949, expected=8.000000
predicted=9.024223, expected=4.000000
predicted=5.406219, expected=4.000000
predicted=6.248056, expected=16.000000
predicted=10.501492, expected=8.000000
predicted=7.524421, expected=4.000000
predicted=6.676761, expected=16.000000
predicted=9.180624, expected=4.000000
predicted=7.764029, expected=16.000000
predicted=12.200373, expected=8.000000
predicted=8.575474, expected=8.000000
predicted=9.088897, expected=4.000000
predicted=8.218666, expected=32.000000
predicted=15.440580, expected=20.000000
predicted=16.300661, expected=12.000000
predicted=13.356367, expected=4.000000
predicted=9.888760, expected=4.000000
predicted=10.453769, expected=12.000000
predicted=15.279007, expected=4.000000
predicted=9.451525, expected=16.000000
predicted=10.277474, expected=4.000000
predicted=6.263487, expected=8.000000
predicted=7.813260, expected=12.000000
predicted=9.580842, expected=12.000000
predicted=9.959817, expected=24.000000
predicted=15.025851, expected=4.000000
predicted=8.945382, expected=12.000000
predicted=11.401476, expected=12.000000
predicted=12.025454, expected=4.000000
predicted=10.797417, expected=16.000000
predicted=13.115608, expected=16.000000
predicted=11.356992, expected=12.000000
predicted=12.417335, expected=20.000000
predicted=13.955053, expected=28.000000
predicted=17.604790, expected=8.000000
predicted=15.344602, expected=12.000000
predicted=14.661537, expected=4.000000
predicted=11.454293, expected=36.000000
predicted=22.195348, expected=16.000000
predicted=18.329941, expected=16.000000
predicted=14.989601, expected=8.000000
predicted=12.500066, expected=16.000000
predicted=15.722025, expected=24.000000
predicted=21.491279, expected=8.000000
predicted=13.990242, expected=28.000000
predicted=18.025739, expected=8.000000
predicted=13.695325, expected=4.000000
predicted=13.182661, expected=12.000000
predicted=13.296856, expected=8.000000
predicted=11.538666, expected=28.000000
predicted=17.895268, expected=12.000000
predicted=11.793298, expected=12.000000
predicted=11.906402, expected=12.000000
predicted=12.560007, expected=12.000000
predicted=14.107790, expected=12.000000
predicted=14.944224, expected=12.000000
predicted=11.985378, expected=4.000000
predicted=9.561283, expected=20.000000
predicted=13.187387, expected=8.000000
predicted=11.138956, expected=8.000000
predicted=10.398370, expected=20.000000
predicted=12.540525, expected=16.000000
predicted=13.577727, expected=32.000000
predicted=19.912130, expected=8.000000
predicted=13.494900, expected=32.000000
predicted=20.424119, expected=4.000000
predicted=16.479114, expected=20.000000
predicted=18.926692, expected=4.000000
predicted=15.106119, expected=8.000000
predicted=12.339264, expected=16.000000
predicted=14.546237, expected=12.000000
predicted=11.598800, expected=16.000000
predicted=13.177298, expected=8.000000
predicted=9.715030, expected=24.000000
predicted=15.142553, expected=12.000000
predicted=14.763127, expected=16.000000
predicted=14.666488, expected=16.000000
predicted=14.864663, expected=32.000000
predicted=20.234846, expected=20.000000
predicted=20.676524, expected=8.000000
predicted=15.238214, expected=8.000000
predicted=14.166876, expected=12.000000
predicted=15.958843, expected=8.000000
predicted=15.038002, expected=20.000000
predicted=13.959011, expected=8.000000
predicted=10.425047, expected=12.000000
predicted=10.971316, expected=24.000000
predicted=15.054866, expected=8.000000
predicted=13.303674, expected=8.000000
predicted=12.039102, expected=16.000000
predicted=12.398175, expected=20.000000
predicted=16.347260, expected=16.000000
predicted=15.957935, expected=16.000000
predicted=13.555329, expected=36.000000
predicted=20.737551, expected=4.000000
predicted=16.791704, expected=4.000000
predicted=13.348664, expected=8.000000
predicted=12.297483, expected=12.000000
predicted=14.675661, expected=20.000000
predicted=16.030087, expected=12.000000
predicted=10.128941, expected=4.000000
predicted=8.357741, expected=4.000000
predicted=8.363065, expected=20.000000
predicted=13.581155, expected=8.000000
predicted=12.045039, expected=4.000000
predicted=7.662631, expected=8.000000
predicted=7.029256, expected=12.000000
predicted=10.137232, expected=20.000000
predicted=13.782038, expected=20.000000
predicted=13.087385, expected=20.000000
predicted=14.314333, expected=12.000000
predicted=14.172224, expected=24.000000
predicted=18.445624, expected=24.000000
predicted=21.026308, expected=4.000000
predicted=15.729028, expected=28.000000
predicted=18.996449, expected=28.000000
predicted=21.583583, expected=12.000000
predicted=19.836993, expected=12.000000
predicted=15.993374, expected=16.000000
predicted=16.088432, expected=20.000000
predicted=20.538594, expected=24.000000
predicted=19.932217, expected=36.000000
predicted=22.047872, expected=8.000000
predicted=17.452672, expected=8.000000
predicted=16.103797, expected=20.000000
predicted=19.098189, expected=12.000000
predicted=18.847772, expected=24.000000
predicted=19.555007, expected=12.000000
predicted=13.193464, expected=20.000000
predicted=16.279317, expected=4.000000
predicted=13.619711, expected=4.000000
predicted=11.455546, expected=4.000000
predicted=10.487479, expected=4.000000
predicted=8.230353, expected=24.000000
predicted=12.506993, expected=4.000000
predicted=7.191083, expected=8.000000
predicted=7.219342, expected=16.000000
predicted=9.818359, expected=12.000000
predicted=12.228718, expected=20.000000
predicted=14.943065, expected=16.000000
predicted=12.635654, expected=20.000000
predicted=15.811622, expected=8.000000
predicted=14.029668, expected=20.000000
predicted=16.283023, expected=8.000000
predicted=14.636845, expected=8.000000
predicted=12.862369, expected=8.000000
predicted=11.189207, expected=20.000000
predicted=13.514078, expected=24.000000
predicted=16.567859, expected=28.000000
predicted=17.552902, expected=4.000000
predicted=12.883117, expected=8.000000
predicted=13.081484, expected=4.000000
predicted=13.370590, expected=4.000000
predicted=12.312829, expected=12.000000
predicted=10.919824, expected=12.000000
predicted=8.280493, expected=20.000000
predicted=11.398409, expected=20.000000
predicted=12.739633, expected=20.000000
predicted=15.021619, expected=12.000000
predicted=14.837733, expected=8.000000
predicted=13.784338, expected=8.000000
predicted=13.738973, expected=12.000000
predicted=13.792572, expected=16.000000
predicted=13.834457, expected=8.000000
predicted=10.416883, expected=4.000000
predicted=7.967906, expected=4.000000
predicted=7.574074, expected=4.000000
predicted=7.899750, expected=8.000000
predicted=7.986889, expected=4.000000
predicted=5.331158, expected=8.000000
predicted=5.522300, expected=4.000000
predicted=4.972066, expected=8.000000
predicted=6.241515, expected=12.000000
predicted=8.013629, expected=16.000000
predicted=9.906521, expected=4.000000
predicted=7.812378, expected=12.000000
predicted=8.911071, expected=4.000000
predicted=8.505316, expected=24.000000
predicted=14.105250, expected=4.000000
predicted=10.241093, expected=8.000000
predicted=8.490770, expected=12.000000
predicted=10.182820, expected=16.000000
predicted=12.715619, expected=8.000000
predicted=11.871989, expected=4.000000
predicted=7.275791, expected=8.000000
predicted=8.773257, expected=4.000000
predicted=8.569140, expected=4.000000
predicted=7.190022, expected=20.000000
predicted=9.635609, expected=4.000000
predicted=7.360029, expected=8.000000
predicted=7.406938, expected=4.000000
predicted=6.123993, expected=12.000000
predicted=9.480147, expected=8.000000
predicted=9.694207, expected=20.000000
predicted=10.669323, expected=4.000000
predicted=8.556409, expected=4.000000
predicted=7.302839, expected=4.000000
predicted=7.649115, expected=8.000000
predicted=8.648731, expected=4.000000
predicted=7.556047, expected=4.000000
predicted=4.343321, expected=8.000000
predicted=5.478034, expected=8.000000
predicted=6.474634, expected=4.000000
predicted=5.748146, expected=4.000000
predicted=4.729967, expected=32.000000
predicted=12.991877, expected=8.000000
predicted=11.246303, expected=16.000000
predicted=11.482239, expected=12.000000
predicted=11.372258, expected=8.000000
predicted=12.925802, expected=4.000000
predicted=12.428797, expected=16.000000
predicted=11.298629, expected=12.000000
predicted=12.237527, expected=12.000000
predicted=10.916428, expected=16.000000
predicted=11.388856, expected=4.000000
predicted=9.628184, expected=4.000000
predicted=9.516611, expected=12.000000
predicted=10.221467, expected=8.000000
predicted=9.992747, expected=8.000000
predicted=8.795612, expected=24.000000
predicted=11.406377, expected=8.000000
predicted=10.613410, expected=8.000000
predicted=10.347152, expected=12.000000
predicted=10.597334, expected=8.000000
predicted=11.368998, expected=4.000000
predicted=10.308846, expected=4.000000
predicted=6.550354, expected=4.000000
predicted=6.439226, expected=8.000000
predicted=7.268411, expected=20.000000
predicted=9.894877, expected=40.000000
predicted=17.405320, expected=4.000000
predicted=11.956798, expected=24.000000
predicted=15.336207, expected=4.000000
predicted=14.269425, expected=8.000000
predicted=16.207678, expected=8.000000
predicted=14.598481, expected=8.000000
predicted=9.518000, expected=20.000000
predicted=13.687556, expected=4.000000
predicted=8.250830, expected=8.000000
predicted=8.437767, expected=12.000000
predicted=9.763406, expected=12.000000
predicted=11.497599, expected=8.000000
predicted=10.647588, expected=20.000000
predicted=11.309847, expected=4.000000
predicted=10.046077, expected=12.000000
predicted=10.989026, expected=12.000000
predicted=11.232345, expected=8.000000
predicted=10.770164, expected=20.000000
predicted=13.623457, expected=12.000000
predicted=11.509513, expected=28.000000
predicted=16.839389, expected=16.000000
predicted=16.016699, expected=4.000000
predicted=12.732796, expected=12.000000
predicted=13.841600, expected=8.000000
predicted=13.224684, expected=4.000000
predicted=12.065461, expected=4.000000
predicted=7.281433, expected=8.000000
predicted=6.792608, expected=4.000000
predicted=6.857049, expected=4.000000
predicted=5.106427, expected=12.000000
predicted=6.529624, expected=36.000000
predicted=15.078161, expected=40.000000
predicted=21.677637, expected=8.000000
predicted=15.236911, expected=8.000000
predicted=13.492982, expected=16.000000
predicted=18.741325, expected=16.000000
predicted=22.340353, expected=12.000000
predicted=17.129654, expected=16.000000
predicted=12.507321, expected=8.000000
predicted=11.835500, expected=4.000000
predicted=10.788669, expected=8.000000
predicted=10.150201, expected=4.000000
predicted=8.495484, expected=4.000000
predicted=7.215237, expected=16.000000
predicted=8.535733, expected=4.000000
predicted=6.701501, expected=36.000000
predicted=15.078638, expected=4.000000
predicted=10.782540, expected=20.000000
predicted=13.577876, expected=28.000000
predicted=18.592816, expected=8.000000
predicted=16.661451, expected=8.000000
predicted=15.492878, expected=12.000000
predicted=12.157082, expected=16.000000
predicted=16.552869, expected=12.000000
predicted=14.541209, expected=8.000000
predicted=9.871590, expected=4.000000
predicted=8.643433, expected=16.000000
predicted=11.971235, expected=20.000000
predicted=14.500273, expected=8.000000
predicted=11.282977, expected=8.000000
predicted=9.244975, expected=12.000000
predicted=10.858808, expected=8.000000
predicted=12.170697, expected=4.000000
predicted=9.385090, expected=12.000000
predicted=8.764919, expected=8.000000
predicted=8.944092, expected=16.000000
predicted=11.012429, expected=16.000000
predicted=11.327557, expected=16.000000
predicted=12.474190, expected=4.000000
predicted=10.516231, expected=4.000000
predicted=9.049766, expected=16.000000
predicted=12.651322, expected=16.000000
predicted=13.672966, expected=20.000000
predicted=13.996522, expected=20.000000
predicted=13.635442, expected=16.000000
predicted=14.974069, expected=8.000000
predicted=14.485447, expected=12.000000
predicted=14.498529, expected=20.000000
predicted=17.030286, expected=4.000000
predicted=12.875425, expected=16.000000
predicted=12.592715, expected=16.000000
predicted=12.973825, expected=12.000000
predicted=13.767946, expected=12.000000
predicted=12.841823, expected=4.000000
predicted=9.322562, expected=8.000000
predicted=10.853866, expected=8.000000
predicted=10.027241, expected=8.000000
predicted=9.025312, expected=4.000000
predicted=6.864734, expected=24.000000
predicted=11.095000, expected=4.000000
predicted=9.252597, expected=8.000000
predicted=8.601881, expected=16.000000
predicted=10.528723, expected=12.000000
predicted=12.150205, expected=8.000000
predicted=11.757805, expected=16.000000
predicted=10.641721, expected=24.000000
predicted=15.599368, expected=12.000000
predicted=14.875453, expected=8.000000
predicted=11.848805, expected=8.000000
predicted=11.200680, expected=12.000000
predicted=13.606733, expected=4.000000
Test MSE: 71.884
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297])]
predicted=17.890933, expected=8.000000
predicted=13.789944, expected=28.000000
predicted=19.867436, expected=8.000000
predicted=15.862647, expected=16.000000
predicted=15.405099, expected=16.000000
predicted=17.009895, expected=8.000000
predicted=12.035870, expected=12.000000
predicted=13.483271, expected=16.000000
predicted=13.477613, expected=20.000000
predicted=15.327794, expected=496.000000
predicted=194.007475, expected=160.000000
predicted=153.280941, expected=16.000000
predicted=113.510866, expected=12.000000
predicted=142.852265, expected=8.000000
predicted=139.178891, expected=44.000000
predicted=186.463216, expected=16.000000
predicted=33.572318, expected=36.000000
predicted=26.181910, expected=4.000000
predicted=14.307076, expected=4.000000
predicted=15.518302, expected=4.000000
predicted=14.315321, expected=8.000000
predicted=11.581870, expected=4.000000
predicted=7.984806, expected=20.000000
predicted=11.036314, expected=4.000000
predicted=5.610199, expected=32.000000
predicted=18.055784, expected=28.000000
predicted=18.567264, expected=20.000000
predicted=18.140431, expected=28.000000
predicted=23.428939, expected=20.000000
predicted=21.369447, expected=4.000000
predicted=16.804962, expected=20.000000
predicted=20.607175, expected=4.000000
predicted=12.448382, expected=12.000000
predicted=14.322671, expected=8.000000
predicted=10.043507, expected=16.000000
predicted=12.454660, expected=4.000000
predicted=8.214553, expected=36.000000
predicted=20.282975, expected=48.000000
predicted=27.849993, expected=48.000000
predicted=31.921683, expected=8.000000
predicted=19.720596, expected=20.000000
predicted=26.126276, expected=4.000000
predicted=21.162897, expected=16.000000
predicted=22.850474, expected=4.000000
predicted=12.737472, expected=4.000000
predicted=8.003158, expected=12.000000
predicted=10.639176, expected=80.000000
predicted=38.123876, expected=92.000000
predicted=49.927817, expected=40.000000
predicted=35.866854, expected=76.000000
predicted=58.459939, expected=12.000000
predicted=39.552471, expected=56.000000
predicted=60.679604, expected=24.000000
predicted=42.293461, expected=4.000000
predicted=27.006179, expected=24.000000
predicted=30.196073, expected=12.000000
predicted=19.806795, expected=16.000000
predicted=20.723972, expected=28.000000
predicted=20.657687, expected=32.000000
predicted=23.121319, expected=20.000000
predicted=20.805269, expected=24.000000
predicted=22.489540, expected=44.000000
predicted=32.582168, expected=4.000000
predicted=18.448331, expected=24.000000
predicted=24.815978, expected=40.000000
predicted=30.223798, expected=20.000000
predicted=24.249206, expected=44.000000
predicted=33.347561, expected=8.000000
predicted=18.179774, expected=20.000000
predicted=25.031375, expected=8.000000
predicted=18.506014, expected=12.000000
predicted=17.557241, expected=12.000000
predicted=15.378817, expected=28.000000
predicted=18.878216, expected=36.000000
predicted=23.845310, expected=12.000000
predicted=15.567519, expected=52.000000
predicted=33.371089, expected=40.000000
predicted=32.524981, expected=28.000000
predicted=31.283364, expected=28.000000
predicted=30.729823, expected=28.000000
predicted=31.021452, expected=12.000000
predicted=25.688468, expected=16.000000
predicted=22.769557, expected=28.000000
predicted=24.949735, expected=16.000000
predicted=19.675242, expected=36.000000
predicted=26.549005, expected=20.000000
predicted=20.415114, expected=20.000000
predicted=22.081154, expected=16.000000
predicted=20.414145, expected=44.000000
predicted=31.472783, expected=28.000000
predicted=26.935424, expected=24.000000
predicted=24.754159, expected=12.000000
predicted=20.100140, expected=28.000000
predicted=26.899042, expected=32.000000
predicted=29.137702, expected=28.000000
predicted=25.932151, expected=12.000000
predicted=18.992193, expected=24.000000
predicted=23.429877, expected=20.000000
predicted=22.937147, expected=40.000000
predicted=30.372236, expected=48.000000
predicted=33.828295, expected=16.000000
predicted=22.909836, expected=24.000000
predicted=27.299558, expected=8.000000
predicted=20.944377, expected=4.000000
predicted=18.411572, expected=32.000000
predicted=25.152579, expected=44.000000
predicted=28.023590, expected=36.000000
predicted=27.225233, expected=72.000000
predicted=43.844917, expected=84.000000
predicted=56.494947, expected=60.000000
predicted=55.676403, expected=48.000000
predicted=53.989446, expected=16.000000
predicted=41.827464, expected=32.000000
predicted=47.416399, expected=52.000000
predicted=50.446217, expected=60.000000
predicted=49.592685, expected=36.000000
predicted=38.191704, expected=8.000000
predicted=25.694260, expected=52.000000
predicted=44.808302, expected=32.000000
predicted=37.827872, expected=56.000000
predicted=45.565968, expected=52.000000
predicted=41.968803, expected=44.000000
predicted=41.850338, expected=36.000000
predicted=42.095051, expected=12.000000
predicted=30.925907, expected=48.000000
predicted=44.358801, expected=68.000000
predicted=51.000907, expected=96.000000
predicted=64.235891, expected=80.000000
predicted=61.826636, expected=28.000000
predicted=45.673266, expected=52.000000
predicted=59.760496, expected=40.000000
predicted=55.785537, expected=68.000000
predicted=64.516370, expected=84.000000
predicted=65.579844, expected=56.000000
predicted=54.370990, expected=16.000000
predicted=40.410113, expected=24.000000
predicted=41.764646, expected=36.000000
predicted=46.072383, expected=8.000000
predicted=29.171032, expected=16.000000
predicted=22.947112, expected=52.000000
predicted=33.873538, expected=28.000000
predicted=27.320543, expected=68.000000
predicted=44.512207, expected=44.000000
predicted=36.874651, expected=20.000000
predicted=32.577888, expected=32.000000
predicted=37.791312, expected=52.000000
predicted=45.391992, expected=76.000000
predicted=57.534105, expected=36.000000
predicted=39.414621, expected=36.000000
predicted=39.631207, expected=16.000000
predicted=33.643425, expected=16.000000
predicted=33.596355, expected=32.000000
predicted=35.100293, expected=96.000000
predicted=57.248363, expected=80.000000
predicted=54.723944, expected=64.000000
predicted=52.362236, expected=28.000000
predicted=42.653062, expected=20.000000
predicted=44.344524, expected=16.000000
predicted=42.283834, expected=28.000000
predicted=38.138092, expected=24.000000
predicted=28.776055, expected=16.000000
predicted=19.958937, expected=76.000000
predicted=44.702675, expected=52.000000
predicted=39.527327, expected=40.000000
predicted=38.448492, expected=36.000000
predicted=37.593088, expected=24.000000
predicted=36.165598, expected=64.000000
predicted=55.024751, expected=24.000000
predicted=34.645777, expected=40.000000
predicted=38.809431, expected=56.000000
predicted=44.818156, expected=68.000000
predicted=53.675810, expected=56.000000
predicted=51.695858, expected=32.000000
predicted=40.486828, expected=36.000000
predicted=44.492883, expected=24.000000
predicted=39.699963, expected=32.000000
predicted=39.745057, expected=68.000000
predicted=50.298054, expected=68.000000
predicted=50.727964, expected=40.000000
predicted=41.578560, expected=40.000000
predicted=42.472102, expected=92.000000
predicted=68.882429, expected=44.000000
predicted=53.973155, expected=48.000000
predicted=52.827763, expected=84.000000
predicted=65.542285, expected=112.000000
predicted=84.061596, expected=104.000000
predicted=86.682392, expected=64.000000
predicted=69.765765, expected=84.000000
predicted=83.263221, expected=40.000000
predicted=69.044313, expected=64.000000
predicted=76.015062, expected=48.000000
predicted=61.649450, expected=84.000000
predicted=71.777697, expected=76.000000
predicted=68.543566, expected=40.000000
predicted=52.061966, expected=24.000000
predicted=45.500692, expected=28.000000
predicted=44.621566, expected=12.000000
predicted=35.685873, expected=32.000000
predicted=35.627225, expected=36.000000
predicted=31.159859, expected=52.000000
predicted=37.515996, expected=56.000000
predicted=41.400569, expected=28.000000
predicted=32.264257, expected=28.000000
predicted=34.941377, expected=28.000000
predicted=35.354052, expected=24.000000
predicted=33.262161, expected=28.000000
predicted=31.130769, expected=28.000000
predicted=27.578119, expected=12.000000
predicted=20.485796, expected=88.000000
predicted=52.411479, expected=72.000000
predicted=50.585365, expected=64.000000
predicted=52.212443, expected=84.000000
predicted=64.275629, expected=104.000000
predicted=81.583084, expected=56.000000
predicted=70.285848, expected=40.000000
predicted=59.945450, expected=44.000000
predicted=59.165974, expected=64.000000
predicted=67.093242, expected=64.000000
predicted=63.423159, expected=40.000000
predicted=46.954829, expected=76.000000
predicted=61.678329, expected=40.000000
predicted=49.518448, expected=36.000000
predicted=48.284503, expected=20.000000
predicted=37.487608, expected=36.000000
predicted=40.995153, expected=20.000000
predicted=32.709217, expected=8.000000
predicted=20.837361, expected=268.000000
predicted=131.326200, expected=216.000000
predicted=130.530752, expected=200.000000
predicted=148.100606, expected=68.000000
predicted=97.447613, expected=52.000000
predicted=105.507575, expected=84.000000
predicted=136.063768, expected=4.000000
predicted=71.825695, expected=56.000000
predicted=70.084135, expected=40.000000
predicted=47.293448, expected=32.000000
predicted=41.662078, expected=88.000000
predicted=63.450033, expected=72.000000
predicted=58.821100, expected=28.000000
predicted=42.074204, expected=32.000000
predicted=40.146165, expected=68.000000
predicted=60.882811, expected=60.000000
predicted=60.537853, expected=116.000000
predicted=82.946843, expected=56.000000
predicted=56.866561, expected=84.000000
predicted=74.053410, expected=68.000000
predicted=71.632074, expected=68.000000
predicted=74.472717, expected=24.000000
predicted=51.245348, expected=84.000000
predicted=72.227332, expected=76.000000
predicted=72.190647, expected=32.000000
predicted=48.761078, expected=44.000000
predicted=48.622531, expected=64.000000
predicted=58.933237, expected=48.000000
predicted=55.728420, expected=40.000000
predicted=45.969111, expected=56.000000
predicted=50.256763, expected=76.000000
predicted=63.658963, expected=48.000000
predicted=52.542818, expected=36.000000
predicted=44.046799, expected=68.000000
predicted=59.343113, expected=40.000000
predicted=49.753422, expected=52.000000
predicted=52.883872, expected=44.000000
predicted=46.003135, expected=44.000000
predicted=46.653291, expected=72.000000
predicted=60.522930, expected=80.000000
predicted=65.092649, expected=108.000000
predicted=82.234766, expected=44.000000
predicted=55.824077, expected=32.000000
predicted=50.240382, expected=76.000000
predicted=72.154941, expected=32.000000
predicted=53.058590, expected=56.000000
predicted=57.359948, expected=48.000000
predicted=47.252160, expected=72.000000
predicted=61.108975, expected=40.000000
predicted=48.201776, expected=32.000000
predicted=40.757579, expected=60.000000
predicted=54.577506, expected=56.000000
predicted=54.393285, expected=56.000000
predicted=53.845067, expected=56.000000
predicted=51.410516, expected=32.000000
predicted=42.329770, expected=16.000000
predicted=34.592110, expected=36.000000
predicted=40.324468, expected=44.000000
predicted=42.817869, expected=48.000000
predicted=42.564173, expected=32.000000
predicted=32.742076, expected=48.000000
predicted=40.967739, expected=32.000000
predicted=37.065675, expected=44.000000
predicted=42.652006, expected=28.000000
predicted=34.410361, expected=24.000000
predicted=30.860795, expected=20.000000
Test MSE: 1861.105
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457])]
predicted=47.645741, expected=88.000000
predicted=74.946169, expected=48.000000
predicted=55.272606, expected=64.000000
predicted=67.111375, expected=60.000000
predicted=65.652509, expected=48.000000
predicted=51.630468, expected=92.000000
predicted=82.413980, expected=68.000000
predicted=62.350032, expected=88.000000
predicted=78.584603, expected=28.000000
predicted=44.873791, expected=76.000000
predicted=68.483245, expected=116.000000
predicted=97.473035, expected=120.000000
predicted=98.888167, expected=152.000000
predicted=123.325235, expected=108.000000
predicted=92.547634, expected=108.000000
predicted=105.597300, expected=72.000000
predicted=92.247913, expected=88.000000
predicted=99.942015, expected=68.000000
predicted=91.173956, expected=100.000000
predicted=98.035293, expected=152.000000
predicted=125.835832, expected=120.000000
predicted=105.699165, expected=60.000000
predicted=78.325609, expected=40.000000
predicted=61.300911, expected=52.000000
predicted=70.876444, expected=52.000000
predicted=76.610007, expected=96.000000
predicted=90.914978, expected=76.000000
predicted=68.327027, expected=88.000000
predicted=73.700650, expected=40.000000
predicted=50.615265, expected=52.000000
predicted=57.287397, expected=40.000000
predicted=56.650592, expected=44.000000
predicted=53.290616, expected=120.000000
predicted=95.281251, expected=124.000000
predicted=91.619256, expected=104.000000
predicted=88.444905, expected=76.000000
predicted=72.811182, expected=72.000000
predicted=73.191729, expected=60.000000
predicted=80.247175, expected=60.000000
predicted=77.821589, expected=76.000000
predicted=79.703822, expected=52.000000
predicted=60.239976, expected=36.000000
predicted=49.631904, expected=32.000000
predicted=42.828235, expected=48.000000
predicted=50.326999, expected=40.000000
predicted=47.797252, expected=52.000000
predicted=48.945405, expected=76.000000
predicted=59.375870, expected=76.000000
predicted=61.239540, expected=84.000000
predicted=71.050673, expected=72.000000
predicted=64.691571, expected=76.000000
predicted=70.903752, expected=64.000000
predicted=69.059844, expected=40.000000
predicted=55.214954, expected=64.000000
predicted=67.758425, expected=52.000000
predicted=57.633438, expected=84.000000
predicted=75.885266, expected=40.000000
predicted=49.096423, expected=48.000000
predicted=49.166051, expected=44.000000
predicted=50.067364, expected=88.000000
predicted=72.350959, expected=72.000000
predicted=70.341769, expected=68.000000
predicted=61.047423, expected=64.000000
predicted=60.929887, expected=64.000000
predicted=61.357621, expected=60.000000
predicted=67.328453, expected=28.000000
predicted=45.309423, expected=44.000000
predicted=51.136011, expected=72.000000
predicted=64.348070, expected=64.000000
predicted=60.865305, expected=56.000000
predicted=55.979906, expected=56.000000
predicted=50.195617, expected=24.000000
predicted=36.428977, expected=52.000000
predicted=55.652444, expected=56.000000
predicted=54.909204, expected=48.000000
predicted=49.502766, expected=100.000000
predicted=77.778438, expected=88.000000
predicted=68.162887, expected=60.000000
predicted=61.620173, expected=96.000000
predicted=81.955452, expected=88.000000
predicted=78.146984, expected=64.000000
predicted=76.465221, expected=80.000000
predicted=80.772107, expected=88.000000
predicted=79.922453, expected=140.000000
predicted=117.034682, expected=44.000000
predicted=64.488935, expected=52.000000
predicted=63.564651, expected=88.000000
predicted=83.097459, expected=88.000000
predicted=86.202200, expected=48.000000
predicted=72.733299, expected=88.000000
predicted=74.145787, expected=88.000000
predicted=76.867229, expected=44.000000
predicted=61.529679, expected=20.000000
predicted=45.612319, expected=84.000000
predicted=69.951384, expected=56.000000
predicted=62.332626, expected=116.000000
predicted=95.815272, expected=104.000000
predicted=82.249803, expected=100.000000
predicted=80.659163, expected=64.000000
predicted=75.212046, expected=100.000000
predicted=89.100554, expected=72.000000
predicted=85.450550, expected=120.000000
predicted=108.434622, expected=80.000000
predicted=86.243061, expected=64.000000
predicted=70.855944, expected=44.000000
predicted=65.183196, expected=196.000000
predicted=140.140930, expected=320.000000
predicted=226.659298, expected=144.000000
predicted=130.210048, expected=52.000000
predicted=85.488786, expected=92.000000
predicted=105.076456, expected=112.000000
predicted=139.099906, expected=192.000000
predicted=199.331369, expected=212.000000
predicted=171.754679, expected=80.000000
predicted=87.062620, expected=60.000000
predicted=90.503244, expected=100.000000
predicted=114.387096, expected=68.000000
predicted=105.717428, expected=92.000000
predicted=115.784433, expected=60.000000
predicted=67.673755, expected=80.000000
predicted=76.729314, expected=104.000000
predicted=95.889291, expected=68.000000
predicted=70.491770, expected=28.000000
predicted=53.392997, expected=48.000000
predicted=57.382456, expected=88.000000
predicted=80.756044, expected=68.000000
predicted=71.519372, expected=28.000000
predicted=42.624079, expected=112.000000
predicted=83.249677, expected=100.000000
predicted=80.075829, expected=60.000000
predicted=68.869295, expected=56.000000
predicted=63.767948, expected=96.000000
predicted=79.218197, expected=68.000000
predicted=78.054985, expected=104.000000
predicted=95.768853, expected=32.000000
predicted=47.549355, expected=68.000000
predicted=69.381942, expected=64.000000
predicted=71.226218, expected=20.000000
predicted=40.917106, expected=64.000000
predicted=69.639587, expected=40.000000
predicted=40.274040, expected=56.000000
predicted=56.795091, expected=84.000000
predicted=69.564117, expected=100.000000
predicted=72.541512, expected=56.000000
predicted=59.240953, expected=44.000000
predicted=51.078532, expected=68.000000
predicted=67.135433, expected=36.000000
predicted=52.810443, expected=92.000000
predicted=84.936336, expected=64.000000
predicted=59.054945, expected=76.000000
predicted=66.831100, expected=52.000000
predicted=58.025680, expected=100.000000
predicted=80.353657, expected=76.000000
predicted=76.930559, expected=56.000000
predicted=62.414512, expected=68.000000
predicted=70.942985, expected=80.000000
predicted=72.795526, expected=88.000000
predicted=85.588858, expected=52.000000
predicted=61.072120, expected=68.000000
predicted=67.338829, expected=60.000000
predicted=64.275274, expected=100.000000
predicted=88.119874, expected=80.000000
predicted=77.497275, expected=76.000000
predicted=70.967855, expected=80.000000
predicted=77.177784, expected=64.000000
predicted=67.804757, expected=36.000000
predicted=59.125292, expected=76.000000
predicted=75.199350, expected=72.000000
predicted=69.832934, expected=80.000000
predicted=75.129642, expected=72.000000
predicted=67.996503, expected=76.000000
predicted=67.210412, expected=40.000000
predicted=55.593460, expected=64.000000
predicted=67.581958, expected=88.000000
predicted=79.920411, expected=36.000000
predicted=49.624419, expected=104.000000
predicted=87.940216, expected=52.000000
predicted=52.400405, expected=72.000000
predicted=70.720874, expected=52.000000
predicted=62.408667, expected=28.000000
predicted=40.499326, expected=72.000000
predicted=74.362641, expected=64.000000
predicted=58.375995, expected=68.000000
predicted=64.931448, expected=76.000000
predicted=65.694950, expected=48.000000
predicted=48.639017, expected=60.000000
predicted=64.039202, expected=68.000000
predicted=65.660494, expected=76.000000
predicted=70.789901, expected=48.000000
predicted=56.663888, expected=72.000000
predicted=65.238130, expected=52.000000
predicted=56.405257, expected=56.000000
predicted=60.375548, expected=52.000000
predicted=57.902314, expected=32.000000
predicted=41.774459, expected=64.000000
predicted=62.191015, expected=68.000000
predicted=59.480880, expected=28.000000
predicted=39.499792, expected=80.000000
predicted=66.835602, expected=56.000000
predicted=50.469279, expected=48.000000
predicted=54.088638, expected=84.000000
predicted=72.600776, expected=52.000000
predicted=49.659888, expected=36.000000
predicted=51.586074, expected=56.000000
predicted=55.981593, expected=84.000000
predicted=69.543435, expected=76.000000
predicted=71.650153, expected=56.000000
predicted=56.120271, expected=36.000000
predicted=44.044205, expected=32.000000
predicted=45.616801, expected=56.000000
predicted=60.956191, expected=76.000000
predicted=67.604805, expected=76.000000
predicted=64.009959, expected=40.000000
predicted=43.015207, expected=76.000000
predicted=64.034740, expected=32.000000
predicted=44.791885, expected=72.000000
predicted=70.088070, expected=24.000000
predicted=41.321577, expected=92.000000
predicted=71.796551, expected=100.000000
predicted=81.579697, expected=84.000000
predicted=68.963451, expected=24.000000
predicted=46.095195, expected=52.000000
predicted=53.666985, expected=64.000000
predicted=70.462792, expected=40.000000
predicted=56.254680, expected=48.000000
predicted=54.836192, expected=80.000000
predicted=60.647913, expected=108.000000
predicted=82.554449, expected=28.000000
predicted=43.892164, expected=48.000000
predicted=52.377658, expected=44.000000
predicted=50.656569, expected=40.000000
predicted=53.068602, expected=96.000000
predicted=84.329313, expected=64.000000
predicted=52.553856, expected=72.000000
predicted=63.954564, expected=76.000000
predicted=66.565396, expected=44.000000
predicted=51.366639, expected=32.000000
predicted=54.234669, expected=88.000000
predicted=75.588573, expected=104.000000
predicted=84.711208, expected=128.000000
predicted=100.137903, expected=60.000000
predicted=61.400755, expected=56.000000
predicted=62.025188, expected=88.000000
predicted=88.820935, expected=36.000000
predicted=62.008125, expected=52.000000
predicted=71.167260, expected=36.000000
predicted=46.300955, expected=96.000000
predicted=77.414893, expected=60.000000
predicted=62.524448, expected=88.000000
predicted=70.066034, expected=36.000000
predicted=46.904012, expected=64.000000
predicted=60.726760, expected=36.000000
predicted=55.097115, expected=68.000000
predicted=63.745524, expected=76.000000
predicted=71.355289, expected=124.000000
predicted=88.399041, expected=64.000000
predicted=65.037150, expected=52.000000
predicted=56.702980, expected=52.000000
predicted=63.222666, expected=40.000000
predicted=56.624404, expected=64.000000
predicted=74.174187, expected=80.000000
predicted=68.852623, expected=80.000000
predicted=67.609804, expected=60.000000
predicted=58.961885, expected=116.000000
predicted=88.489367, expected=88.000000
predicted=80.490042, expected=60.000000
predicted=70.500206, expected=100.000000
predicted=91.578769, expected=72.000000
predicted=73.660744, expected=92.000000
predicted=94.286639, expected=52.000000
predicted=66.548371, expected=52.000000
predicted=61.305719, expected=52.000000
predicted=66.500083, expected=48.000000
predicted=56.843974, expected=84.000000
predicted=77.221210, expected=80.000000
predicted=67.539941, expected=80.000000
predicted=69.665477, expected=56.000000
predicted=58.924735, expected=56.000000
predicted=59.557882, expected=48.000000
predicted=61.049667, expected=68.000000
predicted=68.788422, expected=96.000000
predicted=82.108255, expected=88.000000
predicted=74.531537, expected=72.000000
predicted=68.539345, expected=24.000000
predicted=43.590070, expected=76.000000
predicted=74.272253, expected=88.000000
predicted=83.478691, expected=44.000000
predicted=57.675818, expected=36.000000
predicted=49.487281, expected=120.000000
predicted=85.140072, expected=24.000000
predicted=45.444776, expected=108.000000
predicted=90.961912, expected=96.000000
predicted=77.157788, expected=36.000000
predicted=48.902726, expected=44.000000
Test MSE: 948.872
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257])]
predicted=25.749635, expected=24.000000
predicted=26.430677, expected=24.000000
predicted=21.296251, expected=36.000000
predicted=24.307223, expected=36.000000
predicted=30.865427, expected=36.000000
predicted=26.222633, expected=20.000000
predicted=26.761378, expected=20.000000
predicted=26.308297, expected=44.000000
predicted=35.570804, expected=36.000000
predicted=32.381941, expected=48.000000
predicted=37.393819, expected=48.000000
predicted=36.953229, expected=24.000000
predicted=30.783374, expected=36.000000
predicted=40.263150, expected=12.000000
predicted=29.268828, expected=40.000000
predicted=37.520070, expected=40.000000
predicted=37.138956, expected=28.000000
predicted=27.555032, expected=40.000000
predicted=35.908971, expected=12.000000
predicted=22.310937, expected=16.000000
predicted=28.026986, expected=28.000000
predicted=29.912055, expected=16.000000
predicted=21.281900, expected=12.000000
predicted=21.752007, expected=60.000000
predicted=30.771775, expected=44.000000
predicted=29.213807, expected=16.000000
predicted=25.885407, expected=24.000000
predicted=27.918565, expected=12.000000
predicted=21.464112, expected=16.000000
predicted=30.049857, expected=48.000000
predicted=34.508717, expected=24.000000
predicted=21.148838, expected=20.000000
predicted=23.467767, expected=28.000000
predicted=24.530477, expected=36.000000
predicted=27.497327, expected=28.000000
predicted=32.384632, expected=24.000000
predicted=25.959839, expected=52.000000
predicted=34.636794, expected=44.000000
predicted=35.249965, expected=24.000000
predicted=32.296964, expected=48.000000
predicted=39.293224, expected=24.000000
predicted=30.730093, expected=20.000000
predicted=34.407467, expected=32.000000
predicted=34.811498, expected=40.000000
predicted=31.146153, expected=24.000000
predicted=31.896481, expected=12.000000
predicted=22.789159, expected=40.000000
predicted=30.124016, expected=32.000000
predicted=29.565866, expected=16.000000
predicted=26.396165, expected=20.000000
predicted=24.437517, expected=36.000000
predicted=25.803134, expected=40.000000
predicted=33.196675, expected=28.000000
predicted=28.858205, expected=48.000000
predicted=33.563050, expected=24.000000
predicted=28.373018, expected=12.000000
predicted=27.878354, expected=32.000000
predicted=33.573512, expected=40.000000
predicted=31.069224, expected=40.000000
predicted=35.952608, expected=4.000000
predicted=20.791615, expected=48.000000
predicted=32.175294, expected=32.000000
predicted=31.362340, expected=28.000000
predicted=31.276529, expected=20.000000
predicted=30.207541, expected=40.000000
predicted=27.096237, expected=28.000000
predicted=33.287520, expected=28.000000
predicted=29.328733, expected=28.000000
predicted=29.213347, expected=32.000000
predicted=28.058187, expected=36.000000
predicted=33.961380, expected=16.000000
predicted=25.163389, expected=36.000000
predicted=31.303817, expected=60.000000
predicted=38.932399, expected=48.000000
predicted=37.615593, expected=40.000000
predicted=39.826833, expected=44.000000
predicted=38.945398, expected=16.000000
predicted=34.015741, expected=20.000000
predicted=37.971819, expected=36.000000
predicted=36.871490, expected=28.000000
predicted=29.962718, expected=40.000000
predicted=35.079969, expected=4.000000
predicted=18.537695, expected=20.000000
predicted=23.641632, expected=8.000000
predicted=21.654772, expected=24.000000
predicted=21.450208, expected=40.000000
predicted=29.249434, expected=20.000000
predicted=16.093715, expected=28.000000
predicted=24.762731, expected=32.000000
predicted=24.611572, expected=20.000000
predicted=24.383015, expected=28.000000
predicted=30.343205, expected=28.000000
predicted=25.496034, expected=28.000000
predicted=27.119751, expected=32.000000
predicted=29.698259, expected=24.000000
predicted=24.936468, expected=36.000000
predicted=30.787996, expected=36.000000
predicted=31.259730, expected=24.000000
predicted=28.025004, expected=28.000000
predicted=30.562328, expected=48.000000
predicted=34.721327, expected=20.000000
predicted=28.951125, expected=24.000000
predicted=30.401551, expected=20.000000
predicted=25.926872, expected=48.000000
predicted=33.664835, expected=28.000000
predicted=32.396250, expected=36.000000
predicted=29.571432, expected=20.000000
predicted=27.364952, expected=20.000000
predicted=25.220277, expected=20.000000
predicted=30.076332, expected=16.000000
predicted=21.873144, expected=12.000000
predicted=21.111098, expected=28.000000
predicted=21.423905, expected=24.000000
predicted=20.264332, expected=28.000000
predicted=22.387380, expected=36.000000
predicted=25.845080, expected=36.000000
predicted=26.540754, expected=12.000000
predicted=24.105742, expected=16.000000
predicted=24.003533, expected=24.000000
predicted=25.499934, expected=48.000000
predicted=32.959772, expected=28.000000
predicted=28.082990, expected=48.000000
predicted=31.393297, expected=28.000000
predicted=29.137060, expected=28.000000
predicted=30.844036, expected=32.000000
predicted=37.387729, expected=20.000000
predicted=27.146950, expected=32.000000
predicted=34.258838, expected=36.000000
predicted=30.481209, expected=44.000000
predicted=33.420912, expected=16.000000
predicted=27.366800, expected=32.000000
predicted=29.723933, expected=28.000000
predicted=30.792701, expected=28.000000
predicted=29.907172, expected=32.000000
predicted=33.094001, expected=36.000000
predicted=28.092096, expected=56.000000
predicted=39.219009, expected=24.000000
predicted=30.497747, expected=24.000000
predicted=31.312591, expected=16.000000
predicted=29.048418, expected=16.000000
predicted=26.154441, expected=28.000000
predicted=31.820452, expected=32.000000
predicted=24.732391, expected=20.000000
predicted=22.026368, expected=32.000000
predicted=25.170924, expected=16.000000
predicted=20.942668, expected=8.000000
predicted=20.147426, expected=32.000000
predicted=27.211967, expected=32.000000
predicted=23.618554, expected=32.000000
predicted=27.312518, expected=24.000000
predicted=23.489003, expected=20.000000
predicted=21.301828, expected=16.000000
predicted=24.868322, expected=28.000000
predicted=26.798323, expected=28.000000
predicted=26.078332, expected=28.000000
predicted=24.606079, expected=48.000000
predicted=31.518442, expected=52.000000
predicted=34.325800, expected=16.000000
predicted=28.405511, expected=16.000000
predicted=28.980740, expected=16.000000
predicted=26.601144, expected=32.000000
predicted=32.140250, expected=24.000000
predicted=29.095619, expected=48.000000
predicted=28.944800, expected=52.000000
predicted=33.555747, expected=20.000000
predicted=26.214803, expected=20.000000
predicted=31.282119, expected=8.000000
predicted=23.635283, expected=20.000000
predicted=28.678940, expected=16.000000
predicted=25.523200, expected=12.000000
predicted=15.280363, expected=28.000000
predicted=20.611523, expected=12.000000
predicted=13.310594, expected=36.000000
predicted=24.113913, expected=16.000000
predicted=18.495233, expected=12.000000
predicted=16.324942, expected=32.000000
predicted=26.458402, expected=32.000000
predicted=22.470145, expected=60.000000
predicted=38.217469, expected=40.000000
predicted=31.305281, expected=32.000000
predicted=30.913540, expected=24.000000
predicted=34.198073, expected=12.000000
predicted=27.993360, expected=48.000000
predicted=42.466268, expected=56.000000
predicted=39.810053, expected=28.000000
predicted=31.090716, expected=24.000000
predicted=30.409683, expected=16.000000
predicted=25.092191, expected=28.000000
predicted=34.027685, expected=4.000000
predicted=25.184383, expected=40.000000
predicted=27.984517, expected=20.000000
predicted=21.554578, expected=24.000000
predicted=20.989827, expected=24.000000
predicted=25.132175, expected=40.000000
predicted=24.776826, expected=32.000000
predicted=31.704668, expected=8.000000
predicted=20.212660, expected=32.000000
predicted=28.457102, expected=24.000000
predicted=25.150271, expected=36.000000
predicted=31.306857, expected=24.000000
predicted=26.824453, expected=32.000000
predicted=24.560483, expected=20.000000
predicted=27.060693, expected=20.000000
predicted=24.220924, expected=40.000000
predicted=32.566681, expected=36.000000
predicted=28.842686, expected=40.000000
predicted=33.210905, expected=16.000000
predicted=24.989090, expected=28.000000
predicted=28.451674, expected=16.000000
predicted=28.086068, expected=24.000000
predicted=26.976722, expected=32.000000
predicted=29.629709, expected=24.000000
predicted=21.819198, expected=36.000000
predicted=29.154049, expected=4.000000
predicted=17.593245, expected=28.000000
predicted=25.576479, expected=20.000000
predicted=24.447189, expected=20.000000
predicted=20.986174, expected=52.000000
predicted=34.042203, expected=12.000000
predicted=16.920667, expected=48.000000
predicted=33.810357, expected=20.000000
predicted=26.084854, expected=16.000000
predicted=23.810952, expected=36.000000
predicted=35.543910, expected=24.000000
predicted=22.999406, expected=28.000000
predicted=31.079856, expected=24.000000
predicted=24.177231, expected=36.000000
predicted=27.438992, expected=16.000000
predicted=26.061654, expected=8.000000
predicted=19.931653, expected=52.000000
predicted=32.910842, expected=20.000000
predicted=23.565828, expected=36.000000
predicted=30.679140, expected=56.000000
predicted=34.740613, expected=28.000000
predicted=28.042707, expected=44.000000
predicted=42.474572, expected=28.000000
predicted=31.983158, expected=24.000000
predicted=33.495021, expected=16.000000
predicted=32.678620, expected=36.000000
predicted=30.423351, expected=36.000000
predicted=33.196017, expected=60.000000
predicted=37.825844, expected=64.000000
predicted=42.306771, expected=44.000000
predicted=39.269698, expected=80.000000
predicted=57.146958, expected=36.000000
predicted=47.380708, expected=44.000000
predicted=53.463744, expected=28.000000
predicted=47.334198, expected=16.000000
predicted=36.121334, expected=4.000000
predicted=34.085179, expected=88.000000
predicted=46.417454, expected=32.000000
predicted=35.276235, expected=24.000000
predicted=30.322078, expected=52.000000
predicted=37.604949, expected=20.000000
predicted=27.583609, expected=36.000000
predicted=47.588628, expected=24.000000
predicted=30.001894, expected=4.000000
predicted=21.656135, expected=32.000000
predicted=32.105212, expected=20.000000
predicted=21.271682, expected=68.000000
predicted=38.656270, expected=44.000000
predicted=33.277334, expected=24.000000
predicted=27.220713, expected=36.000000
predicted=36.644401, expected=16.000000
predicted=28.837824, expected=36.000000
predicted=41.048089, expected=24.000000
predicted=30.387585, expected=32.000000
predicted=28.362400, expected=24.000000
predicted=28.178371, expected=8.000000
predicted=19.496321, expected=16.000000
predicted=23.448514, expected=20.000000
predicted=20.711421, expected=28.000000
predicted=23.881909, expected=36.000000
predicted=24.954221, expected=20.000000
predicted=19.448802, expected=20.000000
predicted=21.888247, expected=16.000000
predicted=21.365852, expected=24.000000
predicted=24.426088, expected=20.000000
predicted=23.704502, expected=20.000000
predicted=20.018767, expected=32.000000
predicted=23.638098, expected=28.000000
predicted=23.255394, expected=36.000000
predicted=28.231819, expected=28.000000
predicted=26.527464, expected=24.000000
predicted=26.300549, expected=16.000000
predicted=25.656530, expected=20.000000
predicted=24.557892, expected=12.000000
predicted=22.104480, expected=28.000000
predicted=23.429419, expected=16.000000
predicted=19.138152, expected=40.000000
predicted=24.815369, expected=24.000000
predicted=22.967704, expected=44.000000
predicted=28.778284, expected=32.000000
predicted=30.581418, expected=28.000000
predicted=28.433518, expected=12.000000
predicted=27.744452, expected=20.000000
predicted=24.890406, expected=40.000000
predicted=33.055064, expected=28.000000
predicted=27.565817, expected=40.000000
predicted=30.500580, expected=40.000000
predicted=29.690721, expected=24.000000
predicted=29.012857, expected=44.000000
predicted=38.066512, expected=4.000000
predicted=24.671732, expected=28.000000
predicted=30.851567, expected=16.000000
predicted=25.535144, expected=44.000000
predicted=29.575209, expected=32.000000
predicted=30.838085, expected=32.000000
predicted=24.563545, expected=36.000000
predicted=31.798900, expected=36.000000
predicted=31.247675, expected=24.000000
predicted=33.357916, expected=40.000000
predicted=34.379643, expected=36.000000
predicted=34.099815, expected=40.000000
predicted=36.383227, expected=20.000000
predicted=30.737769, expected=32.000000
predicted=30.917504, expected=40.000000
predicted=36.216843, expected=8.000000
predicted=26.179983, expected=12.000000
predicted=24.547066, expected=68.000000
predicted=35.610714, expected=52.000000
predicted=37.948513, expected=24.000000
predicted=33.326922, expected=24.000000
predicted=27.379151, expected=16.000000
predicted=26.655310, expected=36.000000
predicted=40.315857, expected=40.000000
predicted=35.888595, expected=24.000000
predicted=26.322313, expected=44.000000
predicted=32.505750, expected=8.000000
predicted=22.670001, expected=20.000000
predicted=28.039044, expected=16.000000
predicted=25.183078, expected=36.000000
predicted=26.629320, expected=36.000000
predicted=30.509997, expected=32.000000
predicted=24.064769, expected=32.000000
predicted=28.273302, expected=24.000000
predicted=26.671575, expected=20.000000
predicted=28.824277, expected=16.000000
predicted=25.718949, expected=8.000000
predicted=20.467032, expected=20.000000
predicted=21.376254, expected=24.000000
predicted=20.231293, expected=60.000000
predicted=30.884521, expected=52.000000
predicted=32.654563, expected=32.000000
predicted=29.693274, expected=28.000000
predicted=32.466854, expected=12.000000
predicted=28.762302, expected=16.000000
predicted=33.169082, expected=32.000000
predicted=32.148058, expected=60.000000
predicted=36.282747, expected=28.000000
predicted=29.016219, expected=12.000000
predicted=21.920547, expected=28.000000
predicted=27.234755, expected=12.000000
predicted=25.712971, expected=24.000000
predicted=30.966430, expected=36.000000
predicted=26.343730, expected=40.000000
predicted=26.552465, expected=32.000000
predicted=29.299638, expected=16.000000
predicted=22.600767, expected=28.000000
predicted=28.314602, expected=16.000000
predicted=26.566718, expected=32.000000
predicted=29.951946, expected=40.000000
predicted=30.398965, expected=40.000000
predicted=29.342783, expected=32.000000
predicted=31.049718, expected=16.000000
predicted=24.869277, expected=24.000000
predicted=29.448868, expected=24.000000
predicted=29.606074, expected=24.000000
predicted=27.922674, expected=24.000000
predicted=25.013551, expected=48.000000
predicted=29.516399, expected=28.000000
predicted=27.931969, expected=24.000000
predicted=27.190894, expected=40.000000
predicted=31.969368, expected=8.000000
predicted=23.927185, expected=32.000000
predicted=32.821908, expected=40.000000
predicted=30.601833, expected=24.000000
predicted=26.891719, expected=24.000000
predicted=28.792750, expected=20.000000
predicted=21.379793, expected=20.000000
predicted=26.060422, expected=24.000000
predicted=26.961952, expected=24.000000
predicted=23.088581, expected=36.000000
predicted=26.829413, expected=32.000000
predicted=26.381463, expected=36.000000
predicted=29.041856, expected=20.000000
predicted=26.262260, expected=40.000000
predicted=32.073379, expected=8.000000
predicted=25.499525, expected=12.000000
predicted=23.189592, expected=32.000000
predicted=27.329354, expected=60.000000
predicted=33.808976, expected=16.000000
predicted=27.375541, expected=16.000000
predicted=20.367606, expected=24.000000
predicted=23.964106, expected=12.000000
predicted=24.458737, expected=28.000000
predicted=31.041435, expected=44.000000
predicted=26.309553, expected=44.000000
predicted=29.608365, expected=40.000000
predicted=32.596553, expected=24.000000
predicted=27.624703, expected=28.000000
predicted=32.394619, expected=16.000000
predicted=30.784519, expected=48.000000
predicted=37.769712, expected=24.000000
predicted=30.154636, expected=32.000000
predicted=28.808637, expected=20.000000
predicted=26.294759, expected=20.000000
predicted=23.872546, expected=52.000000
predicted=38.495886, expected=20.000000
predicted=25.946317, expected=24.000000
predicted=27.869995, expected=24.000000
predicted=24.992991, expected=52.000000
predicted=34.355422, expected=32.000000
predicted=36.025912, expected=28.000000
predicted=28.341489, expected=8.000000
predicted=23.458975, expected=40.000000
predicted=31.600034, expected=56.000000
predicted=41.991056, expected=52.000000
predicted=38.589612, expected=44.000000
predicted=37.713263, expected=12.000000
predicted=27.033130, expected=4.000000
predicted=29.426724, expected=40.000000
predicted=38.903603, expected=24.000000
predicted=31.517177, expected=12.000000
predicted=23.397803, expected=20.000000
predicted=17.880528, expected=28.000000
predicted=20.389386, expected=16.000000
predicted=24.087021, expected=20.000000
predicted=20.483059, expected=28.000000
predicted=20.902006, expected=24.000000
Test MSE: 196.785
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623])]
predicted=14.068519, expected=12.000000
predicted=13.011748, expected=8.000000
predicted=9.441420, expected=12.000000
predicted=9.318453, expected=8.000000
predicted=10.778512, expected=12.000000
predicted=11.929437, expected=8.000000
predicted=9.796166, expected=16.000000
predicted=11.190908, expected=4.000000
predicted=9.723303, expected=12.000000
predicted=9.875141, expected=4.000000
predicted=8.682045, expected=12.000000
predicted=9.647850, expected=12.000000
predicted=10.108854, expected=4.000000
predicted=8.248391, expected=4.000000
predicted=6.927180, expected=12.000000
predicted=8.036507, expected=16.000000
predicted=11.162077, expected=4.000000
predicted=8.814971, expected=12.000000
predicted=8.279175, expected=4.000000
predicted=8.267381, expected=8.000000
predicted=9.271803, expected=16.000000
predicted=10.158916, expected=28.000000
predicted=14.308473, expected=8.000000
predicted=13.301204, expected=8.000000
predicted=10.844102, expected=16.000000
predicted=13.235271, expected=12.000000
predicted=15.329472, expected=12.000000
predicted=13.827325, expected=8.000000
predicted=10.182578, expected=8.000000
predicted=10.332997, expected=12.000000
predicted=11.196166, expected=4.000000
predicted=9.171683, expected=8.000000
predicted=8.262964, expected=24.000000
predicted=11.657205, expected=4.000000
predicted=10.774434, expected=4.000000
predicted=8.352162, expected=4.000000
predicted=6.640081, expected=4.000000
predicted=8.062686, expected=8.000000
predicted=7.832949, expected=8.000000
predicted=5.776714, expected=8.000000
predicted=6.334830, expected=12.000000
predicted=7.678088, expected=4.000000
predicted=7.312855, expected=12.000000
predicted=8.662335, expected=16.000000
predicted=10.574622, expected=8.000000
predicted=10.566347, expected=8.000000
predicted=9.390712, expected=4.000000
predicted=7.941449, expected=8.000000
predicted=9.144053, expected=4.000000
predicted=7.639294, expected=40.000000
predicted=14.283237, expected=4.000000
predicted=12.723987, expected=20.000000
predicted=13.156143, expected=8.000000
predicted=12.609544, expected=4.000000
predicted=13.383138, expected=8.000000
predicted=12.568255, expected=4.000000
predicted=8.057197, expected=4.000000
predicted=7.638143, expected=4.000000
predicted=4.951813, expected=12.000000
predicted=6.503832, expected=8.000000
predicted=7.290632, expected=8.000000
predicted=6.867860, expected=12.000000
predicted=7.990966, expected=8.000000
predicted=8.992571, expected=4.000000
predicted=8.230280, expected=8.000000
predicted=7.476107, expected=8.000000
predicted=8.152275, expected=4.000000
predicted=7.317627, expected=4.000000
predicted=5.498634, expected=8.000000
predicted=5.960607, expected=12.000000
predicted=8.001368, expected=12.000000
predicted=8.748281, expected=4.000000
predicted=7.220021, expected=4.000000
predicted=6.504671, expected=4.000000
predicted=6.722208, expected=4.000000
predicted=6.574081, expected=4.000000
predicted=5.183726, expected=12.000000
predicted=5.822300, expected=4.000000
predicted=5.764883, expected=8.000000
predicted=5.976417, expected=16.000000
predicted=8.373475, expected=8.000000
predicted=9.496882, expected=4.000000
predicted=8.093111, expected=4.000000
predicted=6.332300, expected=12.000000
predicted=8.873463, expected=4.000000
predicted=8.250908, expected=4.000000
predicted=5.676478, expected=8.000000
predicted=5.664219, expected=4.000000
predicted=6.235402, expected=8.000000
predicted=6.651419, expected=4.000000
predicted=5.247293, expected=8.000000
predicted=6.135317, expected=8.000000
predicted=6.765369, expected=12.000000
predicted=7.940555, expected=8.000000
predicted=8.201820, expected=8.000000
predicted=7.948906, expected=8.000000
predicted=8.382172, expected=4.000000
predicted=7.766378, expected=4.000000
predicted=6.791711, expected=12.000000
predicted=7.488150, expected=8.000000
predicted=7.957659, expected=12.000000
predicted=8.404003, expected=4.000000
predicted=7.060673, expected=4.000000
predicted=6.823965, expected=8.000000
predicted=7.553062, expected=12.000000
predicted=8.685565, expected=24.000000
predicted=12.125719, expected=8.000000
predicted=10.765706, expected=4.000000
predicted=8.988017, expected=4.000000
predicted=8.413934, expected=12.000000
predicted=10.957088, expected=4.000000
predicted=9.471234, expected=12.000000
predicted=7.497463, expected=16.000000
predicted=9.267083, expected=4.000000
predicted=9.059655, expected=8.000000
predicted=8.507124, expected=4.000000
predicted=7.379784, expected=12.000000
predicted=9.674257, expected=8.000000
predicted=8.872829, expected=12.000000
predicted=8.452949, expected=8.000000
predicted=8.564860, expected=4.000000
predicted=7.692086, expected=4.000000
predicted=7.202683, expected=8.000000
predicted=7.293452, expected=4.000000
predicted=6.786642, expected=40.000000
predicted=13.338930, expected=4.000000
predicted=12.383042, expected=4.000000
predicted=9.473481, expected=12.000000
predicted=9.794184, expected=20.000000
predicted=15.527304, expected=12.000000
predicted=16.018199, expected=12.000000
predicted=10.443042, expected=16.000000
predicted=12.492312, expected=12.000000
predicted=14.248458, expected=4.000000
predicted=12.043071, expected=12.000000
predicted=10.742779, expected=8.000000
predicted=10.722914, expected=12.000000
predicted=10.956350, expected=16.000000
predicted=10.997919, expected=24.000000
predicted=13.872306, expected=4.000000
predicted=12.661486, expected=8.000000
predicted=10.841416, expected=8.000000
predicted=11.155232, expected=8.000000
predicted=11.574737, expected=8.000000
predicted=9.905949, expected=4.000000
predicted=6.470625, expected=12.000000
predicted=8.044654, expected=12.000000
predicted=9.202042, expected=12.000000
predicted=9.861552, expected=20.000000
predicted=11.834004, expected=12.000000
predicted=12.456502, expected=8.000000
predicted=12.205809, expected=8.000000
predicted=11.106277, expected=4.000000
predicted=10.170350, expected=4.000000
predicted=8.817415, expected=4.000000
predicted=6.325063, expected=12.000000
predicted=7.102552, expected=4.000000
predicted=6.325010, expected=8.000000
predicted=5.971084, expected=8.000000
predicted=6.571201, expected=16.000000
predicted=9.432069, expected=4.000000
predicted=8.780636, expected=16.000000
predicted=9.380549, expected=8.000000
predicted=10.030297, expected=4.000000
predicted=9.088806, expected=12.000000
predicted=9.484184, expected=8.000000
predicted=9.005017, expected=4.000000
predicted=8.514785, expected=12.000000
predicted=7.793102, expected=4.000000
predicted=7.434486, expected=28.000000
predicted=12.334937, expected=8.000000
predicted=11.573007, expected=16.000000
predicted=12.065888, expected=16.000000
predicted=13.545239, expected=20.000000
predicted=16.170066, expected=4.000000
predicted=14.931076, expected=4.000000
predicted=10.025362, expected=4.000000
predicted=9.549063, expected=8.000000
predicted=9.375777, expected=4.000000
predicted=7.376850, expected=8.000000
predicted=5.414644, expected=8.000000
predicted=6.190267, expected=4.000000
predicted=6.048508, expected=4.000000
predicted=5.580077, expected=4.000000
predicted=5.058485, expected=4.000000
predicted=5.257782, expected=4.000000
predicted=4.612577, expected=4.000000
predicted=3.984012, expected=4.000000
predicted=3.984032, expected=8.000000
predicted=4.879370, expected=8.000000
predicted=5.761798, expected=8.000000
predicted=6.299743, expected=4.000000
predicted=5.831178, expected=8.000000
predicted=6.490871, expected=16.000000
predicted=9.257686, expected=16.000000
predicted=11.131738, expected=4.000000
predicted=9.276243, expected=8.000000
predicted=8.443585, expected=4.000000
predicted=8.729140, expected=8.000000
predicted=9.244373, expected=8.000000
predicted=8.076608, expected=16.000000
predicted=8.734761, expected=4.000000
predicted=8.215424, expected=4.000000
predicted=6.652534, expected=12.000000
predicted=8.360571, expected=8.000000
predicted=9.192531, expected=4.000000
predicted=7.832611, expected=12.000000
predicted=7.184080, expected=8.000000
predicted=8.331384, expected=4.000000
predicted=7.850965, expected=12.000000
predicted=7.823526, expected=4.000000
predicted=7.431715, expected=16.000000
predicted=9.650739, expected=4.000000
predicted=8.123694, expected=4.000000
predicted=6.894643, expected=12.000000
predicted=8.321232, expected=16.000000
predicted=10.314351, expected=4.000000
predicted=9.596821, expected=4.000000
predicted=6.504926, expected=8.000000
predicted=7.490451, expected=8.000000
predicted=8.928116, expected=12.000000
predicted=9.072682, expected=4.000000
predicted=6.698586, expected=20.000000
predicted=9.689977, expected=4.000000
predicted=9.648470, expected=4.000000
predicted=8.092839, expected=12.000000
predicted=8.787257, expected=4.000000
predicted=8.308475, expected=8.000000
predicted=8.497635, expected=4.000000
predicted=5.739396, expected=20.000000
predicted=9.316722, expected=28.000000
predicted=14.469305, expected=12.000000
predicted=13.780252, expected=8.000000
predicted=12.270882, expected=4.000000
predicted=11.234397, expected=4.000000
predicted=11.872208, expected=8.000000
predicted=10.400435, expected=8.000000
predicted=7.653807, expected=8.000000
predicted=6.911074, expected=8.000000
predicted=6.721232, expected=8.000000
predicted=7.376840, expected=12.000000
predicted=8.906087, expected=4.000000
predicted=7.958567, expected=8.000000
predicted=7.676176, expected=12.000000
predicted=8.799860, expected=8.000000
predicted=9.082030, expected=12.000000
predicted=9.409148, expected=12.000000
predicted=9.574348, expected=8.000000
predicted=10.056576, expected=4.000000
predicted=8.693501, expected=4.000000
predicted=7.320927, expected=4.000000
predicted=6.971754, expected=20.000000
predicted=9.522013, expected=4.000000
predicted=8.052537, expected=8.000000
predicted=7.028227, expected=8.000000
predicted=7.476948, expected=8.000000
predicted=8.915967, expected=8.000000
predicted=9.226056, expected=20.000000
predicted=10.052062, expected=24.000000
predicted=14.213096, expected=4.000000
predicted=12.113452, expected=4.000000
predicted=9.703425, expected=4.000000
predicted=9.438526, expected=4.000000
predicted=9.829378, expected=4.000000
predicted=7.170440, expected=4.000000
predicted=3.985459, expected=8.000000
predicted=4.903898, expected=4.000000
predicted=4.835973, expected=4.000000
predicted=4.518650, expected=8.000000
predicted=5.335866, expected=4.000000
predicted=5.484483, expected=4.000000
predicted=5.152526, expected=8.000000
predicted=5.334733, expected=4.000000
predicted=5.483285, expected=8.000000
predicted=6.070462, expected=4.000000
predicted=5.267789, expected=4.000000
predicted=5.170113, expected=4.000000
predicted=5.049742, expected=12.000000
predicted=6.465090, expected=4.000000
predicted=6.321095, expected=4.000000
predicted=5.055579, expected=12.000000
predicted=6.679409, expected=8.000000
predicted=7.887942, expected=4.000000
predicted=7.181995, expected=4.000000
predicted=5.397527, expected=8.000000
predicted=6.628926, expected=8.000000
predicted=7.655479, expected=4.000000
predicted=6.000699, expected=4.000000
predicted=4.965572, expected=4.000000
predicted=5.071639, expected=16.000000
predicted=8.006406, expected=28.000000
predicted=12.708837, expected=12.000000
predicted=12.451601, expected=4.000000
predicted=10.127615, expected=8.000000
predicted=10.594735, expected=4.000000
predicted=11.535166, expected=4.000000
predicted=9.640829, expected=4.000000
predicted=5.681015, expected=12.000000
predicted=6.510853, expected=4.000000
predicted=6.282057, expected=8.000000
predicted=5.985936, expected=4.000000
predicted=5.693176, expected=8.000000
predicted=6.736680, expected=4.000000
predicted=6.528760, expected=4.000000
predicted=5.156118, expected=8.000000
predicted=5.996154, expected=4.000000
Test MSE: 37.672
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384])]
predicted=15.975123, expected=4.000000
predicted=9.065395, expected=16.000000
predicted=13.272717, expected=4.000000
predicted=5.928874, expected=24.000000
predicted=17.465079, expected=8.000000
predicted=13.820190, expected=16.000000
predicted=11.555783, expected=8.000000
predicted=11.254384, expected=12.000000
predicted=10.294785, expected=16.000000
predicted=17.061864, expected=12.000000
predicted=10.983738, expected=4.000000
predicted=10.090092, expected=8.000000
predicted=8.695802, expected=20.000000
predicted=14.597651, expected=40.000000
predicted=24.055708, expected=28.000000
predicted=19.240795, expected=16.000000
predicted=13.570142, expected=20.000000
predicted=16.943084, expected=4.000000
predicted=15.665945, expected=8.000000
predicted=22.058678, expected=12.000000
predicted=17.302749, expected=16.000000
predicted=15.076828, expected=24.000000
predicted=18.652616, expected=8.000000
predicted=8.082423, expected=8.000000
predicted=9.840509, expected=8.000000
predicted=10.643709, expected=4.000000
predicted=10.718561, expected=12.000000
predicted=14.799838, expected=40.000000
predicted=20.349384, expected=8.000000
predicted=9.674314, expected=12.000000
predicted=11.733715, expected=8.000000
predicted=8.195795, expected=4.000000
predicted=11.283873, expected=8.000000
predicted=18.987065, expected=20.000000
predicted=12.673721, expected=12.000000
predicted=11.327199, expected=4.000000
predicted=7.079039, expected=4.000000
predicted=5.455594, expected=16.000000
predicted=11.852987, expected=16.000000
predicted=15.554389, expected=8.000000
predicted=9.776332, expected=8.000000
predicted=7.011376, expected=36.000000
predicted=18.547903, expected=20.000000
predicted=17.543519, expected=8.000000
predicted=13.513567, expected=4.000000
predicted=8.314760, expected=12.000000
predicted=12.522835, expected=8.000000
predicted=18.696969, expected=24.000000
predicted=18.510825, expected=60.000000
predicted=28.877327, expected=52.000000
predicted=28.066551, expected=4.000000
predicted=14.301325, expected=28.000000
predicted=22.677571, expected=16.000000
predicted=23.841437, expected=4.000000
predicted=30.694497, expected=8.000000
predicted=24.153116, expected=20.000000
predicted=13.084403, expected=12.000000
predicted=17.587918, expected=16.000000
predicted=14.690152, expected=16.000000
predicted=10.825699, expected=20.000000
predicted=14.953576, expected=24.000000
predicted=20.325342, expected=16.000000
predicted=15.227923, expected=12.000000
predicted=15.151428, expected=12.000000
predicted=14.822709, expected=8.000000
predicted=14.353263, expected=20.000000
predicted=19.475245, expected=16.000000
predicted=14.925344, expected=8.000000
predicted=11.017826, expected=20.000000
predicted=15.186970, expected=32.000000
predicted=19.405327, expected=12.000000
predicted=16.466389, expected=16.000000
predicted=16.529582, expected=20.000000
predicted=15.362354, expected=12.000000
predicted=17.214350, expected=36.000000
predicted=29.259948, expected=12.000000
predicted=13.663010, expected=20.000000
predicted=19.249379, expected=16.000000
predicted=17.528029, expected=24.000000
predicted=19.759865, expected=4.000000
predicted=18.320225, expected=52.000000
predicted=29.065166, expected=24.000000
predicted=21.606501, expected=24.000000
predicted=22.617220, expected=8.000000
predicted=17.139955, expected=4.000000
predicted=10.773745, expected=20.000000
predicted=29.964424, expected=12.000000
predicted=16.825388, expected=20.000000
predicted=19.198250, expected=4.000000
predicted=7.381755, expected=8.000000
predicted=8.531870, expected=4.000000
predicted=11.049818, expected=4.000000
predicted=8.478939, expected=4.000000
predicted=9.613185, expected=24.000000
predicted=12.079942, expected=24.000000
predicted=14.161812, expected=32.000000
predicted=17.514158, expected=4.000000
predicted=7.717189, expected=4.000000
predicted=8.704954, expected=4.000000
predicted=13.838154, expected=24.000000
predicted=21.308121, expected=12.000000
predicted=17.877013, expected=8.000000
predicted=7.415284, expected=8.000000
predicted=7.115477, expected=4.000000
predicted=6.581307, expected=16.000000
predicted=16.772198, expected=8.000000
predicted=9.407750, expected=20.000000
predicted=13.045116, expected=16.000000
predicted=11.631063, expected=16.000000
predicted=11.731880, expected=20.000000
predicted=16.919587, expected=24.000000
predicted=16.870788, expected=16.000000
predicted=18.058436, expected=8.000000
predicted=13.581175, expected=8.000000
predicted=13.078453, expected=16.000000
predicted=17.031404, expected=20.000000
predicted=19.335782, expected=8.000000
predicted=11.928822, expected=16.000000
predicted=12.298365, expected=16.000000
predicted=12.707790, expected=8.000000
predicted=12.837495, expected=20.000000
predicted=17.723092, expected=20.000000
predicted=14.311748, expected=16.000000
predicted=16.123229, expected=8.000000
predicted=12.534479, expected=28.000000
predicted=17.963813, expected=24.000000
predicted=20.833605, expected=8.000000
predicted=15.206875, expected=24.000000
predicted=19.045523, expected=20.000000
predicted=15.943895, expected=12.000000
predicted=19.787648, expected=20.000000
predicted=19.991710, expected=8.000000
predicted=10.830561, expected=8.000000
predicted=15.695382, expected=32.000000
predicted=22.314380, expected=48.000000
predicted=27.307801, expected=8.000000
predicted=15.997985, expected=12.000000
predicted=13.707571, expected=16.000000
predicted=15.144238, expected=12.000000
predicted=22.229384, expected=16.000000
predicted=26.030328, expected=20.000000
predicted=14.024101, expected=32.000000
predicted=20.832239, expected=24.000000
predicted=19.808173, expected=12.000000
predicted=14.828623, expected=8.000000
predicted=14.312367, expected=12.000000
predicted=16.863786, expected=12.000000
predicted=19.657199, expected=48.000000
predicted=30.049551, expected=48.000000
predicted=27.433687, expected=28.000000
predicted=21.368968, expected=12.000000
predicted=17.013965, expected=8.000000
predicted=16.400777, expected=8.000000
predicted=26.765311, expected=4.000000
predicted=22.276495, expected=8.000000
predicted=15.037871, expected=32.000000
predicted=18.535517, expected=12.000000
predicted=10.470013, expected=12.000000
predicted=11.231529, expected=16.000000
predicted=11.180979, expected=4.000000
predicted=9.322140, expected=24.000000
predicted=23.594173, expected=32.000000
predicted=19.940425, expected=80.000000
predicted=41.067224, expected=28.000000
predicted=24.384503, expected=12.000000
predicted=16.973308, expected=24.000000
predicted=26.791793, expected=32.000000
predicted=34.246983, expected=8.000000
predicted=37.430428, expected=16.000000
predicted=21.038033, expected=4.000000
predicted=10.559672, expected=12.000000
predicted=17.541499, expected=24.000000
predicted=22.831957, expected=36.000000
predicted=20.684915, expected=12.000000
predicted=14.667071, expected=36.000000
predicted=21.172337, expected=4.000000
predicted=12.081329, expected=8.000000
predicted=18.004136, expected=4.000000
predicted=17.441092, expected=16.000000
predicted=14.432229, expected=8.000000
predicted=17.441163, expected=16.000000
predicted=10.115489, expected=8.000000
predicted=8.373427, expected=16.000000
predicted=10.962072, expected=8.000000
predicted=11.498582, expected=12.000000
predicted=10.761661, expected=24.000000
predicted=17.652160, expected=20.000000
predicted=14.463681, expected=4.000000
predicted=11.121322, expected=24.000000
predicted=16.081648, expected=8.000000
predicted=11.717058, expected=24.000000
predicted=21.829131, expected=32.000000
predicted=22.873242, expected=20.000000
predicted=15.055372, expected=4.000000
predicted=15.127713, expected=4.000000
predicted=9.502412, expected=48.000000
predicted=31.448334, expected=12.000000
predicted=20.377168, expected=4.000000
predicted=13.302572, expected=4.000000
predicted=6.815752, expected=8.000000
predicted=9.579980, expected=12.000000
predicted=23.171592, expected=24.000000
predicted=15.268437, expected=12.000000
predicted=8.853819, expected=4.000000
predicted=6.579698, expected=8.000000
predicted=9.204680, expected=8.000000
predicted=10.550188, expected=12.000000
predicted=15.167190, expected=12.000000
predicted=10.734589, expected=16.000000
predicted=10.187421, expected=52.000000
predicted=26.244391, expected=16.000000
predicted=14.385118, expected=12.000000
predicted=15.435865, expected=20.000000
predicted=17.812425, expected=4.000000
predicted=14.160864, expected=20.000000
predicted=29.505582, expected=16.000000
predicted=15.046904, expected=20.000000
predicted=16.202970, expected=16.000000
predicted=16.672537, expected=16.000000
predicted=12.475712, expected=20.000000
predicted=19.090807, expected=20.000000
predicted=18.067524, expected=12.000000
predicted=16.255118, expected=8.000000
predicted=13.103449, expected=24.000000
predicted=18.929922, expected=24.000000
predicted=20.383896, expected=4.000000
predicted=12.863965, expected=8.000000
predicted=11.174172, expected=32.000000
predicted=19.258827, expected=16.000000
predicted=18.881289, expected=16.000000
predicted=18.532454, expected=8.000000
predicted=8.818262, expected=4.000000
predicted=9.483155, expected=12.000000
predicted=18.645204, expected=12.000000
predicted=12.802383, expected=24.000000
predicted=17.262811, expected=12.000000
predicted=10.433783, expected=12.000000
predicted=10.143666, expected=28.000000
predicted=18.844231, expected=20.000000
predicted=16.899253, expected=24.000000
predicted=22.423637, expected=20.000000
predicted=17.120662, expected=52.000000
predicted=30.840691, expected=12.000000
predicted=21.393776, expected=8.000000
predicted=17.778715, expected=12.000000
predicted=18.694312, expected=8.000000
predicted=16.257695, expected=20.000000
predicted=28.332949, expected=24.000000
predicted=16.365071, expected=24.000000
predicted=16.306181, expected=20.000000
predicted=16.692302, expected=8.000000
predicted=11.674308, expected=16.000000
predicted=18.354094, expected=8.000000
predicted=15.801222, expected=20.000000
predicted=19.779699, expected=12.000000
predicted=14.597676, expected=20.000000
predicted=14.481514, expected=36.000000
predicted=23.186014, expected=16.000000
predicted=14.694609, expected=20.000000
predicted=20.324994, expected=4.000000
predicted=11.466205, expected=12.000000
predicted=17.229095, expected=20.000000
predicted=23.360596, expected=20.000000
predicted=17.148495, expected=16.000000
predicted=16.535781, expected=28.000000
predicted=16.738066, expected=20.000000
predicted=17.331887, expected=8.000000
predicted=15.679759, expected=12.000000
predicted=16.260356, expected=16.000000
predicted=16.381939, expected=64.000000
predicted=38.514234, expected=48.000000
predicted=31.360995, expected=4.000000
predicted=13.397940, expected=4.000000
predicted=14.353639, expected=16.000000
predicted=20.672342, expected=12.000000
predicted=32.079264, expected=16.000000
predicted=24.848637, expected=4.000000
predicted=5.741006, expected=16.000000
predicted=11.165518, expected=12.000000
predicted=13.034425, expected=4.000000
predicted=9.017663, expected=16.000000
predicted=13.968820, expected=4.000000
predicted=6.007487, expected=28.000000
predicted=19.092385, expected=12.000000
predicted=11.515137, expected=4.000000
predicted=7.328511, expected=16.000000
predicted=14.577153, expected=12.000000
predicted=10.331696, expected=12.000000
predicted=17.152429, expected=20.000000
predicted=14.537170, expected=20.000000
predicted=13.171078, expected=8.000000
predicted=12.704750, expected=8.000000
predicted=11.248507, expected=8.000000
predicted=11.040978, expected=12.000000
predicted=14.639230, expected=28.000000
predicted=19.993916, expected=36.000000
predicted=20.216921, expected=16.000000
predicted=14.165992, expected=8.000000
predicted=11.970909, expected=24.000000
predicted=19.628360, expected=16.000000
predicted=21.563355, expected=12.000000
predicted=21.270293, expected=28.000000
predicted=20.181473, expected=12.000000
predicted=12.655484, expected=4.000000
predicted=14.490698, expected=12.000000
predicted=13.774297, expected=4.000000
predicted=9.628710, expected=16.000000
predicted=18.089239, expected=8.000000
predicted=9.124195, expected=24.000000
predicted=13.699353, expected=12.000000
predicted=11.619342, expected=8.000000
predicted=8.823099, expected=4.000000
predicted=10.204423, expected=4.000000
predicted=7.889490, expected=20.000000
predicted=17.870774, expected=8.000000
predicted=9.270110, expected=16.000000
predicted=11.446266, expected=8.000000
predicted=7.214425, expected=4.000000
predicted=6.809706, expected=12.000000
predicted=13.736359, expected=12.000000
predicted=10.125192, expected=12.000000
predicted=12.462044, expected=16.000000
predicted=11.403917, expected=8.000000
predicted=7.878644, expected=16.000000
predicted=13.644848, expected=12.000000
predicted=12.007990, expected=20.000000
predicted=15.575223, expected=8.000000
predicted=11.902400, expected=32.000000
predicted=19.269763, expected=16.000000
predicted=15.910286, expected=12.000000
predicted=14.281966, expected=8.000000
predicted=14.059908, expected=8.000000
predicted=10.966099, expected=20.000000
predicted=21.619312, expected=12.000000
predicted=13.118136, expected=28.000000
predicted=18.238009, expected=8.000000
predicted=9.865667, expected=20.000000
predicted=15.560509, expected=12.000000
predicted=15.556019, expected=12.000000
predicted=13.895819, expected=16.000000
predicted=18.871969, expected=36.000000
predicted=20.931454, expected=16.000000
predicted=17.685358, expected=16.000000
predicted=15.800379, expected=8.000000
predicted=12.583377, expected=12.000000
predicted=15.900374, expected=8.000000
predicted=18.702965, expected=32.000000
predicted=21.027192, expected=8.000000
predicted=12.063634, expected=24.000000
predicted=16.344785, expected=16.000000
predicted=14.547277, expected=4.000000
predicted=10.294644, expected=12.000000
predicted=18.837824, expected=20.000000
predicted=14.425805, expected=24.000000
predicted=20.986597, expected=28.000000
predicted=19.971749, expected=16.000000
predicted=12.984190, expected=20.000000
predicted=17.897294, expected=24.000000
predicted=22.020512, expected=16.000000
predicted=20.505366, expected=12.000000
predicted=19.264282, expected=4.000000
predicted=11.893463, expected=20.000000
predicted=18.676238, expected=4.000000
predicted=13.041146, expected=8.000000
predicted=11.484544, expected=4.000000
predicted=7.685968, expected=12.000000
predicted=8.843152, expected=20.000000
predicted=16.120031, expected=36.000000
predicted=18.191821, expected=8.000000
predicted=10.155843, expected=4.000000
predicted=8.210154, expected=16.000000
predicted=14.861798, expected=16.000000
predicted=17.820241, expected=12.000000
predicted=19.682187, expected=16.000000
predicted=11.927136, expected=20.000000
predicted=13.171820, expected=16.000000
predicted=15.929388, expected=20.000000
predicted=17.435678, expected=4.000000
predicted=10.380536, expected=12.000000
predicted=14.463177, expected=12.000000
predicted=14.831234, expected=20.000000
predicted=16.687708, expected=24.000000
predicted=18.935164, expected=24.000000
predicted=15.152891, expected=8.000000
predicted=12.373247, expected=8.000000
predicted=12.526935, expected=8.000000
predicted=14.365671, expected=16.000000
predicted=17.919738, expected=60.000000
predicted=33.947609, expected=36.000000
predicted=22.054509, expected=4.000000
predicted=12.130676, expected=4.000000
predicted=11.964031, expected=28.000000
predicted=24.549113, expected=8.000000
predicted=28.556715, expected=16.000000
predicted=21.435497, expected=8.000000
predicted=7.780865, expected=20.000000
predicted=13.734228, expected=8.000000
predicted=15.705075, expected=8.000000
predicted=9.593066, expected=20.000000
predicted=16.007767, expected=24.000000
predicted=15.841795, expected=32.000000
predicted=22.980625, expected=28.000000
predicted=18.820179, expected=12.000000
predicted=14.358382, expected=8.000000
predicted=16.611125, expected=12.000000
predicted=18.610596, expected=4.000000
predicted=16.697467, expected=12.000000
predicted=16.678439, expected=40.000000
predicted=21.905819, expected=44.000000
predicted=23.994305, expected=12.000000
predicted=14.785331, expected=8.000000
predicted=11.802842, expected=12.000000
predicted=16.279693, expected=4.000000
Test MSE: 131.855
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273])]
predicted=30.953098, expected=20.000000
predicted=25.464860, expected=16.000000
predicted=23.000956, expected=24.000000
predicted=20.041513, expected=20.000000
predicted=18.589704, expected=8.000000
predicted=20.491182, expected=28.000000
predicted=21.850866, expected=40.000000
predicted=25.835335, expected=24.000000
predicted=23.878568, expected=20.000000
predicted=21.613550, expected=24.000000
predicted=21.304520, expected=24.000000
predicted=26.535307, expected=16.000000
predicted=24.518105, expected=24.000000
predicted=22.905509, expected=20.000000
predicted=20.358473, expected=32.000000
predicted=26.208607, expected=28.000000
predicted=24.228854, expected=28.000000
predicted=24.549464, expected=12.000000
predicted=20.095479, expected=24.000000
predicted=24.116649, expected=12.000000
predicted=20.533099, expected=20.000000
predicted=22.496448, expected=24.000000
predicted=21.414942, expected=40.000000
predicted=25.727505, expected=40.000000
predicted=29.011677, expected=12.000000
predicted=18.976065, expected=8.000000
predicted=19.303374, expected=40.000000
predicted=30.612433, expected=32.000000
predicted=30.949407, expected=36.000000
predicted=32.229449, expected=24.000000
predicted=21.517068, expected=8.000000
predicted=18.322119, expected=16.000000
predicted=25.779539, expected=28.000000
predicted=26.486676, expected=76.000000
predicted=44.660336, expected=48.000000
predicted=33.379289, expected=24.000000
predicted=26.882788, expected=28.000000
predicted=30.299308, expected=20.000000
predicted=32.501015, expected=12.000000
predicted=35.910115, expected=28.000000
predicted=30.456396, expected=16.000000
predicted=19.834530, expected=12.000000
predicted=19.170078, expected=32.000000
predicted=22.874326, expected=24.000000
predicted=19.894575, expected=12.000000
predicted=19.574249, expected=12.000000
predicted=15.580179, expected=16.000000
predicted=16.865069, expected=28.000000
predicted=24.720307, expected=16.000000
predicted=17.623038, expected=20.000000
predicted=17.439537, expected=8.000000
predicted=12.767895, expected=20.000000
predicted=19.195144, expected=24.000000
predicted=21.238019, expected=28.000000
predicted=21.440794, expected=16.000000
predicted=17.614077, expected=12.000000
predicted=15.001906, expected=8.000000
predicted=15.456606, expected=4.000000
predicted=14.025385, expected=8.000000
predicted=13.886137, expected=24.000000
predicted=15.947314, expected=44.000000
predicted=23.172718, expected=16.000000
predicted=14.147076, expected=36.000000
predicted=23.523501, expected=16.000000
predicted=17.717532, expected=20.000000
predicted=25.791587, expected=32.000000
predicted=30.204897, expected=16.000000
predicted=20.077955, expected=12.000000
predicted=21.541832, expected=32.000000
predicted=23.210454, expected=16.000000
predicted=19.425362, expected=24.000000
predicted=24.693448, expected=32.000000
predicted=22.691246, expected=28.000000
predicted=23.569426, expected=60.000000
predicted=39.648274, expected=16.000000
predicted=21.948484, expected=28.000000
predicted=31.000615, expected=40.000000
predicted=33.533824, expected=20.000000
predicted=29.684254, expected=48.000000
predicted=42.413564, expected=48.000000
predicted=33.149453, expected=24.000000
predicted=31.686057, expected=8.000000
predicted=25.617370, expected=36.000000
predicted=31.315209, expected=16.000000
predicted=28.838940, expected=16.000000
predicted=27.176856, expected=16.000000
predicted=17.709072, expected=52.000000
predicted=30.160307, expected=16.000000
predicted=22.874082, expected=12.000000
predicted=19.243220, expected=28.000000
predicted=22.182957, expected=20.000000
predicted=22.489722, expected=16.000000
predicted=26.371820, expected=28.000000
predicted=21.020320, expected=28.000000
predicted=21.881536, expected=8.000000
predicted=18.720958, expected=28.000000
predicted=23.232327, expected=24.000000
predicted=20.713818, expected=4.000000
predicted=17.701524, expected=4.000000
predicted=14.500965, expected=36.000000
predicted=21.074254, expected=60.000000
predicted=35.008662, expected=24.000000
predicted=23.280329, expected=12.000000
predicted=17.496675, expected=8.000000
predicted=16.382537, expected=8.000000
predicted=23.497695, expected=32.000000
predicted=32.230855, expected=28.000000
predicted=20.927115, expected=44.000000
predicted=26.510351, expected=20.000000
predicted=18.170371, expected=24.000000
predicted=23.784927, expected=20.000000
predicted=25.661046, expected=8.000000
predicted=21.264074, expected=16.000000
predicted=24.022048, expected=52.000000
predicted=30.629430, expected=28.000000
predicted=24.101388, expected=4.000000
predicted=16.716361, expected=12.000000
predicted=15.730510, expected=4.000000
predicted=15.277229, expected=4.000000
predicted=20.342466, expected=28.000000
predicted=19.433492, expected=28.000000
predicted=14.961271, expected=12.000000
predicted=13.159812, expected=12.000000
predicted=11.864330, expected=12.000000
predicted=12.938672, expected=20.000000
predicted=21.132287, expected=20.000000
predicted=19.292196, expected=4.000000
predicted=10.285486, expected=20.000000
predicted=16.109389, expected=4.000000
predicted=9.700462, expected=24.000000
predicted=19.727471, expected=16.000000
predicted=14.244900, expected=60.000000
predicted=29.997834, expected=28.000000
predicted=22.432377, expected=20.000000
predicted=21.650846, expected=20.000000
predicted=24.014913, expected=16.000000
predicted=23.229305, expected=16.000000
predicted=29.582212, expected=32.000000
predicted=25.725740, expected=16.000000
predicted=18.223845, expected=32.000000
predicted=24.937997, expected=12.000000
predicted=16.231359, expected=16.000000
predicted=19.861607, expected=8.000000
predicted=17.580601, expected=20.000000
predicted=18.796088, expected=32.000000
predicted=24.607646, expected=24.000000
predicted=18.632966, expected=16.000000
predicted=17.530651, expected=16.000000
predicted=16.392079, expected=20.000000
predicted=21.038280, expected=20.000000
predicted=22.766296, expected=32.000000
predicted=24.600265, expected=32.000000
predicted=23.393332, expected=24.000000
predicted=22.483963, expected=48.000000
predicted=32.790721, expected=20.000000
predicted=24.218050, expected=40.000000
predicted=35.771359, expected=16.000000
predicted=25.010270, expected=8.000000
predicted=22.574679, expected=4.000000
predicted=21.326028, expected=28.000000
predicted=22.832219, expected=4.000000
predicted=16.387659, expected=24.000000
predicted=17.805820, expected=24.000000
predicted=14.956567, expected=24.000000
predicted=17.887871, expected=72.000000
predicted=40.045475, expected=20.000000
predicted=20.267071, expected=24.000000
predicted=29.759861, expected=12.000000
predicted=22.004747, expected=24.000000
predicted=29.410656, expected=4.000000
predicted=27.048046, expected=8.000000
predicted=14.946526, expected=16.000000
predicted=15.907138, expected=20.000000
predicted=15.633473, expected=8.000000
predicted=13.164303, expected=8.000000
predicted=8.851800, expected=12.000000
predicted=11.160130, expected=16.000000
predicted=14.645106, expected=8.000000
predicted=11.907877, expected=16.000000
predicted=12.049914, expected=16.000000
predicted=12.368760, expected=16.000000
predicted=14.355784, expected=12.000000
predicted=13.388573, expected=16.000000
predicted=13.612285, expected=16.000000
predicted=15.401931, expected=44.000000
predicted=25.912015, expected=12.000000
predicted=15.765312, expected=8.000000
predicted=15.135180, expected=16.000000
predicted=16.757684, expected=20.000000
predicted=19.737827, expected=12.000000
predicted=20.729680, expected=8.000000
predicted=11.158870, expected=28.000000
predicted=17.539111, expected=20.000000
predicted=17.377583, expected=8.000000
predicted=14.652622, expected=24.000000
predicted=17.600630, expected=16.000000
predicted=15.204628, expected=32.000000
predicted=25.713858, expected=12.000000
predicted=16.006953, expected=4.000000
predicted=12.285568, expected=4.000000
predicted=13.356880, expected=20.000000
predicted=16.907762, expected=16.000000
predicted=17.329064, expected=12.000000
predicted=11.522587, expected=20.000000
predicted=12.820005, expected=24.000000
predicted=16.098849, expected=20.000000
predicted=19.084007, expected=4.000000
predicted=12.515760, expected=28.000000
predicted=20.091365, expected=8.000000
predicted=14.598231, expected=16.000000
predicted=18.520738, expected=20.000000
predicted=16.669573, expected=8.000000
predicted=11.242781, expected=24.000000
predicted=20.716750, expected=16.000000
predicted=13.716768, expected=8.000000
predicted=13.963063, expected=8.000000
predicted=12.969565, expected=4.000000
predicted=9.075018, expected=8.000000
predicted=12.637780, expected=36.000000
predicted=19.546967, expected=32.000000
predicted=18.160981, expected=24.000000
predicted=18.212155, expected=16.000000
predicted=15.701547, expected=24.000000
predicted=21.533939, expected=4.000000
predicted=19.693929, expected=12.000000
predicted=19.686187, expected=48.000000
predicted=28.378930, expected=32.000000
predicted=23.484039, expected=12.000000
predicted=19.646586, expected=44.000000
predicted=26.496869, expected=12.000000
predicted=19.833846, expected=24.000000
predicted=32.091488, expected=36.000000
predicted=28.509758, expected=4.000000
predicted=16.327531, expected=8.000000
predicted=21.997577, expected=12.000000
predicted=13.643590, expected=24.000000
predicted=21.393030, expected=4.000000
predicted=14.554598, expected=4.000000
predicted=7.515354, expected=20.000000
predicted=12.994301, expected=4.000000
predicted=9.497769, expected=16.000000
predicted=15.334428, expected=40.000000
predicted=18.630473, expected=12.000000
predicted=12.684676, expected=16.000000
predicted=18.314309, expected=12.000000
predicted=12.382693, expected=28.000000
predicted=22.838931, expected=28.000000
predicted=25.978926, expected=20.000000
predicted=18.427527, expected=24.000000
predicted=20.872919, expected=12.000000
predicted=16.839202, expected=8.000000
predicted=18.679922, expected=28.000000
predicted=23.246286, expected=4.000000
predicted=13.102360, expected=20.000000
predicted=19.142000, expected=12.000000
predicted=11.824268, expected=4.000000
predicted=10.716943, expected=12.000000
predicted=14.816544, expected=20.000000
predicted=12.738300, expected=36.000000
predicted=22.538302, expected=40.000000
predicted=23.535515, expected=4.000000
predicted=12.446586, expected=20.000000
predicted=20.527359, expected=48.000000
predicted=31.217391, expected=32.000000
predicted=31.602677, expected=20.000000
predicted=27.281733, expected=12.000000
predicted=16.519138, expected=8.000000
predicted=19.698773, expected=12.000000
predicted=23.812547, expected=20.000000
predicted=20.282211, expected=16.000000
predicted=15.539657, expected=24.000000
predicted=17.004130, expected=8.000000
predicted=11.229125, expected=4.000000
predicted=11.715829, expected=8.000000
predicted=12.719850, expected=44.000000
predicted=24.482794, expected=20.000000
predicted=18.059937, expected=12.000000
predicted=14.301580, expected=24.000000
predicted=16.864715, expected=8.000000
predicted=15.004853, expected=4.000000
predicted=19.493426, expected=32.000000
predicted=20.854577, expected=4.000000
predicted=10.463226, expected=8.000000
predicted=14.722992, expected=28.000000
predicted=15.435522, expected=20.000000
predicted=15.264502, expected=16.000000
predicted=19.735579, expected=4.000000
predicted=8.825463, expected=44.000000
predicted=25.059899, expected=12.000000
predicted=18.042385, expected=32.000000
predicted=25.343306, expected=20.000000
predicted=18.077630, expected=16.000000
predicted=18.751873, expected=12.000000
predicted=22.663218, expected=48.000000
predicted=28.224998, expected=56.000000
predicted=36.093522, expected=36.000000
predicted=30.451243, expected=32.000000
predicted=29.847021, expected=8.000000
predicted=22.579662, expected=20.000000
predicted=33.776962, expected=16.000000
predicted=28.960078, expected=16.000000
predicted=23.054442, expected=12.000000
predicted=17.726782, expected=8.000000
predicted=11.306648, expected=20.000000
predicted=17.307373, expected=36.000000
predicted=21.991727, expected=12.000000
predicted=15.177788, expected=8.000000
predicted=13.683228, expected=44.000000
predicted=24.751233, expected=40.000000
predicted=28.404484, expected=16.000000
predicted=25.059151, expected=4.000000
predicted=14.807609, expected=24.000000
predicted=21.519506, expected=24.000000
predicted=27.676447, expected=24.000000
predicted=25.392010, expected=12.000000
predicted=15.029163, expected=24.000000
predicted=18.322779, expected=8.000000
predicted=16.560867, expected=20.000000
predicted=20.694771, expected=20.000000
predicted=18.545755, expected=28.000000
predicted=20.409088, expected=32.000000
predicted=24.115013, expected=16.000000
predicted=17.273819, expected=20.000000
predicted=21.917069, expected=24.000000
predicted=22.748404, expected=12.000000
predicted=20.522087, expected=12.000000
predicted=19.592587, expected=16.000000
predicted=16.251642, expected=12.000000
predicted=15.655499, expected=24.000000
predicted=19.714437, expected=12.000000
predicted=12.874527, expected=16.000000
predicted=15.482520, expected=20.000000
predicted=16.868994, expected=12.000000
predicted=14.462035, expected=56.000000
predicted=31.962567, expected=28.000000
predicted=21.284315, expected=20.000000
predicted=23.738194, expected=4.000000
predicted=16.898539, expected=40.000000
predicted=29.434482, expected=24.000000
predicted=30.353441, expected=28.000000
predicted=26.361475, expected=20.000000
predicted=20.455020, expected=4.000000
predicted=14.297856, expected=28.000000
predicted=27.876670, expected=20.000000
predicted=20.311431, expected=16.000000
predicted=20.289816, expected=24.000000
predicted=19.583827, expected=28.000000
predicted=19.589309, expected=28.000000
predicted=25.408652, expected=12.000000
predicted=18.413480, expected=12.000000
predicted=17.867933, expected=16.000000
predicted=19.633718, expected=8.000000
predicted=16.751884, expected=16.000000
predicted=17.518840, expected=40.000000
predicted=21.836539, expected=12.000000
predicted=14.300499, expected=8.000000
predicted=15.023440, expected=12.000000
predicted=13.391351, expected=8.000000
predicted=14.646861, expected=24.000000
predicted=22.486136, expected=32.000000
predicted=18.599149, expected=20.000000
predicted=16.203467, expected=24.000000
predicted=19.682062, expected=16.000000
predicted=17.224108, expected=12.000000
predicted=19.984786, expected=24.000000
predicted=23.601430, expected=16.000000
predicted=17.896571, expected=16.000000
predicted=18.659277, expected=12.000000
predicted=14.562511, expected=12.000000
predicted=14.348821, expected=4.000000
predicted=12.861190, expected=4.000000
predicted=10.113812, expected=24.000000
predicted=15.594297, expected=16.000000
predicted=12.331525, expected=24.000000
predicted=16.324250, expected=12.000000
predicted=10.999628, expected=24.000000
predicted=17.689146, expected=16.000000
predicted=18.432855, expected=40.000000
predicted=26.201807, expected=16.000000
predicted=19.450088, expected=12.000000
predicted=17.756846, expected=32.000000
predicted=25.121231, expected=16.000000
predicted=19.552589, expected=8.000000
predicted=20.877500, expected=12.000000
predicted=14.717683, expected=16.000000
predicted=15.740063, expected=24.000000
predicted=21.513441, expected=8.000000
predicted=12.189126, expected=12.000000
predicted=12.607909, expected=4.000000
predicted=10.008080, expected=12.000000
predicted=13.698213, expected=8.000000
predicted=11.825159, expected=24.000000
predicted=14.276225, expected=12.000000
predicted=11.030104, expected=12.000000
predicted=11.222239, expected=24.000000
predicted=16.520905, expected=28.000000
predicted=18.875638, expected=8.000000
predicted=16.015495, expected=4.000000
predicted=11.932796, expected=28.000000
predicted=19.381756, expected=16.000000
predicted=17.915180, expected=12.000000
predicted=17.066587, expected=20.000000
predicted=14.491610, expected=12.000000
predicted=12.834720, expected=8.000000
Test MSE: 156.755
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019])]
predicted=34.732613, expected=24.000000
predicted=33.023906, expected=12.000000
predicted=24.743051, expected=24.000000
predicted=26.278237, expected=16.000000
predicted=27.344403, expected=20.000000
predicted=23.333862, expected=8.000000
predicted=16.133304, expected=16.000000
predicted=14.867255, expected=12.000000
predicted=15.473839, expected=8.000000
predicted=12.561574, expected=8.000000
predicted=11.038816, expected=8.000000
predicted=9.192037, expected=28.000000
predicted=15.305111, expected=16.000000
predicted=15.456183, expected=24.000000
predicted=16.740203, expected=16.000000
predicted=16.564497, expected=32.000000
predicted=21.538854, expected=16.000000
predicted=22.332902, expected=40.000000
predicted=25.518777, expected=36.000000
predicted=29.882888, expected=52.000000
predicted=35.568540, expected=24.000000
predicted=33.878192, expected=40.000000
predicted=33.351558, expected=32.000000
predicted=36.503827, expected=28.000000
predicted=34.055986, expected=44.000000
predicted=37.444891, expected=40.000000
predicted=36.217717, expected=60.000000
predicted=44.151327, expected=12.000000
predicted=34.797068, expected=8.000000
predicted=25.308611, expected=28.000000
predicted=28.271373, expected=12.000000
predicted=25.497310, expected=20.000000
predicted=23.479053, expected=28.000000
predicted=19.199691, expected=24.000000
predicted=21.300718, expected=28.000000
predicted=24.479750, expected=16.000000
predicted=20.605107, expected=12.000000
predicted=18.999480, expected=24.000000
predicted=21.135126, expected=20.000000
predicted=21.193602, expected=4.000000
predicted=16.076684, expected=16.000000
predicted=13.800178, expected=4.000000
predicted=11.732280, expected=16.000000
predicted=13.838810, expected=32.000000
predicted=18.197749, expected=16.000000
predicted=16.791891, expected=4.000000
predicted=13.093595, expected=16.000000
predicted=12.510544, expected=12.000000
predicted=15.240864, expected=20.000000
predicted=17.734725, expected=4.000000
predicted=11.587083, expected=12.000000
predicted=10.217508, expected=8.000000
predicted=11.152181, expected=4.000000
predicted=9.021583, expected=32.000000
predicted=15.467928, expected=8.000000
predicted=12.915473, expected=12.000000
predicted=12.306619, expected=4.000000
predicted=9.261611, expected=20.000000
predicted=13.073470, expected=28.000000
predicted=19.978124, expected=24.000000
predicted=18.684109, expected=16.000000
predicted=17.480486, expected=4.000000
predicted=13.143892, expected=16.000000
predicted=15.968983, expected=16.000000
predicted=17.427868, expected=20.000000
predicted=17.317178, expected=24.000000
predicted=17.601913, expected=20.000000
predicted=17.483363, expected=20.000000
predicted=19.291086, expected=60.000000
predicted=30.851992, expected=40.000000
predicted=35.424525, expected=52.000000
predicted=39.145398, expected=56.000000
predicted=43.495242, expected=44.000000
predicted=45.745049, expected=4.000000
predicted=36.891585, expected=12.000000
predicted=26.588502, expected=32.000000
predicted=31.118956, expected=8.000000
predicted=25.437411, expected=36.000000
predicted=24.663684, expected=80.000000
predicted=37.174395, expected=28.000000
predicted=37.099515, expected=4.000000
predicted=26.868191, expected=24.000000
predicted=23.048285, expected=12.000000
predicted=26.170537, expected=44.000000
predicted=36.329270, expected=28.000000
predicted=26.483689, expected=24.000000
predicted=22.896663, expected=12.000000
predicted=21.120995, expected=12.000000
predicted=18.247096, expected=24.000000
predicted=23.899344, expected=12.000000
predicted=18.745817, expected=8.000000
predicted=14.348936, expected=16.000000
predicted=13.152931, expected=12.000000
predicted=13.672333, expected=8.000000
predicted=13.052856, expected=16.000000
predicted=12.088472, expected=24.000000
predicted=15.591907, expected=24.000000
predicted=18.986566, expected=12.000000
predicted=15.885979, expected=24.000000
predicted=17.651313, expected=8.000000
predicted=16.349315, expected=12.000000
predicted=16.028635, expected=4.000000
predicted=12.099557, expected=20.000000
predicted=13.575275, expected=8.000000
predicted=13.185077, expected=8.000000
predicted=9.544953, expected=16.000000
predicted=11.459354, expected=16.000000
predicted=12.661961, expected=8.000000
predicted=12.777563, expected=8.000000
predicted=9.541158, expected=20.000000
predicted=12.973349, expected=8.000000
predicted=12.831811, expected=8.000000
predicted=10.830898, expected=44.000000
predicted=19.421299, expected=44.000000
predicted=27.720350, expected=20.000000
predicted=25.882554, expected=24.000000
predicted=22.703104, expected=32.000000
predicted=26.818723, expected=32.000000
predicted=33.374796, expected=16.000000
predicted=27.350072, expected=12.000000
predicted=19.709052, expected=8.000000
predicted=17.130299, expected=16.000000
predicted=18.199642, expected=8.000000
predicted=14.902196, expected=8.000000
predicted=10.732673, expected=36.000000
predicted=17.684192, expected=60.000000
predicted=30.610533, expected=44.000000
predicted=34.909801, expected=12.000000
predicted=25.436836, expected=24.000000
predicted=25.701177, expected=12.000000
predicted=26.388272, expected=28.000000
predicted=30.089690, expected=24.000000
predicted=25.468795, expected=40.000000
predicted=26.316905, expected=24.000000
predicted=26.379210, expected=36.000000
predicted=27.951966, expected=4.000000
predicted=22.422733, expected=16.000000
predicted=20.391567, expected=52.000000
predicted=32.336950, expected=28.000000
predicted=29.581880, expected=12.000000
predicted=23.858502, expected=8.000000
predicted=15.235276, expected=32.000000
predicted=23.803211, expected=36.000000
predicted=31.434485, expected=32.000000
predicted=27.645531, expected=36.000000
predicted=27.648715, expected=56.000000
predicted=36.583154, expected=56.000000
predicted=45.246161, expected=12.000000
predicted=34.536865, expected=24.000000
predicted=31.304185, expected=52.000000
predicted=39.840601, expected=32.000000
predicted=39.396665, expected=16.000000
predicted=30.637375, expected=28.000000
predicted=25.713383, expected=16.000000
predicted=24.942376, expected=28.000000
predicted=28.840281, expected=16.000000
predicted=22.083500, expected=24.000000
predicted=21.248175, expected=4.000000
predicted=16.962822, expected=12.000000
predicted=14.672774, expected=40.000000
predicted=23.888403, expected=20.000000
predicted=20.823309, expected=36.000000
predicted=25.636822, expected=36.000000
predicted=26.596507, expected=8.000000
predicted=22.219220, expected=12.000000
predicted=22.198151, expected=40.000000
predicted=26.362189, expected=36.000000
predicted=30.756350, expected=28.000000
predicted=28.652685, expected=28.000000
predicted=25.242453, expected=28.000000
predicted=27.402129, expected=24.000000
predicted=29.582508, expected=16.000000
predicted=24.828364, expected=24.000000
predicted=23.977799, expected=44.000000
predicted=30.243016, expected=36.000000
predicted=31.260460, expected=16.000000
predicted=25.473982, expected=8.000000
predicted=19.821534, expected=24.000000
predicted=23.419430, expected=16.000000
predicted=23.130291, expected=28.000000
predicted=23.253543, expected=24.000000
predicted=20.631595, expected=8.000000
predicted=15.985007, expected=36.000000
predicted=24.337240, expected=24.000000
predicted=23.154784, expected=8.000000
predicted=19.621712, expected=4.000000
predicted=14.376903, expected=8.000000
predicted=11.872072, expected=28.000000
predicted=20.018004, expected=12.000000
predicted=14.975930, expected=8.000000
predicted=10.847317, expected=20.000000
predicted=13.665304, expected=4.000000
predicted=11.457185, expected=12.000000
predicted=13.759251, expected=48.000000
predicted=22.448252, expected=20.000000
predicted=20.209661, expected=12.000000
predicted=18.716755, expected=4.000000
predicted=12.932771, expected=4.000000
predicted=12.841147, expected=8.000000
predicted=15.136735, expected=20.000000
predicted=13.206437, expected=40.000000
predicted=19.934463, expected=8.000000
predicted=14.001411, expected=44.000000
predicted=23.879683, expected=32.000000
predicted=26.402883, expected=28.000000
predicted=28.793145, expected=16.000000
predicted=26.305246, expected=16.000000
predicted=20.860040, expected=20.000000
predicted=24.863479, expected=12.000000
predicted=19.388164, expected=20.000000
predicted=19.011220, expected=16.000000
predicted=16.548009, expected=12.000000
predicted=15.259645, expected=28.000000
predicted=19.612550, expected=12.000000
predicted=16.114302, expected=20.000000
predicted=18.335006, expected=28.000000
predicted=20.647683, expected=4.000000
predicted=15.189779, expected=12.000000
predicted=16.114165, expected=16.000000
predicted=14.566306, expected=4.000000
predicted=12.478639, expected=24.000000
predicted=16.552506, expected=16.000000
predicted=13.318841, expected=24.000000
predicted=17.682717, expected=24.000000
predicted=19.339390, expected=16.000000
predicted=17.382383, expected=8.000000
predicted=16.658280, expected=20.000000
predicted=17.401146, expected=16.000000
predicted=17.820950, expected=12.000000
predicted=15.815795, expected=12.000000
predicted=13.486781, expected=24.000000
predicted=16.268749, expected=8.000000
predicted=14.659385, expected=20.000000
predicted=15.994303, expected=36.000000
predicted=21.457908, expected=12.000000
predicted=18.310941, expected=4.000000
predicted=15.143345, expected=8.000000
predicted=11.798642, expected=24.000000
predicted=17.836979, expected=4.000000
predicted=14.296929, expected=12.000000
predicted=10.900787, expected=8.000000
predicted=9.025846, expected=28.000000
predicted=15.983697, expected=20.000000
predicted=17.884277, expected=4.000000
predicted=11.349533, expected=20.000000
predicted=15.287247, expected=8.000000
predicted=12.930973, expected=20.000000
predicted=17.508911, expected=4.000000
predicted=11.622989, expected=20.000000
predicted=13.194922, expected=44.000000
predicted=23.840712, expected=48.000000
predicted=29.430625, expected=32.000000
predicted=30.243589, expected=16.000000
predicted=24.449843, expected=24.000000
predicted=27.680172, expected=4.000000
predicted=23.349086, expected=8.000000
predicted=19.324234, expected=4.000000
predicted=12.465662, expected=12.000000
predicted=11.083108, expected=4.000000
predicted=9.001870, expected=4.000000
predicted=5.426365, expected=16.000000
predicted=9.183039, expected=16.000000
predicted=10.759719, expected=8.000000
predicted=10.270762, expected=8.000000
predicted=8.752588, expected=12.000000
predicted=10.224200, expected=4.000000
predicted=9.520182, expected=8.000000
predicted=9.039837, expected=4.000000
predicted=6.521040, expected=12.000000
predicted=8.500088, expected=4.000000
predicted=7.059672, expected=8.000000
predicted=6.698829, expected=4.000000
predicted=6.100523, expected=8.000000
predicted=6.581095, expected=16.000000
predicted=10.150182, expected=4.000000
predicted=7.059010, expected=8.000000
predicted=7.864639, expected=20.000000
predicted=11.366928, expected=20.000000
predicted=14.356602, expected=8.000000
predicted=12.583321, expected=32.000000
predicted=17.762522, expected=28.000000
predicted=21.101182, expected=44.000000
predicted=29.482174, expected=16.000000
predicted=24.130441, expected=4.000000
predicted=17.562407, expected=20.000000
predicted=21.792453, expected=4.000000
predicted=16.135617, expected=12.000000
predicted=16.269616, expected=8.000000
predicted=10.157670, expected=16.000000
predicted=11.277933, expected=8.000000
predicted=11.258600, expected=44.000000
predicted=20.259500, expected=4.000000
predicted=14.792015, expected=20.000000
predicted=16.631159, expected=16.000000
predicted=17.139660, expected=20.000000
predicted=18.139684, expected=16.000000
predicted=20.364725, expected=8.000000
predicted=12.488357, expected=20.000000
predicted=16.771883, expected=4.000000
predicted=12.277591, expected=20.000000
predicted=15.300642, expected=28.000000
predicted=18.423518, expected=16.000000
predicted=16.656594, expected=16.000000
predicted=17.339295, expected=20.000000
predicted=16.972739, expected=28.000000
predicted=22.379773, expected=24.000000
predicted=23.130854, expected=24.000000
predicted=21.991582, expected=4.000000
predicted=16.413051, expected=20.000000
predicted=18.796020, expected=8.000000
predicted=16.165726, expected=8.000000
predicted=13.348922, expected=8.000000
predicted=11.270435, expected=8.000000
predicted=8.579634, expected=8.000000
predicted=9.816274, expected=12.000000
predicted=9.192575, expected=16.000000
predicted=11.201158, expected=4.000000
predicted=8.709940, expected=4.000000
predicted=7.416019, expected=8.000000
predicted=7.904366, expected=4.000000
predicted=7.200442, expected=8.000000
predicted=7.605077, expected=4.000000
predicted=5.086451, expected=16.000000
predicted=8.658847, expected=20.000000
predicted=12.250693, expected=8.000000
predicted=10.210353, expected=44.000000
predicted=21.264696, expected=28.000000
predicted=22.473576, expected=28.000000
predicted=25.406409, expected=4.000000
predicted=18.739319, expected=16.000000
predicted=18.254508, expected=32.000000
predicted=26.277662, expected=4.000000
predicted=17.072559, expected=12.000000
predicted=15.142077, expected=20.000000
predicted=14.677789, expected=4.000000
predicted=12.866966, expected=8.000000
predicted=12.486881, expected=12.000000
predicted=9.705184, expected=116.000000
predicted=44.265946, expected=176.000000
predicted=92.083612, expected=60.000000
predicted=66.408603, expected=108.000000
predicted=86.507218, expected=40.000000
predicted=70.930114, expected=32.000000
predicted=74.371749, expected=32.000000
predicted=64.006677, expected=48.000000
predicted=50.215759, expected=24.000000
predicted=44.600126, expected=24.000000
predicted=30.499394, expected=16.000000
predicted=24.524977, expected=48.000000
predicted=34.819410, expected=48.000000
predicted=40.357129, expected=40.000000
predicted=36.975325, expected=28.000000
predicted=32.404427, expected=32.000000
predicted=32.432474, expected=24.000000
predicted=32.924295, expected=44.000000
predicted=37.801225, expected=28.000000
predicted=32.733864, expected=16.000000
predicted=25.402120, expected=4.000000
predicted=17.933895, expected=48.000000
predicted=30.349922, expected=8.000000
predicted=23.145188, expected=28.000000
predicted=23.439683, expected=72.000000
predicted=39.471028, expected=44.000000
predicted=39.177220, expected=16.000000
predicted=33.403167, expected=16.000000
predicted=23.397214, expected=48.000000
predicted=36.917592, expected=20.000000
predicted=34.293736, expected=40.000000
predicted=33.938348, expected=40.000000
predicted=32.495163, expected=24.000000
predicted=29.430775, expected=12.000000
predicted=26.156304, expected=12.000000
predicted=19.197299, expected=36.000000
predicted=28.569183, expected=16.000000
predicted=23.205539, expected=32.000000
predicted=24.999836, expected=32.000000
predicted=25.597463, expected=40.000000
predicted=30.965408, expected=16.000000
predicted=26.837460, expected=24.000000
predicted=24.522941, expected=44.000000
predicted=33.664843, expected=20.000000
predicted=28.096207, expected=12.000000
predicted=23.079547, expected=40.000000
predicted=27.639973, expected=48.000000
predicted=35.611320, expected=16.000000
predicted=29.173336, expected=20.000000
predicted=23.980116, expected=28.000000
predicted=25.211980, expected=20.000000
predicted=26.304769, expected=20.000000
predicted=25.002709, expected=40.000000
predicted=27.519801, expected=24.000000
predicted=25.678540, expected=12.000000
predicted=21.567220, expected=4.000000
predicted=14.806087, expected=28.000000
predicted=20.923827, expected=24.000000
predicted=23.514188, expected=8.000000
predicted=15.816774, expected=20.000000
predicted=16.633322, expected=8.000000
predicted=12.413209, expected=8.000000
predicted=13.818871, expected=16.000000
predicted=14.464827, expected=16.000000
predicted=13.268428, expected=16.000000
predicted=15.262712, expected=36.000000
predicted=21.594849, expected=36.000000
predicted=25.790314, expected=4.000000
predicted=17.653105, expected=16.000000
predicted=18.254207, expected=24.000000
Test MSE: 266.382
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688])]
predicted=23.868413, expected=40.000000
predicted=34.156058, expected=68.000000
predicted=41.055683, expected=28.000000
predicted=32.732379, expected=16.000000
predicted=38.030666, expected=24.000000
predicted=30.705887, expected=52.000000
predicted=33.300914, expected=28.000000
predicted=34.300353, expected=44.000000
predicted=36.723527, expected=40.000000
predicted=36.544987, expected=84.000000
predicted=48.396830, expected=32.000000
predicted=47.379000, expected=24.000000
predicted=42.332542, expected=36.000000
predicted=43.628953, expected=20.000000
predicted=29.059158, expected=28.000000
predicted=35.618877, expected=40.000000
predicted=31.468158, expected=32.000000
predicted=28.884661, expected=12.000000
predicted=27.863953, expected=16.000000
predicted=24.011674, expected=44.000000
predicted=27.672278, expected=16.000000
predicted=23.141569, expected=24.000000
predicted=26.532098, expected=8.000000
predicted=19.774378, expected=60.000000
predicted=28.514961, expected=36.000000
predicted=32.194393, expected=40.000000
predicted=33.824784, expected=28.000000
predicted=37.162218, expected=16.000000
predicted=26.266615, expected=36.000000
predicted=35.076261, expected=40.000000
predicted=31.088204, expected=64.000000
predicted=40.797330, expected=16.000000
predicted=34.472461, expected=16.000000
predicted=31.259316, expected=48.000000
predicted=37.175209, expected=52.000000
predicted=34.814882, expected=40.000000
predicted=41.806309, expected=56.000000
predicted=44.695302, expected=76.000000
predicted=51.440740, expected=40.000000
predicted=50.407668, expected=24.000000
predicted=48.305881, expected=40.000000
predicted=44.760117, expected=8.000000
predicted=30.222759, expected=20.000000
predicted=31.305728, expected=56.000000
predicted=34.014008, expected=56.000000
predicted=33.925880, expected=20.000000
predicted=36.141990, expected=12.000000
predicted=30.736810, expected=20.000000
predicted=26.057535, expected=4.000000
predicted=19.310100, expected=32.000000
predicted=24.634685, expected=20.000000
predicted=18.148786, expected=36.000000
predicted=22.615996, expected=24.000000
predicted=25.607060, expected=28.000000
predicted=23.865143, expected=36.000000
predicted=31.315198, expected=16.000000
predicted=23.877537, expected=28.000000
predicted=28.893005, expected=12.000000
predicted=21.762156, expected=24.000000
predicted=22.038028, expected=24.000000
predicted=23.735094, expected=24.000000
predicted=20.406292, expected=36.000000
predicted=27.669912, expected=4.000000
predicted=18.393956, expected=24.000000
predicted=23.329005, expected=20.000000
predicted=20.740346, expected=40.000000
predicted=23.966753, expected=20.000000
predicted=25.920273, expected=4.000000
predicted=17.420204, expected=36.000000
predicted=26.243243, expected=28.000000
predicted=21.390468, expected=48.000000
predicted=32.096732, expected=20.000000
predicted=28.803449, expected=48.000000
predicted=33.075390, expected=24.000000
predicted=33.322295, expected=16.000000
predicted=26.982943, expected=36.000000
predicted=33.966332, expected=8.000000
predicted=19.506462, expected=16.000000
predicted=23.598324, expected=40.000000
predicted=25.689122, expected=12.000000
predicted=17.371221, expected=28.000000
predicted=26.430893, expected=28.000000
predicted=23.592662, expected=24.000000
predicted=22.225058, expected=16.000000
predicted=25.400317, expected=40.000000
predicted=26.061011, expected=32.000000
predicted=27.500685, expected=40.000000
predicted=32.040297, expected=24.000000
predicted=31.082577, expected=32.000000
predicted=30.177025, expected=36.000000
predicted=33.936437, expected=16.000000
predicted=26.771186, expected=32.000000
predicted=31.215768, expected=36.000000
predicted=29.111428, expected=40.000000
predicted=31.720670, expected=28.000000
predicted=33.234700, expected=40.000000
predicted=33.643329, expected=20.000000
predicted=30.636049, expected=16.000000
predicted=27.296912, expected=44.000000
predicted=32.624340, expected=40.000000
predicted=29.759639, expected=56.000000
predicted=40.224162, expected=32.000000
predicted=37.697508, expected=32.000000
predicted=36.511209, expected=60.000000
predicted=45.986132, expected=32.000000
predicted=37.990416, expected=20.000000
predicted=38.192681, expected=16.000000
predicted=30.971568, expected=32.000000
predicted=27.314926, expected=20.000000
predicted=26.811274, expected=20.000000
predicted=23.401094, expected=28.000000
predicted=24.269463, expected=8.000000
predicted=17.517837, expected=28.000000
predicted=23.571228, expected=36.000000
predicted=24.404066, expected=44.000000
predicted=28.579991, expected=8.000000
predicted=26.302468, expected=64.000000
predicted=36.594119, expected=36.000000
predicted=34.715887, expected=24.000000
predicted=33.542222, expected=32.000000
predicted=38.971594, expected=24.000000
predicted=25.933669, expected=48.000000
predicted=37.958946, expected=24.000000
predicted=30.952022, expected=16.000000
predicted=27.168655, expected=52.000000
predicted=35.820478, expected=32.000000
predicted=29.283525, expected=32.000000
predicted=35.279748, expected=28.000000
predicted=33.197541, expected=72.000000
predicted=40.195378, expected=32.000000
predicted=40.211828, expected=56.000000
predicted=46.323598, expected=56.000000
predicted=49.916472, expected=28.000000
predicted=40.368765, expected=44.000000
predicted=49.925051, expected=60.000000
predicted=45.516505, expected=40.000000
predicted=44.292522, expected=48.000000
predicted=49.258740, expected=32.000000
predicted=41.369406, expected=32.000000
predicted=39.282140, expected=36.000000
predicted=40.095441, expected=32.000000
predicted=34.004916, expected=32.000000
predicted=35.004443, expected=52.000000
predicted=37.981197, expected=28.000000
predicted=34.164320, expected=20.000000
predicted=33.089072, expected=24.000000
predicted=30.773815, expected=16.000000
predicted=23.336834, expected=28.000000
predicted=26.876014, expected=16.000000
predicted=21.074932, expected=60.000000
predicted=30.924930, expected=20.000000
predicted=27.528920, expected=36.000000
predicted=31.796297, expected=28.000000
predicted=33.323992, expected=20.000000
predicted=25.064542, expected=48.000000
predicted=37.573372, expected=24.000000
predicted=27.471065, expected=32.000000
predicted=32.304798, expected=8.000000
predicted=26.032967, expected=16.000000
predicted=20.977839, expected=56.000000
predicted=32.146933, expected=36.000000
predicted=27.680282, expected=28.000000
predicted=33.097440, expected=68.000000
predicted=42.393382, expected=32.000000
predicted=36.149754, expected=12.000000
predicted=37.497268, expected=28.000000
predicted=34.812546, expected=40.000000
predicted=29.228671, expected=8.000000
predicted=27.231099, expected=24.000000
predicted=26.490410, expected=32.000000
predicted=23.792218, expected=52.000000
predicted=30.419827, expected=12.000000
predicted=28.926222, expected=16.000000
predicted=25.508045, expected=28.000000
predicted=26.500111, expected=12.000000
predicted=19.033204, expected=16.000000
predicted=22.782169, expected=60.000000
predicted=28.198042, expected=64.000000
predicted=35.119202, expected=16.000000
predicted=34.997113, expected=28.000000
predicted=37.801314, expected=48.000000
predicted=36.400527, expected=20.000000
predicted=31.847698, expected=8.000000
predicted=30.756828, expected=28.000000
predicted=25.133523, expected=40.000000
predicted=25.301487, expected=12.000000
predicted=24.247998, expected=36.000000
predicted=28.820142, expected=52.000000
predicted=31.342870, expected=16.000000
predicted=27.351437, expected=20.000000
predicted=32.498426, expected=52.000000
predicted=32.755113, expected=28.000000
predicted=28.835364, expected=32.000000
predicted=36.236579, expected=56.000000
predicted=38.737959, expected=72.000000
predicted=43.992614, expected=24.000000
predicted=44.303295, expected=28.000000
predicted=43.172934, expected=56.000000
predicted=44.000286, expected=24.000000
predicted=34.749720, expected=44.000000
predicted=44.396603, expected=36.000000
predicted=36.404297, expected=48.000000
predicted=37.718652, expected=12.000000
predicted=35.734369, expected=36.000000
predicted=33.450673, expected=36.000000
predicted=33.792059, expected=36.000000
predicted=31.279346, expected=28.000000
predicted=35.268835, expected=32.000000
predicted=30.219302, expected=24.000000
predicted=30.265097, expected=12.000000
predicted=25.226634, expected=40.000000
predicted=29.619363, expected=44.000000
predicted=29.415807, expected=32.000000
predicted=31.543847, expected=44.000000
predicted=38.120068, expected=20.000000
predicted=30.141647, expected=40.000000
predicted=36.290079, expected=20.000000
predicted=31.259828, expected=20.000000
predicted=26.561522, expected=36.000000
predicted=31.448622, expected=64.000000
predicted=34.118369, expected=40.000000
predicted=38.447163, expected=20.000000
predicted=36.335898, expected=56.000000
predicted=43.005347, expected=24.000000
predicted=33.140199, expected=32.000000
predicted=38.685794, expected=44.000000
predicted=38.916943, expected=64.000000
predicted=39.037617, expected=28.000000
predicted=41.924460, expected=36.000000
predicted=41.111608, expected=40.000000
predicted=40.175530, expected=12.000000
predicted=30.069633, expected=40.000000
predicted=38.306000, expected=40.000000
predicted=31.514731, expected=24.000000
predicted=29.635471, expected=20.000000
predicted=32.005017, expected=32.000000
predicted=26.945208, expected=32.000000
predicted=28.737645, expected=44.000000
predicted=33.770019, expected=48.000000
predicted=36.610454, expected=24.000000
predicted=33.261891, expected=56.000000
predicted=43.126031, expected=72.000000
predicted=47.378570, expected=24.000000
predicted=41.841218, expected=48.000000
predicted=51.447744, expected=20.000000
predicted=36.269555, expected=32.000000
predicted=36.335024, expected=20.000000
predicted=34.821291, expected=8.000000
predicted=20.499018, expected=40.000000
predicted=29.590312, expected=60.000000
predicted=30.670831, expected=16.000000
predicted=28.986498, expected=20.000000
predicted=32.595343, expected=60.000000
predicted=35.727267, expected=68.000000
predicted=40.870837, expected=28.000000
predicted=44.230798, expected=36.000000
predicted=44.264246, expected=16.000000
predicted=33.172074, expected=20.000000
predicted=31.058427, expected=32.000000
predicted=32.291873, expected=52.000000
predicted=30.636494, expected=16.000000
predicted=28.605450, expected=12.000000
predicted=26.585857, expected=56.000000
predicted=33.773016, expected=8.000000
predicted=21.369433, expected=44.000000
predicted=35.992938, expected=48.000000
predicted=34.145274, expected=36.000000
predicted=30.820130, expected=16.000000
predicted=37.802862, expected=24.000000
predicted=28.266403, expected=48.000000
predicted=33.846772, expected=16.000000
predicted=27.335691, expected=28.000000
predicted=31.179989, expected=24.000000
predicted=26.162617, expected=60.000000
predicted=32.873238, expected=28.000000
predicted=34.317682, expected=16.000000
predicted=29.960727, expected=56.000000
predicted=39.770252, expected=20.000000
predicted=26.926870, expected=40.000000
predicted=38.716736, expected=96.000000
predicted=50.433069, expected=36.000000
predicted=39.770784, expected=28.000000
predicted=52.177504, expected=44.000000
predicted=46.340627, expected=60.000000
predicted=42.788115, expected=28.000000
predicted=46.410734, expected=20.000000
predicted=38.115761, expected=40.000000
predicted=36.529796, expected=28.000000
predicted=30.380846, expected=20.000000
predicted=31.780849, expected=44.000000
predicted=33.159282, expected=44.000000
predicted=31.277590, expected=28.000000
predicted=34.229232, expected=52.000000
predicted=41.116175, expected=32.000000
predicted=34.562307, expected=36.000000
predicted=39.006559, expected=32.000000
predicted=38.138008, expected=16.000000
predicted=28.531854, expected=28.000000
predicted=32.295180, expected=60.000000
predicted=34.601636, expected=44.000000
predicted=35.290744, expected=16.000000
predicted=35.384006, expected=36.000000
predicted=36.937394, expected=44.000000
predicted=33.797383, expected=52.000000
predicted=40.693592, expected=48.000000
predicted=44.011961, expected=12.000000
predicted=34.095991, expected=40.000000
predicted=40.009107, expected=28.000000
predicted=32.337841, expected=12.000000
predicted=27.392522, expected=40.000000
predicted=33.745757, expected=56.000000
predicted=30.596052, expected=100.000000
predicted=51.995100, expected=20.000000
predicted=44.679694, expected=28.000000
predicted=48.135127, expected=72.000000
predicted=54.052620, expected=48.000000
predicted=42.761335, expected=16.000000
predicted=48.505342, expected=12.000000
predicted=35.192500, expected=32.000000
predicted=28.914516, expected=48.000000
predicted=33.537079, expected=28.000000
predicted=30.588741, expected=48.000000
predicted=36.882650, expected=28.000000
predicted=32.569103, expected=36.000000
predicted=35.950634, expected=16.000000
predicted=32.717899, expected=68.000000
predicted=38.953822, expected=28.000000
predicted=34.676260, expected=68.000000
predicted=45.482492, expected=32.000000
predicted=43.681694, expected=56.000000
predicted=44.330983, expected=20.000000
predicted=44.915016, expected=36.000000
predicted=37.121944, expected=36.000000
predicted=40.733759, expected=60.000000
predicted=38.321472, expected=36.000000
predicted=41.821895, expected=28.000000
predicted=37.408631, expected=28.000000
predicted=37.933597, expected=16.000000
predicted=28.273176, expected=24.000000
predicted=29.910185, expected=36.000000
predicted=27.638561, expected=24.000000
predicted=24.492739, expected=56.000000
predicted=35.276675, expected=32.000000
predicted=31.763325, expected=44.000000
predicted=37.920058, expected=32.000000
predicted=39.109418, expected=40.000000
predicted=36.076947, expected=44.000000
predicted=42.002666, expected=16.000000
predicted=31.711117, expected=40.000000
predicted=37.930616, expected=64.000000
predicted=39.923889, expected=36.000000
predicted=37.257531, expected=20.000000
predicted=40.244544, expected=52.000000
predicted=40.945932, expected=64.000000
predicted=42.363188, expected=40.000000
predicted=45.108732, expected=36.000000
predicted=46.383749, expected=64.000000
predicted=48.026042, expected=80.000000
predicted=54.396297, expected=48.000000
predicted=55.602516, expected=60.000000
predicted=60.920227, expected=104.000000
predicted=69.338168, expected=40.000000
predicted=59.178377, expected=36.000000
predicted=64.770338, expected=32.000000
predicted=52.749314, expected=44.000000
predicted=42.615446, expected=44.000000
predicted=47.422913, expected=32.000000
predicted=37.615925, expected=60.000000
predicted=45.114738, expected=20.000000
predicted=35.505618, expected=64.000000
predicted=46.946018, expected=36.000000
predicted=42.155267, expected=64.000000
predicted=46.045044, expected=48.000000
predicted=51.950128, expected=28.000000
predicted=40.818252, expected=56.000000
predicted=52.514546, expected=64.000000
predicted=46.881671, expected=44.000000
predicted=48.886155, expected=36.000000
predicted=49.694421, expected=40.000000
predicted=44.345041, expected=36.000000
predicted=41.415941, expected=32.000000
predicted=39.752464, expected=52.000000
predicted=41.303737, expected=16.000000
predicted=32.272937, expected=32.000000
predicted=35.719836, expected=24.000000
predicted=30.920614, expected=12.000000
predicted=22.720844, expected=24.000000
predicted=27.500226, expected=32.000000
predicted=22.047657, expected=48.000000
predicted=29.453851, expected=20.000000
predicted=27.958813, expected=40.000000
predicted=33.350458, expected=16.000000
predicted=28.570083, expected=28.000000
predicted=28.320861, expected=28.000000
predicted=30.090739, expected=12.000000
predicted=20.514541, expected=48.000000
predicted=31.914882, expected=32.000000
predicted=26.231864, expected=32.000000
predicted=30.885203, expected=48.000000
predicted=38.380492, expected=16.000000
predicted=27.982861, expected=32.000000
predicted=35.667379, expected=52.000000
predicted=36.349404, expected=48.000000
predicted=35.611296, expected=36.000000
predicted=41.794076, expected=36.000000
predicted=39.602333, expected=60.000000
predicted=44.301349, expected=72.000000
predicted=50.566016, expected=44.000000
predicted=50.382720, expected=24.000000
predicted=48.091117, expected=44.000000
predicted=46.634212, expected=40.000000
predicted=40.819654, expected=40.000000
predicted=41.687796, expected=28.000000
predicted=37.944837, expected=28.000000
predicted=33.340908, expected=40.000000
predicted=35.849419, expected=44.000000
predicted=35.385893, expected=44.000000
predicted=38.574813, expected=28.000000
predicted=36.638770, expected=60.000000
predicted=43.554392, expected=20.000000
predicted=35.828354, expected=36.000000
predicted=39.052493, expected=44.000000
predicted=40.029612, expected=16.000000
predicted=28.262032, expected=52.000000
predicted=41.625930, expected=28.000000
predicted=31.001285, expected=44.000000
predicted=36.596280, expected=16.000000
predicted=34.147102, expected=56.000000
predicted=36.033258, expected=40.000000
predicted=38.415624, expected=44.000000
predicted=38.163013, expected=48.000000
predicted=45.788248, expected=32.000000
Test MSE: 295.717
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781])]
predicted=134.033640, expected=151.232000
predicted=151.623276, expected=153.232000
predicted=163.225378, expected=120.108000
predicted=155.654870, expected=81.000000
predicted=168.939309, expected=392.892000
predicted=179.900566, expected=10.364000
predicted=130.650072, expected=122.144000
predicted=152.324189, expected=58.176000
predicted=140.723059, expected=163.472000
predicted=121.758778, expected=56.912000
predicted=138.368652, expected=76.672000
predicted=77.042503, expected=88.416000
predicted=98.661195, expected=78.592000
predicted=79.235903, expected=129.584000
predicted=101.539977, expected=165.836000
predicted=98.231216, expected=114.988000
predicted=104.042981, expected=171.428000
predicted=127.726459, expected=152.232000
predicted=133.369317, expected=27.936000
predicted=118.818492, expected=158.328000
predicted=140.026835, expected=225.836000
predicted=139.962657, expected=134.892000
predicted=134.029209, expected=68.548000
predicted=131.919739, expected=39.352000
predicted=109.165359, expected=86.076000
predicted=116.067744, expected=59.880000
predicted=98.705412, expected=106.176000
predicted=82.514009, expected=118.856000
predicted=80.164118, expected=149.924000
predicted=90.449113, expected=185.352000
predicted=118.843190, expected=117.912000
predicted=118.008031, expected=127.352000
predicted=134.931200, expected=69.240000
predicted=125.983783, expected=166.496000
predicted=136.010887, expected=224.540000
predicted=149.477396, expected=19.648000
predicted=108.208176, expected=37.988000
predicted=114.225098, expected=224.880000
predicted=131.098353, expected=75.936000
predicted=106.546295, expected=109.704000
predicted=120.055041, expected=113.056000
predicted=102.624647, expected=243.080000
predicted=128.352499, expected=168.240000
predicted=152.995797, expected=118.164000
predicted=134.620638, expected=132.340000
predicted=153.024198, expected=80.672000
predicted=135.118958, expected=248.944000
predicted=169.899052, expected=115.892000
predicted=136.831711, expected=184.944000
predicted=146.446355, expected=38.628000
predicted=134.401622, expected=58.032000
predicted=115.269255, expected=86.824000
predicted=127.622087, expected=39.240000
predicted=77.182346, expected=255.264000
predicted=119.587954, expected=175.484000
predicted=101.892980, expected=97.748000
predicted=111.740414, expected=29.056000
predicted=120.735287, expected=67.980000
predicted=106.892121, expected=104.780000
predicted=120.366532, expected=118.484000
predicted=95.674040, expected=125.056000
predicted=90.901376, expected=130.680000
predicted=95.023623, expected=257.936000
predicted=136.897156, expected=12.196000
predicted=112.832025, expected=105.540000
predicted=129.980883, expected=52.496000
predicted=116.256262, expected=347.100000
predicted=148.749293, expected=198.780000
predicted=158.337126, expected=157.328000
predicted=138.271162, expected=68.352000
predicted=164.247661, expected=29.936000
predicted=132.514839, expected=180.824000
predicted=170.913508, expected=52.592000
predicted=104.533123, expected=155.220000
predicted=109.686295, expected=125.988000
predicted=105.074430, expected=81.020000
predicted=94.017843, expected=144.076000
predicted=130.474069, expected=20.988000
predicted=88.196335, expected=134.044000
predicted=112.908712, expected=41.020000
predicted=89.044376, expected=161.352000
predicted=94.740108, expected=179.132000
predicted=117.097996, expected=121.672000
predicted=99.813169, expected=96.108000
predicted=125.996612, expected=52.848000
predicted=105.981577, expected=74.824000
predicted=112.782310, expected=40.548000
predicted=91.868306, expected=228.264000
predicted=106.394164, expected=135.760000
predicted=98.725923, expected=112.208000
predicted=102.776728, expected=156.188000
predicted=132.795472, expected=59.364000
predicted=111.443765, expected=79.396000
predicted=129.726725, expected=94.328000
predicted=108.018223, expected=256.880000
predicted=126.186099, expected=167.584000
predicted=130.390788, expected=54.120000
predicted=112.885240, expected=193.296000
predicted=152.336922, expected=80.220000
predicted=130.082535, expected=128.792000
predicted=145.205412, expected=85.848000
predicted=122.280454, expected=191.132000
predicted=118.798599, expected=94.748000
predicted=126.551050, expected=109.428000
predicted=112.322911, expected=102.572000
predicted=122.234443, expected=109.504000
predicted=109.788718, expected=144.408000
predicted=127.006233, expected=10.528000
predicted=88.353846, expected=143.792000
predicted=108.482115, expected=66.264000
predicted=92.821764, expected=175.100000
predicted=105.122757, expected=102.320000
predicted=108.644421, expected=83.980000
predicted=90.408127, expected=101.496000
predicted=117.249926, expected=101.628000
predicted=99.927630, expected=195.484000
predicted=128.536013, expected=101.912000
predicted=109.283969, expected=84.716000
predicted=109.726406, expected=94.956000
predicted=116.945099, expected=46.936000
predicted=97.331796, expected=102.188000
predicted=106.291966, expected=69.308000
predicted=81.138345, expected=167.660000
predicted=94.129281, expected=124.636000
predicted=99.288259, expected=207.372000
predicted=118.507122, expected=58.188000
predicted=118.257159, expected=20.592000
predicted=104.160413, expected=112.912000
predicted=122.889726, expected=121.716000
predicted=99.768834, expected=260.592000
predicted=132.827752, expected=110.452000
predicted=108.590683, expected=147.352000
predicted=128.239893, expected=113.408000
predicted=147.773395, expected=59.440000
predicted=126.266786, expected=100.868000
predicted=136.844108, expected=112.284000
predicted=104.923064, expected=146.176000
predicted=111.125050, expected=158.000000
predicted=115.325988, expected=57.968000
predicted=100.288863, expected=156.944000
predicted=126.262797, expected=108.692000
predicted=120.231477, expected=97.416000
predicted=115.530914, expected=142.516000
predicted=125.626465, expected=185.076000
predicted=121.392985, expected=126.220000
predicted=132.025838, expected=182.384000
predicted=142.794078, expected=119.188000
predicted=139.441343, expected=89.440000
predicted=136.622794, expected=89.924000
predicted=134.812425, expected=99.616000
predicted=114.634730, expected=203.320000
predicted=132.615514, expected=117.760000
predicted=114.410473, expected=127.956000
predicted=120.560158, expected=92.628000
predicted=123.453322, expected=37.824000
predicted=106.684998, expected=51.252000
predicted=107.303036, expected=196.548000
predicted=106.775710, expected=174.120000
predicted=107.677852, expected=237.812000
predicted=131.916553, expected=225.032000
predicted=155.442293, expected=38.584000
predicted=142.947570, expected=36.692000
predicted=155.616625, expected=152.056000
predicted=148.273496, expected=82.924000
predicted=118.724121, expected=155.736000
predicted=118.855664, expected=76.540000
predicted=89.427365, expected=160.880000
predicted=108.688245, expected=60.760000
predicted=113.265294, expected=73.320000
predicted=97.771934, expected=63.220000
predicted=101.697071, expected=41.548000
predicted=73.142015, expected=43.012000
predicted=74.941723, expected=281.584000
predicted=100.257021, expected=172.680000
predicted=103.468889, expected=84.888000
predicted=108.765262, expected=125.440000
predicted=134.380532, expected=73.100000
predicted=120.763943, expected=107.616000
predicted=140.788899, expected=145.892000
predicted=121.220048, expected=61.416000
predicted=92.384755, expected=184.120000
predicted=121.706504, expected=163.384000
predicted=120.390269, expected=20.328000
predicted=103.413906, expected=85.704000
predicted=118.408303, expected=74.100000
predicted=94.860373, expected=187.352000
predicted=117.621798, expected=149.020000
predicted=113.346352, expected=108.560000
predicted=98.941913, expected=118.220000
predicted=123.925986, expected=177.980000
predicted=134.203485, expected=102.912000
predicted=135.566125, expected=148.240000
predicted=135.770323, expected=152.088000
predicted=135.414202, expected=31.540000
predicted=112.899054, expected=201.812000
predicted=144.629687, expected=72.384000
predicted=111.094734, expected=64.032000
predicted=106.646166, expected=64.308000
predicted=104.991252, expected=56.276000
predicted=74.015487, expected=238.416000
predicted=123.028622, expected=217.824000
predicted=114.263542, expected=159.252000
predicted=127.587821, expected=78.100000
predicted=137.659959, expected=47.604000
predicted=129.235356, expected=56.264000
predicted=132.814076, expected=98.824000
predicted=109.339864, expected=239.584000
predicted=116.900235, expected=114.924000
predicted=98.268783, expected=154.284000
predicted=119.216276, expected=122.976000
predicted=132.720000, expected=51.440000
predicted=121.111102, expected=64.364000
predicted=128.742588, expected=63.812000
predicted=93.440140, expected=278.308000
predicted=127.518867, expected=171.628000
predicted=119.014964, expected=118.264000
predicted=119.506684, expected=118.792000
predicted=142.033154, expected=19.176000
predicted=118.096842, expected=154.856000
predicted=149.556685, expected=48.056000
predicted=100.840795, expected=238.692000
predicted=118.781994, expected=30.132000
predicted=97.253363, expected=164.264000
predicted=107.278361, expected=188.604000
predicted=144.747554, expected=49.504000
predicted=103.584543, expected=32.648000
predicted=124.111221, expected=31.484000
predicted=81.956913, expected=202.220000
predicted=112.821775, expected=128.680000
predicted=101.489589, expected=122.340000
predicted=91.507100, expected=92.000000
predicted=104.320056, expected=112.012000
predicted=110.167446, expected=190.076000
predicted=144.121288, expected=206.472000
predicted=139.375700, expected=197.660000
predicted=151.514953, expected=123.484000
predicted=151.217540, expected=61.628000
predicted=145.548357, expected=376.812000
predicted=203.942984, expected=234.592000
predicted=189.238349, expected=60.440000
predicted=165.763014, expected=72.264000
predicted=167.509937, expected=60.848000
predicted=137.657792, expected=203.152000
predicted=170.937188, expected=120.416000
predicted=122.418895, expected=80.836000
predicted=95.348476, expected=131.364000
predicted=117.268544, expected=58.968000
predicted=101.579286, expected=11.064000
predicted=99.016826, expected=156.812000
predicted=100.735750, expected=130.164000
predicted=88.889705, expected=104.944000
predicted=94.812020, expected=232.284000
predicted=123.425110, expected=134.020000
predicted=119.064698, expected=151.264000
predicted=150.392992, expected=82.648000
predicted=140.322527, expected=105.900000
predicted=131.542877, expected=186.704000
predicted=153.386510, expected=170.636000
predicted=133.516122, expected=115.056000
predicted=132.816740, expected=155.088000
predicted=138.661957, expected=93.836000
predicted=133.397097, expected=10.100000
predicted=117.430891, expected=115.692000
predicted=116.740383, expected=63.736000
predicted=87.174013, expected=197.076000
predicted=107.607373, expected=143.584000
predicted=103.307336, expected=218.396000
predicted=121.764554, expected=71.616000
predicted=132.308273, expected=29.472000
predicted=115.586130, expected=68.592000
predicted=127.419263, expected=159.044000
predicted=113.154840, expected=179.748000
predicted=120.543811, expected=58.328000
predicted=88.515775, expected=212.628000
predicted=124.615917, expected=116.548000
predicted=126.737894, expected=60.440000
predicted=124.159927, expected=70.056000
predicted=123.279138, expected=119.000000
predicted=102.941511, expected=187.528000
predicted=128.698995, expected=101.252000
predicted=104.223323, expected=41.232000
predicted=94.162087, expected=59.196000
predicted=98.805281, expected=91.044000
predicted=97.835305, expected=96.076000
predicted=94.631402, expected=142.780000
predicted=89.724846, expected=107.012000
predicted=86.543160, expected=78.020000
predicted=92.694723, expected=117.328000
predicted=107.487118, expected=102.516000
predicted=104.064860, expected=75.108000
predicted=101.304510, expected=142.812000
predicted=106.940940, expected=67.320000
predicted=91.881286, expected=117.012000
predicted=103.916870, expected=115.428000
predicted=104.539488, expected=151.320000
predicted=108.070292, expected=67.384000
predicted=107.964879, expected=19.076000
predicted=86.461026, expected=58.408000
predicted=91.329846, expected=77.768000
predicted=79.141773, expected=194.196000
predicted=97.146891, expected=107.616000
predicted=82.568200, expected=179.548000
predicted=106.190950, expected=67.760000
predicted=111.539117, expected=29.328000
predicted=103.566059, expected=163.064000
predicted=132.765902, expected=130.988000
predicted=106.213439, expected=219.308000
predicted=132.959383, expected=76.516000
predicted=110.700929, expected=164.076000
predicted=129.953225, expected=180.548000
predicted=158.885881, expected=40.076000
predicted=123.464131, expected=147.692000
predicted=146.616845, expected=49.584000
predicted=105.108670, expected=163.044000
predicted=123.663361, expected=105.296000
predicted=115.762695, expected=170.440000
predicted=108.878769, expected=57.848000
predicted=114.622893, expected=77.780000
predicted=101.014180, expected=38.780000
predicted=103.825533, expected=84.572000
predicted=86.607736, expected=154.848000
predicted=101.006218, expected=137.936000
predicted=87.244171, expected=123.692000
predicted=101.666521, expected=113.704000
predicted=108.391477, expected=93.504000
predicted=115.174434, expected=37.460000
predicted=107.757891, expected=82.152000
predicted=99.771068, expected=106.584000
predicted=92.805101, expected=56.408000
predicted=76.936814, expected=114.372000
predicted=84.566015, expected=131.164000
predicted=87.153502, expected=150.636000
predicted=103.801710, expected=172.988000
predicted=123.039407, expected=185.196000
predicted=133.132590, expected=119.044000
predicted=141.759526, expected=37.804000
predicted=129.710308, expected=102.364000
predicted=131.405810, expected=83.384000
predicted=114.318689, expected=202.384000
predicted=123.651374, expected=116.924000
predicted=107.543713, expected=129.340000
predicted=108.809724, expected=132.824000
predicted=130.769648, expected=40.616000
predicted=109.456450, expected=102.824000
predicted=124.901199, expected=89.980000
predicted=101.243968, expected=148.900000
predicted=105.775036, expected=148.032000
predicted=111.571344, expected=65.340000
predicted=92.868215, expected=105.088000
predicted=112.687474, expected=93.900000
predicted=107.012121, expected=126.044000
predicted=112.664964, expected=79.012000
predicted=102.096804, expected=189.496000
predicted=111.680636, expected=76.428000
predicted=106.820856, expected=136.472000
predicted=115.982754, expected=102.924000
predicted=120.222825, expected=19.220000
predicted=92.098477, expected=83.956000
predicted=107.372356, expected=59.572000
predicted=76.822890, expected=131.924000
predicted=88.717043, expected=83.836000
predicted=79.478303, expected=151.152000
predicted=87.173309, expected=68.648000
predicted=94.223274, expected=46.736000
predicted=86.179901, expected=85.240000
predicted=98.625781, expected=65.868000
predicted=79.112443, expected=184.792000
predicted=104.061363, expected=123.780000
predicted=92.438656, expected=74.868000
predicted=91.655689, expected=87.592000
predicted=107.105761, expected=66.276000
predicted=96.354823, expected=118.584000
predicted=110.443727, expected=141.572000
predicted=102.620238, expected=146.064000
predicted=103.042825, expected=60.560000
predicted=100.125164, expected=105.848000
predicted=107.436617, expected=29.660000
predicted=97.384268, expected=47.924000
predicted=86.866465, expected=65.824000
predicted=78.945140, expected=64.176000
predicted=58.489482, expected=180.100000
predicted=86.498535, expected=149.892000
predicted=85.930726, expected=66.792000
predicted=89.646920, expected=61.452000
predicted=100.212164, expected=50.108000
predicted=92.959895, expected=119.540000
predicted=105.593264, expected=60.384000
predicted=82.303748, expected=170.924000
predicted=90.296365, expected=96.452000
predicted=90.443112, expected=139.804000
predicted=103.296579, expected=58.956000
predicted=107.498401, expected=84.660000
predicted=98.672757, expected=86.988000
predicted=108.619439, expected=144.144000
predicted=100.202254, expected=219.868000
predicted=125.221644, expected=136.440000
predicted=115.437515, expected=163.736000
predicted=139.711158, expected=77.408000
predicted=135.418418, expected=56.648000
predicted=129.192611, expected=56.076000
predicted=121.189119, expected=173.572000
predicted=112.401293, expected=85.592000
predicted=98.021023, expected=151.812000
predicted=100.654227, expected=58.460000
predicted=95.306498, expected=89.616000
predicted=98.803238, expected=161.572000
predicted=125.732262, expected=54.496000
predicted=91.395899, expected=219.604000
predicted=129.440533, expected=108.452000
predicted=111.033271, expected=96.308000
predicted=115.561649, expected=81.472000
predicted=125.469804, expected=69.484000
predicted=99.229044, expected=70.704000
predicted=109.073992, expected=84.692000
predicted=84.816935, expected=157.616000
predicted=94.779820, expected=109.484000
predicted=91.987926, expected=98.176000
predicted=96.267535, expected=128.056000
predicted=109.935645, expected=58.292000
predicted=100.405269, expected=116.180000
predicted=113.307742, expected=88.492000
Test MSE: 4408.526
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168])]
predicted=17.305796, expected=4.000000
predicted=15.255207, expected=12.000000
predicted=16.265884, expected=8.000000
predicted=14.921599, expected=12.000000
predicted=13.127598, expected=20.000000
predicted=12.004257, expected=20.000000
predicted=12.375581, expected=16.000000
predicted=14.694037, expected=12.000000
predicted=14.773427, expected=8.000000
predicted=14.933218, expected=20.000000
predicted=16.011886, expected=24.000000
predicted=16.058701, expected=8.000000
predicted=14.927650, expected=4.000000
predicted=13.272662, expected=20.000000
predicted=13.775852, expected=4.000000
predicted=13.218086, expected=12.000000
predicted=12.765444, expected=8.000000
predicted=8.549134, expected=12.000000
predicted=10.507304, expected=24.000000
predicted=12.563707, expected=20.000000
predicted=12.915497, expected=24.000000
predicted=16.760705, expected=4.000000
predicted=15.270009, expected=8.000000
predicted=16.399893, expected=4.000000
predicted=13.679770, expected=16.000000
predicted=13.138462, expected=8.000000
predicted=10.086667, expected=16.000000
predicted=9.653497, expected=12.000000
predicted=10.027354, expected=16.000000
predicted=12.316295, expected=20.000000
predicted=14.187480, expected=8.000000
predicted=13.501231, expected=20.000000
predicted=15.548348, expected=16.000000
predicted=14.719713, expected=8.000000
predicted=15.357694, expected=4.000000
predicted=12.752459, expected=16.000000
predicted=12.004457, expected=16.000000
predicted=12.918878, expected=8.000000
predicted=11.581450, expected=20.000000
predicted=11.846234, expected=12.000000
predicted=12.239589, expected=12.000000
predicted=14.600231, expected=16.000000
predicted=13.579841, expected=4.000000
predicted=12.245668, expected=4.000000
predicted=11.857136, expected=8.000000
predicted=9.044355, expected=12.000000
predicted=9.317135, expected=8.000000
predicted=8.519870, expected=12.000000
predicted=8.014479, expected=16.000000
predicted=9.625768, expected=8.000000
predicted=10.734798, expected=24.000000
predicted=13.320106, expected=16.000000
predicted=13.301896, expected=16.000000
predicted=16.006034, expected=16.000000
predicted=15.576233, expected=8.000000
predicted=15.022926, expected=4.000000
predicted=14.354223, expected=4.000000
predicted=10.669667, expected=16.000000
predicted=10.555838, expected=8.000000
predicted=8.988771, expected=20.000000
predicted=10.241048, expected=4.000000
predicted=8.771823, expected=16.000000
predicted=12.042941, expected=20.000000
predicted=13.001623, expected=16.000000
predicted=14.392434, expected=8.000000
predicted=14.054548, expected=16.000000
predicted=13.422208, expected=16.000000
predicted=15.001945, expected=16.000000
predicted=15.543355, expected=20.000000
predicted=15.093342, expected=8.000000
predicted=14.063610, expected=12.000000
predicted=15.112028, expected=4.000000
predicted=12.412225, expected=4.000000
predicted=11.206989, expected=8.000000
predicted=9.004000, expected=16.000000
predicted=8.521418, expected=16.000000
predicted=9.719666, expected=8.000000
predicted=9.448677, expected=8.000000
predicted=10.125344, expected=4.000000
predicted=9.941339, expected=8.000000
predicted=10.210417, expected=20.000000
predicted=10.277388, expected=8.000000
predicted=9.157864, expected=12.000000
predicted=10.402664, expected=8.000000
predicted=9.497019, expected=8.000000
predicted=11.104857, expected=8.000000
predicted=10.498335, expected=16.000000
predicted=9.945262, expected=16.000000
predicted=11.021051, expected=16.000000
predicted=12.072449, expected=12.000000
predicted=12.528834, expected=20.000000
predicted=14.698334, expected=36.000000
predicted=18.841965, expected=16.000000
predicted=19.210178, expected=12.000000
predicted=19.470161, expected=12.000000
predicted=17.623344, expected=12.000000
predicted=18.414766, expected=12.000000
predicted=16.696810, expected=4.000000
predicted=11.347104, expected=8.000000
predicted=10.180842, expected=8.000000
predicted=9.037321, expected=8.000000
predicted=8.817721, expected=16.000000
predicted=9.129837, expected=8.000000
predicted=8.485042, expected=16.000000
predicted=10.964258, expected=12.000000
predicted=10.847794, expected=16.000000
predicted=13.057896, expected=4.000000
predicted=11.726837, expected=4.000000
predicted=10.501691, expected=20.000000
predicted=11.548462, expected=16.000000
predicted=11.730749, expected=4.000000
predicted=11.038471, expected=4.000000
predicted=8.728758, expected=8.000000
predicted=9.280543, expected=24.000000
predicted=12.546039, expected=24.000000
predicted=12.749408, expected=8.000000
predicted=12.168121, expected=8.000000
predicted=12.919776, expected=4.000000
predicted=12.637724, expected=20.000000
predicted=15.074828, expected=8.000000
predicted=11.347212, expected=8.000000
predicted=9.928476, expected=4.000000
predicted=8.211797, expected=12.000000
predicted=9.773806, expected=8.000000
predicted=9.591668, expected=24.000000
predicted=10.788818, expected=12.000000
predicted=10.622715, expected=16.000000
predicted=13.253709, expected=12.000000
predicted=13.450839, expected=4.000000
predicted=13.227254, expected=12.000000
predicted=13.349373, expected=40.000000
predicted=15.587353, expected=20.000000
predicted=16.637097, expected=12.000000
predicted=17.244479, expected=16.000000
predicted=16.872030, expected=4.000000
predicted=17.827107, expected=8.000000
predicted=17.385597, expected=32.000000
predicted=15.003619, expected=8.000000
predicted=12.890079, expected=12.000000
predicted=14.187786, expected=12.000000
predicted=11.655815, expected=12.000000
predicted=14.630617, expected=16.000000
predicted=15.363736, expected=12.000000
predicted=11.814087, expected=12.000000
predicted=12.803939, expected=8.000000
predicted=11.879337, expected=16.000000
predicted=12.868561, expected=12.000000
predicted=12.394702, expected=12.000000
predicted=12.263741, expected=20.000000
predicted=13.013650, expected=12.000000
predicted=13.130717, expected=16.000000
predicted=14.966349, expected=8.000000
predicted=12.956585, expected=24.000000
predicted=15.726022, expected=8.000000
predicted=14.110570, expected=16.000000
predicted=14.751876, expected=20.000000
predicted=14.507366, expected=16.000000
predicted=15.608109, expected=8.000000
predicted=15.423355, expected=4.000000
predicted=12.171543, expected=20.000000
predicted=14.160653, expected=8.000000
predicted=12.411130, expected=32.000000
predicted=14.978088, expected=8.000000
predicted=12.158711, expected=8.000000
predicted=14.479561, expected=12.000000
predicted=14.005904, expected=12.000000
predicted=13.868866, expected=24.000000
predicted=15.994254, expected=20.000000
predicted=13.347231, expected=4.000000
predicted=13.536642, expected=8.000000
predicted=13.515854, expected=4.000000
predicted=12.103010, expected=8.000000
predicted=12.155695, expected=20.000000
predicted=10.387708, expected=16.000000
predicted=9.580274, expected=4.000000
predicted=9.991498, expected=8.000000
predicted=9.877741, expected=28.000000
predicted=13.761526, expected=4.000000
predicted=13.257172, expected=24.000000
predicted=14.490831, expected=12.000000
predicted=11.910959, expected=8.000000
predicted=15.201934, expected=4.000000
predicted=13.216971, expected=4.000000
predicted=9.813807, expected=8.000000
predicted=10.336350, expected=8.000000
predicted=7.363159, expected=20.000000
predicted=8.473995, expected=20.000000
predicted=9.956577, expected=8.000000
predicted=11.258264, expected=24.000000
predicted=14.413150, expected=8.000000
predicted=14.156924, expected=4.000000
predicted=15.125352, expected=8.000000
predicted=11.684581, expected=4.000000
predicted=9.706103, expected=8.000000
predicted=9.788254, expected=12.000000
predicted=7.003976, expected=16.000000
predicted=8.541896, expected=16.000000
predicted=10.365140, expected=8.000000
predicted=10.470431, expected=12.000000
predicted=12.008695, expected=8.000000
predicted=11.853813, expected=4.000000
predicted=11.153582, expected=8.000000
predicted=9.363126, expected=12.000000
predicted=8.587976, expected=12.000000
predicted=9.378321, expected=12.000000
predicted=9.177537, expected=16.000000
predicted=10.388001, expected=4.000000
predicted=10.547327, expected=16.000000
predicted=12.283985, expected=12.000000
predicted=11.460446, expected=4.000000
predicted=11.288603, expected=28.000000
predicted=13.005607, expected=32.000000
predicted=15.116310, expected=12.000000
predicted=17.693383, expected=12.000000
predicted=16.478652, expected=4.000000
predicted=14.875132, expected=4.000000
predicted=16.467245, expected=8.000000
predicted=12.307255, expected=16.000000
predicted=9.521261, expected=4.000000
predicted=7.902656, expected=8.000000
predicted=7.489356, expected=12.000000
predicted=8.066873, expected=20.000000
predicted=11.546925, expected=28.000000
predicted=14.466445, expected=8.000000
predicted=12.866544, expected=8.000000
predicted=14.179236, expected=24.000000
predicted=16.169156, expected=20.000000
predicted=18.230013, expected=8.000000
predicted=16.447015, expected=4.000000
predicted=11.737813, expected=8.000000
predicted=12.090385, expected=4.000000
predicted=11.717149, expected=12.000000
predicted=9.767125, expected=20.000000
predicted=8.955105, expected=8.000000
predicted=9.143677, expected=8.000000
predicted=10.085225, expected=4.000000
predicted=8.840103, expected=16.000000
predicted=11.848381, expected=24.000000
predicted=13.128397, expected=16.000000
predicted=12.520793, expected=20.000000
predicted=14.450715, expected=16.000000
predicted=15.343797, expected=8.000000
predicted=16.993916, expected=16.000000
predicted=16.889488, expected=8.000000
predicted=13.832885, expected=8.000000
predicted=13.302427, expected=4.000000
predicted=9.713847, expected=4.000000
predicted=8.298770, expected=8.000000
predicted=8.077057, expected=16.000000
predicted=8.066365, expected=20.000000
predicted=9.866528, expected=12.000000
predicted=10.356624, expected=24.000000
predicted=13.936805, expected=16.000000
predicted=15.347694, expected=32.000000
predicted=20.657838, expected=8.000000
predicted=17.790488, expected=4.000000
predicted=16.804699, expected=8.000000
predicted=14.758644, expected=12.000000
predicted=13.960038, expected=12.000000
predicted=13.013589, expected=16.000000
predicted=9.948898, expected=8.000000
predicted=9.629467, expected=8.000000
predicted=10.787489, expected=8.000000
predicted=10.429069, expected=32.000000
predicted=14.450347, expected=4.000000
predicted=12.051578, expected=20.000000
predicted=14.119764, expected=12.000000
predicted=12.562134, expected=12.000000
predicted=15.655792, expected=20.000000
predicted=16.403093, expected=8.000000
predicted=12.567372, expected=12.000000
predicted=14.401646, expected=24.000000
predicted=14.228423, expected=12.000000
predicted=14.743356, expected=4.000000
predicted=13.636272, expected=28.000000
predicted=14.319415, expected=20.000000
predicted=16.275383, expected=16.000000
predicted=18.118742, expected=8.000000
predicted=13.901331, expected=4.000000
predicted=13.521346, expected=4.000000
predicted=13.655849, expected=24.000000
predicted=13.133443, expected=12.000000
predicted=11.042052, expected=4.000000
predicted=9.684880, expected=24.000000
predicted=11.397821, expected=4.000000
predicted=11.550522, expected=20.000000
predicted=15.802040, expected=20.000000
predicted=12.732011, expected=12.000000
predicted=14.581691, expected=16.000000
predicted=15.842282, expected=16.000000
predicted=14.270161, expected=24.000000
predicted=18.362732, expected=20.000000
predicted=17.713004, expected=8.000000
predicted=16.069554, expected=32.000000
predicted=19.317639, expected=12.000000
predicted=18.033065, expected=8.000000
predicted=18.627732, expected=8.000000
predicted=13.871383, expected=12.000000
predicted=13.844707, expected=20.000000
predicted=15.619164, expected=20.000000
predicted=13.141472, expected=12.000000
predicted=13.158514, expected=20.000000
predicted=15.165484, expected=12.000000
predicted=15.642309, expected=12.000000
predicted=16.605258, expected=8.000000
predicted=13.726810, expected=8.000000
predicted=12.336508, expected=12.000000
predicted=12.067811, expected=12.000000
predicted=10.703747, expected=16.000000
predicted=11.383643, expected=12.000000
predicted=11.031937, expected=16.000000
predicted=12.735208, expected=8.000000
predicted=12.353223, expected=16.000000
predicted=13.679349, expected=20.000000
predicted=14.287113, expected=8.000000
predicted=13.531581, expected=4.000000
predicted=12.097433, expected=8.000000
predicted=10.452764, expected=20.000000
predicted=13.005783, expected=8.000000
predicted=11.272264, expected=12.000000
predicted=10.238549, expected=12.000000
predicted=9.949640, expected=12.000000
predicted=12.357968, expected=12.000000
predicted=12.622554, expected=8.000000
predicted=10.601822, expected=16.000000
predicted=12.103615, expected=8.000000
predicted=11.069610, expected=12.000000
predicted=11.736937, expected=8.000000
predicted=10.222340, expected=12.000000
predicted=11.016847, expected=8.000000
predicted=10.443129, expected=4.000000
predicted=8.890187, expected=12.000000
predicted=9.290329, expected=24.000000
predicted=11.194824, expected=12.000000
predicted=11.845313, expected=12.000000
predicted=12.079518, expected=4.000000
predicted=10.703977, expected=32.000000
predicted=16.575894, expected=16.000000
predicted=15.924920, expected=12.000000
predicted=15.472615, expected=16.000000
predicted=14.416161, expected=12.000000
predicted=15.622484, expected=8.000000
predicted=16.450976, expected=4.000000
predicted=11.309212, expected=28.000000
predicted=13.528747, expected=12.000000
predicted=12.759799, expected=20.000000
predicted=14.650412, expected=8.000000
predicted=12.233539, expected=8.000000
predicted=14.115054, expected=4.000000
predicted=13.207317, expected=4.000000
predicted=9.807548, expected=24.000000
predicted=11.392679, expected=4.000000
predicted=8.239989, expected=20.000000
predicted=11.195839, expected=4.000000
predicted=8.813740, expected=16.000000
predicted=12.973984, expected=8.000000
predicted=11.946259, expected=12.000000
predicted=11.308864, expected=4.000000
predicted=10.294861, expected=12.000000
predicted=9.669693, expected=4.000000
predicted=9.089134, expected=20.000000
predicted=10.319430, expected=8.000000
predicted=9.421020, expected=8.000000
predicted=9.809713, expected=4.000000
predicted=8.867541, expected=4.000000
predicted=8.383800, expected=8.000000
predicted=8.772256, expected=24.000000
predicted=9.232378, expected=8.000000
predicted=8.981723, expected=8.000000
predicted=9.500448, expected=4.000000
predicted=8.726405, expected=16.000000
predicted=11.794779, expected=4.000000
predicted=10.663000, expected=8.000000
predicted=8.365087, expected=8.000000
predicted=7.514305, expected=16.000000
predicted=9.520789, expected=12.000000
predicted=10.442562, expected=8.000000
predicted=9.338215, expected=16.000000
predicted=11.077446, expected=4.000000
predicted=10.605295, expected=8.000000
predicted=11.129982, expected=8.000000
predicted=9.018288, expected=4.000000
predicted=8.358424, expected=8.000000
predicted=8.054497, expected=28.000000
predicted=9.646145, expected=4.000000
predicted=9.710358, expected=12.000000
predicted=11.037299, expected=20.000000
predicted=11.613929, expected=4.000000
predicted=13.191898, expected=8.000000
predicted=13.159918, expected=4.000000
predicted=8.216418, expected=20.000000
predicted=11.775678, expected=16.000000
predicted=11.602434, expected=12.000000
predicted=10.789000, expected=8.000000
Test MSE: 56.427
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031])]
predicted=68.369454, expected=56.000000
predicted=59.305639, expected=144.000000
predicted=93.082766, expected=168.000000
predicted=127.969563, expected=76.000000
predicted=96.459476, expected=28.000000
predicted=68.370415, expected=24.000000
predicted=58.260561, expected=32.000000
predicted=65.991400, expected=16.000000
predicted=49.323851, expected=28.000000
predicted=33.606761, expected=12.000000
predicted=19.533765, expected=20.000000
predicted=21.106981, expected=32.000000
predicted=26.220194, expected=12.000000
predicted=17.863900, expected=12.000000
predicted=17.095302, expected=28.000000
predicted=20.994714, expected=40.000000
predicted=29.528834, expected=24.000000
predicted=26.021092, expected=16.000000
predicted=19.744837, expected=36.000000
predicted=27.796501, expected=36.000000
predicted=32.084094, expected=12.000000
predicted=23.625153, expected=4.000000
predicted=15.010154, expected=44.000000
predicted=29.251347, expected=72.000000
predicted=47.497375, expected=32.000000
predicted=35.555260, expected=28.000000
predicted=30.477183, expected=28.000000
predicted=29.901766, expected=12.000000
predicted=27.586773, expected=28.000000
predicted=32.499613, expected=28.000000
predicted=26.678821, expected=80.000000
predicted=49.675563, expected=40.000000
predicted=39.015500, expected=28.000000
predicted=33.334467, expected=52.000000
predicted=43.801006, expected=32.000000
predicted=38.780759, expected=12.000000
predicted=33.085290, expected=28.000000
predicted=29.809028, expected=12.000000
predicted=21.488417, expected=36.000000
predicted=31.972142, expected=28.000000
predicted=26.298015, expected=16.000000
predicted=20.250604, expected=28.000000
predicted=25.438191, expected=28.000000
predicted=24.987662, expected=32.000000
predicted=30.028703, expected=64.000000
predicted=43.216359, expected=24.000000
predicted=29.980033, expected=12.000000
predicted=25.117396, expected=32.000000
predicted=29.987319, expected=24.000000
predicted=28.502535, expected=32.000000
predicted=33.417191, expected=44.000000
predicted=33.223917, expected=28.000000
predicted=28.423090, expected=24.000000
predicted=28.700295, expected=28.000000
predicted=28.337635, expected=28.000000
predicted=29.591958, expected=16.000000
predicted=24.824179, expected=20.000000
predicted=22.502821, expected=16.000000
predicted=19.605366, expected=12.000000
predicted=17.568742, expected=28.000000
predicted=22.680154, expected=24.000000
predicted=20.951308, expected=24.000000
predicted=22.323421, expected=36.000000
predicted=27.203798, expected=16.000000
predicted=20.733244, expected=36.000000
predicted=30.187893, expected=28.000000
predicted=27.183090, expected=40.000000
predicted=33.560963, expected=12.000000
predicted=23.298314, expected=40.000000
predicted=31.409679, expected=32.000000
predicted=31.466280, expected=16.000000
predicted=24.819967, expected=32.000000
predicted=29.664089, expected=8.000000
predicted=17.489420, expected=12.000000
predicted=20.093709, expected=36.000000
predicted=26.475679, expected=20.000000
predicted=20.943548, expected=44.000000
predicted=32.398109, expected=36.000000
predicted=28.759709, expected=40.000000
predicted=34.206330, expected=52.000000
predicted=42.487248, expected=12.000000
predicted=26.897914, expected=36.000000
predicted=36.032698, expected=16.000000
predicted=25.851643, expected=16.000000
predicted=25.204014, expected=24.000000
predicted=25.394329, expected=60.000000
predicted=37.403551, expected=32.000000
predicted=33.031309, expected=36.000000
predicted=32.784123, expected=32.000000
predicted=31.272562, expected=20.000000
predicted=28.850863, expected=20.000000
predicted=29.521296, expected=32.000000
predicted=29.199097, expected=40.000000
predicted=33.811425, expected=52.000000
predicted=39.878844, expected=32.000000
predicted=32.902412, expected=48.000000
predicted=40.084450, expected=20.000000
predicted=31.186437, expected=16.000000
predicted=28.445400, expected=32.000000
predicted=32.237180, expected=40.000000
predicted=34.280941, expected=36.000000
predicted=35.125688, expected=16.000000
predicted=23.329510, expected=48.000000
predicted=35.228014, expected=24.000000
predicted=29.940914, expected=28.000000
predicted=31.653216, expected=48.000000
predicted=37.378259, expected=56.000000
predicted=42.713841, expected=48.000000
predicted=45.665387, expected=48.000000
predicted=43.573831, expected=76.000000
predicted=57.680051, expected=48.000000
predicted=52.821873, expected=44.000000
predicted=51.027636, expected=32.000000
predicted=42.420169, expected=32.000000
predicted=40.993594, expected=48.000000
predicted=47.707110, expected=40.000000
predicted=41.241569, expected=12.000000
predicted=28.278158, expected=12.000000
predicted=22.555804, expected=20.000000
predicted=23.538862, expected=20.000000
predicted=24.441038, expected=28.000000
predicted=25.092514, expected=56.000000
predicted=34.765270, expected=36.000000
predicted=31.795616, expected=24.000000
predicted=28.917103, expected=24.000000
predicted=27.276373, expected=20.000000
predicted=26.580397, expected=20.000000
predicted=27.583235, expected=52.000000
predicted=36.878289, expected=40.000000
predicted=34.104908, expected=20.000000
predicted=27.317504, expected=12.000000
predicted=20.973976, expected=20.000000
predicted=23.100347, expected=32.000000
predicted=30.926479, expected=20.000000
predicted=24.137328, expected=32.000000
predicted=25.896100, expected=40.000000
predicted=29.862107, expected=20.000000
predicted=25.331927, expected=12.000000
predicted=21.551984, expected=24.000000
predicted=22.988407, expected=28.000000
predicted=26.680089, expected=20.000000
predicted=24.089736, expected=60.000000
predicted=37.809282, expected=52.000000
predicted=39.005661, expected=36.000000
predicted=37.615065, expected=40.000000
predicted=38.562529, expected=32.000000
predicted=35.544484, expected=28.000000
predicted=37.657974, expected=12.000000
predicted=26.671063, expected=48.000000
predicted=37.044735, expected=28.000000
predicted=30.996839, expected=28.000000
predicted=30.093615, expected=20.000000
predicted=24.369393, expected=52.000000
predicted=36.542622, expected=16.000000
predicted=28.331057, expected=48.000000
predicted=37.279760, expected=48.000000
predicted=38.860732, expected=76.000000
predicted=53.847504, expected=32.000000
predicted=43.259503, expected=56.000000
predicted=47.359986, expected=56.000000
predicted=52.757397, expected=40.000000
predicted=47.850683, expected=36.000000
predicted=46.510314, expected=20.000000
predicted=32.034328, expected=48.000000
predicted=43.914615, expected=32.000000
predicted=37.582600, expected=20.000000
predicted=29.491496, expected=36.000000
predicted=32.777920, expected=16.000000
predicted=23.743980, expected=24.000000
predicted=28.370259, expected=28.000000
predicted=26.479269, expected=24.000000
predicted=24.377376, expected=40.000000
predicted=32.505871, expected=36.000000
predicted=30.496752, expected=24.000000
predicted=28.004514, expected=20.000000
predicted=25.461595, expected=28.000000
predicted=27.295481, expected=52.000000
predicted=39.563071, expected=36.000000
predicted=35.214414, expected=32.000000
predicted=32.479527, expected=24.000000
predicted=28.293412, expected=12.000000
predicted=23.638092, expected=32.000000
predicted=31.596449, expected=12.000000
predicted=21.078820, expected=32.000000
predicted=27.011398, expected=32.000000
predicted=26.646881, expected=16.000000
predicted=20.713856, expected=24.000000
predicted=24.528763, expected=40.000000
predicted=29.247299, expected=24.000000
predicted=27.664039, expected=4.000000
predicted=17.929577, expected=24.000000
predicted=21.003198, expected=40.000000
predicted=29.734747, expected=36.000000
predicted=32.426908, expected=12.000000
predicted=20.793500, expected=28.000000
predicted=23.584707, expected=12.000000
predicted=20.183580, expected=24.000000
predicted=25.366347, expected=56.000000
predicted=37.291674, expected=52.000000
predicted=38.113038, expected=8.000000
predicted=24.568253, expected=28.000000
predicted=27.382968, expected=36.000000
predicted=32.426915, expected=16.000000
predicted=28.914863, expected=8.000000
predicted=20.911503, expected=52.000000
predicted=31.397932, expected=92.000000
predicted=56.045633, expected=56.000000
predicted=50.270998, expected=28.000000
predicted=38.023224, expected=36.000000
predicted=38.937920, expected=12.000000
predicted=33.219870, expected=16.000000
predicted=34.094926, expected=52.000000
predicted=40.000351, expected=36.000000
predicted=32.474359, expected=16.000000
predicted=25.983407, expected=32.000000
predicted=27.502238, expected=20.000000
predicted=24.040575, expected=44.000000
predicted=38.007476, expected=64.000000
predicted=45.263969, expected=56.000000
predicted=44.525540, expected=36.000000
predicted=40.732992, expected=104.000000
predicted=68.107909, expected=68.000000
predicted=63.493466, expected=80.000000
predicted=73.970440, expected=56.000000
predicted=62.935455, expected=128.000000
predicted=90.910031, expected=120.000000
predicted=103.764939, expected=64.000000
predicted=80.663566, expected=96.000000
predicted=92.467834, expected=92.000000
predicted=88.500598, expected=52.000000
predicted=80.982962, expected=92.000000
predicted=89.876678, expected=92.000000
predicted=82.509872, expected=112.000000
predicted=98.195119, expected=60.000000
predicted=78.271740, expected=64.000000
predicted=72.471932, expected=48.000000
predicted=67.236047, expected=48.000000
predicted=62.673186, expected=60.000000
predicted=65.534399, expected=68.000000
predicted=61.264416, expected=44.000000
predicted=53.046847, expected=20.000000
predicted=39.076119, expected=40.000000
predicted=43.017178, expected=24.000000
predicted=35.983751, expected=24.000000
predicted=34.091431, expected=88.000000
predicted=55.760921, expected=76.000000
predicted=55.050296, expected=36.000000
predicted=46.799395, expected=8.000000
predicted=30.528942, expected=28.000000
predicted=34.213619, expected=24.000000
predicted=37.588496, expected=40.000000
predicted=39.583916, expected=44.000000
predicted=35.837316, expected=44.000000
predicted=34.798061, expected=12.000000
predicted=25.738118, expected=16.000000
predicted=24.354493, expected=16.000000
predicted=23.711216, expected=24.000000
predicted=25.748544, expected=8.000000
predicted=17.863663, expected=24.000000
predicted=18.817447, expected=48.000000
predicted=30.524525, expected=4.000000
predicted=15.534399, expected=16.000000
predicted=20.114439, expected=16.000000
predicted=16.252601, expected=12.000000
predicted=16.768281, expected=28.000000
predicted=25.222247, expected=36.000000
predicted=23.556274, expected=16.000000
predicted=19.601927, expected=24.000000
predicted=22.724573, expected=20.000000
predicted=20.430266, expected=28.000000
predicted=26.086228, expected=8.000000
predicted=18.495872, expected=40.000000
predicted=27.783727, expected=24.000000
predicted=23.941309, expected=28.000000
predicted=26.039313, expected=12.000000
predicted=20.237017, expected=20.000000
predicted=19.639526, expected=4.000000
predicted=16.393070, expected=16.000000
predicted=16.812254, expected=28.000000
predicted=21.742417, expected=16.000000
predicted=16.019473, expected=60.000000
predicted=36.363009, expected=28.000000
predicted=25.568210, expected=20.000000
predicted=25.617176, expected=12.000000
predicted=21.917760, expected=12.000000
predicted=18.215478, expected=28.000000
predicted=28.789016, expected=32.000000
predicted=25.854272, expected=20.000000
predicted=21.272727, expected=16.000000
predicted=18.492905, expected=8.000000
predicted=14.462116, expected=20.000000
predicted=20.183968, expected=12.000000
predicted=16.733413, expected=16.000000
predicted=16.001644, expected=32.000000
predicted=22.123719, expected=36.000000
predicted=25.171694, expected=4.000000
predicted=15.689592, expected=16.000000
predicted=17.628523, expected=24.000000
predicted=20.624561, expected=12.000000
predicted=18.364762, expected=24.000000
predicted=22.541890, expected=16.000000
predicted=15.033250, expected=36.000000
predicted=25.818179, expected=40.000000
predicted=30.517054, expected=20.000000
predicted=23.072075, expected=8.000000
predicted=19.041481, expected=16.000000
predicted=18.839934, expected=12.000000
predicted=18.638386, expected=32.000000
predicted=26.116339, expected=32.000000
predicted=24.447232, expected=12.000000
predicted=16.526217, expected=4.000000
predicted=13.328620, expected=24.000000
predicted=19.188149, expected=8.000000
predicted=15.521175, expected=16.000000
predicted=17.504168, expected=12.000000
predicted=12.348414, expected=20.000000
predicted=15.039422, expected=16.000000
predicted=16.763672, expected=8.000000
predicted=11.324386, expected=12.000000
predicted=13.307635, expected=4.000000
predicted=8.887256, expected=12.000000
predicted=12.301573, expected=44.000000
predicted=25.134190, expected=16.000000
predicted=16.238176, expected=48.000000
predicted=31.386206, expected=24.000000
predicted=23.299055, expected=20.000000
predicted=24.016091, expected=4.000000
predicted=19.743729, expected=24.000000
predicted=21.263543, expected=24.000000
predicted=25.331441, expected=24.000000
predicted=22.079818, expected=20.000000
predicted=20.181883, expected=20.000000
predicted=18.308282, expected=28.000000
predicted=24.703872, expected=16.000000
predicted=20.231305, expected=28.000000
predicted=24.588360, expected=24.000000
predicted=22.848129, expected=40.000000
predicted=30.275777, expected=24.000000
predicted=26.462182, expected=4.000000
predicted=16.298002, expected=24.000000
predicted=23.481937, expected=16.000000
predicted=19.200106, expected=24.000000
predicted=24.106607, expected=16.000000
predicted=18.145199, expected=36.000000
predicted=24.010507, expected=16.000000
predicted=20.532870, expected=4.000000
predicted=13.873307, expected=24.000000
predicted=20.900086, expected=12.000000
predicted=15.176011, expected=32.000000
predicted=25.745271, expected=8.000000
predicted=13.887108, expected=12.000000
predicted=13.417830, expected=28.000000
predicted=21.962187, expected=8.000000
Test MSE: 335.460
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732])]
predicted=50.354287, expected=28.000000
predicted=46.188142, expected=32.000000
predicted=46.194154, expected=60.000000
predicted=36.573683, expected=52.000000
predicted=41.848023, expected=32.000000
predicted=43.066013, expected=40.000000
predicted=37.350407, expected=28.000000
predicted=35.261723, expected=44.000000
predicted=46.760868, expected=56.000000
predicted=47.769555, expected=72.000000
predicted=49.275269, expected=92.000000
predicted=61.537809, expected=80.000000
predicted=59.201096, expected=44.000000
predicted=54.412228, expected=64.000000
predicted=63.963819, expected=48.000000
predicted=62.900749, expected=28.000000
predicted=58.319613, expected=76.000000
predicted=66.773974, expected=28.000000
predicted=41.955367, expected=92.000000
predicted=66.908619, expected=48.000000
predicted=50.946972, expected=24.000000
predicted=38.110495, expected=84.000000
predicted=67.913572, expected=24.000000
predicted=39.360919, expected=120.000000
predicted=84.173611, expected=124.000000
predicted=78.893822, expected=68.000000
predicted=63.657579, expected=44.000000
predicted=68.352606, expected=68.000000
predicted=61.466073, expected=28.000000
predicted=74.017094, expected=36.000000
predicted=68.497299, expected=68.000000
predicted=58.813503, expected=108.000000
predicted=68.899668, expected=36.000000
predicted=54.811385, expected=24.000000
predicted=37.797446, expected=12.000000
predicted=34.630871, expected=24.000000
predicted=45.321570, expected=44.000000
predicted=56.753798, expected=56.000000
predicted=39.645546, expected=80.000000
predicted=46.847813, expected=68.000000
predicted=44.941884, expected=52.000000
predicted=46.704934, expected=64.000000
predicted=57.270827, expected=52.000000
predicted=58.102821, expected=16.000000
predicted=50.502219, expected=88.000000
predicted=66.594441, expected=52.000000
predicted=53.492914, expected=56.000000
predicted=57.721426, expected=52.000000
predicted=51.211458, expected=48.000000
predicted=43.224906, expected=44.000000
predicted=60.112074, expected=28.000000
predicted=42.825025, expected=104.000000
predicted=67.679191, expected=72.000000
predicted=60.969556, expected=76.000000
predicted=63.029805, expected=68.000000
predicted=60.182591, expected=28.000000
predicted=46.411334, expected=16.000000
predicted=57.995394, expected=36.000000
predicted=50.183960, expected=32.000000
predicted=47.668139, expected=24.000000
predicted=39.023892, expected=44.000000
predicted=32.663455, expected=48.000000
predicted=33.392014, expected=24.000000
predicted=32.414116, expected=16.000000
predicted=26.807127, expected=40.000000
predicted=32.014680, expected=32.000000
predicted=35.940813, expected=96.000000
predicted=57.947555, expected=52.000000
predicted=41.783284, expected=12.000000
predicted=28.217374, expected=32.000000
predicted=38.045806, expected=44.000000
predicted=41.826310, expected=48.000000
predicted=59.017282, expected=104.000000
predicted=63.718542, expected=108.000000
predicted=61.422290, expected=44.000000
predicted=51.704996, expected=28.000000
predicted=47.704027, expected=56.000000
predicted=57.552994, expected=36.000000
predicted=65.861393, expected=40.000000
predicted=61.876122, expected=52.000000
predicted=44.835448, expected=88.000000
predicted=55.409848, expected=16.000000
predicted=41.754131, expected=8.000000
predicted=30.033617, expected=32.000000
predicted=36.136295, expected=16.000000
predicted=34.501506, expected=20.000000
predicted=40.735905, expected=12.000000
predicted=15.009404, expected=88.000000
predicted=40.109773, expected=84.000000
predicted=51.590442, expected=36.000000
predicted=35.587902, expected=28.000000
predicted=33.479498, expected=32.000000
predicted=34.181902, expected=52.000000
predicted=61.016633, expected=44.000000
predicted=54.039742, expected=100.000000
predicted=59.777737, expected=68.000000
predicted=52.012413, expected=36.000000
predicted=45.084765, expected=20.000000
predicted=42.871199, expected=16.000000
predicted=37.675614, expected=36.000000
predicted=55.585851, expected=76.000000
predicted=57.504262, expected=80.000000
predicted=52.501610, expected=48.000000
predicted=40.565080, expected=88.000000
predicted=55.671092, expected=64.000000
predicted=58.074584, expected=20.000000
predicted=54.422617, expected=28.000000
predicted=52.143439, expected=36.000000
predicted=43.873170, expected=56.000000
predicted=60.201742, expected=24.000000
predicted=40.078013, expected=36.000000
predicted=30.806473, expected=60.000000
predicted=42.286611, expected=80.000000
predicted=54.953032, expected=56.000000
predicted=54.234832, expected=64.000000
predicted=49.484830, expected=196.000000
predicted=103.783234, expected=64.000000
predicted=75.484526, expected=36.000000
predicted=70.902734, expected=80.000000
predicted=73.866020, expected=40.000000
predicted=65.328835, expected=20.000000
predicted=87.195608, expected=48.000000
predicted=50.729519, expected=60.000000
predicted=47.770536, expected=52.000000
predicted=57.651529, expected=24.000000
predicted=35.962904, expected=40.000000
predicted=35.672776, expected=56.000000
predicted=48.938450, expected=24.000000
predicted=41.263723, expected=32.000000
predicted=39.623324, expected=56.000000
predicted=39.639177, expected=68.000000
predicted=50.797762, expected=64.000000
predicted=55.643399, expected=8.000000
predicted=28.554960, expected=16.000000
predicted=31.755796, expected=52.000000
predicted=47.878985, expected=64.000000
predicted=55.352414, expected=168.000000
predicted=93.374396, expected=28.000000
predicted=37.361135, expected=12.000000
predicted=36.830254, expected=36.000000
predicted=49.519134, expected=48.000000
predicted=58.057763, expected=32.000000
predicted=73.337070, expected=44.000000
predicted=35.090334, expected=72.000000
predicted=42.828315, expected=72.000000
predicted=53.406176, expected=84.000000
predicted=63.682206, expected=56.000000
predicted=52.611488, expected=24.000000
predicted=45.947315, expected=36.000000
predicted=54.276667, expected=64.000000
predicted=61.429935, expected=64.000000
predicted=63.630516, expected=64.000000
predicted=55.993895, expected=52.000000
predicted=45.029857, expected=76.000000
predicted=59.056452, expected=44.000000
predicted=56.348133, expected=52.000000
predicted=58.345855, expected=56.000000
predicted=57.864053, expected=76.000000
predicted=62.576276, expected=32.000000
predicted=53.355022, expected=56.000000
predicted=52.084816, expected=68.000000
predicted=58.152854, expected=52.000000
predicted=55.407279, expected=52.000000
predicted=59.253585, expected=156.000000
predicted=85.314201, expected=84.000000
predicted=74.072616, expected=104.000000
predicted=88.741828, expected=28.000000
predicted=58.362155, expected=84.000000
predicted=77.462511, expected=40.000000
predicted=86.789959, expected=48.000000
predicted=64.382246, expected=128.000000
predicted=93.964645, expected=108.000000
predicted=72.604216, expected=36.000000
predicted=66.595638, expected=40.000000
predicted=53.543581, expected=64.000000
predicted=63.176505, expected=52.000000
predicted=78.237080, expected=76.000000
predicted=76.676412, expected=96.000000
predicted=64.811931, expected=60.000000
predicted=57.862493, expected=104.000000
predicted=81.209265, expected=52.000000
predicted=62.216865, expected=100.000000
predicted=85.697927, expected=36.000000
predicted=68.578906, expected=56.000000
predicted=63.126830, expected=64.000000
predicted=74.712925, expected=68.000000
predicted=61.698103, expected=56.000000
predicted=69.503998, expected=28.000000
predicted=41.578667, expected=48.000000
predicted=52.273276, expected=48.000000
predicted=53.140260, expected=48.000000
predicted=53.024904, expected=32.000000
predicted=42.905833, expected=64.000000
predicted=46.216863, expected=76.000000
predicted=57.808272, expected=68.000000
predicted=57.706405, expected=12.000000
predicted=39.247536, expected=48.000000
predicted=45.518766, expected=44.000000
predicted=51.846080, expected=76.000000
predicted=64.744021, expected=60.000000
predicted=57.263424, expected=88.000000
predicted=54.593493, expected=24.000000
predicted=45.887504, expected=40.000000
predicted=48.647765, expected=28.000000
predicted=50.761856, expected=28.000000
predicted=43.144973, expected=68.000000
predicted=61.086369, expected=56.000000
predicted=41.077960, expected=64.000000
predicted=50.437159, expected=68.000000
predicted=51.086055, expected=40.000000
predicted=44.440040, expected=28.000000
predicted=49.883957, expected=20.000000
predicted=40.702989, expected=80.000000
predicted=61.002753, expected=92.000000
predicted=67.781051, expected=60.000000
predicted=52.459995, expected=52.000000
predicted=48.456186, expected=52.000000
predicted=48.447683, expected=64.000000
predicted=68.730757, expected=32.000000
predicted=58.544839, expected=108.000000
predicted=73.713756, expected=68.000000
predicted=61.677300, expected=104.000000
predicted=76.105934, expected=68.000000
predicted=70.375527, expected=48.000000
predicted=56.300724, expected=64.000000
predicted=79.875051, expected=12.000000
predicted=48.928758, expected=80.000000
predicted=75.990113, expected=116.000000
predicted=79.114839, expected=68.000000
predicted=62.577431, expected=76.000000
predicted=69.867783, expected=32.000000
predicted=43.634186, expected=36.000000
predicted=62.059134, expected=32.000000
predicted=64.230682, expected=60.000000
predicted=57.037122, expected=84.000000
predicted=66.620667, expected=80.000000
predicted=56.536191, expected=28.000000
predicted=42.549735, expected=28.000000
predicted=40.593340, expected=20.000000
predicted=43.661642, expected=24.000000
predicted=47.451465, expected=64.000000
predicted=55.596045, expected=68.000000
predicted=44.498687, expected=64.000000
predicted=46.429912, expected=48.000000
predicted=41.454150, expected=40.000000
predicted=41.908857, expected=24.000000
predicted=46.407188, expected=48.000000
predicted=52.625884, expected=36.000000
predicted=45.897620, expected=84.000000
predicted=57.269184, expected=40.000000
predicted=42.752378, expected=24.000000
predicted=33.335893, expected=20.000000
predicted=36.531942, expected=48.000000
predicted=42.301506, expected=40.000000
predicted=51.346972, expected=112.000000
predicted=63.405382, expected=72.000000
predicted=51.774491, expected=28.000000
predicted=38.834919, expected=28.000000
predicted=44.762217, expected=12.000000
predicted=36.481869, expected=80.000000
predicted=75.285687, expected=76.000000
predicted=62.146655, expected=36.000000
predicted=38.063703, expected=44.000000
predicted=40.271787, expected=56.000000
predicted=43.241451, expected=32.000000
predicted=54.308649, expected=32.000000
predicted=48.703483, expected=56.000000
predicted=44.489019, expected=68.000000
predicted=52.812065, expected=28.000000
predicted=43.032022, expected=28.000000
predicted=34.764526, expected=12.000000
predicted=28.832577, expected=20.000000
predicted=35.971493, expected=28.000000
predicted=38.247138, expected=28.000000
predicted=26.036952, expected=68.000000
predicted=40.125899, expected=36.000000
predicted=28.550396, expected=40.000000
predicted=33.633175, expected=28.000000
predicted=32.406676, expected=4.000000
predicted=24.514969, expected=64.000000
predicted=52.538080, expected=72.000000
predicted=48.429420, expected=40.000000
predicted=41.021723, expected=8.000000
predicted=25.568909, expected=16.000000
predicted=21.905488, expected=4.000000
predicted=32.797571, expected=24.000000
predicted=36.744554, expected=60.000000
predicted=38.045751, expected=8.000000
predicted=14.094265, expected=36.000000
predicted=25.235649, expected=56.000000
predicted=31.244406, expected=68.000000
predicted=45.671396, expected=4.000000
predicted=33.692854, expected=48.000000
predicted=32.715397, expected=56.000000
predicted=45.576861, expected=40.000000
predicted=46.841976, expected=48.000000
predicted=50.043048, expected=20.000000
predicted=24.194817, expected=64.000000
predicted=51.341756, expected=24.000000
predicted=40.170879, expected=20.000000
predicted=32.642727, expected=44.000000
predicted=40.530605, expected=44.000000
predicted=34.931319, expected=8.000000
predicted=33.597772, expected=36.000000
predicted=29.504134, expected=28.000000
predicted=27.060758, expected=76.000000
predicted=50.513649, expected=52.000000
predicted=44.212062, expected=68.000000
predicted=42.726917, expected=32.000000
predicted=40.856386, expected=12.000000
predicted=32.076871, expected=12.000000
predicted=41.103606, expected=32.000000
predicted=38.009182, expected=28.000000
predicted=38.435427, expected=64.000000
predicted=39.593587, expected=12.000000
predicted=19.206978, expected=20.000000
predicted=21.890470, expected=40.000000
predicted=33.988839, expected=40.000000
predicted=34.711850, expected=16.000000
predicted=34.690658, expected=96.000000
predicted=46.995363, expected=84.000000
predicted=52.266512, expected=36.000000
predicted=45.163893, expected=68.000000
predicted=55.167641, expected=44.000000
predicted=44.176427, expected=28.000000
predicted=59.544422, expected=24.000000
predicted=48.864151, expected=80.000000
predicted=53.222652, expected=80.000000
predicted=64.511232, expected=36.000000
predicted=44.252179, expected=44.000000
predicted=42.202601, expected=40.000000
predicted=41.425416, expected=40.000000
predicted=55.960285, expected=48.000000
predicted=55.167623, expected=108.000000
predicted=63.939128, expected=124.000000
predicted=77.843325, expected=8.000000
predicted=41.683062, expected=52.000000
predicted=54.671249, expected=40.000000
predicted=52.971353, expected=8.000000
predicted=56.010595, expected=28.000000
predicted=57.598834, expected=56.000000
predicted=32.723593, expected=116.000000
predicted=69.018001, expected=28.000000
predicted=39.537670, expected=40.000000
predicted=35.708616, expected=20.000000
predicted=35.135060, expected=20.000000
predicted=41.762773, expected=32.000000
predicted=56.360993, expected=44.000000
predicted=33.680963, expected=48.000000
predicted=39.165058, expected=172.000000
predicted=80.065912, expected=48.000000
predicted=48.124071, expected=76.000000
predicted=63.049392, expected=128.000000
predicted=86.332634, expected=44.000000
predicted=66.967474, expected=84.000000
predicted=108.440905, expected=108.000000
predicted=79.469930, expected=24.000000
predicted=64.105244, expected=20.000000
predicted=68.938848, expected=20.000000
predicted=38.743317, expected=12.000000
predicted=44.868914, expected=44.000000
predicted=55.385794, expected=88.000000
predicted=46.745183, expected=112.000000
predicted=60.932643, expected=28.000000
predicted=37.985013, expected=16.000000
predicted=31.513298, expected=64.000000
predicted=55.140507, expected=16.000000
predicted=51.547038, expected=4.000000
predicted=47.371929, expected=60.000000
predicted=37.291168, expected=52.000000
predicted=35.234531, expected=32.000000
predicted=43.429136, expected=24.000000
predicted=25.379903, expected=36.000000
predicted=27.423063, expected=52.000000
predicted=49.015329, expected=12.000000
predicted=32.437149, expected=48.000000
predicted=37.599594, expected=64.000000
predicted=41.761555, expected=32.000000
predicted=37.820731, expected=36.000000
predicted=42.189190, expected=20.000000
predicted=24.943715, expected=28.000000
predicted=37.497388, expected=24.000000
predicted=37.617724, expected=72.000000
predicted=44.812185, expected=48.000000
predicted=40.143012, expected=32.000000
predicted=32.700068, expected=36.000000
predicted=35.514563, expected=16.000000
predicted=28.238781, expected=36.000000
predicted=46.226074, expected=56.000000
predicted=44.462460, expected=60.000000
predicted=43.717785, expected=44.000000
predicted=41.109404, expected=32.000000
predicted=32.502626, expected=48.000000
predicted=43.847839, expected=44.000000
predicted=48.095220, expected=60.000000
predicted=54.345175, expected=64.000000
predicted=51.673782, expected=68.000000
predicted=52.431456, expected=32.000000
predicted=45.811655, expected=40.000000
predicted=46.475404, expected=24.000000
predicted=43.284887, expected=72.000000
predicted=59.474989, expected=52.000000
predicted=53.374324, expected=44.000000
predicted=42.045496, expected=64.000000
predicted=50.709558, expected=40.000000
predicted=40.707105, expected=32.000000
predicted=50.725978, expected=32.000000
predicted=41.905453, expected=40.000000
predicted=41.686585, expected=28.000000
predicted=41.772777, expected=64.000000
predicted=46.380576, expected=36.000000
predicted=36.062710, expected=16.000000
predicted=30.113691, expected=16.000000
predicted=29.323586, expected=36.000000
predicted=32.037372, expected=8.000000
predicted=31.334285, expected=40.000000
predicted=32.110028, expected=48.000000
predicted=29.748574, expected=12.000000
predicted=20.639859, expected=56.000000
predicted=40.199680, expected=16.000000
predicted=20.205416, expected=32.000000
predicted=35.616603, expected=24.000000
Test MSE: 822.155
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315])]
predicted=80.888710, expected=224.000000
predicted=133.167505, expected=116.000000
predicted=101.194612, expected=164.000000
predicted=133.069362, expected=72.000000
predicted=118.058377, expected=156.000000
predicted=132.393673, expected=100.000000
predicted=139.960098, expected=60.000000
predicted=97.298900, expected=56.000000
predicted=104.577188, expected=28.000000
predicted=65.534648, expected=100.000000
predicted=93.358799, expected=120.000000
predicted=85.673246, expected=96.000000
predicted=75.046451, expected=100.000000
predicted=87.533279, expected=76.000000
predicted=79.590285, expected=64.000000
predicted=86.970009, expected=160.000000
predicted=117.807620, expected=136.000000
predicted=105.744242, expected=56.000000
predicted=87.613658, expected=104.000000
predicted=106.063022, expected=84.000000
predicted=92.039105, expected=76.000000
predicted=99.045710, expected=88.000000
predicted=97.120398, expected=124.000000
predicted=91.572652, expected=84.000000
predicted=89.848010, expected=84.000000
predicted=89.363908, expected=132.000000
predicted=105.316722, expected=16.000000
predicted=68.537696, expected=52.000000
predicted=83.944187, expected=80.000000
predicted=79.332545, expected=112.000000
predicted=79.630308, expected=112.000000
predicted=93.828107, expected=136.000000
predicted=88.825399, expected=84.000000
predicted=88.840775, expected=84.000000
predicted=97.059224, expected=32.000000
predicted=83.938929, expected=120.000000
predicted=101.965071, expected=132.000000
predicted=106.278062, expected=100.000000
predicted=87.885034, expected=96.000000
predicted=97.865821, expected=84.000000
predicted=86.577053, expected=52.000000
predicted=89.102018, expected=140.000000
predicted=113.883376, expected=76.000000
predicted=84.980011, expected=180.000000
predicted=118.991840, expected=104.000000
predicted=103.589360, expected=72.000000
predicted=89.964591, expected=92.000000
predicted=116.850033, expected=32.000000
predicted=74.999211, expected=76.000000
predicted=98.916804, expected=160.000000
predicted=105.786412, expected=80.000000
predicted=75.697359, expected=36.000000
predicted=74.492069, expected=64.000000
predicted=74.448694, expected=76.000000
predicted=76.784742, expected=116.000000
predicted=99.037327, expected=80.000000
predicted=75.305898, expected=92.000000
predicted=76.851340, expected=124.000000
predicted=97.311927, expected=80.000000
predicted=86.409745, expected=60.000000
predicted=89.202422, expected=112.000000
predicted=97.379596, expected=100.000000
predicted=91.832736, expected=128.000000
predicted=107.286328, expected=108.000000
predicted=98.782650, expected=196.000000
predicted=127.643354, expected=84.000000
predicted=109.995282, expected=12.000000
predicted=86.783792, expected=228.000000
predicted=156.236208, expected=44.000000
predicted=85.729358, expected=44.000000
predicted=102.235904, expected=112.000000
predicted=102.176845, expected=120.000000
predicted=80.112716, expected=96.000000
predicted=115.701039, expected=136.000000
predicted=98.945939, expected=36.000000
predicted=73.479217, expected=56.000000
predicted=90.592036, expected=64.000000
predicted=86.186823, expected=60.000000
predicted=69.608000, expected=84.000000
predicted=82.028715, expected=160.000000
predicted=87.839327, expected=36.000000
predicted=61.922929, expected=84.000000
predicted=85.189010, expected=44.000000
predicted=71.478016, expected=52.000000
predicted=69.195129, expected=88.000000
predicted=90.072664, expected=104.000000
predicted=68.130930, expected=60.000000
predicted=69.626717, expected=64.000000
predicted=67.713808, expected=108.000000
predicted=82.761645, expected=48.000000
predicted=69.798572, expected=36.000000
predicted=69.040687, expected=76.000000
predicted=69.525311, expected=148.000000
predicted=87.614668, expected=132.000000
predicted=96.508561, expected=96.000000
predicted=86.745404, expected=80.000000
predicted=89.483340, expected=48.000000
predicted=85.288356, expected=52.000000
predicted=91.091238, expected=72.000000
predicted=83.760986, expected=116.000000
predicted=84.885146, expected=80.000000
predicted=73.779592, expected=36.000000
predicted=60.154321, expected=112.000000
predicted=85.835410, expected=96.000000
predicted=81.596979, expected=172.000000
predicted=115.367754, expected=168.000000
predicted=117.869448, expected=144.000000
predicted=114.699196, expected=176.000000
predicted=151.152410, expected=88.000000
predicted=123.851191, expected=108.000000
predicted=141.574980, expected=52.000000
predicted=114.525201, expected=120.000000
predicted=118.033831, expected=96.000000
predicted=110.454893, expected=96.000000
predicted=91.275420, expected=160.000000
predicted=119.153532, expected=72.000000
predicted=85.047792, expected=116.000000
predicted=114.989887, expected=128.000000
predicted=114.216623, expected=56.000000
predicted=90.029181, expected=124.000000
predicted=121.720511, expected=156.000000
predicted=112.353903, expected=148.000000
predicted=121.626243, expected=120.000000
predicted=124.160446, expected=96.000000
predicted=108.201594, expected=156.000000
predicted=138.012359, expected=140.000000
predicted=135.700824, expected=132.000000
predicted=132.788003, expected=96.000000
predicted=119.766012, expected=80.000000
predicted=108.248265, expected=36.000000
predicted=98.295076, expected=184.000000
predicted=129.876062, expected=160.000000
predicted=119.167507, expected=96.000000
predicted=102.153660, expected=132.000000
predicted=121.770669, expected=172.000000
predicted=126.827080, expected=40.000000
predicted=114.080306, expected=152.000000
predicted=141.023732, expected=148.000000
predicted=122.770348, expected=40.000000
predicted=96.221359, expected=84.000000
predicted=117.708527, expected=140.000000
predicted=100.074102, expected=164.000000
predicted=126.540574, expected=176.000000
predicted=137.618448, expected=64.000000
predicted=94.563371, expected=132.000000
predicted=128.855040, expected=88.000000
predicted=119.494763, expected=156.000000
predicted=136.590882, expected=164.000000
predicted=141.091805, expected=220.000000
predicted=142.720075, expected=152.000000
predicted=149.221294, expected=104.000000
predicted=134.524043, expected=128.000000
predicted=153.852734, expected=104.000000
predicted=136.735024, expected=144.000000
predicted=150.668818, expected=104.000000
predicted=121.387628, expected=172.000000
predicted=133.074162, expected=156.000000
predicted=136.802362, expected=60.000000
predicted=107.217523, expected=144.000000
predicted=140.733717, expected=84.000000
predicted=108.041477, expected=24.000000
predicted=96.619147, expected=184.000000
predicted=134.148277, expected=144.000000
predicted=99.945546, expected=24.000000
predicted=89.615471, expected=112.000000
predicted=107.758826, expected=80.000000
predicted=78.806396, expected=28.000000
predicted=90.280233, expected=136.000000
predicted=108.542320, expected=112.000000
predicted=74.605375, expected=112.000000
predicted=100.530209, expected=80.000000
predicted=90.723767, expected=132.000000
predicted=98.136600, expected=100.000000
predicted=110.138327, expected=24.000000
predicted=82.325742, expected=136.000000
predicted=111.594760, expected=28.000000
predicted=66.366775, expected=136.000000
predicted=107.431130, expected=80.000000
predicted=83.776441, expected=144.000000
predicted=91.651303, expected=116.000000
predicted=112.385154, expected=132.000000
predicted=100.838195, expected=52.000000
predicted=103.627884, expected=156.000000
predicted=119.334851, expected=116.000000
predicted=118.167022, expected=144.000000
predicted=121.996417, expected=52.000000
predicted=103.536582, expected=124.000000
predicted=105.645478, expected=152.000000
predicted=131.330109, expected=128.000000
predicted=115.878851, expected=92.000000
predicted=117.585720, expected=44.000000
predicted=85.537435, expected=52.000000
predicted=94.349866, expected=80.000000
predicted=95.082346, expected=76.000000
predicted=81.049767, expected=8.000000
predicted=53.149903, expected=104.000000
predicted=70.031459, expected=88.000000
predicted=65.871581, expected=164.000000
predicted=97.675024, expected=132.000000
predicted=99.964533, expected=80.000000
predicted=82.927026, expected=120.000000
predicted=118.934305, expected=32.000000
predicted=85.603340, expected=44.000000
predicted=95.091382, expected=64.000000
predicted=82.927309, expected=76.000000
predicted=67.957968, expected=80.000000
predicted=76.681998, expected=28.000000
predicted=46.797024, expected=60.000000
predicted=59.273295, expected=24.000000
predicted=49.335168, expected=84.000000
predicted=64.584332, expected=76.000000
predicted=62.893144, expected=148.000000
predicted=78.340184, expected=116.000000
predicted=86.878701, expected=140.000000
predicted=97.992473, expected=144.000000
predicted=120.614799, expected=60.000000
predicted=98.272046, expected=76.000000
predicted=114.217656, expected=84.000000
predicted=100.677514, expected=92.000000
predicted=99.364199, expected=116.000000
predicted=104.764285, expected=68.000000
predicted=76.570217, expected=104.000000
predicted=92.719192, expected=48.000000
predicted=77.599430, expected=60.000000
predicted=78.597749, expected=80.000000
predicted=84.126108, expected=76.000000
predicted=70.091579, expected=112.000000
predicted=88.924696, expected=40.000000
predicted=60.643926, expected=60.000000
predicted=69.924291, expected=12.000000
predicted=55.870919, expected=144.000000
predicted=86.212298, expected=36.000000
predicted=62.940239, expected=128.000000
predicted=78.132684, expected=40.000000
predicted=65.355750, expected=100.000000
predicted=71.739964, expected=64.000000
predicted=89.743737, expected=60.000000
predicted=62.931132, expected=44.000000
predicted=75.713352, expected=52.000000
predicted=55.269516, expected=44.000000
predicted=61.449537, expected=80.000000
predicted=61.513628, expected=72.000000
predicted=60.264467, expected=28.000000
predicted=47.257808, expected=120.000000
predicted=76.259033, expected=156.000000
predicted=89.209066, expected=172.000000
predicted=111.476257, expected=92.000000
predicted=102.591103, expected=140.000000
predicted=115.381651, expected=104.000000
predicted=124.069317, expected=76.000000
predicted=116.171259, expected=104.000000
predicted=121.415208, expected=116.000000
predicted=103.705452, expected=96.000000
predicted=106.418595, expected=128.000000
predicted=109.774383, expected=88.000000
predicted=95.563238, expected=40.000000
predicted=86.222511, expected=72.000000
predicted=91.818343, expected=84.000000
predicted=83.393477, expected=100.000000
predicted=90.540082, expected=104.000000
predicted=86.754762, expected=48.000000
predicted=65.934238, expected=64.000000
predicted=77.009500, expected=36.000000
predicted=66.735745, expected=68.000000
predicted=71.476584, expected=68.000000
predicted=69.189232, expected=120.000000
predicted=73.602405, expected=64.000000
predicted=67.781768, expected=80.000000
predicted=70.958808, expected=56.000000
predicted=72.704604, expected=20.000000
predicted=57.481492, expected=108.000000
predicted=87.167256, expected=116.000000
predicted=77.374916, expected=136.000000
predicted=92.816165, expected=96.000000
predicted=88.568270, expected=76.000000
predicted=81.865678, expected=84.000000
predicted=100.908129, expected=52.000000
predicted=86.543665, expected=88.000000
predicted=93.833503, expected=72.000000
predicted=78.144208, expected=152.000000
predicted=97.108254, expected=72.000000
predicted=82.825671, expected=88.000000
predicted=84.419996, expected=156.000000
predicted=114.505760, expected=116.000000
predicted=101.886915, expected=88.000000
predicted=113.415453, expected=44.000000
predicted=85.133270, expected=160.000000
predicted=115.518521, expected=52.000000
predicted=95.578380, expected=140.000000
predicted=109.521702, expected=52.000000
predicted=84.852439, expected=112.000000
predicted=88.682692, expected=72.000000
predicted=102.354213, expected=88.000000
predicted=79.860038, expected=88.000000
predicted=98.350762, expected=68.000000
predicted=73.122106, expected=60.000000
predicted=81.667010, expected=104.000000
predicted=83.385273, expected=52.000000
predicted=71.728531, expected=140.000000
predicted=95.710397, expected=108.000000
predicted=89.589574, expected=108.000000
predicted=92.088090, expected=72.000000
predicted=96.679028, expected=52.000000
predicted=77.483805, expected=72.000000
predicted=94.039713, expected=76.000000
predicted=81.507358, expected=76.000000
predicted=78.479738, expected=104.000000
predicted=80.537707, expected=164.000000
predicted=98.958335, expected=64.000000
predicted=83.925052, expected=44.000000
predicted=81.443443, expected=120.000000
predicted=100.159527, expected=20.000000
predicted=71.102468, expected=92.000000
predicted=95.349283, expected=56.000000
predicted=65.168984, expected=72.000000
predicted=62.433769, expected=68.000000
predicted=78.120366, expected=24.000000
predicted=44.579879, expected=108.000000
predicted=80.041343, expected=40.000000
predicted=55.216584, expected=100.000000
predicted=73.823999, expected=60.000000
predicted=67.250948, expected=140.000000
predicted=81.388752, expected=80.000000
predicted=89.457366, expected=36.000000
predicted=64.707035, expected=96.000000
predicted=91.943482, expected=28.000000
predicted=61.071653, expected=60.000000
predicted=77.419512, expected=56.000000
predicted=62.078871, expected=80.000000
predicted=57.983283, expected=76.000000
predicted=71.231926, expected=64.000000
predicted=57.548250, expected=84.000000
predicted=72.089607, expected=56.000000
predicted=65.021101, expected=52.000000
predicted=66.804999, expected=104.000000
predicted=78.798933, expected=140.000000
predicted=89.079306, expected=60.000000
predicted=78.040802, expected=48.000000
predicted=72.444706, expected=64.000000
predicted=74.143177, expected=112.000000
predicted=90.715259, expected=92.000000
predicted=91.142970, expected=156.000000
predicted=97.788395, expected=96.000000
predicted=90.392164, expected=96.000000
predicted=97.592514, expected=88.000000
predicted=106.067072, expected=52.000000
predicted=86.565561, expected=36.000000
predicted=86.081778, expected=260.000000
predicted=129.966708, expected=64.000000
predicted=88.218610, expected=320.000000
predicted=161.303872, expected=228.000000
predicted=165.062647, expected=176.000000
predicted=159.927805, expected=144.000000
predicted=205.320655, expected=68.000000
predicted=136.579217, expected=84.000000
predicted=169.606499, expected=144.000000
predicted=148.560790, expected=136.000000
predicted=130.228291, expected=56.000000
predicted=102.081856, expected=4.000000
predicted=68.908991, expected=52.000000
predicted=73.966715, expected=4.000000
predicted=59.867843, expected=76.000000
predicted=65.246675, expected=88.000000
predicted=55.537312, expected=88.000000
predicted=52.261467, expected=52.000000
predicted=60.005201, expected=36.000000
predicted=48.143518, expected=48.000000
predicted=62.283639, expected=32.000000
predicted=54.536040, expected=40.000000
predicted=51.043777, expected=88.000000
predicted=56.256924, expected=28.000000
predicted=40.714610, expected=48.000000
predicted=47.962527, expected=68.000000
predicted=52.283855, expected=100.000000
predicted=64.362263, expected=80.000000
predicted=73.343767, expected=72.000000
predicted=63.841559, expected=56.000000
predicted=66.321162, expected=60.000000
predicted=68.997257, expected=52.000000
predicted=69.330232, expected=72.000000
predicted=67.299221, expected=52.000000
predicted=60.157851, expected=112.000000
predicted=73.609309, expected=68.000000
predicted=68.432850, expected=88.000000
predicted=73.877446, expected=60.000000
predicted=73.607409, expected=24.000000
predicted=56.731035, expected=36.000000
predicted=64.623991, expected=60.000000
predicted=56.378601, expected=40.000000
predicted=51.956614, expected=88.000000
predicted=58.988860, expected=32.000000
predicted=42.113063, expected=64.000000
predicted=52.869514, expected=28.000000
predicted=49.389380, expected=60.000000
predicted=50.294126, expected=52.000000
predicted=57.666907, expected=112.000000
predicted=63.513373, expected=44.000000
predicted=58.603589, expected=104.000000
predicted=68.928607, expected=72.000000
predicted=73.404934, expected=56.000000
predicted=66.203642, expected=16.000000
predicted=64.581407, expected=52.000000
predicted=53.243347, expected=68.000000
predicted=65.917922, expected=8.000000
predicted=40.569819, expected=44.000000
predicted=43.732468, expected=56.000000
predicted=40.336990, expected=72.000000
predicted=52.183651, expected=20.000000
predicted=44.035617, expected=88.000000
predicted=50.766747, expected=44.000000
predicted=51.173639, expected=40.000000
predicted=49.904534, expected=48.000000
predicted=54.966211, expected=48.000000
predicted=43.196256, expected=48.000000
predicted=55.292027, expected=52.000000
predicted=47.301232, expected=104.000000
predicted=62.819927, expected=12.000000
predicted=44.765884, expected=40.000000
predicted=48.682500, expected=72.000000
predicted=57.406901, expected=40.000000
predicted=47.920247, expected=60.000000
predicted=61.804475, expected=36.000000
predicted=39.278932, expected=92.000000
predicted=59.724437, expected=40.000000
Test MSE: 1980.411
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704])]
predicted=21.660151, expected=28.000000
predicted=22.370984, expected=24.000000
predicted=26.101156, expected=56.000000
predicted=33.980916, expected=48.000000
predicted=34.537945, expected=52.000000
predicted=43.031303, expected=8.000000
predicted=40.204477, expected=72.000000
predicted=43.783705, expected=28.000000
predicted=41.469389, expected=32.000000
predicted=36.897770, expected=32.000000
predicted=43.023076, expected=12.000000
predicted=26.333780, expected=32.000000
predicted=32.964650, expected=80.000000
predicted=35.242423, expected=8.000000
predicted=30.748938, expected=16.000000
predicted=35.503119, expected=48.000000
predicted=36.520579, expected=20.000000
predicted=24.637746, expected=44.000000
predicted=36.440563, expected=8.000000
predicted=27.617097, expected=44.000000
predicted=28.423316, expected=28.000000
predicted=32.141851, expected=12.000000
predicted=23.669131, expected=20.000000
predicted=28.936058, expected=56.000000
predicted=25.879070, expected=20.000000
predicted=27.141403, expected=32.000000
predicted=31.003688, expected=12.000000
predicted=29.129315, expected=20.000000
predicted=23.134555, expected=16.000000
predicted=24.841988, expected=24.000000
predicted=18.374512, expected=40.000000
predicted=24.048703, expected=24.000000
predicted=22.897909, expected=32.000000
predicted=28.148452, expected=36.000000
predicted=30.522813, expected=28.000000
predicted=29.297797, expected=24.000000
predicted=31.439315, expected=48.000000
predicted=32.411732, expected=24.000000
predicted=30.595792, expected=16.000000
predicted=29.887538, expected=44.000000
predicted=32.668603, expected=92.000000
predicted=38.003696, expected=4.000000
predicted=37.484953, expected=80.000000
predicted=50.590558, expected=28.000000
predicted=47.622097, expected=20.000000
predicted=37.862035, expected=12.000000
predicted=44.725390, expected=12.000000
predicted=20.072781, expected=60.000000
predicted=30.579541, expected=12.000000
predicted=22.615486, expected=32.000000
predicted=27.413692, expected=52.000000
predicted=34.228285, expected=20.000000
predicted=27.594404, expected=40.000000
predicted=38.053113, expected=36.000000
predicted=33.952425, expected=44.000000
predicted=34.483369, expected=16.000000
predicted=36.242048, expected=24.000000
predicted=30.848257, expected=76.000000
predicted=37.797409, expected=44.000000
predicted=36.565388, expected=20.000000
predicted=41.233323, expected=32.000000
predicted=42.036775, expected=56.000000
predicted=37.538973, expected=32.000000
predicted=38.526630, expected=32.000000
predicted=38.470199, expected=28.000000
predicted=36.319426, expected=48.000000
predicted=35.115461, expected=24.000000
predicted=35.147701, expected=20.000000
predicted=31.523761, expected=68.000000
predicted=37.559455, expected=28.000000
predicted=32.914938, expected=20.000000
predicted=36.418267, expected=28.000000
predicted=36.299018, expected=48.000000
predicted=30.424460, expected=48.000000
predicted=36.692907, expected=12.000000
predicted=33.304116, expected=24.000000
predicted=34.021187, expected=28.000000
predicted=29.863595, expected=68.000000
predicted=32.203278, expected=32.000000
predicted=35.386431, expected=16.000000
predicted=34.525625, expected=20.000000
predicted=36.051300, expected=12.000000
predicted=24.768291, expected=20.000000
predicted=23.429553, expected=32.000000
predicted=20.921853, expected=36.000000
predicted=21.852703, expected=32.000000
predicted=26.873909, expected=48.000000
predicted=32.540356, expected=8.000000
predicted=30.607645, expected=84.000000
predicted=39.931071, expected=80.000000
predicted=47.130799, expected=24.000000
predicted=45.937726, expected=24.000000
predicted=55.264555, expected=24.000000
predicted=40.963758, expected=24.000000
predicted=34.187567, expected=20.000000
predicted=29.433869, expected=64.000000
predicted=29.704049, expected=24.000000
predicted=29.545049, expected=16.000000
predicted=31.183734, expected=52.000000
predicted=37.360800, expected=20.000000
predicted=27.951348, expected=8.000000
predicted=30.079601, expected=36.000000
predicted=29.106980, expected=28.000000
predicted=22.315156, expected=36.000000
predicted=28.234221, expected=24.000000
predicted=28.543587, expected=44.000000
predicted=29.952682, expected=24.000000
predicted=31.967124, expected=20.000000
predicted=29.343859, expected=24.000000
predicted=29.899698, expected=68.000000
predicted=31.143705, expected=20.000000
predicted=31.716296, expected=8.000000
predicted=31.227622, expected=20.000000
predicted=30.948526, expected=24.000000
predicted=21.016689, expected=32.000000
predicted=24.896034, expected=36.000000
predicted=24.605626, expected=20.000000
predicted=24.999556, expected=8.000000
predicted=25.259340, expected=44.000000
predicted=27.251172, expected=32.000000
predicted=25.144082, expected=36.000000
predicted=28.879677, expected=28.000000
predicted=32.191348, expected=76.000000
predicted=37.162620, expected=56.000000
predicted=44.338076, expected=32.000000
predicted=45.592739, expected=40.000000
predicted=50.948238, expected=40.000000
predicted=43.092577, expected=44.000000
predicted=43.690357, expected=32.000000
predicted=40.696355, expected=16.000000
predicted=34.889286, expected=20.000000
predicted=32.052873, expected=52.000000
predicted=31.091238, expected=56.000000
predicted=33.265332, expected=28.000000
predicted=35.674138, expected=28.000000
predicted=39.137008, expected=92.000000
predicted=46.351686, expected=16.000000
predicted=40.576939, expected=20.000000
predicted=43.742213, expected=36.000000
predicted=42.290983, expected=44.000000
predicted=30.408493, expected=56.000000
predicted=41.189302, expected=36.000000
predicted=37.709097, expected=72.000000
predicted=46.964822, expected=4.000000
predicted=42.547158, expected=20.000000
predicted=39.396177, expected=80.000000
predicted=44.453957, expected=12.000000
predicted=29.000969, expected=36.000000
predicted=40.909004, expected=16.000000
predicted=34.026642, expected=64.000000
predicted=31.890451, expected=16.000000
predicted=35.647916, expected=8.000000
predicted=27.592763, expected=56.000000
predicted=35.727139, expected=32.000000
predicted=25.944477, expected=12.000000
predicted=30.758675, expected=36.000000
predicted=32.585754, expected=12.000000
predicted=23.723272, expected=56.000000
predicted=30.446992, expected=12.000000
predicted=27.418167, expected=56.000000
predicted=30.998690, expected=36.000000
predicted=36.850117, expected=52.000000
predicted=35.694358, expected=8.000000
predicted=40.425942, expected=84.000000
predicted=40.914229, expected=56.000000
predicted=46.165004, expected=48.000000
predicted=46.159604, expected=40.000000
predicted=56.547315, expected=60.000000
predicted=48.839917, expected=16.000000
predicted=47.903709, expected=24.000000
predicted=40.991915, expected=36.000000
predicted=37.262335, expected=52.000000
predicted=31.715184, expected=60.000000
predicted=40.007709, expected=80.000000
predicted=47.344226, expected=36.000000
predicted=52.033378, expected=12.000000
predicted=50.737069, expected=24.000000
predicted=45.749078, expected=80.000000
predicted=40.594084, expected=12.000000
predicted=34.885728, expected=36.000000
predicted=38.011496, expected=32.000000
predicted=38.254065, expected=40.000000
predicted=30.687987, expected=28.000000
predicted=38.007053, expected=44.000000
predicted=32.947378, expected=44.000000
predicted=37.326525, expected=48.000000
predicted=38.497976, expected=60.000000
predicted=45.515064, expected=24.000000
predicted=42.733948, expected=28.000000
predicted=43.475775, expected=56.000000
predicted=43.089949, expected=16.000000
predicted=33.871284, expected=44.000000
predicted=38.626276, expected=40.000000
predicted=36.558748, expected=24.000000
predicted=31.677382, expected=28.000000
predicted=37.128962, expected=88.000000
predicted=38.515993, expected=36.000000
predicted=40.025508, expected=32.000000
predicted=45.644485, expected=60.000000
predicted=51.265557, expected=16.000000
predicted=38.197633, expected=20.000000
predicted=41.732213, expected=68.000000
predicted=39.415925, expected=64.000000
predicted=36.418380, expected=16.000000
predicted=42.681353, expected=36.000000
predicted=45.249275, expected=24.000000
predicted=36.898992, expected=16.000000
predicted=31.537844, expected=28.000000
predicted=31.185875, expected=80.000000
predicted=30.359182, expected=36.000000
predicted=34.429109, expected=64.000000
predicted=46.015087, expected=32.000000
predicted=48.525957, expected=76.000000
predicted=49.391045, expected=16.000000
predicted=51.906587, expected=12.000000
predicted=39.603480, expected=28.000000
predicted=40.586274, expected=20.000000
predicted=22.682023, expected=40.000000
predicted=29.569544, expected=12.000000
predicted=23.106311, expected=32.000000
predicted=24.758104, expected=52.000000
predicted=30.982117, expected=24.000000
predicted=27.424942, expected=52.000000
predicted=38.373347, expected=24.000000
predicted=34.958276, expected=36.000000
predicted=35.184617, expected=32.000000
predicted=38.068577, expected=76.000000
predicted=37.274956, expected=12.000000
predicted=39.245117, expected=12.000000
predicted=35.948981, expected=36.000000
predicted=37.104647, expected=52.000000
predicted=27.611933, expected=28.000000
predicted=34.301846, expected=20.000000
predicted=31.935445, expected=56.000000
predicted=35.892301, expected=16.000000
predicted=31.003178, expected=12.000000
predicted=31.452761, expected=60.000000
predicted=34.360093, expected=44.000000
predicted=28.430556, expected=20.000000
predicted=35.590351, expected=20.000000
predicted=36.023987, expected=56.000000
predicted=33.038076, expected=20.000000
predicted=31.732036, expected=16.000000
predicted=31.300954, expected=20.000000
predicted=29.404538, expected=44.000000
predicted=24.350254, expected=12.000000
predicted=25.752645, expected=20.000000
predicted=24.463492, expected=36.000000
predicted=26.478846, expected=52.000000
predicted=25.960447, expected=40.000000
predicted=34.126453, expected=60.000000
predicted=40.232274, expected=40.000000
predicted=43.737651, expected=52.000000
predicted=46.832560, expected=36.000000
predicted=48.352899, expected=28.000000
predicted=41.670335, expected=36.000000
predicted=42.399423, expected=40.000000
predicted=35.898122, expected=20.000000
predicted=33.970769, expected=28.000000
predicted=32.934274, expected=60.000000
predicted=34.395644, expected=16.000000
predicted=30.459925, expected=16.000000
predicted=33.453620, expected=96.000000
predicted=40.828719, expected=32.000000
predicted=33.908529, expected=28.000000
predicted=45.907757, expected=40.000000
predicted=47.736228, expected=48.000000
predicted=35.683714, expected=8.000000
predicted=39.913790, expected=28.000000
predicted=33.961417, expected=28.000000
predicted=29.066053, expected=40.000000
predicted=26.444127, expected=32.000000
predicted=31.845275, expected=44.000000
predicted=31.393904, expected=40.000000
predicted=36.484475, expected=24.000000
predicted=34.955025, expected=24.000000
predicted=36.044755, expected=16.000000
predicted=29.243835, expected=24.000000
predicted=25.981519, expected=24.000000
predicted=23.893402, expected=16.000000
predicted=20.525679, expected=56.000000
predicted=26.954412, expected=32.000000
predicted=26.872586, expected=28.000000
predicted=31.623884, expected=52.000000
predicted=39.241203, expected=52.000000
predicted=35.973840, expected=32.000000
predicted=41.944835, expected=36.000000
predicted=43.112516, expected=64.000000
predicted=43.254532, expected=48.000000
predicted=43.485219, expected=20.000000
predicted=44.440588, expected=48.000000
predicted=45.848684, expected=12.000000
predicted=34.878092, expected=28.000000
predicted=33.791119, expected=24.000000
predicted=30.990735, expected=20.000000
predicted=21.610653, expected=36.000000
predicted=28.570801, expected=56.000000
predicted=28.065935, expected=88.000000
predicted=40.801232, expected=72.000000
predicted=52.456238, expected=88.000000
predicted=66.688562, expected=24.000000
predicted=66.591171, expected=48.000000
predicted=63.715966, expected=52.000000
predicted=59.551028, expected=24.000000
predicted=42.875804, expected=44.000000
predicted=48.545092, expected=52.000000
predicted=40.035114, expected=32.000000
predicted=38.737157, expected=68.000000
predicted=48.042667, expected=36.000000
predicted=43.197181, expected=40.000000
predicted=45.333710, expected=56.000000
predicted=50.156779, expected=28.000000
predicted=39.790701, expected=28.000000
predicted=43.626140, expected=12.000000
predicted=34.513980, expected=76.000000
predicted=35.412061, expected=60.000000
predicted=39.700653, expected=24.000000
predicted=40.217237, expected=40.000000
predicted=49.751149, expected=68.000000
predicted=43.867020, expected=4.000000
predicted=39.698624, expected=44.000000
predicted=44.073757, expected=64.000000
predicted=40.550375, expected=44.000000
predicted=36.609388, expected=28.000000
predicted=48.132885, expected=40.000000
predicted=41.464536, expected=40.000000
predicted=39.439286, expected=48.000000
predicted=41.062075, expected=72.000000
predicted=46.114429, expected=32.000000
predicted=44.191910, expected=40.000000
predicted=49.228482, expected=20.000000
predicted=43.934761, expected=108.000000
predicted=47.239510, expected=64.000000
predicted=52.442569, expected=20.000000
predicted=51.470962, expected=16.000000
predicted=57.573230, expected=64.000000
predicted=42.447156, expected=12.000000
predicted=37.323979, expected=48.000000
predicted=38.714591, expected=40.000000
predicted=37.135797, expected=104.000000
predicted=41.612910, expected=28.000000
predicted=52.073998, expected=36.000000
predicted=50.391833, expected=44.000000
predicted=56.247334, expected=16.000000
predicted=35.234109, expected=32.000000
predicted=42.834568, expected=32.000000
predicted=30.943950, expected=44.000000
predicted=30.297829, expected=20.000000
predicted=32.824324, expected=32.000000
predicted=31.142159, expected=40.000000
predicted=33.518975, expected=12.000000
predicted=27.276638, expected=20.000000
predicted=30.194962, expected=32.000000
predicted=25.826334, expected=76.000000
predicted=30.311370, expected=76.000000
predicted=42.223715, expected=36.000000
predicted=47.072046, expected=60.000000
predicted=58.737181, expected=40.000000
predicted=52.517510, expected=20.000000
predicted=46.852808, expected=52.000000
predicted=48.881058, expected=60.000000
predicted=40.177019, expected=40.000000
predicted=43.026736, expected=44.000000
predicted=48.133232, expected=76.000000
predicted=49.637485, expected=8.000000
predicted=43.777151, expected=44.000000
predicted=48.663229, expected=40.000000
predicted=42.639106, expected=28.000000
predicted=32.261459, expected=40.000000
predicted=42.761080, expected=68.000000
predicted=37.155044, expected=56.000000
predicted=43.879095, expected=28.000000
predicted=47.102245, expected=20.000000
predicted=45.233542, expected=68.000000
predicted=43.907176, expected=28.000000
predicted=38.224163, expected=16.000000
predicted=37.702489, expected=44.000000
predicted=39.466164, expected=64.000000
predicted=33.262378, expected=16.000000
predicted=37.340793, expected=60.000000
predicted=44.308406, expected=80.000000
predicted=46.585896, expected=48.000000
predicted=46.819974, expected=56.000000
predicted=61.835768, expected=40.000000
predicted=53.042934, expected=72.000000
predicted=55.316947, expected=32.000000
predicted=53.444268, expected=52.000000
predicted=50.452061, expected=40.000000
predicted=50.764489, expected=52.000000
predicted=43.779578, expected=24.000000
predicted=46.579738, expected=32.000000
predicted=38.825042, expected=64.000000
predicted=43.315751, expected=40.000000
predicted=37.403379, expected=32.000000
predicted=43.653581, expected=12.000000
predicted=38.907033, expected=56.000000
predicted=36.118584, expected=44.000000
predicted=36.612132, expected=48.000000
predicted=37.667114, expected=28.000000
predicted=42.804498, expected=32.000000
predicted=37.154558, expected=24.000000
predicted=37.795477, expected=44.000000
predicted=33.653438, expected=48.000000
predicted=36.082964, expected=24.000000
predicted=33.337272, expected=44.000000
predicted=39.776108, expected=28.000000
predicted=35.014173, expected=20.000000
predicted=32.500447, expected=36.000000
predicted=34.966511, expected=52.000000
predicted=30.842136, expected=8.000000
predicted=30.275262, expected=20.000000
predicted=31.892391, expected=20.000000
predicted=26.517419, expected=80.000000
predicted=28.941485, expected=24.000000
predicted=32.952090, expected=52.000000
predicted=38.853011, expected=56.000000
predicted=48.176990, expected=36.000000
predicted=39.108662, expected=28.000000
predicted=49.698875, expected=20.000000
predicted=37.083472, expected=60.000000
predicted=38.078349, expected=24.000000
predicted=33.926002, expected=8.000000
predicted=31.204743, expected=52.000000
predicted=36.445019, expected=60.000000
predicted=30.225874, expected=40.000000
predicted=38.717121, expected=24.000000
predicted=42.820283, expected=64.000000
predicted=43.487214, expected=24.000000
Test MSE: 445.845
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448])]
predicted=29.010373, expected=20.000000
predicted=28.363921, expected=100.000000
predicted=64.429560, expected=120.000000
predicted=69.095015, expected=16.000000
predicted=32.275366, expected=64.000000
predicted=46.708761, expected=60.000000
predicted=49.044653, expected=36.000000
predicted=60.913862, expected=16.000000
predicted=63.028242, expected=116.000000
predicted=60.904752, expected=148.000000
predicted=94.291830, expected=60.000000
predicted=63.919023, expected=20.000000
predicted=46.401581, expected=52.000000
predicted=47.666979, expected=4.000000
predicted=55.452557, expected=32.000000
predicted=72.731873, expected=100.000000
predicted=69.244522, expected=96.000000
predicted=53.666521, expected=64.000000
predicted=59.888609, expected=64.000000
predicted=47.231151, expected=28.000000
predicted=40.952252, expected=44.000000
predicted=66.922786, expected=32.000000
predicted=59.309681, expected=140.000000
predicted=86.658912, expected=48.000000
predicted=57.993496, expected=76.000000
predicted=55.049064, expected=116.000000
predicted=84.712125, expected=56.000000
predicted=51.071145, expected=56.000000
predicted=92.954059, expected=56.000000
predicted=59.117569, expected=68.000000
predicted=67.967153, expected=88.000000
predicted=91.330236, expected=4.000000
predicted=37.942267, expected=4.000000
predicted=35.077733, expected=20.000000
predicted=38.196772, expected=44.000000
predicted=44.242458, expected=80.000000
predicted=68.078241, expected=48.000000
predicted=29.887968, expected=24.000000
predicted=23.291050, expected=72.000000
predicted=48.620517, expected=80.000000
predicted=58.936283, expected=140.000000
predicted=96.812769, expected=48.000000
predicted=57.965064, expected=44.000000
predicted=46.626735, expected=24.000000
predicted=56.863603, expected=60.000000
predicted=62.984061, expected=24.000000
predicted=70.786292, expected=108.000000
predicted=67.799335, expected=80.000000
predicted=62.366242, expected=100.000000
predicted=62.471299, expected=44.000000
predicted=62.293521, expected=40.000000
predicted=42.236992, expected=28.000000
predicted=66.938514, expected=76.000000
predicted=68.509129, expected=40.000000
predicted=63.435139, expected=44.000000
predicted=43.466188, expected=52.000000
predicted=48.461935, expected=68.000000
predicted=47.371727, expected=96.000000
predicted=77.989768, expected=44.000000
predicted=47.865032, expected=28.000000
predicted=43.068731, expected=96.000000
predicted=71.855519, expected=64.000000
predicted=63.008071, expected=60.000000
predicted=71.796368, expected=36.000000
predicted=48.349362, expected=76.000000
predicted=53.262612, expected=68.000000
predicted=75.656346, expected=92.000000
predicted=72.578940, expected=88.000000
predicted=74.939810, expected=76.000000
predicted=61.901368, expected=48.000000
predicted=67.148250, expected=48.000000
predicted=61.327751, expected=64.000000
predicted=73.433940, expected=48.000000
predicted=63.508916, expected=48.000000
predicted=58.868251, expected=128.000000
predicted=80.968357, expected=132.000000
predicted=86.130906, expected=84.000000
predicted=78.031495, expected=48.000000
predicted=63.878609, expected=92.000000
predicted=76.985699, expected=72.000000
predicted=93.731785, expected=16.000000
predicted=70.095274, expected=12.000000
predicted=50.877400, expected=40.000000
predicted=43.026312, expected=80.000000
predicted=70.195216, expected=44.000000
predicted=52.077034, expected=52.000000
predicted=38.223206, expected=28.000000
predicted=30.144470, expected=92.000000
predicted=60.844213, expected=60.000000
predicted=66.054533, expected=104.000000
predicted=69.554573, expected=56.000000
predicted=61.602188, expected=20.000000
predicted=34.607642, expected=28.000000
predicted=60.892798, expected=36.000000
predicted=45.384955, expected=64.000000
predicted=69.258775, expected=52.000000
predicted=50.008582, expected=48.000000
predicted=37.187314, expected=120.000000
predicted=71.061506, expected=48.000000
predicted=48.405599, expected=40.000000
predicted=54.673938, expected=64.000000
predicted=63.139117, expected=32.000000
predicted=42.134440, expected=112.000000
predicted=98.158036, expected=40.000000
predicted=49.476974, expected=68.000000
predicted=54.286874, expected=20.000000
predicted=50.396517, expected=68.000000
predicted=48.566756, expected=20.000000
predicted=61.745264, expected=48.000000
predicted=40.922717, expected=180.000000
predicted=107.245494, expected=112.000000
predicted=68.548795, expected=48.000000
predicted=66.939128, expected=64.000000
predicted=62.647011, expected=72.000000
predicted=66.490710, expected=60.000000
predicted=103.160940, expected=24.000000
predicted=65.176903, expected=136.000000
predicted=84.445101, expected=108.000000
predicted=82.833037, expected=44.000000
predicted=61.421612, expected=56.000000
predicted=68.676459, expected=44.000000
predicted=45.157570, expected=32.000000
predicted=73.250797, expected=24.000000
predicted=59.303959, expected=88.000000
predicted=59.094698, expected=140.000000
predicted=86.241315, expected=84.000000
predicted=65.910174, expected=72.000000
predicted=63.944795, expected=60.000000
predicted=58.356683, expected=12.000000
predicted=54.641150, expected=60.000000
predicted=87.094813, expected=72.000000
predicted=70.157501, expected=132.000000
predicted=88.002029, expected=88.000000
predicted=75.823862, expected=52.000000
predicted=46.742274, expected=20.000000
predicted=53.243356, expected=44.000000
predicted=58.346160, expected=132.000000
predicted=110.323417, expected=104.000000
predicted=86.123612, expected=104.000000
predicted=79.237254, expected=76.000000
predicted=65.021714, expected=88.000000
predicted=74.369252, expected=40.000000
predicted=85.849646, expected=4.000000
predicted=55.785593, expected=20.000000
predicted=58.124557, expected=84.000000
predicted=67.158851, expected=40.000000
predicted=54.276951, expected=124.000000
predicted=73.324471, expected=40.000000
predicted=36.820020, expected=88.000000
predicted=56.688793, expected=60.000000
predicted=76.237540, expected=44.000000
predicted=45.993205, expected=36.000000
predicted=75.211928, expected=36.000000
predicted=40.648191, expected=140.000000
predicted=96.781288, expected=40.000000
predicted=52.797406, expected=104.000000
predicted=71.690072, expected=4.000000
predicted=39.994506, expected=56.000000
predicted=46.484501, expected=12.000000
predicted=71.174371, expected=164.000000
predicted=83.000235, expected=52.000000
predicted=77.091048, expected=36.000000
predicted=29.129030, expected=48.000000
predicted=63.467092, expected=20.000000
predicted=24.572512, expected=72.000000
predicted=95.362749, expected=60.000000
predicted=53.881337, expected=132.000000
predicted=74.939671, expected=132.000000
predicted=89.836235, expected=48.000000
predicted=49.986146, expected=48.000000
predicted=70.607152, expected=24.000000
predicted=53.357114, expected=100.000000
predicted=97.450020, expected=80.000000
predicted=92.798514, expected=80.000000
predicted=62.429864, expected=52.000000
predicted=58.951654, expected=36.000000
predicted=40.858374, expected=36.000000
predicted=65.062019, expected=144.000000
predicted=95.938715, expected=12.000000
predicted=50.502989, expected=124.000000
predicted=78.730571, expected=92.000000
predicted=75.332696, expected=88.000000
predicted=63.275206, expected=64.000000
predicted=101.985670, expected=36.000000
predicted=39.915888, expected=44.000000
predicted=78.453071, expected=24.000000
predicted=55.657705, expected=128.000000
predicted=89.458905, expected=120.000000
predicted=85.544734, expected=52.000000
predicted=51.841063, expected=56.000000
predicted=62.025316, expected=72.000000
predicted=58.917357, expected=72.000000
predicted=89.485265, expected=92.000000
predicted=94.327845, expected=168.000000
predicted=102.861547, expected=44.000000
predicted=63.830051, expected=144.000000
predicted=104.130827, expected=172.000000
predicted=125.437865, expected=228.000000
predicted=148.880411, expected=224.000000
predicted=189.843210, expected=284.000000
predicted=177.119867, expected=224.000000
predicted=200.935867, expected=88.000000
predicted=155.838747, expected=160.000000
predicted=196.718558, expected=132.000000
predicted=177.098805, expected=68.000000
predicted=158.346773, expected=60.000000
predicted=133.014250, expected=60.000000
predicted=78.945570, expected=116.000000
predicted=118.305631, expected=64.000000
predicted=90.867394, expected=84.000000
predicted=75.386022, expected=108.000000
predicted=87.350332, expected=32.000000
predicted=55.059144, expected=68.000000
predicted=85.184667, expected=80.000000
predicted=73.792743, expected=48.000000
predicted=62.849769, expected=12.000000
predicted=57.821942, expected=132.000000
predicted=76.230677, expected=28.000000
predicted=52.100669, expected=184.000000
predicted=110.681370, expected=252.000000
predicted=147.829796, expected=236.000000
predicted=134.315478, expected=16.000000
predicted=105.977479, expected=100.000000
predicted=92.515138, expected=152.000000
predicted=162.178643, expected=72.000000
predicted=136.506115, expected=96.000000
predicted=146.456250, expected=84.000000
predicted=68.703724, expected=36.000000
predicted=69.618147, expected=72.000000
predicted=99.952354, expected=168.000000
predicted=109.637879, expected=124.000000
predicted=104.322844, expected=84.000000
predicted=90.378392, expected=84.000000
predicted=79.318658, expected=68.000000
predicted=78.106269, expected=68.000000
predicted=105.374997, expected=92.000000
predicted=98.713103, expected=132.000000
predicted=100.953661, expected=48.000000
predicted=71.646043, expected=68.000000
predicted=72.819311, expected=84.000000
predicted=80.506339, expected=80.000000
predicted=79.943032, expected=100.000000
predicted=104.641726, expected=140.000000
predicted=94.762213, expected=88.000000
predicted=84.650680, expected=108.000000
predicted=98.956841, expected=36.000000
predicted=71.816617, expected=44.000000
predicted=71.605933, expected=76.000000
predicted=96.961370, expected=72.000000
predicted=71.947385, expected=116.000000
predicted=98.875582, expected=56.000000
predicted=56.663987, expected=48.000000
predicted=53.796875, expected=60.000000
predicted=70.583251, expected=12.000000
predicted=43.747868, expected=8.000000
predicted=53.135712, expected=12.000000
predicted=32.060750, expected=116.000000
predicted=65.785068, expected=72.000000
predicted=59.973218, expected=36.000000
predicted=31.950711, expected=8.000000
predicted=25.900271, expected=24.000000
predicted=24.875312, expected=8.000000
predicted=49.718431, expected=32.000000
predicted=40.412542, expected=32.000000
predicted=30.605463, expected=36.000000
predicted=22.140881, expected=28.000000
predicted=27.474671, expected=12.000000
predicted=15.207559, expected=16.000000
predicted=23.879123, expected=48.000000
predicted=35.231068, expected=48.000000
predicted=37.447600, expected=56.000000
predicted=40.158654, expected=24.000000
predicted=26.059636, expected=32.000000
predicted=28.789553, expected=4.000000
predicted=28.288196, expected=72.000000
predicted=50.260840, expected=132.000000
predicted=81.686447, expected=116.000000
predicted=69.515149, expected=56.000000
predicted=57.905241, expected=56.000000
predicted=49.937905, expected=36.000000
predicted=60.442528, expected=12.000000
predicted=63.021424, expected=160.000000
predicted=114.140899, expected=128.000000
predicted=87.810479, expected=72.000000
predicted=68.448362, expected=8.000000
predicted=46.302203, expected=48.000000
predicted=43.290828, expected=40.000000
predicted=84.662433, expected=48.000000
predicted=70.541179, expected=32.000000
predicted=48.974458, expected=104.000000
predicted=54.243241, expected=60.000000
predicted=55.783706, expected=48.000000
predicted=47.072228, expected=56.000000
predicted=58.098107, expected=8.000000
predicted=28.164862, expected=52.000000
predicted=66.387537, expected=76.000000
predicted=62.160088, expected=84.000000
predicted=59.962887, expected=60.000000
predicted=59.866529, expected=8.000000
predicted=23.746138, expected=68.000000
predicted=59.214830, expected=24.000000
predicted=48.634056, expected=40.000000
predicted=51.797245, expected=32.000000
predicted=45.589651, expected=92.000000
predicted=47.144396, expected=100.000000
predicted=77.002261, expected=68.000000
predicted=51.867815, expected=48.000000
predicted=54.340793, expected=32.000000
predicted=43.084025, expected=12.000000
predicted=49.878659, expected=32.000000
predicted=55.865072, expected=48.000000
predicted=49.626711, expected=64.000000
predicted=49.055561, expected=124.000000
predicted=72.117030, expected=68.000000
predicted=49.761236, expected=48.000000
predicted=49.668936, expected=36.000000
predicted=52.765644, expected=68.000000
predicted=63.191848, expected=116.000000
predicted=102.672529, expected=68.000000
predicted=67.524226, expected=56.000000
predicted=58.405162, expected=20.000000
predicted=41.884676, expected=16.000000
predicted=42.839475, expected=4.000000
predicted=50.644893, expected=36.000000
predicted=41.600312, expected=44.000000
predicted=41.733364, expected=36.000000
predicted=26.910279, expected=4.000000
predicted=15.970858, expected=4.000000
predicted=10.109978, expected=8.000000
predicted=20.245627, expected=12.000000
Test MSE: 1816.410
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692])]
predicted=116.971288, expected=68.000000
predicted=115.312832, expected=136.000000
predicted=109.073323, expected=180.000000
predicted=143.314297, expected=124.000000
predicted=118.256417, expected=120.000000
predicted=122.254291, expected=112.000000
predicted=103.754400, expected=76.000000
predicted=100.519630, expected=156.000000
predicted=160.923270, expected=104.000000
predicted=104.680154, expected=180.000000
predicted=152.093679, expected=132.000000
predicted=124.550135, expected=144.000000
predicted=120.543359, expected=116.000000
predicted=138.246653, expected=68.000000
predicted=89.405360, expected=124.000000
predicted=146.761551, expected=148.000000
predicted=130.307044, expected=132.000000
predicted=128.527970, expected=112.000000
predicted=120.232898, expected=76.000000
predicted=84.024165, expected=100.000000
predicted=112.253468, expected=116.000000
predicted=121.650335, expected=64.000000
predicted=88.710924, expected=148.000000
predicted=133.415042, expected=144.000000
predicted=109.039691, expected=56.000000
predicted=77.309781, expected=136.000000
predicted=137.967215, expected=92.000000
predicted=78.574018, expected=52.000000
predicted=91.402476, expected=104.000000
predicted=123.395888, expected=184.000000
predicted=118.554463, expected=136.000000
predicted=123.063895, expected=68.000000
predicted=92.630010, expected=116.000000
predicted=106.181122, expected=112.000000
predicted=102.551798, expected=48.000000
predicted=99.518705, expected=76.000000
predicted=107.494930, expected=120.000000
predicted=93.639663, expected=140.000000
predicted=115.915430, expected=124.000000
predicted=116.905601, expected=80.000000
predicted=78.908913, expected=148.000000
predicted=123.858297, expected=92.000000
predicted=98.420057, expected=100.000000
predicted=117.690885, expected=112.000000
predicted=119.066399, expected=216.000000
predicted=148.569024, expected=108.000000
predicted=117.207656, expected=84.000000
predicted=105.589782, expected=120.000000
predicted=124.051474, expected=44.000000
predicted=68.091653, expected=88.000000
predicted=137.797804, expected=100.000000
predicted=98.322983, expected=144.000000
predicted=108.453999, expected=60.000000
predicted=85.880418, expected=112.000000
predicted=94.766744, expected=108.000000
predicted=98.621863, expected=76.000000
predicted=82.849153, expected=96.000000
predicted=118.475373, expected=152.000000
predicted=109.509172, expected=132.000000
predicted=114.470620, expected=116.000000
predicted=117.111110, expected=128.000000
predicted=115.087337, expected=96.000000
predicted=98.392236, expected=68.000000
predicted=106.086686, expected=76.000000
predicted=102.081863, expected=80.000000
predicted=90.400373, expected=168.000000
predicted=138.748014, expected=76.000000
predicted=79.649760, expected=88.000000
predicted=91.961210, expected=124.000000
predicted=109.063979, expected=108.000000
predicted=88.719353, expected=152.000000
predicted=152.314661, expected=216.000000
predicted=151.976390, expected=196.000000
predicted=146.150062, expected=140.000000
predicted=145.046946, expected=56.000000
predicted=100.991071, expected=164.000000
predicted=163.014366, expected=172.000000
predicted=167.778678, expected=120.000000
predicted=142.203980, expected=120.000000
predicted=141.524569, expected=192.000000
predicted=137.996353, expected=96.000000
predicted=117.253982, expected=76.000000
predicted=127.154262, expected=112.000000
predicted=122.694585, expected=100.000000
predicted=98.122369, expected=144.000000
predicted=153.391048, expected=160.000000
predicted=129.115114, expected=148.000000
predicted=118.561573, expected=104.000000
predicted=116.782393, expected=80.000000
predicted=100.647528, expected=100.000000
predicted=119.196528, expected=68.000000
predicted=99.972481, expected=120.000000
predicted=126.057354, expected=116.000000
predicted=104.977137, expected=156.000000
predicted=119.969934, expected=104.000000
predicted=105.156437, expected=100.000000
predicted=97.055135, expected=116.000000
predicted=120.800838, expected=48.000000
predicted=76.303125, expected=128.000000
predicted=137.938778, expected=164.000000
predicted=126.798766, expected=240.000000
predicted=165.635457, expected=108.000000
predicted=117.180689, expected=136.000000
predicted=123.694027, expected=96.000000
predicted=119.740900, expected=72.000000
predicted=107.391668, expected=108.000000
predicted=157.310860, expected=132.000000
predicted=112.789044, expected=72.000000
predicted=95.317410, expected=84.000000
predicted=98.122489, expected=100.000000
predicted=90.208854, expected=120.000000
predicted=106.213003, expected=64.000000
predicted=91.731144, expected=136.000000
predicted=113.198521, expected=144.000000
predicted=112.407711, expected=200.000000
predicted=148.354439, expected=128.000000
predicted=128.550098, expected=84.000000
predicted=94.205524, expected=124.000000
predicted=137.914242, expected=92.000000
predicted=106.465803, expected=112.000000
predicted=141.190193, expected=112.000000
predicted=117.544531, expected=96.000000
predicted=91.533849, expected=88.000000
predicted=105.625164, expected=120.000000
predicted=108.004627, expected=76.000000
predicted=88.656264, expected=64.000000
predicted=88.465077, expected=68.000000
predicted=83.505557, expected=140.000000
predicted=108.993711, expected=168.000000
predicted=132.575440, expected=64.000000
predicted=73.898593, expected=116.000000
predicted=111.964818, expected=140.000000
predicted=109.260651, expected=76.000000
predicted=95.111064, expected=112.000000
predicted=139.262303, expected=204.000000
predicted=139.487456, expected=220.000000
predicted=158.594795, expected=100.000000
predicted=124.718418, expected=96.000000
predicted=117.011423, expected=84.000000
predicted=104.711938, expected=120.000000
predicted=140.785582, expected=152.000000
predicted=164.396213, expected=124.000000
predicted=110.633547, expected=148.000000
predicted=131.636932, expected=80.000000
predicted=90.216201, expected=100.000000
predicted=114.587218, expected=136.000000
predicted=137.690262, expected=132.000000
predicted=118.359520, expected=168.000000
predicted=154.916864, expected=172.000000
predicted=134.451567, expected=132.000000
predicted=123.796827, expected=104.000000
predicted=128.596449, expected=124.000000
predicted=132.234795, expected=100.000000
predicted=123.254548, expected=96.000000
predicted=125.030461, expected=124.000000
predicted=125.783292, expected=148.000000
predicted=122.915024, expected=204.000000
predicted=161.484700, expected=76.000000
predicted=92.192407, expected=84.000000
predicted=109.780332, expected=136.000000
predicted=133.408936, expected=112.000000
predicted=111.740763, expected=84.000000
predicted=131.259168, expected=172.000000
predicted=134.986613, expected=172.000000
predicted=124.722378, expected=100.000000
predicted=116.381741, expected=116.000000
predicted=130.776089, expected=128.000000
predicted=112.418223, expected=36.000000
predicted=90.176039, expected=120.000000
predicted=144.050230, expected=92.000000
predicted=88.496121, expected=96.000000
predicted=98.439805, expected=64.000000
predicted=95.948616, expected=56.000000
predicted=55.058007, expected=112.000000
predicted=109.904024, expected=68.000000
predicted=70.822345, expected=112.000000
predicted=104.444666, expected=120.000000
predicted=95.774312, expected=184.000000
predicted=123.730953, expected=136.000000
predicted=123.915763, expected=96.000000
predicted=98.474306, expected=76.000000
predicted=105.405021, expected=56.000000
predicted=85.501425, expected=132.000000
predicted=141.761775, expected=120.000000
predicted=112.544810, expected=160.000000
predicted=128.393319, expected=108.000000
predicted=101.092161, expected=76.000000
predicted=81.323120, expected=112.000000
predicted=124.747030, expected=52.000000
predicted=77.550765, expected=72.000000
predicted=107.259258, expected=128.000000
predicted=113.620042, expected=88.000000
predicted=75.283076, expected=88.000000
predicted=101.267917, expected=120.000000
predicted=96.388415, expected=164.000000
predicted=117.707638, expected=68.000000
predicted=92.726982, expected=140.000000
predicted=128.437576, expected=196.000000
predicted=143.651909, expected=212.000000
predicted=158.256967, expected=104.000000
predicted=137.827156, expected=72.000000
predicted=98.896455, expected=84.000000
predicted=115.908203, expected=52.000000
predicted=101.185766, expected=84.000000
predicted=126.906746, expected=72.000000
predicted=80.754905, expected=116.000000
predicted=93.078416, expected=88.000000
predicted=84.291798, expected=96.000000
predicted=81.985956, expected=76.000000
predicted=83.920583, expected=56.000000
predicted=66.748789, expected=92.000000
predicted=100.062350, expected=136.000000
predicted=106.078399, expected=156.000000
predicted=120.563603, expected=108.000000
predicted=99.195412, expected=68.000000
predicted=80.221484, expected=108.000000
predicted=108.501898, expected=96.000000
predicted=104.046527, expected=76.000000
predicted=104.191212, expected=104.000000
predicted=107.447071, expected=148.000000
predicted=109.258114, expected=84.000000
predicted=90.471224, expected=132.000000
predicted=123.467988, expected=160.000000
predicted=123.629602, expected=76.000000
predicted=87.091765, expected=116.000000
predicted=137.833456, expected=152.000000
predicted=121.767836, expected=232.000000
predicted=172.298350, expected=136.000000
predicted=142.417612, expected=48.000000
predicted=86.954665, expected=116.000000
predicted=133.773597, expected=104.000000
predicted=110.408021, expected=120.000000
predicted=149.343668, expected=116.000000
predicted=123.408445, expected=192.000000
predicted=130.760834, expected=112.000000
predicted=111.383598, expected=44.000000
predicted=86.058056, expected=152.000000
predicted=147.085200, expected=92.000000
predicted=88.693463, expected=112.000000
predicted=137.965879, expected=640.000000
predicted=381.230748, expected=228.000000
predicted=115.899567, expected=152.000000
predicted=226.426650, expected=188.000000
predicted=202.342550, expected=180.000000
predicted=145.221526, expected=100.000000
predicted=306.588540, expected=100.000000
predicted=160.769497, expected=76.000000
predicted=110.343302, expected=104.000000
predicted=129.237957, expected=100.000000
predicted=121.513284, expected=148.000000
predicted=121.731501, expected=72.000000
predicted=85.987893, expected=84.000000
predicted=92.860548, expected=200.000000
predicted=149.626915, expected=112.000000
predicted=97.053017, expected=100.000000
predicted=130.304029, expected=140.000000
predicted=121.136827, expected=64.000000
predicted=75.850447, expected=64.000000
predicted=121.987691, expected=92.000000
predicted=98.375181, expected=172.000000
predicted=125.253191, expected=64.000000
predicted=89.770424, expected=64.000000
predicted=83.933087, expected=96.000000
predicted=88.147810, expected=56.000000
predicted=66.146762, expected=80.000000
predicted=111.461264, expected=100.000000
predicted=82.108297, expected=184.000000
predicted=121.865965, expected=124.000000
predicted=106.931895, expected=112.000000
predicted=105.103703, expected=88.000000
predicted=98.730046, expected=52.000000
predicted=79.768026, expected=104.000000
predicted=128.686316, expected=108.000000
predicted=102.317063, expected=128.000000
predicted=113.773961, expected=72.000000
predicted=84.370020, expected=108.000000
predicted=94.430965, expected=84.000000
predicted=91.150590, expected=48.000000
predicted=76.420650, expected=76.000000
predicted=97.318280, expected=140.000000
predicted=100.946108, expected=156.000000
predicted=120.257305, expected=88.000000
predicted=92.742446, expected=76.000000
predicted=85.132780, expected=108.000000
predicted=99.195798, expected=60.000000
predicted=87.383760, expected=100.000000
predicted=118.390804, expected=116.000000
predicted=98.437834, expected=64.000000
predicted=71.013833, expected=88.000000
predicted=101.033814, expected=68.000000
predicted=67.752113, expected=112.000000
predicted=101.314013, expected=84.000000
predicted=91.396208, expected=48.000000
predicted=63.453668, expected=120.000000
predicted=106.045749, expected=132.000000
predicted=94.553374, expected=80.000000
predicted=92.310686, expected=132.000000
predicted=118.486663, expected=120.000000
predicted=91.310651, expected=56.000000
predicted=87.833760, expected=160.000000
predicted=146.248788, expected=60.000000
predicted=67.168962, expected=136.000000
predicted=133.841000, expected=56.000000
predicted=84.334720, expected=60.000000
predicted=69.799526, expected=48.000000
predicted=91.748032, expected=92.000000
predicted=73.893207, expected=108.000000
predicted=103.970696, expected=116.000000
predicted=88.176190, expected=156.000000
predicted=114.720637, expected=72.000000
predicted=72.658228, expected=108.000000
predicted=111.942767, expected=88.000000
predicted=96.861862, expected=84.000000
predicted=96.014052, expected=116.000000
predicted=124.423070, expected=152.000000
predicted=111.695540, expected=132.000000
predicted=118.000313, expected=76.000000
predicted=94.114578, expected=96.000000
predicted=102.831301, expected=88.000000
predicted=97.811124, expected=40.000000
predicted=85.296643, expected=104.000000
predicted=111.022921, expected=140.000000
predicted=100.578780, expected=124.000000
predicted=105.041561, expected=88.000000
predicted=97.453313, expected=100.000000
predicted=88.383327, expected=88.000000
predicted=95.245156, expected=100.000000
predicted=111.575165, expected=144.000000
predicted=126.545549, expected=96.000000
predicted=92.463095, expected=192.000000
predicted=150.452477, expected=116.000000
predicted=105.343320, expected=76.000000
predicted=102.376398, expected=104.000000
predicted=126.427620, expected=96.000000
predicted=93.458333, expected=96.000000
predicted=125.738974, expected=124.000000
predicted=116.249699, expected=136.000000
predicted=107.913925, expected=80.000000
predicted=94.803661, expected=52.000000
predicted=84.254768, expected=96.000000
predicted=97.223397, expected=144.000000
predicted=118.687246, expected=124.000000
predicted=117.365610, expected=248.000000
predicted=170.034190, expected=212.000000
predicted=142.592251, expected=104.000000
predicted=123.705539, expected=100.000000
predicted=143.448545, expected=88.000000
predicted=109.941449, expected=120.000000
predicted=156.277629, expected=128.000000
predicted=146.609510, expected=84.000000
predicted=95.402531, expected=136.000000
predicted=123.450930, expected=64.000000
predicted=78.081449, expected=40.000000
predicted=82.814382, expected=68.000000
predicted=91.856092, expected=72.000000
predicted=69.545744, expected=96.000000
predicted=100.413267, expected=100.000000
predicted=82.150583, expected=128.000000
predicted=91.771172, expected=96.000000
predicted=87.425339, expected=84.000000
predicted=88.116971, expected=108.000000
predicted=104.289526, expected=76.000000
predicted=85.400465, expected=140.000000
predicted=128.194651, expected=104.000000
predicted=96.890592, expected=132.000000
predicted=114.447272, expected=68.000000
predicted=90.893026, expected=52.000000
predicted=75.284756, expected=96.000000
predicted=108.766544, expected=76.000000
predicted=79.697388, expected=88.000000
predicted=100.564105, expected=128.000000
predicted=99.453707, expected=184.000000
predicted=120.581729, expected=72.000000
predicted=87.932283, expected=104.000000
predicted=110.264333, expected=68.000000
predicted=82.952900, expected=88.000000
predicted=101.399950, expected=84.000000
predicted=114.686088, expected=124.000000
predicted=98.201920, expected=120.000000
predicted=107.205897, expected=96.000000
predicted=90.309763, expected=72.000000
predicted=88.141632, expected=100.000000
predicted=96.016514, expected=60.000000
predicted=83.852659, expected=56.000000
predicted=83.876668, expected=88.000000
predicted=87.575110, expected=120.000000
predicted=90.676960, expected=76.000000
predicted=83.410848, expected=80.000000
predicted=80.744633, expected=76.000000
predicted=72.879488, expected=68.000000
predicted=76.165492, expected=116.000000
predicted=109.166663, expected=88.000000
predicted=79.781254, expected=112.000000
predicted=99.633209, expected=80.000000
predicted=82.457383, expected=52.000000
predicted=68.258165, expected=64.000000
predicted=86.574563, expected=80.000000
predicted=78.037539, expected=88.000000
predicted=89.155108, expected=136.000000
predicted=105.231503, expected=124.000000
predicted=92.494136, expected=132.000000
predicted=108.245220, expected=176.000000
predicted=135.886961, expected=80.000000
predicted=92.416351, expected=84.000000
predicted=118.227525, expected=124.000000
predicted=121.505350, expected=124.000000
predicted=116.536018, expected=108.000000
predicted=130.250780, expected=64.000000
predicted=82.281079, expected=96.000000
predicted=96.441614, expected=72.000000
predicted=89.164562, expected=84.000000
predicted=96.851420, expected=92.000000
predicted=94.457678, expected=92.000000
predicted=80.317303, expected=140.000000
predicted=115.413592, expected=52.000000
predicted=66.332243, expected=88.000000
predicted=95.504907, expected=144.000000
predicted=113.841141, expected=68.000000
predicted=76.185518, expected=136.000000
predicted=135.999496, expected=96.000000
predicted=81.008181, expected=64.000000
predicted=82.678759, expected=92.000000
predicted=112.362678, expected=104.000000
predicted=85.862512, expected=84.000000
predicted=99.780764, expected=56.000000
predicted=78.349856, expected=108.000000
predicted=90.675991, expected=100.000000
predicted=89.198066, expected=104.000000
predicted=101.144324, expected=80.000000
predicted=86.248476, expected=68.000000
predicted=72.095313, expected=60.000000
predicted=81.145273, expected=64.000000
Test MSE: 2281.385
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312])]
predicted=9.234198, expected=4.000000
predicted=10.695571, expected=28.000000
predicted=11.792394, expected=40.000000
predicted=18.632717, expected=4.000000
predicted=15.227570, expected=52.000000
predicted=21.149524, expected=12.000000
predicted=20.515475, expected=4.000000
predicted=24.539667, expected=32.000000
predicted=23.068671, expected=8.000000
predicted=17.668393, expected=20.000000
predicted=26.355370, expected=16.000000
predicted=13.420985, expected=8.000000
predicted=14.091392, expected=8.000000
predicted=16.234655, expected=8.000000
predicted=10.248572, expected=16.000000
predicted=13.904627, expected=24.000000
predicted=14.636312, expected=20.000000
predicted=14.537826, expected=20.000000
predicted=15.416291, expected=8.000000
predicted=14.141764, expected=8.000000
predicted=15.039202, expected=16.000000
predicted=16.223625, expected=44.000000
predicted=21.485223, expected=4.000000
predicted=18.481865, expected=32.000000
predicted=17.417583, expected=4.000000
predicted=14.542358, expected=20.000000
predicted=20.444387, expected=24.000000
predicted=23.031997, expected=12.000000
predicted=16.289184, expected=8.000000
predicted=17.627394, expected=24.000000
predicted=13.032935, expected=8.000000
predicted=17.171609, expected=24.000000
predicted=18.149644, expected=16.000000
predicted=14.463591, expected=4.000000
predicted=13.855505, expected=20.000000
predicted=15.618997, expected=32.000000
predicted=16.817934, expected=12.000000
predicted=20.647297, expected=4.000000
predicted=13.922804, expected=24.000000
predicted=12.743928, expected=20.000000
predicted=19.752578, expected=32.000000
predicted=23.780750, expected=24.000000
predicted=18.466552, expected=12.000000
predicted=17.508545, expected=12.000000
predicted=19.540904, expected=8.000000
predicted=17.412585, expected=4.000000
predicted=17.230559, expected=8.000000
predicted=12.413338, expected=16.000000
predicted=10.527008, expected=8.000000
predicted=10.387604, expected=24.000000
predicted=11.395873, expected=12.000000
predicted=11.104761, expected=20.000000
predicted=14.558115, expected=28.000000
predicted=17.477222, expected=28.000000
predicted=19.997881, expected=8.000000
predicted=20.499103, expected=20.000000
predicted=17.198506, expected=12.000000
predicted=18.474297, expected=20.000000
predicted=21.277088, expected=24.000000
predicted=19.866569, expected=12.000000
predicted=15.700395, expected=4.000000
predicted=15.000415, expected=12.000000
predicted=12.366776, expected=20.000000
predicted=16.311486, expected=4.000000
predicted=14.929187, expected=20.000000
predicted=11.859482, expected=8.000000
predicted=9.874172, expected=32.000000
predicted=16.709043, expected=20.000000
predicted=18.082567, expected=4.000000
predicted=14.047717, expected=8.000000
predicted=13.642205, expected=4.000000
predicted=11.184453, expected=8.000000
predicted=15.394132, expected=12.000000
predicted=10.695321, expected=12.000000
predicted=8.176418, expected=16.000000
predicted=10.155925, expected=4.000000
predicted=8.555696, expected=4.000000
predicted=8.543817, expected=24.000000
predicted=11.619927, expected=36.000000
predicted=17.661066, expected=20.000000
predicted=19.099601, expected=4.000000
predicted=12.751021, expected=20.000000
predicted=14.435102, expected=8.000000
predicted=19.165591, expected=12.000000
predicted=19.701333, expected=12.000000
predicted=12.737584, expected=20.000000
predicted=12.359708, expected=20.000000
predicted=16.453547, expected=8.000000
predicted=12.886220, expected=8.000000
predicted=12.199873, expected=4.000000
predicted=10.962081, expected=12.000000
predicted=13.098392, expected=20.000000
predicted=13.548662, expected=36.000000
predicted=15.795885, expected=8.000000
predicted=14.481870, expected=12.000000
predicted=13.039133, expected=8.000000
predicted=13.412704, expected=16.000000
predicted=17.823217, expected=12.000000
predicted=18.027957, expected=40.000000
predicted=16.349330, expected=16.000000
predicted=17.555902, expected=16.000000
predicted=16.915685, expected=16.000000
predicted=16.828243, expected=20.000000
predicted=19.418797, expected=12.000000
predicted=22.729487, expected=4.000000
predicted=13.616371, expected=4.000000
predicted=11.237469, expected=20.000000
predicted=13.240618, expected=16.000000
predicted=14.783404, expected=16.000000
predicted=12.839699, expected=12.000000
predicted=10.360596, expected=12.000000
predicted=11.885464, expected=24.000000
predicted=17.300337, expected=28.000000
predicted=18.923265, expected=12.000000
predicted=17.694224, expected=28.000000
predicted=17.993994, expected=16.000000
predicted=18.609622, expected=12.000000
predicted=20.798686, expected=8.000000
predicted=17.206108, expected=32.000000
predicted=17.703721, expected=16.000000
predicted=20.874958, expected=16.000000
predicted=17.114577, expected=20.000000
predicted=15.505832, expected=20.000000
predicted=17.753492, expected=16.000000
predicted=21.703399, expected=12.000000
predicted=16.120129, expected=24.000000
predicted=17.661923, expected=16.000000
predicted=18.616810, expected=16.000000
predicted=17.968716, expected=16.000000
predicted=15.963193, expected=24.000000
predicted=17.633047, expected=12.000000
predicted=18.924558, expected=20.000000
predicted=17.162269, expected=24.000000
predicted=18.216551, expected=4.000000
predicted=16.796450, expected=4.000000
predicted=14.639165, expected=12.000000
predicted=11.465650, expected=8.000000
predicted=13.551377, expected=16.000000
predicted=13.535694, expected=24.000000
predicted=10.986569, expected=28.000000
predicted=15.328983, expected=20.000000
predicted=17.830445, expected=4.000000
predicted=14.506182, expected=24.000000
predicted=17.964680, expected=8.000000
predicted=18.522142, expected=24.000000
predicted=20.250431, expected=12.000000
predicted=15.473816, expected=44.000000
predicted=18.800243, expected=32.000000
predicted=25.304548, expected=28.000000
predicted=23.867343, expected=8.000000
predicted=22.582680, expected=4.000000
predicted=17.974285, expected=16.000000
predicted=23.673691, expected=24.000000
predicted=21.655969, expected=8.000000
predicted=17.219717, expected=16.000000
predicted=11.652677, expected=16.000000
predicted=12.238195, expected=20.000000
predicted=17.388739, expected=8.000000
predicted=16.227439, expected=28.000000
predicted=15.174263, expected=28.000000
predicted=19.782489, expected=20.000000
predicted=20.620503, expected=12.000000
predicted=18.424514, expected=16.000000
predicted=16.280888, expected=16.000000
predicted=20.792412, expected=20.000000
predicted=20.342173, expected=32.000000
predicted=20.381851, expected=44.000000
predicted=23.955179, expected=4.000000
predicted=21.218783, expected=28.000000
predicted=21.630376, expected=16.000000
predicted=22.141611, expected=4.000000
predicted=22.972652, expected=8.000000
predicted=19.193745, expected=28.000000
predicted=13.519703, expected=40.000000
predicted=24.352214, expected=4.000000
predicted=17.260347, expected=20.000000
predicted=14.448578, expected=12.000000
predicted=15.740615, expected=12.000000
predicted=20.815426, expected=24.000000
predicted=21.499698, expected=16.000000
predicted=13.907196, expected=16.000000
predicted=17.321686, expected=8.000000
predicted=13.418629, expected=16.000000
predicted=14.638385, expected=16.000000
predicted=17.109382, expected=28.000000
predicted=17.725778, expected=12.000000
predicted=16.262007, expected=4.000000
predicted=12.407895, expected=16.000000
predicted=14.276678, expected=20.000000
predicted=16.604679, expected=4.000000
predicted=16.154728, expected=28.000000
predicted=13.897664, expected=32.000000
predicted=16.592731, expected=4.000000
predicted=17.825045, expected=48.000000
predicted=22.425127, expected=24.000000
predicted=21.062034, expected=36.000000
predicted=30.441252, expected=12.000000
predicted=25.372446, expected=24.000000
predicted=21.404610, expected=16.000000
predicted=28.493020, expected=36.000000
predicted=25.459212, expected=8.000000
predicted=24.024066, expected=20.000000
predicted=17.941790, expected=4.000000
predicted=17.465925, expected=12.000000
predicted=15.595110, expected=16.000000
predicted=18.451195, expected=20.000000
predicted=13.537645, expected=28.000000
predicted=18.116473, expected=20.000000
predicted=15.703200, expected=4.000000
predicted=15.360978, expected=24.000000
predicted=17.279527, expected=24.000000
predicted=20.492624, expected=8.000000
predicted=20.030672, expected=8.000000
predicted=14.287906, expected=8.000000
predicted=10.443438, expected=24.000000
predicted=17.549334, expected=12.000000
predicted=16.081244, expected=28.000000
predicted=14.526657, expected=8.000000
predicted=13.680637, expected=4.000000
predicted=12.481668, expected=28.000000
predicted=17.538382, expected=8.000000
predicted=15.125500, expected=24.000000
predicted=18.703397, expected=20.000000
predicted=14.237794, expected=32.000000
predicted=18.456300, expected=12.000000
predicted=21.752478, expected=44.000000
predicted=21.530563, expected=40.000000
predicted=29.291599, expected=8.000000
predicted=25.978679, expected=12.000000
predicted=23.440790, expected=20.000000
predicted=19.810128, expected=16.000000
predicted=26.511220, expected=4.000000
predicted=19.404225, expected=24.000000
predicted=12.922121, expected=16.000000
predicted=15.265432, expected=12.000000
predicted=16.391667, expected=20.000000
predicted=15.158869, expected=8.000000
predicted=12.551150, expected=8.000000
predicted=15.443762, expected=4.000000
predicted=11.029651, expected=20.000000
predicted=12.109056, expected=32.000000
predicted=17.328331, expected=16.000000
predicted=15.189559, expected=8.000000
predicted=13.343793, expected=12.000000
predicted=12.583022, expected=20.000000
predicted=18.171356, expected=8.000000
predicted=18.270452, expected=4.000000
predicted=11.445801, expected=12.000000
predicted=9.687104, expected=4.000000
predicted=10.080872, expected=16.000000
predicted=12.129093, expected=16.000000
predicted=10.203701, expected=20.000000
predicted=11.890714, expected=20.000000
predicted=14.827612, expected=20.000000
predicted=14.867675, expected=12.000000
predicted=16.936128, expected=4.000000
predicted=14.494534, expected=64.000000
predicted=23.978908, expected=32.000000
predicted=27.080074, expected=48.000000
predicted=30.946316, expected=64.000000
predicted=35.083376, expected=36.000000
predicted=38.036907, expected=12.000000
predicted=43.749360, expected=12.000000
predicted=29.455448, expected=12.000000
predicted=29.771872, expected=4.000000
predicted=26.584156, expected=64.000000
predicted=28.020683, expected=40.000000
predicted=26.648892, expected=24.000000
predicted=26.445242, expected=20.000000
predicted=22.435640, expected=20.000000
predicted=22.576002, expected=12.000000
predicted=33.422453, expected=24.000000
predicted=25.497362, expected=52.000000
predicted=27.780955, expected=68.000000
predicted=36.895024, expected=20.000000
predicted=32.241140, expected=4.000000
predicted=22.806949, expected=20.000000
predicted=25.688642, expected=4.000000
predicted=29.224606, expected=12.000000
predicted=28.291576, expected=20.000000
predicted=14.797662, expected=56.000000
predicted=21.855375, expected=20.000000
predicted=24.207304, expected=4.000000
predicted=15.306288, expected=8.000000
predicted=14.672590, expected=16.000000
predicted=18.899317, expected=20.000000
predicted=27.194018, expected=28.000000
predicted=18.876973, expected=28.000000
predicted=17.085194, expected=8.000000
predicted=15.544546, expected=8.000000
predicted=15.503855, expected=12.000000
predicted=16.029699, expected=4.000000
predicted=15.689023, expected=4.000000
predicted=12.684839, expected=16.000000
predicted=9.035298, expected=56.000000
predicted=20.797541, expected=4.000000
predicted=16.509281, expected=12.000000
predicted=13.286556, expected=24.000000
predicted=15.189921, expected=20.000000
predicted=20.977502, expected=8.000000
predicted=26.009968, expected=12.000000
predicted=11.049522, expected=28.000000
predicted=17.226215, expected=228.000000
predicted=75.956899, expected=288.000000
predicted=182.205074, expected=120.000000
predicted=89.482268, expected=72.000000
predicted=73.348943, expected=52.000000
predicted=80.530956, expected=76.000000
predicted=145.630810, expected=52.000000
predicted=118.228741, expected=16.000000
predicted=46.301176, expected=24.000000
predicted=39.816625, expected=4.000000
predicted=23.024641, expected=20.000000
predicted=30.086056, expected=12.000000
predicted=18.814558, expected=16.000000
predicted=15.808984, expected=24.000000
predicted=20.622421, expected=20.000000
predicted=17.029982, expected=8.000000
predicted=12.544650, expected=28.000000
predicted=22.735065, expected=8.000000
predicted=12.573771, expected=28.000000
predicted=24.026641, expected=8.000000
predicted=12.515628, expected=20.000000
predicted=17.874482, expected=16.000000
predicted=17.697154, expected=12.000000
predicted=13.306550, expected=4.000000
predicted=10.430006, expected=12.000000
predicted=11.979773, expected=8.000000
predicted=10.668007, expected=12.000000
predicted=11.663499, expected=24.000000
predicted=17.739615, expected=4.000000
predicted=6.774233, expected=4.000000
predicted=7.601619, expected=4.000000
predicted=6.908584, expected=8.000000
predicted=9.076162, expected=8.000000
predicted=9.310335, expected=4.000000
predicted=4.512887, expected=4.000000
predicted=4.610522, expected=12.000000
predicted=9.129998, expected=12.000000
predicted=9.837062, expected=4.000000
predicted=5.609573, expected=12.000000
predicted=9.706383, expected=20.000000
predicted=14.745673, expected=20.000000
predicted=16.270581, expected=12.000000
predicted=12.373231, expected=12.000000
predicted=12.128075, expected=8.000000
predicted=11.126098, expected=8.000000
predicted=11.356408, expected=8.000000
predicted=10.378271, expected=8.000000
predicted=8.904210, expected=8.000000
predicted=8.562394, expected=12.000000
predicted=10.229721, expected=8.000000
predicted=8.228364, expected=40.000000
predicted=26.158452, expected=16.000000
predicted=14.718574, expected=16.000000
predicted=15.602490, expected=16.000000
predicted=16.781699, expected=8.000000
predicted=12.491836, expected=12.000000
predicted=16.718408, expected=20.000000
predicted=17.412211, expected=20.000000
predicted=17.526636, expected=8.000000
predicted=11.071350, expected=28.000000
predicted=21.340271, expected=16.000000
predicted=16.257485, expected=4.000000
predicted=10.493563, expected=4.000000
predicted=9.507264, expected=8.000000
predicted=9.819805, expected=20.000000
predicted=17.596136, expected=4.000000
predicted=6.954211, expected=12.000000
predicted=9.948558, expected=4.000000
predicted=6.156166, expected=20.000000
predicted=15.387380, expected=16.000000
Test MSE: 451.654
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986])]
predicted=68.955889, expected=56.000000
predicted=63.041008, expected=32.000000
predicted=64.206106, expected=28.000000
predicted=54.791870, expected=8.000000
predicted=44.421539, expected=28.000000
predicted=47.225302, expected=144.000000
predicted=63.328117, expected=76.000000
predicted=56.569279, expected=24.000000
predicted=48.527434, expected=48.000000
predicted=47.864813, expected=52.000000
predicted=51.012479, expected=92.000000
predicted=84.194631, expected=32.000000
predicted=55.675872, expected=80.000000
predicted=54.644078, expected=72.000000
predicted=62.365460, expected=108.000000
predicted=74.226563, expected=32.000000
predicted=69.768294, expected=236.000000
predicted=102.263622, expected=76.000000
predicted=100.750506, expected=20.000000
predicted=80.942635, expected=56.000000
predicted=89.541656, expected=60.000000
predicted=61.193892, expected=20.000000
predicted=91.793075, expected=32.000000
predicted=47.678783, expected=12.000000
predicted=27.159146, expected=28.000000
predicted=34.073678, expected=4.000000
predicted=27.265762, expected=64.000000
predicted=29.647717, expected=40.000000
predicted=32.900654, expected=68.000000
predicted=38.051424, expected=28.000000
predicted=38.965609, expected=20.000000
predicted=29.349983, expected=24.000000
predicted=40.725145, expected=32.000000
predicted=32.709870, expected=52.000000
predicted=43.153471, expected=48.000000
predicted=36.231347, expected=52.000000
predicted=38.827726, expected=36.000000
predicted=38.849129, expected=44.000000
predicted=41.845679, expected=36.000000
predicted=44.011165, expected=16.000000
predicted=35.860316, expected=76.000000
predicted=48.288262, expected=72.000000
predicted=48.981993, expected=8.000000
predicted=39.215421, expected=44.000000
predicted=42.935263, expected=28.000000
predicted=33.208225, expected=64.000000
predicted=51.851506, expected=24.000000
predicted=44.159147, expected=28.000000
predicted=28.472997, expected=16.000000
predicted=33.000672, expected=32.000000
predicted=28.923770, expected=36.000000
predicted=37.561321, expected=20.000000
predicted=24.965832, expected=44.000000
predicted=31.634168, expected=8.000000
predicted=22.326619, expected=52.000000
predicted=33.706689, expected=56.000000
predicted=39.417941, expected=32.000000
predicted=33.023237, expected=16.000000
predicted=35.228323, expected=40.000000
predicted=30.073490, expected=44.000000
predicted=40.490172, expected=28.000000
predicted=37.627684, expected=36.000000
predicted=34.003871, expected=76.000000
predicted=41.385566, expected=44.000000
predicted=44.422927, expected=4.000000
predicted=36.087244, expected=24.000000
predicted=32.623764, expected=48.000000
predicted=36.351821, expected=20.000000
predicted=37.908666, expected=16.000000
predicted=28.314275, expected=68.000000
predicted=31.736073, expected=48.000000
predicted=36.342948, expected=132.000000
predicted=66.410675, expected=40.000000
predicted=52.324960, expected=40.000000
predicted=50.161307, expected=64.000000
predicted=66.093222, expected=40.000000
predicted=51.872282, expected=88.000000
predicted=78.230431, expected=20.000000
predicted=45.453237, expected=28.000000
predicted=42.585301, expected=40.000000
predicted=47.392724, expected=24.000000
predicted=35.059525, expected=52.000000
predicted=48.851122, expected=52.000000
predicted=36.737863, expected=28.000000
predicted=35.436096, expected=8.000000
predicted=32.022112, expected=28.000000
predicted=28.887858, expected=40.000000
predicted=35.630444, expected=16.000000
predicted=29.708060, expected=52.000000
predicted=32.333333, expected=80.000000
predicted=39.829057, expected=68.000000
predicted=48.884385, expected=72.000000
predicted=58.068711, expected=36.000000
predicted=48.298991, expected=32.000000
predicted=51.490789, expected=24.000000
predicted=49.885041, expected=44.000000
predicted=45.940207, expected=44.000000
predicted=45.571040, expected=20.000000
predicted=32.253230, expected=68.000000
predicted=42.033010, expected=28.000000
predicted=35.218865, expected=32.000000
predicted=38.714358, expected=20.000000
predicted=34.887724, expected=24.000000
predicted=27.297601, expected=72.000000
predicted=47.464144, expected=84.000000
predicted=47.801329, expected=28.000000
predicted=42.565591, expected=36.000000
predicted=41.536899, expected=44.000000
predicted=43.008272, expected=36.000000
predicted=48.436412, expected=88.000000
predicted=61.384812, expected=32.000000
predicted=41.914144, expected=64.000000
predicted=50.571564, expected=20.000000
predicted=44.281022, expected=44.000000
predicted=43.108228, expected=136.000000
predicted=75.911226, expected=36.000000
predicted=51.796491, expected=12.000000
predicted=50.938198, expected=60.000000
predicted=48.244938, expected=88.000000
predicted=59.487497, expected=60.000000
predicted=73.489056, expected=60.000000
predicted=54.316529, expected=52.000000
predicted=50.460840, expected=36.000000
predicted=55.176507, expected=32.000000
predicted=54.804238, expected=28.000000
predicted=43.118161, expected=36.000000
predicted=41.130757, expected=24.000000
predicted=34.856854, expected=16.000000
predicted=27.619380, expected=36.000000
predicted=29.559347, expected=28.000000
predicted=27.393131, expected=20.000000
predicted=26.927764, expected=36.000000
predicted=27.840403, expected=36.000000
predicted=27.750453, expected=20.000000
predicted=28.981145, expected=64.000000
predicted=37.423391, expected=20.000000
predicted=29.803897, expected=52.000000
predicted=39.593032, expected=16.000000
predicted=33.252453, expected=56.000000
predicted=36.768356, expected=100.000000
predicted=59.329419, expected=40.000000
predicted=44.320268, expected=12.000000
predicted=44.643804, expected=16.000000
predicted=33.682475, expected=44.000000
predicted=42.415969, expected=24.000000
predicted=43.018791, expected=44.000000
predicted=33.459776, expected=48.000000
predicted=32.058111, expected=32.000000
predicted=32.220307, expected=20.000000
predicted=34.927061, expected=24.000000
predicted=29.465245, expected=24.000000
predicted=31.107668, expected=60.000000
predicted=38.759388, expected=80.000000
predicted=44.855537, expected=72.000000
predicted=48.606177, expected=64.000000
predicted=54.139050, expected=52.000000
predicted=54.523218, expected=40.000000
predicted=57.596845, expected=48.000000
predicted=59.072889, expected=60.000000
predicted=57.399972, expected=64.000000
predicted=56.829073, expected=80.000000
predicted=60.504483, expected=48.000000
predicted=54.631038, expected=8.000000
predicted=45.442768, expected=36.000000
predicted=47.553044, expected=28.000000
predicted=41.766281, expected=76.000000
predicted=52.834653, expected=40.000000
predicted=41.917516, expected=64.000000
predicted=41.752728, expected=40.000000
predicted=46.189193, expected=56.000000
predicted=47.775927, expected=24.000000
predicted=49.866569, expected=28.000000
predicted=38.843464, expected=8.000000
predicted=35.396180, expected=68.000000
predicted=39.942392, expected=40.000000
predicted=40.296324, expected=12.000000
predicted=27.581423, expected=20.000000
predicted=28.839701, expected=20.000000
predicted=22.706558, expected=32.000000
predicted=34.950766, expected=60.000000
predicted=35.937893, expected=36.000000
predicted=29.576045, expected=24.000000
predicted=30.471426, expected=40.000000
predicted=34.238514, expected=60.000000
predicted=42.095502, expected=48.000000
predicted=47.103755, expected=56.000000
predicted=45.687678, expected=16.000000
predicted=36.068471, expected=56.000000
predicted=45.633103, expected=72.000000
predicted=54.634263, expected=16.000000
predicted=40.752395, expected=44.000000
predicted=45.877075, expected=44.000000
predicted=38.107752, expected=24.000000
predicted=40.381704, expected=8.000000
predicted=35.972217, expected=56.000000
predicted=32.291786, expected=84.000000
predicted=48.034071, expected=68.000000
predicted=50.907248, expected=16.000000
predicted=39.517214, expected=56.000000
predicted=44.563700, expected=32.000000
predicted=48.162547, expected=44.000000
predicted=51.669797, expected=88.000000
predicted=58.372141, expected=72.000000
predicted=50.088286, expected=28.000000
predicted=51.862735, expected=24.000000
predicted=43.645190, expected=92.000000
predicted=58.941609, expected=28.000000
predicted=54.339749, expected=36.000000
predicted=49.170879, expected=24.000000
predicted=36.538666, expected=68.000000
predicted=43.264121, expected=68.000000
predicted=59.331591, expected=60.000000
predicted=47.488096, expected=88.000000
predicted=60.663324, expected=44.000000
predicted=53.109232, expected=28.000000
predicted=56.174406, expected=60.000000
predicted=59.038393, expected=52.000000
predicted=53.522708, expected=44.000000
predicted=55.534870, expected=36.000000
predicted=43.861169, expected=104.000000
predicted=56.944021, expected=40.000000
predicted=54.538897, expected=76.000000
predicted=60.974729, expected=76.000000
predicted=63.721155, expected=44.000000
predicted=55.803468, expected=32.000000
predicted=63.930188, expected=40.000000
predicted=47.493241, expected=48.000000
predicted=52.958603, expected=48.000000
predicted=50.811257, expected=28.000000
predicted=39.372944, expected=72.000000
predicted=46.827064, expected=112.000000
predicted=62.970792, expected=36.000000
predicted=54.413434, expected=32.000000
predicted=53.289689, expected=44.000000
predicted=49.357932, expected=32.000000
predicted=50.383724, expected=68.000000
predicted=62.160710, expected=84.000000
predicted=52.802376, expected=16.000000
predicted=41.169545, expected=64.000000
predicted=53.400862, expected=44.000000
predicted=47.314606, expected=32.000000
predicted=49.168901, expected=68.000000
predicted=58.235249, expected=96.000000
predicted=53.679957, expected=40.000000
predicted=56.672290, expected=40.000000
predicted=52.363178, expected=40.000000
predicted=48.129547, expected=52.000000
predicted=54.556787, expected=56.000000
predicted=59.110550, expected=24.000000
predicted=39.759150, expected=64.000000
predicted=47.905124, expected=28.000000
predicted=41.013331, expected=12.000000
predicted=36.782494, expected=44.000000
predicted=41.115185, expected=24.000000
predicted=28.825846, expected=36.000000
predicted=38.161551, expected=24.000000
predicted=28.143746, expected=64.000000
predicted=34.697279, expected=52.000000
predicted=42.851342, expected=40.000000
predicted=38.745242, expected=20.000000
predicted=37.570841, expected=80.000000
predicted=47.302984, expected=48.000000
predicted=51.148010, expected=56.000000
predicted=51.069087, expected=48.000000
predicted=49.175226, expected=44.000000
predicted=44.218457, expected=44.000000
predicted=55.127284, expected=64.000000
predicted=51.557197, expected=20.000000
predicted=43.779187, expected=20.000000
predicted=38.513827, expected=84.000000
predicted=50.024944, expected=64.000000
predicted=49.115579, expected=36.000000
predicted=49.897499, expected=44.000000
predicted=43.700449, expected=40.000000
predicted=42.264848, expected=36.000000
predicted=51.531956, expected=28.000000
predicted=42.272444, expected=80.000000
predicted=47.241057, expected=32.000000
predicted=41.823045, expected=12.000000
predicted=35.756794, expected=48.000000
predicted=40.704443, expected=72.000000
predicted=44.228460, expected=36.000000
predicted=49.195567, expected=36.000000
predicted=40.083993, expected=100.000000
predicted=52.568397, expected=44.000000
predicted=52.124041, expected=32.000000
predicted=54.424629, expected=32.000000
predicted=44.887193, expected=64.000000
predicted=48.334222, expected=40.000000
predicted=55.272315, expected=76.000000
predicted=51.812735, expected=72.000000
predicted=53.609085, expected=104.000000
predicted=65.882817, expected=36.000000
predicted=63.193308, expected=44.000000
predicted=57.738612, expected=52.000000
predicted=63.518121, expected=32.000000
predicted=52.303921, expected=28.000000
predicted=53.227208, expected=60.000000
predicted=43.335891, expected=92.000000
predicted=54.721830, expected=56.000000
predicted=54.276957, expected=40.000000
predicted=49.964788, expected=64.000000
predicted=54.871168, expected=24.000000
predicted=50.187927, expected=92.000000
predicted=68.461045, expected=64.000000
predicted=57.705581, expected=100.000000
predicted=65.706663, expected=44.000000
predicted=64.651400, expected=32.000000
predicted=51.288707, expected=56.000000
predicted=66.776985, expected=36.000000
predicted=51.049963, expected=36.000000
predicted=54.304068, expected=120.000000
predicted=61.689788, expected=64.000000
predicted=54.628087, expected=24.000000
predicted=54.135718, expected=12.000000
predicted=44.664722, expected=44.000000
predicted=43.968187, expected=24.000000
predicted=51.286648, expected=20.000000
predicted=33.781639, expected=40.000000
predicted=29.424084, expected=68.000000
predicted=35.268627, expected=44.000000
predicted=41.325695, expected=20.000000
predicted=34.076292, expected=32.000000
predicted=35.199514, expected=32.000000
predicted=36.620280, expected=44.000000
predicted=42.857339, expected=44.000000
predicted=38.464771, expected=64.000000
predicted=40.554752, expected=12.000000
predicted=34.440862, expected=4.000000
predicted=29.663416, expected=48.000000
predicted=38.016261, expected=24.000000
predicted=30.150932, expected=32.000000
predicted=35.368594, expected=60.000000
predicted=33.129399, expected=48.000000
predicted=32.822614, expected=48.000000
predicted=45.542791, expected=28.000000
predicted=37.476563, expected=36.000000
predicted=39.374795, expected=44.000000
predicted=45.280406, expected=48.000000
predicted=42.696003, expected=68.000000
predicted=49.152446, expected=16.000000
predicted=35.891336, expected=24.000000
predicted=37.509855, expected=12.000000
predicted=32.782132, expected=24.000000
predicted=30.502169, expected=16.000000
predicted=30.060244, expected=44.000000
predicted=24.295502, expected=40.000000
predicted=28.405216, expected=212.000000
predicted=73.730620, expected=440.000000
predicted=184.467978, expected=192.000000
predicted=155.951998, expected=344.000000
predicted=244.144132, expected=52.000000
predicted=171.353390, expected=108.000000
predicted=181.910911, expected=168.000000
predicted=229.102290, expected=152.000000
predicted=165.675896, expected=76.000000
predicted=163.361291, expected=72.000000
predicted=90.371486, expected=12.000000
predicted=75.209133, expected=28.000000
predicted=73.042811, expected=84.000000
predicted=78.080140, expected=52.000000
predicted=57.784328, expected=640.000000
predicted=244.606124, expected=40.000000
predicted=174.942725, expected=60.000000
predicted=124.811472, expected=60.000000
predicted=116.154436, expected=32.000000
predicted=117.992813, expected=60.000000
predicted=200.493668, expected=24.000000
predicted=42.526377, expected=112.000000
predicted=64.820092, expected=44.000000
predicted=58.805864, expected=92.000000
predicted=63.493890, expected=60.000000
predicted=64.736880, expected=56.000000
predicted=60.551532, expected=40.000000
predicted=64.357723, expected=48.000000
predicted=52.526481, expected=36.000000
predicted=54.241416, expected=56.000000
predicted=50.284683, expected=68.000000
predicted=54.437456, expected=76.000000
predicted=58.496570, expected=52.000000
predicted=56.636104, expected=56.000000
predicted=54.549860, expected=36.000000
predicted=52.856616, expected=48.000000
predicted=53.846537, expected=72.000000
predicted=59.816450, expected=48.000000
predicted=53.820016, expected=20.000000
predicted=43.139721, expected=28.000000
predicted=35.956767, expected=36.000000
predicted=39.812302, expected=72.000000
predicted=52.250713, expected=84.000000
predicted=56.856765, expected=28.000000
predicted=43.986183, expected=72.000000
predicted=51.291518, expected=72.000000
predicted=60.659452, expected=40.000000
predicted=61.010436, expected=12.000000
predicted=45.643264, expected=20.000000
predicted=32.353959, expected=40.000000
predicted=42.357060, expected=160.000000
predicted=75.462718, expected=40.000000
predicted=60.106057, expected=12.000000
predicted=38.390520, expected=68.000000
predicted=47.813751, expected=20.000000
predicted=51.225475, expected=24.000000
predicted=56.160425, expected=28.000000
predicted=29.737702, expected=28.000000
predicted=28.422854, expected=44.000000
predicted=38.883188, expected=60.000000
predicted=38.127443, expected=40.000000
predicted=39.032769, expected=40.000000
predicted=38.908278, expected=28.000000
predicted=36.301550, expected=56.000000
predicted=45.102809, expected=20.000000
predicted=40.084260, expected=48.000000
predicted=39.009821, expected=92.000000
predicted=53.541846, expected=32.000000
predicted=47.376119, expected=68.000000
predicted=53.825774, expected=40.000000
predicted=45.932857, expected=36.000000
Test MSE: 2442.173
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743])]
predicted=25.060946, expected=52.000000
predicted=48.252678, expected=16.000000
predicted=22.692263, expected=32.000000
predicted=41.961528, expected=36.000000
predicted=35.434458, expected=80.000000
predicted=47.446105, expected=24.000000
predicted=35.644895, expected=12.000000
predicted=22.532432, expected=32.000000
predicted=38.302250, expected=24.000000
predicted=23.856593, expected=28.000000
predicted=43.711943, expected=32.000000
predicted=29.320758, expected=64.000000
predicted=38.860906, expected=40.000000
predicted=35.064931, expected=20.000000
predicted=26.884682, expected=32.000000
predicted=36.301245, expected=20.000000
predicted=24.552830, expected=12.000000
predicted=31.086331, expected=32.000000
predicted=34.157632, expected=52.000000
predicted=33.537511, expected=12.000000
predicted=19.665973, expected=16.000000
predicted=23.661446, expected=24.000000
predicted=22.358613, expected=28.000000
predicted=24.425301, expected=72.000000
predicted=55.520412, expected=52.000000
predicted=33.152014, expected=80.000000
predicted=53.250715, expected=48.000000
predicted=44.433851, expected=16.000000
predicted=28.789169, expected=56.000000
predicted=64.393356, expected=28.000000
predicted=35.110637, expected=24.000000
predicted=43.854986, expected=28.000000
predicted=38.679749, expected=16.000000
predicted=16.871678, expected=8.000000
predicted=27.009399, expected=4.000000
predicted=15.338659, expected=12.000000
predicted=15.270816, expected=24.000000
predicted=21.162369, expected=32.000000
predicted=21.663493, expected=60.000000
predicted=35.035374, expected=52.000000
predicted=31.990393, expected=60.000000
predicted=42.289447, expected=100.000000
predicted=68.302796, expected=112.000000
predicted=75.800408, expected=52.000000
predicted=60.598349, expected=44.000000
predicted=60.772589, expected=16.000000
predicted=42.429939, expected=24.000000
predicted=50.083239, expected=28.000000
predicted=54.120189, expected=72.000000
predicted=54.929333, expected=120.000000
predicted=79.653252, expected=64.000000
predicted=46.155470, expected=60.000000
predicted=57.565010, expected=68.000000
predicted=60.895928, expected=36.000000
predicted=49.430899, expected=36.000000
predicted=68.155866, expected=40.000000
predicted=49.495891, expected=56.000000
predicted=52.260926, expected=64.000000
predicted=60.730963, expected=16.000000
predicted=28.244340, expected=36.000000
predicted=41.257299, expected=36.000000
predicted=37.420014, expected=48.000000
predicted=44.764992, expected=24.000000
predicted=39.496131, expected=44.000000
predicted=34.950506, expected=28.000000
predicted=32.020345, expected=4.000000
predicted=18.628853, expected=44.000000
predicted=44.413256, expected=36.000000
predicted=27.276237, expected=32.000000
predicted=33.865588, expected=32.000000
predicted=33.622996, expected=32.000000
predicted=23.048016, expected=52.000000
predicted=45.555901, expected=20.000000
predicted=27.083841, expected=16.000000
predicted=26.086750, expected=16.000000
predicted=24.900292, expected=36.000000
predicted=29.992111, expected=28.000000
predicted=32.893209, expected=36.000000
predicted=29.309653, expected=32.000000
predicted=27.550854, expected=48.000000
predicted=34.762036, expected=44.000000
predicted=39.793764, expected=44.000000
predicted=38.270381, expected=28.000000
predicted=34.337062, expected=24.000000
predicted=29.984059, expected=24.000000
predicted=33.379157, expected=12.000000
predicted=23.701058, expected=32.000000
predicted=33.964442, expected=48.000000
predicted=35.907989, expected=28.000000
predicted=25.290160, expected=28.000000
predicted=29.923256, expected=48.000000
predicted=35.201001, expected=32.000000
predicted=30.297793, expected=20.000000
predicted=32.297729, expected=48.000000
predicted=40.798802, expected=64.000000
predicted=44.719834, expected=20.000000
predicted=31.081102, expected=24.000000
predicted=34.035569, expected=20.000000
predicted=23.938792, expected=28.000000
predicted=31.240549, expected=36.000000
predicted=42.152531, expected=28.000000
predicted=24.546468, expected=44.000000
predicted=35.925168, expected=32.000000
predicted=28.301174, expected=32.000000
predicted=31.356594, expected=24.000000
predicted=30.715533, expected=12.000000
predicted=20.118104, expected=28.000000
predicted=32.784120, expected=32.000000
predicted=28.703561, expected=36.000000
predicted=31.388146, expected=40.000000
predicted=33.733276, expected=28.000000
predicted=24.235204, expected=28.000000
predicted=30.024167, expected=16.000000
predicted=24.189009, expected=36.000000
predicted=33.971166, expected=48.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=40.317273, expected=64.000000
predicted=45.443649, expected=28.000000
predicted=31.367108, expected=52.000000
predicted=42.246256, expected=40.000000
predicted=39.914940, expected=28.000000
predicted=35.319099, expected=52.000000
predicted=55.338551, expected=68.000000
predicted=48.364858, expected=96.000000
predicted=71.792281, expected=48.000000
predicted=48.755260, expected=24.000000
predicted=37.104906, expected=28.000000
predicted=44.279648, expected=16.000000
predicted=33.760544, expected=16.000000
predicted=41.785346, expected=16.000000
predicted=26.761536, expected=56.000000
predicted=38.219036, expected=28.000000
predicted=25.572242, expected=24.000000
predicted=24.235648, expected=40.000000
predicted=34.033958, expected=28.000000
predicted=22.624478, expected=36.000000
predicted=41.425557, expected=56.000000
predicted=43.609331, expected=104.000000
predicted=65.842054, expected=56.000000
predicted=49.649197, expected=88.000000
predicted=69.626077, expected=44.000000
predicted=49.653479, expected=48.000000
predicted=53.124505, expected=40.000000
predicted=65.418366, expected=84.000000
predicted=66.190367, expected=52.000000
predicted=62.345677, expected=8.000000
predicted=29.256885, expected=4.000000
predicted=30.718562, expected=4.000000
predicted=17.695157, expected=48.000000
predicted=49.506669, expected=32.000000
predicted=32.771359, expected=28.000000
predicted=21.728697, expected=56.000000
predicted=38.611820, expected=88.000000
predicted=51.184505, expected=72.000000
predicted=59.443203, expected=20.000000
predicted=34.624767, expected=56.000000
predicted=53.374736, expected=8.000000
predicted=28.523530, expected=36.000000
predicted=49.854419, expected=32.000000
predicted=45.149530, expected=44.000000
predicted=30.750581, expected=24.000000
predicted=36.700269, expected=20.000000
predicted=19.560151, expected=44.000000
predicted=39.798107, expected=36.000000
predicted=31.393130, expected=28.000000
predicted=33.442075, expected=16.000000
predicted=23.741612, expected=4.000000
predicted=13.576649, expected=32.000000
predicted=32.916958, expected=32.000000
predicted=28.431623, expected=40.000000
predicted=31.823082, expected=32.000000
predicted=28.285621, expected=88.000000
predicted=52.950149, expected=44.000000
predicted=39.824692, expected=36.000000
predicted=39.224593, expected=68.000000
predicted=60.902973, expected=32.000000
predicted=32.203619, expected=20.000000
predicted=46.197755, expected=28.000000
predicted=37.527109, expected=36.000000
predicted=32.428456, expected=8.000000
predicted=28.467333, expected=4.000000
predicted=17.738621, expected=16.000000
predicted=18.046160, expected=8.000000
predicted=12.208815, expected=40.000000
predicted=32.621573, expected=56.000000
predicted=33.869224, expected=32.000000
predicted=22.517492, expected=36.000000
predicted=33.711627, expected=32.000000
predicted=27.529106, expected=28.000000
predicted=31.674004, expected=44.000000
predicted=45.471321, expected=36.000000
predicted=33.532898, expected=20.000000
predicted=27.793647, expected=72.000000
predicted=54.072394, expected=44.000000
predicted=36.138806, expected=44.000000
predicted=44.361558, expected=8.000000
predicted=27.754906, expected=16.000000
predicted=21.116425, expected=28.000000
predicted=39.834177, expected=64.000000
predicted=46.595700, expected=76.000000
predicted=56.821150, expected=40.000000
predicted=32.759208, expected=28.000000
predicted=33.680499, expected=32.000000
predicted=35.747885, expected=32.000000
predicted=40.425018, expected=56.000000
predicted=56.324107, expected=40.000000
predicted=38.747503, expected=60.000000
predicted=47.419537, expected=36.000000
predicted=38.053278, expected=16.000000
predicted=26.843782, expected=28.000000
predicted=40.217192, expected=20.000000
predicted=26.150711, expected=24.000000
predicted=33.460068, expected=56.000000
predicted=43.953721, expected=76.000000
predicted=47.839665, expected=28.000000
predicted=31.045808, expected=40.000000
predicted=39.849190, expected=52.000000
predicted=43.781957, expected=20.000000
predicted=32.111293, expected=24.000000
predicted=43.965440, expected=60.000000
predicted=45.605975, expected=56.000000
predicted=43.822495, expected=40.000000
predicted=44.619049, expected=44.000000
predicted=40.553719, expected=52.000000
predicted=42.427824, expected=16.000000
predicted=33.688260, expected=20.000000
predicted=36.096906, expected=36.000000
predicted=36.443301, expected=64.000000
predicted=47.929713, expected=40.000000
predicted=41.858979, expected=40.000000
predicted=35.498340, expected=20.000000
predicted=26.759543, expected=4.000000
predicted=19.289775, expected=28.000000
predicted=38.764160, expected=32.000000
predicted=29.684011, expected=40.000000
predicted=35.141212, expected=64.000000
predicted=45.246857, expected=56.000000
predicted=36.902448, expected=72.000000
predicted=55.658115, expected=8.000000
predicted=25.975779, expected=40.000000
predicted=43.705424, expected=28.000000
predicted=41.156935, expected=56.000000
predicted=47.604554, expected=48.000000
predicted=54.031192, expected=24.000000
predicted=22.506541, expected=16.000000
predicted=30.638963, expected=60.000000
predicted=44.925469, expected=60.000000
predicted=50.541163, expected=48.000000
predicted=46.221610, expected=52.000000
predicted=46.518516, expected=60.000000
predicted=45.509606, expected=32.000000
predicted=43.564922, expected=28.000000
predicted=42.917087, expected=44.000000
predicted=45.427998, expected=60.000000
predicted=50.825894, expected=44.000000
predicted=47.419738, expected=32.000000
predicted=36.422356, expected=44.000000
predicted=40.994871, expected=20.000000
predicted=29.987488, expected=24.000000
predicted=36.902522, expected=24.000000
predicted=31.655405, expected=68.000000
predicted=47.328242, expected=28.000000
predicted=32.652997, expected=12.000000
predicted=20.980896, expected=24.000000
predicted=29.708678, expected=24.000000
predicted=21.507306, expected=8.000000
predicted=27.423454, expected=36.000000
predicted=31.503460, expected=52.000000
predicted=32.928527, expected=40.000000
predicted=31.426560, expected=16.000000
predicted=24.918035, expected=52.000000
predicted=37.776094, expected=16.000000
predicted=23.793657, expected=20.000000
predicted=31.452969, expected=36.000000
predicted=37.867603, expected=32.000000
predicted=22.969212, expected=40.000000
predicted=41.617887, expected=24.000000
predicted=24.092352, expected=68.000000
predicted=46.929618, expected=28.000000
predicted=31.839719, expected=20.000000
predicted=28.123807, expected=12.000000
predicted=28.670959, expected=60.000000
predicted=39.940540, expected=20.000000
predicted=33.998810, expected=36.000000
predicted=33.123394, expected=20.000000
predicted=25.877778, expected=52.000000
predicted=32.870535, expected=16.000000
predicted=33.017764, expected=32.000000
predicted=27.900493, expected=36.000000
predicted=37.017138, expected=28.000000
predicted=23.102282, expected=8.000000
predicted=27.281466, expected=24.000000
predicted=22.778705, expected=24.000000
predicted=24.786565, expected=20.000000
predicted=23.165835, expected=44.000000
predicted=35.810789, expected=56.000000
predicted=34.840135, expected=32.000000
predicted=29.735311, expected=28.000000
predicted=32.003435, expected=32.000000
predicted=30.818487, expected=16.000000
predicted=26.008009, expected=36.000000
predicted=40.520403, expected=48.000000
predicted=38.631919, expected=52.000000
predicted=39.080050, expected=40.000000
predicted=39.119127, expected=40.000000
predicted=34.924164, expected=24.000000
predicted=31.936225, expected=28.000000
predicted=35.544406, expected=24.000000
predicted=33.990654, expected=36.000000
predicted=34.364597, expected=52.000000
predicted=43.573492, expected=56.000000
predicted=41.226578, expected=12.000000
predicted=23.904063, expected=36.000000
predicted=35.854095, expected=32.000000
predicted=33.578338, expected=32.000000
predicted=34.506423, expected=28.000000
predicted=39.050090, expected=24.000000
predicted=21.440239, expected=36.000000
predicted=34.634266, expected=40.000000
predicted=34.661272, expected=20.000000
predicted=25.567377, expected=16.000000
predicted=24.239065, expected=28.000000
predicted=26.950986, expected=56.000000
predicted=41.467338, expected=48.000000
predicted=40.752902, expected=20.000000
predicted=24.952308, expected=16.000000
predicted=23.865541, expected=36.000000
predicted=32.364942, expected=8.000000
predicted=23.453623, expected=16.000000
predicted=27.350209, expected=24.000000
predicted=23.127385, expected=32.000000
predicted=21.775939, expected=24.000000
predicted=27.434258, expected=8.000000
predicted=12.157325, expected=24.000000
predicted=22.336106, expected=24.000000
predicted=21.970305, expected=12.000000
predicted=18.141036, expected=48.000000
predicted=36.476253, expected=52.000000
predicted=32.055089, expected=36.000000
predicted=30.861596, expected=36.000000
predicted=36.668189, expected=24.000000
predicted=24.131972, expected=28.000000
predicted=34.666844, expected=28.000000
predicted=35.621223, expected=24.000000
predicted=27.413515, expected=32.000000
predicted=32.509897, expected=20.000000
predicted=22.363614, expected=16.000000
predicted=21.647376, expected=12.000000
predicted=19.756099, expected=12.000000
predicted=16.025144, expected=32.000000
predicted=28.131005, expected=28.000000
predicted=22.372202, expected=28.000000
predicted=23.198084, expected=28.000000
predicted=24.340899, expected=48.000000
predicted=32.767181, expected=24.000000
predicted=27.428211, expected=8.000000
predicted=19.793135, expected=24.000000
predicted=28.032945, expected=56.000000
predicted=38.323858, expected=32.000000
predicted=33.395299, expected=12.000000
predicted=21.911375, expected=20.000000
predicted=22.179714, expected=28.000000
predicted=24.179828, expected=8.000000
predicted=23.252695, expected=20.000000
predicted=24.655311, expected=20.000000
predicted=17.405686, expected=48.000000
predicted=31.722472, expected=32.000000
predicted=29.256475, expected=20.000000
predicted=19.031693, expected=28.000000
predicted=29.053012, expected=12.000000
predicted=16.238307, expected=28.000000
predicted=32.499687, expected=40.000000
predicted=33.969476, expected=28.000000
predicted=23.321494, expected=32.000000
predicted=31.871811, expected=28.000000
predicted=24.762568, expected=56.000000
predicted=41.645658, expected=36.000000
predicted=36.431054, expected=28.000000
predicted=30.511319, expected=40.000000
predicted=39.858287, expected=44.000000
predicted=35.746818, expected=16.000000
predicted=31.398867, expected=16.000000
predicted=27.522387, expected=44.000000
predicted=36.265185, expected=28.000000
predicted=27.979554, expected=16.000000
predicted=27.293129, expected=24.000000
predicted=25.085334, expected=40.000000
predicted=28.176259, expected=12.000000
predicted=22.780429, expected=20.000000
predicted=25.051851, expected=24.000000
predicted=22.549472, expected=20.000000
predicted=18.913981, expected=32.000000
predicted=32.771189, expected=48.000000
predicted=32.076148, expected=36.000000
predicted=29.082933, expected=40.000000
predicted=35.747536, expected=28.000000
predicted=29.039867, expected=32.000000
predicted=32.405658, expected=24.000000
predicted=33.352037, expected=28.000000
predicted=30.067284, expected=20.000000
predicted=27.756891, expected=28.000000
predicted=27.043115, expected=12.000000
predicted=20.577734, expected=24.000000
predicted=23.384684, expected=24.000000
predicted=24.723966, expected=32.000000
predicted=24.711835, expected=8.000000
predicted=17.893382, expected=32.000000
predicted=24.829083, expected=40.000000
predicted=31.521373, expected=12.000000
predicted=16.129770, expected=16.000000
predicted=25.897905, expected=12.000000
predicted=13.663512, expected=8.000000
predicted=14.867534, expected=16.000000
predicted=22.935802, expected=16.000000
predicted=13.286730, expected=16.000000
predicted=14.943939, expected=16.000000
predicted=15.093787, expected=44.000000
predicted=27.378104, expected=20.000000
predicted=18.159980, expected=16.000000
predicted=18.730625, expected=28.000000
predicted=26.285655, expected=24.000000
predicted=19.039534, expected=24.000000
predicted=29.456500, expected=16.000000
predicted=19.715738, expected=24.000000
predicted=21.176872, expected=20.000000
Test MSE: 331.798
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226])]
predicted=174.579778, expected=132.000000
predicted=153.153872, expected=128.000000
predicted=149.097357, expected=96.000000
predicted=117.703692, expected=132.000000
predicted=133.566577, expected=112.000000
predicted=127.955619, expected=108.000000
predicted=117.410920, expected=236.000000
predicted=158.602461, expected=256.000000
predicted=178.176150, expected=192.000000
predicted=176.412089, expected=88.000000
predicted=136.021751, expected=152.000000
predicted=156.278399, expected=112.000000
predicted=163.840354, expected=156.000000
predicted=171.198242, expected=188.000000
predicted=162.170951, expected=200.000000
predicted=157.315190, expected=172.000000
predicted=164.315200, expected=120.000000
predicted=141.647934, expected=132.000000
predicted=151.007232, expected=92.000000
predicted=138.764992, expected=100.000000
predicted=133.678626, expected=224.000000
predicted=164.729767, expected=308.000000
predicted=199.762340, expected=196.000000
predicted=179.009485, expected=112.000000
predicted=142.810505, expected=252.000000
predicted=197.020924, expected=116.000000
predicted=183.094780, expected=140.000000
predicted=191.707966, expected=168.000000
predicted=164.485231, expected=168.000000
predicted=157.917768, expected=164.000000
predicted=177.373078, expected=136.000000
predicted=140.654280, expected=124.000000
predicted=140.997483, expected=96.000000
predicted=132.065053, expected=76.000000
predicted=117.545881, expected=156.000000
predicted=137.048888, expected=156.000000
predicted=134.762893, expected=180.000000
predicted=145.260021, expected=140.000000
predicted=130.049911, expected=136.000000
predicted=131.071417, expected=108.000000
predicted=135.376132, expected=184.000000
predicted=159.904637, expected=192.000000
predicted=169.444695, expected=116.000000
predicted=138.937238, expected=132.000000
predicted=138.005521, expected=156.000000
predicted=143.485706, expected=112.000000
predicted=144.380647, expected=68.000000
predicted=119.745149, expected=104.000000
predicted=109.690876, expected=104.000000
predicted=112.186992, expected=208.000000
predicted=152.330063, expected=168.000000
predicted=137.132706, expected=144.000000
predicted=129.007413, expected=312.000000
predicted=200.227356, expected=212.000000
predicted=188.872377, expected=104.000000
predicted=172.916393, expected=204.000000
predicted=186.136471, expected=172.000000
predicted=179.089799, expected=108.000000
predicted=183.178228, expected=68.000000
predicted=129.107625, expected=208.000000
predicted=154.277377, expected=144.000000
predicted=155.011639, expected=176.000000
predicted=160.518332, expected=120.000000
predicted=127.193302, expected=144.000000
predicted=134.520695, expected=196.000000
predicted=176.599606, expected=108.000000
predicted=137.692426, expected=124.000000
predicted=142.970565, expected=64.000000
predicted=105.787052, expected=128.000000
predicted=129.147972, expected=152.000000
predicted=141.128634, expected=188.000000
predicted=143.274059, expected=128.000000
predicted=129.505067, expected=104.000000
predicted=113.612854, expected=104.000000
predicted=123.005396, expected=76.000000
predicted=114.292190, expected=104.000000
predicted=121.251492, expected=136.000000
predicted=117.464751, expected=164.000000
predicted=127.609485, expected=88.000000
predicted=105.025185, expected=96.000000
predicted=102.037817, expected=132.000000
predicted=119.122536, expected=96.000000
predicted=114.956677, expected=136.000000
predicted=128.750425, expected=164.000000
predicted=126.289589, expected=224.000000
predicted=159.805409, expected=120.000000
predicted=137.667280, expected=164.000000
predicted=147.996221, expected=128.000000
predicted=143.491185, expected=108.000000
predicted=141.793267, expected=160.000000
predicted=160.243868, expected=112.000000
predicted=125.031722, expected=92.000000
predicted=122.559597, expected=112.000000
predicted=115.862684, expected=148.000000
predicted=126.917947, expected=164.000000
predicted=144.131082, expected=120.000000
predicted=122.523410, expected=184.000000
predicted=143.891423, expected=172.000000
predicted=150.801984, expected=184.000000
predicted=167.839104, expected=148.000000
predicted=157.789166, expected=132.000000
predicted=145.504595, expected=128.000000
predicted=151.388785, expected=140.000000
predicted=149.573737, expected=184.000000
predicted=164.595061, expected=120.000000
predicted=137.161854, expected=176.000000
predicted=153.038561, expected=124.000000
predicted=136.143088, expected=112.000000
predicted=134.866207, expected=180.000000
predicted=159.484717, expected=124.000000
predicted=133.433397, expected=116.000000
predicted=137.700039, expected=116.000000
predicted=122.456324, expected=212.000000
predicted=158.027690, expected=168.000000
predicted=160.596487, expected=164.000000
predicted=152.520792, expected=160.000000
predicted=150.805631, expected=144.000000
predicted=150.980407, expected=124.000000
predicted=156.872935, expected=184.000000
predicted=164.868008, expected=152.000000
predicted=154.923900, expected=120.000000
predicted=142.395695, expected=116.000000
predicted=132.319825, expected=108.000000
predicted=124.784376, expected=112.000000
predicted=132.063703, expected=112.000000
predicted=120.909147, expected=124.000000
predicted=117.937141, expected=172.000000
predicted=135.836357, expected=144.000000
predicted=130.949364, expected=116.000000
predicted=124.724016, expected=136.000000
predicted=130.551119, expected=144.000000
predicted=138.134794, expected=140.000000
predicted=145.222056, expected=156.000000
predicted=144.154700, expected=224.000000
predicted=167.650107, expected=180.000000
predicted=165.655359, expected=112.000000
predicted=145.736113, expected=80.000000
predicted=126.680265, expected=124.000000
predicted=139.138040, expected=116.000000
predicted=142.196277, expected=192.000000
predicted=156.052710, expected=180.000000
predicted=144.078430, expected=104.000000
predicted=119.985220, expected=116.000000
predicted=129.089699, expected=140.000000
predicted=136.069201, expected=152.000000
predicted=154.445655, expected=148.000000
predicted=147.157185, expected=260.000000
predicted=176.642442, expected=216.000000
predicted=178.136793, expected=148.000000
predicted=166.894308, expected=144.000000
predicted=163.238940, expected=136.000000
predicted=159.453275, expected=92.000000
predicted=156.696526, expected=128.000000
predicted=147.423427, expected=172.000000
predicted=146.846766, expected=148.000000
predicted=141.857259, expected=172.000000
predicted=149.844685, expected=140.000000
predicted=134.457978, expected=88.000000
predicted=124.803048, expected=72.000000
predicted=118.358025, expected=152.000000
predicted=135.925475, expected=140.000000
predicted=136.601511, expected=188.000000
predicted=149.289619, expected=200.000000
predicted=150.015722, expected=160.000000
predicted=145.223315, expected=116.000000
predicted=145.645785, expected=140.000000
predicted=148.381330, expected=172.000000
predicted=167.533079, expected=196.000000
predicted=178.578680, expected=112.000000
predicted=140.793998, expected=116.000000
predicted=130.810570, expected=92.000000
predicted=122.782457, expected=60.000000
predicted=112.061350, expected=72.000000
predicted=107.593968, expected=168.000000
predicted=121.899616, expected=140.000000
predicted=119.079282, expected=168.000000
predicted=130.046950, expected=108.000000
predicted=107.260670, expected=140.000000
predicted=126.620895, expected=140.000000
predicted=144.436972, expected=156.000000
predicted=146.378001, expected=168.000000
predicted=155.401185, expected=188.000000
predicted=155.704187, expected=180.000000
predicted=164.595027, expected=116.000000
predicted=143.742237, expected=132.000000
predicted=148.318865, expected=124.000000
predicted=143.923976, expected=76.000000
predicted=125.598204, expected=128.000000
predicted=132.528523, expected=128.000000
predicted=119.156397, expected=140.000000
predicted=129.243760, expected=188.000000
predicted=146.103991, expected=132.000000
predicted=125.239433, expected=140.000000
predicted=140.346633, expected=76.000000
predicted=114.615510, expected=172.000000
predicted=149.157445, expected=152.000000
predicted=150.877561, expected=196.000000
predicted=159.814465, expected=152.000000
predicted=147.770492, expected=164.000000
predicted=145.719651, expected=180.000000
predicted=171.478811, expected=100.000000
predicted=140.624709, expected=120.000000
predicted=147.608179, expected=116.000000
predicted=131.674367, expected=144.000000
predicted=143.046548, expected=252.000000
predicted=184.393246, expected=216.000000
predicted=169.182278, expected=168.000000
predicted=164.474709, expected=116.000000
predicted=144.095068, expected=136.000000
predicted=155.974201, expected=184.000000
predicted=189.076259, expected=208.000000
predicted=189.121338, expected=164.000000
predicted=164.776211, expected=152.000000
predicted=151.333516, expected=168.000000
predicted=162.692170, expected=84.000000
predicted=141.126499, expected=120.000000
predicted=147.769329, expected=164.000000
predicted=149.383904, expected=220.000000
predicted=173.067301, expected=136.000000
predicted=148.724376, expected=164.000000
predicted=143.784012, expected=232.000000
predicted=180.874414, expected=148.000000
predicted=168.646111, expected=188.000000
predicted=188.827904, expected=204.000000
predicted=178.218241, expected=184.000000
predicted=184.268877, expected=224.000000
predicted=209.089558, expected=156.000000
predicted=170.929955, expected=180.000000
predicted=186.668396, expected=144.000000
predicted=172.161523, expected=152.000000
predicted=168.958523, expected=100.000000
predicted=149.485810, expected=108.000000
predicted=132.226620, expected=156.000000
predicted=148.290828, expected=152.000000
predicted=142.051158, expected=116.000000
predicted=129.958159, expected=156.000000
predicted=133.348356, expected=172.000000
predicted=146.393457, expected=192.000000
predicted=168.347440, expected=192.000000
predicted=170.450507, expected=172.000000
predicted=161.935530, expected=140.000000
predicted=159.325945, expected=424.000000
predicted=268.723141, expected=164.000000
predicted=200.849949, expected=244.000000
predicted=227.979446, expected=160.000000
predicted=190.728156, expected=92.000000
predicted=167.586611, expected=88.000000
predicted=191.531583, expected=88.000000
predicted=125.604652, expected=136.000000
predicted=148.223716, expected=132.000000
predicted=126.697835, expected=164.000000
predicted=128.105739, expected=108.000000
predicted=112.502396, expected=68.000000
predicted=98.340386, expected=180.000000
predicted=142.287772, expected=92.000000
predicted=117.507470, expected=76.000000
predicted=111.303169, expected=128.000000
predicted=109.782155, expected=116.000000
predicted=107.253005, expected=116.000000
predicted=126.145882, expected=84.000000
predicted=94.783215, expected=140.000000
predicted=113.202178, expected=60.000000
predicted=96.638514, expected=148.000000
predicted=121.184190, expected=176.000000
predicted=134.347920, expected=212.000000
predicted=154.863318, expected=116.000000
predicted=135.923605, expected=108.000000
predicted=117.738461, expected=112.000000
predicted=132.785751, expected=72.000000
predicted=120.831726, expected=76.000000
predicted=115.293557, expected=128.000000
predicted=109.368128, expected=96.000000
predicted=100.201900, expected=120.000000
predicted=108.040598, expected=132.000000
predicted=106.990411, expected=160.000000
predicted=125.890188, expected=136.000000
predicted=131.475162, expected=156.000000
predicted=135.187640, expected=136.000000
predicted=135.842427, expected=144.000000
predicted=142.454234, expected=124.000000
predicted=138.793509, expected=140.000000
predicted=138.595508, expected=156.000000
predicted=147.511179, expected=108.000000
predicted=128.053779, expected=124.000000
predicted=130.614805, expected=172.000000
predicted=143.894244, expected=160.000000
predicted=149.165742, expected=112.000000
predicted=134.382081, expected=168.000000
predicted=142.435086, expected=108.000000
predicted=128.967827, expected=88.000000
predicted=126.340898, expected=100.000000
predicted=117.965801, expected=136.000000
predicted=121.926012, expected=136.000000
predicted=133.042696, expected=96.000000
predicted=107.140284, expected=116.000000
predicted=108.851760, expected=144.000000
predicted=123.878136, expected=112.000000
predicted=122.754627, expected=104.000000
predicted=116.155859, expected=148.000000
predicted=123.312895, expected=148.000000
predicted=133.008642, expected=116.000000
predicted=128.226224, expected=136.000000
predicted=126.886360, expected=128.000000
predicted=125.321865, expected=96.000000
predicted=122.026721, expected=120.000000
predicted=124.496364, expected=128.000000
predicted=121.271756, expected=164.000000
predicted=140.200431, expected=148.000000
predicted=136.131046, expected=160.000000
predicted=138.458409, expected=172.000000
predicted=151.291593, expected=84.000000
predicted=124.810207, expected=128.000000
predicted=139.200885, expected=152.000000
predicted=142.439914, expected=116.000000
predicted=134.709506, expected=160.000000
predicted=146.559547, expected=148.000000
predicted=129.677547, expected=136.000000
predicted=138.411492, expected=84.000000
predicted=120.452176, expected=68.000000
predicted=102.017446, expected=136.000000
predicted=128.074291, expected=132.000000
predicted=125.943469, expected=100.000000
predicted=111.942757, expected=104.000000
predicted=100.354316, expected=116.000000
predicted=104.768596, expected=96.000000
predicted=111.696504, expected=108.000000
predicted=111.363024, expected=164.000000
predicted=126.000326, expected=260.000000
predicted=171.940798, expected=140.000000
predicted=145.268438, expected=124.000000
predicted=135.649201, expected=108.000000
predicted=128.756795, expected=112.000000
predicted=140.589937, expected=180.000000
predicted=173.900537, expected=116.000000
predicted=128.610354, expected=104.000000
predicted=118.900551, expected=96.000000
predicted=108.631802, expected=80.000000
predicted=103.789241, expected=112.000000
predicted=120.910809, expected=84.000000
predicted=96.425168, expected=116.000000
predicted=104.301458, expected=136.000000
predicted=111.441977, expected=412.000000
predicted=221.988551, expected=500.000000
predicted=306.530967, expected=408.000000
predicted=309.169536, expected=336.000000
predicted=301.717952, expected=252.000000
predicted=282.161435, expected=216.000000
predicted=310.536716, expected=204.000000
predicted=298.129532, expected=244.000000
predicted=279.406152, expected=128.000000
predicted=207.981330, expected=240.000000
predicted=224.638329, expected=400.000000
predicted=289.794324, expected=316.000000
predicted=279.706691, expected=168.000000
predicted=225.491937, expected=156.000000
predicted=188.312991, expected=272.000000
predicted=255.927678, expected=196.000000
predicted=250.929703, expected=148.000000
predicted=202.490821, expected=196.000000
predicted=186.444638, expected=156.000000
predicted=171.551437, expected=148.000000
predicted=182.874139, expected=192.000000
predicted=180.556642, expected=112.000000
predicted=141.477640, expected=172.000000
predicted=169.327378, expected=116.000000
predicted=137.006982, expected=172.000000
predicted=158.614873, expected=116.000000
predicted=140.612672, expected=160.000000
predicted=144.558482, expected=156.000000
predicted=152.943061, expected=172.000000
predicted=153.897201, expected=164.000000
predicted=161.282223, expected=124.000000
predicted=136.810831, expected=84.000000
predicted=123.503972, expected=152.000000
predicted=144.306365, expected=164.000000
predicted=153.104901, expected=180.000000
predicted=161.113476, expected=140.000000
predicted=139.690884, expected=92.000000
predicted=114.318583, expected=132.000000
predicted=137.855356, expected=116.000000
predicted=131.640567, expected=104.000000
predicted=125.581488, expected=116.000000
predicted=118.169030, expected=108.000000
predicted=107.500302, expected=172.000000
predicted=141.583663, expected=128.000000
predicted=125.447202, expected=192.000000
predicted=153.005092, expected=200.000000
predicted=165.077305, expected=144.000000
predicted=149.425009, expected=108.000000
predicted=141.303114, expected=156.000000
predicted=149.279366, expected=172.000000
predicted=167.911820, expected=100.000000
predicted=138.013095, expected=116.000000
predicted=127.368528, expected=120.000000
predicted=121.123640, expected=92.000000
predicted=117.384808, expected=140.000000
predicted=133.739170, expected=184.000000
predicted=142.492738, expected=132.000000
predicted=131.690800, expected=136.000000
predicted=133.811344, expected=96.000000
predicted=112.461136, expected=156.000000
predicted=144.510182, expected=68.000000
predicted=113.668639, expected=164.000000
predicted=138.689693, expected=180.000000
predicted=148.847052, expected=112.000000
predicted=122.608983, expected=92.000000
predicted=118.922528, expected=144.000000
predicted=123.056057, expected=88.000000
predicted=118.937276, expected=112.000000
predicted=124.972605, expected=84.000000
predicted=97.502573, expected=84.000000
predicted=93.398214, expected=168.000000
predicted=134.227206, expected=132.000000
predicted=117.065417, expected=108.000000
predicted=114.141537, expected=96.000000
predicted=102.100311, expected=104.000000
Test MSE: 2533.654
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116])]
predicted=51.040442, expected=16.000000
predicted=39.139436, expected=36.000000
predicted=44.191127, expected=68.000000
predicted=50.077535, expected=8.000000
predicted=38.059787, expected=40.000000
predicted=40.822227, expected=28.000000
predicted=27.753492, expected=48.000000
predicted=42.450321, expected=28.000000
predicted=34.661085, expected=48.000000
predicted=35.705571, expected=36.000000
predicted=36.076940, expected=24.000000
predicted=35.289897, expected=20.000000
predicted=32.413468, expected=40.000000
predicted=33.660560, expected=24.000000
predicted=31.238286, expected=32.000000
predicted=31.046971, expected=28.000000
predicted=26.587289, expected=44.000000
predicted=33.222506, expected=16.000000
predicted=28.430149, expected=16.000000
predicted=26.778187, expected=28.000000
predicted=26.506448, expected=36.000000
predicted=29.354964, expected=72.000000
predicted=40.022815, expected=40.000000
predicted=33.057328, expected=32.000000
predicted=37.504236, expected=40.000000
predicted=39.187013, expected=44.000000
predicted=44.387802, expected=28.000000
predicted=42.367310, expected=28.000000
predicted=35.065998, expected=32.000000
predicted=33.267338, expected=36.000000
predicted=35.410762, expected=60.000000
predicted=40.845363, expected=52.000000
predicted=39.559153, expected=20.000000
predicted=36.081162, expected=56.000000
predicted=44.187098, expected=4.000000
predicted=32.352438, expected=20.000000
predicted=38.177089, expected=60.000000
predicted=35.956493, expected=80.000000
predicted=44.564612, expected=44.000000
predicted=44.040438, expected=24.000000
predicted=35.633718, expected=20.000000
predicted=37.314460, expected=64.000000
predicted=52.519960, expected=16.000000
predicted=38.874522, expected=12.000000
predicted=31.119463, expected=44.000000
predicted=29.536805, expected=16.000000
predicted=26.978280, expected=52.000000
predicted=39.031577, expected=44.000000
predicted=28.615787, expected=32.000000
predicted=34.267788, expected=44.000000
predicted=38.606919, expected=48.000000
predicted=39.148174, expected=36.000000
predicted=42.718879, expected=28.000000
predicted=37.777194, expected=36.000000
predicted=37.036157, expected=12.000000
predicted=31.725473, expected=16.000000
predicted=29.817929, expected=48.000000
predicted=30.995858, expected=60.000000
predicted=35.942528, expected=72.000000
predicted=44.372319, expected=24.000000
predicted=34.249364, expected=56.000000
predicted=47.910352, expected=20.000000
predicted=41.192105, expected=12.000000
predicted=41.566393, expected=4.000000
predicted=27.995846, expected=76.000000
predicted=38.295935, expected=44.000000
predicted=34.880101, expected=48.000000
predicted=37.588891, expected=16.000000
predicted=27.441254, expected=36.000000
predicted=37.620998, expected=32.000000
predicted=41.336376, expected=68.000000
predicted=45.510875, expected=88.000000
predicted=51.347218, expected=36.000000
predicted=42.929505, expected=36.000000
predicted=47.873176, expected=12.000000
predicted=39.210031, expected=28.000000
predicted=46.560164, expected=40.000000
predicted=42.125574, expected=44.000000
predicted=34.963884, expected=28.000000
predicted=30.626291, expected=44.000000
predicted=33.086738, expected=40.000000
predicted=36.352587, expected=68.000000
predicted=47.784824, expected=48.000000
predicted=44.224442, expected=52.000000
predicted=47.384534, expected=20.000000
predicted=40.795006, expected=40.000000
predicted=45.488545, expected=40.000000
predicted=44.514678, expected=48.000000
predicted=43.873287, expected=28.000000
predicted=36.718201, expected=36.000000
predicted=35.180275, expected=20.000000
predicted=32.994023, expected=56.000000
predicted=41.620332, expected=52.000000
predicted=40.666791, expected=48.000000
predicted=41.232067, expected=72.000000
predicted=48.879359, expected=40.000000
predicted=44.747879, expected=32.000000
predicted=49.382949, expected=76.000000
predicted=55.393296, expected=16.000000
predicted=43.247240, expected=72.000000
predicted=57.551709, expected=36.000000
predicted=40.457290, expected=76.000000
predicted=56.293129, expected=24.000000
predicted=46.261018, expected=32.000000
predicted=42.279333, expected=24.000000
predicted=41.778738, expected=32.000000
predicted=38.318660, expected=36.000000
predicted=39.166098, expected=28.000000
predicted=29.115993, expected=28.000000
predicted=29.847999, expected=64.000000
predicted=37.759617, expected=20.000000
predicted=32.534009, expected=60.000000
predicted=42.512370, expected=60.000000
predicted=42.194161, expected=40.000000
predicted=45.491228, expected=44.000000
predicted=47.833209, expected=12.000000
predicted=34.880329, expected=8.000000
predicted=36.401789, expected=20.000000
predicted=30.592175, expected=4.000000
predicted=20.969164, expected=24.000000
predicted=21.187314, expected=64.000000
predicted=25.535577, expected=12.000000
predicted=20.283866, expected=40.000000
predicted=29.166949, expected=44.000000
predicted=28.708273, expected=12.000000
predicted=31.731207, expected=24.000000
predicted=33.333663, expected=24.000000
predicted=23.931076, expected=32.000000
predicted=31.412812, expected=40.000000
predicted=31.068234, expected=36.000000
predicted=28.063341, expected=28.000000
predicted=29.964916, expected=32.000000
predicted=31.304612, expected=56.000000
predicted=39.120723, expected=44.000000
predicted=40.000682, expected=44.000000
predicted=40.834511, expected=44.000000
predicted=39.982851, expected=24.000000
predicted=38.546076, expected=40.000000
predicted=42.879425, expected=40.000000
predicted=39.108286, expected=40.000000
predicted=40.094525, expected=52.000000
predicted=41.257619, expected=48.000000
predicted=40.434648, expected=56.000000
predicted=47.208157, expected=44.000000
predicted=45.513076, expected=24.000000
predicted=41.858457, expected=24.000000
predicted=39.654594, expected=60.000000
predicted=45.016225, expected=4.000000
predicted=33.154302, expected=16.000000
predicted=29.603270, expected=52.000000
predicted=29.735461, expected=16.000000
predicted=28.194059, expected=44.000000
predicted=36.155087, expected=16.000000
predicted=20.249931, expected=44.000000
predicted=33.843923, expected=24.000000
predicted=31.122575, expected=28.000000
predicted=29.503665, expected=32.000000
predicted=30.855111, expected=52.000000
predicted=34.451418, expected=40.000000
predicted=37.297674, expected=20.000000
predicted=31.282990, expected=32.000000
predicted=32.866118, expected=4.000000
predicted=26.910067, expected=28.000000
predicted=31.550423, expected=8.000000
predicted=20.204299, expected=24.000000
predicted=21.319731, expected=24.000000
predicted=19.844067, expected=64.000000
predicted=29.302943, expected=36.000000
predicted=30.526470, expected=76.000000
predicted=42.380994, expected=36.000000
predicted=39.815061, expected=60.000000
predicted=50.789337, expected=28.000000
predicted=46.702002, expected=24.000000
predicted=42.155967, expected=24.000000
predicted=40.050659, expected=32.000000
predicted=34.315161, expected=12.000000
predicted=29.788858, expected=40.000000
predicted=28.417706, expected=36.000000
predicted=28.038627, expected=56.000000
predicted=36.578969, expected=48.000000
predicted=37.873314, expected=16.000000
predicted=31.863806, expected=76.000000
predicted=47.753801, expected=16.000000
predicted=37.852498, expected=32.000000
predicted=42.811492, expected=44.000000
predicted=36.805798, expected=12.000000
predicted=31.343432, expected=20.000000
predicted=34.183664, expected=32.000000
predicted=24.755808, expected=20.000000
predicted=27.151356, expected=20.000000
predicted=25.435965, expected=40.000000
predicted=24.403980, expected=20.000000
predicted=24.789023, expected=12.000000
predicted=23.769941, expected=44.000000
predicted=26.449405, expected=28.000000
predicted=27.183693, expected=8.000000
predicted=25.580068, expected=36.000000
predicted=24.398345, expected=40.000000
predicted=27.935249, expected=88.000000
predicted=47.464847, expected=24.000000
predicted=35.411464, expected=36.000000
predicted=38.101537, expected=36.000000
predicted=39.254408, expected=8.000000
predicted=37.092172, expected=24.000000
predicted=37.154413, expected=52.000000
predicted=31.037597, expected=80.000000
predicted=44.946363, expected=36.000000
predicted=39.680746, expected=56.000000
predicted=42.556005, expected=28.000000
predicted=40.884400, expected=20.000000
predicted=44.232678, expected=24.000000
predicted=39.725385, expected=48.000000
predicted=36.953415, expected=48.000000
predicted=40.207220, expected=20.000000
predicted=30.704910, expected=24.000000
predicted=28.706002, expected=24.000000
predicted=29.070580, expected=28.000000
predicted=33.113012, expected=20.000000
predicted=27.700647, expected=36.000000
predicted=26.297211, expected=40.000000
predicted=29.437950, expected=44.000000
predicted=33.653282, expected=16.000000
predicted=28.790822, expected=40.000000
predicted=32.618071, expected=56.000000
predicted=39.577030, expected=20.000000
predicted=35.865853, expected=44.000000
predicted=37.971428, expected=44.000000
predicted=34.842095, expected=24.000000
predicted=38.026666, expected=56.000000
predicted=42.834656, expected=40.000000
predicted=36.601078, expected=28.000000
predicted=39.861123, expected=44.000000
predicted=38.978386, expected=36.000000
predicted=36.834386, expected=44.000000
predicted=43.310667, expected=32.000000
predicted=36.423300, expected=56.000000
predicted=41.432532, expected=20.000000
predicted=36.586301, expected=40.000000
predicted=38.979316, expected=64.000000
predicted=43.438372, expected=44.000000
predicted=43.682314, expected=48.000000
predicted=46.848018, expected=28.000000
predicted=36.993280, expected=40.000000
predicted=43.741661, expected=52.000000
predicted=46.989889, expected=28.000000
predicted=39.838055, expected=28.000000
predicted=37.106607, expected=24.000000
predicted=30.930934, expected=40.000000
predicted=36.501228, expected=20.000000
predicted=31.776825, expected=32.000000
predicted=29.550364, expected=12.000000
predicted=23.673420, expected=4.000000
predicted=20.815798, expected=36.000000
predicted=25.157086, expected=32.000000
predicted=23.695425, expected=36.000000
predicted=28.164899, expected=56.000000
predicted=30.593558, expected=20.000000
predicted=28.339477, expected=8.000000
predicted=29.587594, expected=20.000000
predicted=26.105971, expected=24.000000
predicted=27.717779, expected=56.000000
predicted=35.701896, expected=20.000000
predicted=23.939564, expected=28.000000
predicted=26.059897, expected=8.000000
predicted=21.795221, expected=16.000000
predicted=25.133682, expected=28.000000
predicted=27.168186, expected=40.000000
predicted=25.703406, expected=20.000000
predicted=23.573396, expected=12.000000
predicted=18.984591, expected=20.000000
predicted=20.965397, expected=36.000000
predicted=27.392643, expected=36.000000
predicted=29.557940, expected=16.000000
predicted=22.675982, expected=12.000000
predicted=19.865148, expected=24.000000
predicted=23.089629, expected=32.000000
predicted=27.602162, expected=20.000000
predicted=24.203359, expected=12.000000
predicted=18.266148, expected=16.000000
predicted=17.939013, expected=48.000000
predicted=27.738786, expected=52.000000
predicted=32.894220, expected=20.000000
predicted=27.484214, expected=48.000000
predicted=32.521349, expected=36.000000
predicted=34.407258, expected=40.000000
predicted=42.603178, expected=20.000000
predicted=34.227603, expected=24.000000
predicted=30.273720, expected=8.000000
predicted=27.365088, expected=20.000000
predicted=25.281698, expected=56.000000
predicted=31.213591, expected=36.000000
predicted=28.635831, expected=16.000000
predicted=26.094755, expected=32.000000
predicted=25.886827, expected=36.000000
predicted=32.184016, expected=20.000000
predicted=33.530411, expected=32.000000
predicted=29.238551, expected=28.000000
predicted=26.191395, expected=8.000000
predicted=25.062437, expected=36.000000
predicted=27.854474, expected=32.000000
predicted=25.768579, expected=40.000000
predicted=31.934374, expected=48.000000
predicted=32.817253, expected=12.000000
predicted=26.524963, expected=36.000000
predicted=34.413503, expected=4.000000
predicted=24.944815, expected=4.000000
predicted=24.242991, expected=28.000000
predicted=22.560501, expected=32.000000
predicted=21.039908, expected=28.000000
predicted=24.215191, expected=8.000000
predicted=15.048756, expected=24.000000
predicted=19.836383, expected=40.000000
predicted=27.701133, expected=28.000000
predicted=28.048784, expected=24.000000
predicted=25.420763, expected=44.000000
predicted=27.915481, expected=84.000000
predicted=44.828918, expected=32.000000
predicted=41.424093, expected=28.000000
predicted=38.904473, expected=48.000000
predicted=40.548918, expected=32.000000
predicted=44.248243, expected=68.000000
predicted=53.401917, expected=48.000000
predicted=41.679846, expected=16.000000
predicted=38.285691, expected=28.000000
predicted=37.835713, expected=28.000000
predicted=35.108860, expected=20.000000
predicted=35.975643, expected=36.000000
predicted=30.794634, expected=28.000000
predicted=25.396111, expected=28.000000
predicted=28.688623, expected=24.000000
predicted=26.365817, expected=64.000000
predicted=36.236230, expected=12.000000
predicted=29.827232, expected=48.000000
predicted=36.541778, expected=20.000000
predicted=28.646801, expected=36.000000
predicted=35.905316, expected=48.000000
predicted=38.791169, expected=32.000000
predicted=32.651535, expected=24.000000
predicted=34.256741, expected=16.000000
predicted=26.710657, expected=32.000000
predicted=31.842630, expected=28.000000
predicted=30.690656, expected=68.000000
predicted=37.560134, expected=64.000000
predicted=40.110534, expected=36.000000
predicted=40.056741, expected=28.000000
predicted=39.405777, expected=16.000000
predicted=36.074848, expected=16.000000
predicted=37.826660, expected=44.000000
predicted=36.786158, expected=36.000000
predicted=30.811234, expected=108.000000
predicted=48.902308, expected=32.000000
predicted=38.690945, expected=24.000000
predicted=41.543016, expected=36.000000
predicted=41.224218, expected=24.000000
predicted=42.848267, expected=16.000000
predicted=42.269566, expected=44.000000
predicted=30.447789, expected=40.000000
predicted=31.478006, expected=36.000000
predicted=34.344016, expected=72.000000
predicted=40.684839, expected=8.000000
predicted=31.755936, expected=56.000000
predicted=45.083363, expected=20.000000
predicted=34.179158, expected=60.000000
predicted=46.262990, expected=84.000000
predicted=52.921908, expected=52.000000
predicted=47.366785, expected=88.000000
predicted=62.137161, expected=16.000000
predicted=46.243354, expected=48.000000
predicted=58.524722, expected=36.000000
predicted=50.906951, expected=56.000000
predicted=53.409605, expected=36.000000
predicted=47.020234, expected=20.000000
predicted=33.464629, expected=12.000000
predicted=31.573174, expected=20.000000
predicted=29.295373, expected=40.000000
predicted=33.456591, expected=16.000000
predicted=24.628541, expected=44.000000
predicted=26.963671, expected=4.000000
predicted=19.220246, expected=12.000000
predicted=22.441348, expected=12.000000
predicted=19.354630, expected=20.000000
predicted=19.606509, expected=40.000000
predicted=24.915195, expected=16.000000
predicted=17.015128, expected=16.000000
predicted=18.525933, expected=28.000000
predicted=20.616722, expected=32.000000
predicted=26.713597, expected=24.000000
predicted=26.987775, expected=44.000000
predicted=27.436653, expected=52.000000
predicted=33.699329, expected=16.000000
predicted=31.745711, expected=56.000000
predicted=37.964397, expected=44.000000
predicted=38.191395, expected=16.000000
predicted=38.478325, expected=8.000000
predicted=28.587873, expected=56.000000
predicted=33.418340, expected=16.000000
predicted=33.626511, expected=80.000000
predicted=42.512062, expected=44.000000
predicted=34.541251, expected=24.000000
predicted=37.584708, expected=20.000000
predicted=35.601028, expected=48.000000
predicted=38.453941, expected=52.000000
predicted=48.636289, expected=12.000000
predicted=32.964386, expected=24.000000
predicted=27.759003, expected=28.000000
predicted=28.624188, expected=28.000000
predicted=34.182318, expected=56.000000
predicted=36.419961, expected=24.000000
predicted=27.523084, expected=24.000000
predicted=30.010815, expected=44.000000
predicted=32.773222, expected=16.000000
predicted=31.550021, expected=36.000000
predicted=35.148166, expected=52.000000
predicted=32.775316, expected=4.000000
predicted=28.394655, expected=8.000000
predicted=25.183204, expected=28.000000
predicted=21.913262, expected=24.000000
predicted=27.752422, expected=44.000000
predicted=30.323236, expected=44.000000
predicted=25.272993, expected=44.000000
predicted=32.470156, expected=24.000000
predicted=32.587323, expected=40.000000
predicted=35.947945, expected=44.000000
predicted=40.246953, expected=36.000000
predicted=39.966521, expected=48.000000
predicted=40.007568, expected=24.000000
predicted=33.897608, expected=28.000000
predicted=36.374596, expected=20.000000
predicted=31.611692, expected=16.000000
predicted=28.666553, expected=32.000000
Test MSE: 353.091
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329])]
predicted=13.752994, expected=16.000000
predicted=19.126519, expected=28.000000
predicted=18.362792, expected=40.000000
predicted=20.753786, expected=36.000000
predicted=27.487743, expected=20.000000
predicted=23.758141, expected=20.000000
predicted=22.877037, expected=12.000000
predicted=23.300608, expected=28.000000
predicted=28.398363, expected=24.000000
predicted=26.209109, expected=8.000000
predicted=17.678521, expected=32.000000
predicted=21.714278, expected=4.000000
predicted=14.753890, expected=28.000000
predicted=22.850574, expected=20.000000
predicted=20.442150, expected=36.000000
predicted=21.185277, expected=12.000000
predicted=23.247198, expected=44.000000
predicted=22.580941, expected=40.000000
predicted=31.728646, expected=48.000000
predicted=33.866263, expected=24.000000
predicted=33.798642, expected=20.000000
predicted=25.005525, expected=16.000000
predicted=30.716882, expected=16.000000
predicted=27.130954, expected=24.000000
predicted=28.851596, expected=24.000000
predicted=22.085405, expected=32.000000
predicted=23.539794, expected=36.000000
predicted=25.269281, expected=16.000000
predicted=22.181636, expected=24.000000
predicted=24.733726, expected=8.000000
predicted=20.495660, expected=32.000000
predicted=26.428292, expected=24.000000
predicted=26.416669, expected=28.000000
predicted=22.191570, expected=16.000000
predicted=21.766590, expected=20.000000
predicted=17.914098, expected=36.000000
predicted=28.384163, expected=16.000000
predicted=22.998384, expected=32.000000
predicted=26.374627, expected=20.000000
predicted=21.467162, expected=32.000000
predicted=25.521992, expected=8.000000
predicted=24.224647, expected=48.000000
predicted=26.483065, expected=20.000000
predicted=27.760891, expected=36.000000
predicted=27.216194, expected=16.000000
predicted=26.506351, expected=8.000000
predicted=16.697629, expected=16.000000
predicted=26.462042, expected=16.000000
predicted=18.020584, expected=12.000000
predicted=20.356079, expected=32.000000
predicted=18.778996, expected=16.000000
predicted=15.620581, expected=12.000000
predicted=16.341476, expected=32.000000
predicted=20.415548, expected=16.000000
predicted=18.216840, expected=16.000000
predicted=22.302995, expected=32.000000
predicted=21.041796, expected=16.000000
predicted=18.653777, expected=20.000000
predicted=23.679472, expected=28.000000
predicted=20.977950, expected=24.000000
predicted=21.759521, expected=20.000000
predicted=24.836892, expected=32.000000
predicted=22.932171, expected=28.000000
predicted=24.958727, expected=28.000000
predicted=27.456383, expected=24.000000
predicted=25.366299, expected=20.000000
predicted=23.168481, expected=44.000000
predicted=31.637053, expected=20.000000
predicted=27.270695, expected=16.000000
predicted=24.427970, expected=12.000000
predicted=20.422361, expected=60.000000
predicted=30.607828, expected=40.000000
predicted=37.585612, expected=12.000000
predicted=24.480867, expected=24.000000
predicted=23.507364, expected=4.000000
predicted=18.320604, expected=12.000000
predicted=29.169830, expected=20.000000
predicted=22.642058, expected=20.000000
predicted=15.648934, expected=12.000000
predicted=17.044068, expected=4.000000
predicted=8.987490, expected=8.000000
predicted=11.011100, expected=20.000000
predicted=15.623363, expected=8.000000
predicted=13.463709, expected=24.000000
predicted=14.270347, expected=8.000000
predicted=10.216808, expected=44.000000
predicted=20.038716, expected=12.000000
predicted=19.682827, expected=16.000000
predicted=16.021358, expected=20.000000
predicted=20.625130, expected=4.000000
predicted=13.226257, expected=8.000000
predicted=20.576213, expected=20.000000
predicted=13.478714, expected=16.000000
predicted=15.041485, expected=16.000000
predicted=15.884877, expected=32.000000
predicted=16.054469, expected=16.000000
predicted=16.412543, expected=28.000000
predicted=22.052231, expected=68.000000
predicted=32.611290, expected=12.000000
predicted=25.976770, expected=28.000000
predicted=30.228630, expected=28.000000
predicted=25.753580, expected=20.000000
predicted=28.190239, expected=24.000000
predicted=36.478846, expected=16.000000
predicted=18.526566, expected=16.000000
predicted=21.890403, expected=40.000000
predicted=26.722289, expected=12.000000
predicted=20.696759, expected=28.000000
predicted=23.566713, expected=12.000000
predicted=18.341310, expected=20.000000
predicted=19.545427, expected=16.000000
predicted=23.992604, expected=24.000000
predicted=17.993172, expected=72.000000
predicted=35.106080, expected=16.000000
predicted=25.082322, expected=16.000000
predicted=24.322490, expected=12.000000
predicted=20.194952, expected=12.000000
predicted=21.955784, expected=24.000000
predicted=33.752610, expected=40.000000
predicted=22.554084, expected=32.000000
predicted=24.096533, expected=8.000000
predicted=18.253465, expected=12.000000
predicted=16.922648, expected=40.000000
predicted=26.470748, expected=20.000000
predicted=28.415594, expected=28.000000
predicted=26.142824, expected=20.000000
predicted=18.471123, expected=32.000000
predicted=23.396660, expected=16.000000
predicted=27.544478, expected=12.000000
predicted=19.431974, expected=28.000000
predicted=23.651326, expected=28.000000
predicted=23.142997, expected=32.000000
predicted=27.770024, expected=32.000000
predicted=24.523002, expected=60.000000
predicted=32.442175, expected=12.000000
predicted=29.842682, expected=8.000000
predicted=24.784935, expected=8.000000
predicted=22.120908, expected=20.000000
predicted=23.396841, expected=12.000000
predicted=26.881497, expected=40.000000
predicted=19.297993, expected=24.000000
predicted=18.525149, expected=16.000000
predicted=17.556082, expected=12.000000
predicted=18.649415, expected=12.000000
predicted=15.923571, expected=24.000000
predicted=24.921141, expected=24.000000
predicted=20.909929, expected=52.000000
predicted=26.654060, expected=32.000000
predicted=25.744390, expected=28.000000
predicted=25.781136, expected=8.000000
predicted=23.662999, expected=8.000000
predicted=20.962870, expected=12.000000
predicted=26.141760, expected=48.000000
predicted=28.053060, expected=16.000000
predicted=22.905697, expected=32.000000
predicted=20.059000, expected=16.000000
predicted=18.264258, expected=32.000000
predicted=23.453724, expected=32.000000
predicted=33.699875, expected=16.000000
predicted=21.744658, expected=24.000000
predicted=25.924718, expected=40.000000
predicted=26.136171, expected=32.000000
predicted=31.103045, expected=20.000000
predicted=27.696431, expected=32.000000
predicted=25.147733, expected=60.000000
predicted=36.164500, expected=20.000000
predicted=34.809954, expected=44.000000
predicted=35.194248, expected=48.000000
predicted=35.310557, expected=24.000000
predicted=35.408716, expected=12.000000
predicted=35.943072, expected=28.000000
predicted=25.673889, expected=16.000000
predicted=29.424831, expected=4.000000
predicted=24.323169, expected=28.000000
predicted=20.230962, expected=20.000000
predicted=17.322757, expected=16.000000
predicted=20.612765, expected=24.000000
predicted=18.425995, expected=16.000000
predicted=14.933471, expected=20.000000
predicted=21.895812, expected=16.000000
predicted=18.465076, expected=36.000000
predicted=22.241250, expected=20.000000
predicted=22.909929, expected=32.000000
predicted=23.322983, expected=12.000000
predicted=20.815469, expected=20.000000
predicted=20.227249, expected=16.000000
predicted=23.912309, expected=16.000000
predicted=18.675749, expected=44.000000
predicted=27.976665, expected=36.000000
predicted=24.659687, expected=32.000000
predicted=27.641028, expected=8.000000
predicted=21.011495, expected=52.000000
predicted=29.809059, expected=20.000000
predicted=33.440577, expected=12.000000
predicted=26.479571, expected=80.000000
predicted=39.075206, expected=28.000000
predicted=29.658251, expected=32.000000
predicted=40.608609, expected=20.000000
predicted=27.027438, expected=16.000000
predicted=24.007947, expected=24.000000
predicted=40.267693, expected=12.000000
predicted=21.612136, expected=16.000000
predicted=21.423213, expected=68.000000
predicted=30.421039, expected=28.000000
predicted=27.684708, expected=20.000000
predicted=27.169152, expected=20.000000
predicted=21.993322, expected=16.000000
predicted=22.792217, expected=4.000000
predicted=30.551611, expected=28.000000
predicted=21.387012, expected=32.000000
predicted=22.040982, expected=16.000000
predicted=20.186587, expected=4.000000
predicted=14.724068, expected=20.000000
predicted=13.798791, expected=8.000000
predicted=18.184447, expected=24.000000
predicted=21.079977, expected=20.000000
predicted=16.526585, expected=16.000000
predicted=13.616344, expected=20.000000
predicted=18.585611, expected=36.000000
predicted=20.248838, expected=24.000000
predicted=24.398411, expected=12.000000
predicted=20.138738, expected=28.000000
predicted=21.294466, expected=16.000000
predicted=20.998266, expected=56.000000
predicted=33.914230, expected=20.000000
predicted=26.365253, expected=8.000000
predicted=19.252413, expected=32.000000
predicted=26.051049, expected=52.000000
predicted=30.472259, expected=24.000000
predicted=37.277607, expected=16.000000
predicted=23.391892, expected=80.000000
predicted=35.065753, expected=12.000000
predicted=33.568550, expected=48.000000
predicted=42.797755, expected=32.000000
predicted=32.342873, expected=720.000000
predicted=188.646472, expected=16.000000
predicted=208.765063, expected=40.000000
predicted=115.704675, expected=16.000000
predicted=229.355199, expected=32.000000
predicted=133.004111, expected=16.000000
predicted=321.277936, expected=52.000000
predicted=27.265863, expected=20.000000
predicted=31.540419, expected=12.000000
predicted=21.958700, expected=8.000000
predicted=24.282108, expected=60.000000
predicted=26.909757, expected=24.000000
predicted=32.316400, expected=20.000000
predicted=22.490388, expected=36.000000
predicted=27.617404, expected=44.000000
predicted=29.583627, expected=20.000000
predicted=35.721320, expected=12.000000
predicted=25.169545, expected=24.000000
predicted=25.341096, expected=20.000000
predicted=25.860813, expected=32.000000
predicted=26.726747, expected=36.000000
predicted=25.037936, expected=44.000000
predicted=27.450969, expected=12.000000
predicted=27.753746, expected=24.000000
predicted=26.363082, expected=8.000000
predicted=26.194343, expected=24.000000
predicted=23.768853, expected=28.000000
predicted=26.109160, expected=28.000000
predicted=19.825920, expected=28.000000
predicted=24.262815, expected=4.000000
predicted=18.454579, expected=16.000000
predicted=20.510239, expected=16.000000
predicted=20.676577, expected=20.000000
predicted=18.537688, expected=28.000000
predicted=20.423970, expected=36.000000
predicted=19.658643, expected=36.000000
predicted=25.517664, expected=44.000000
predicted=29.881972, expected=16.000000
predicted=29.154087, expected=24.000000
predicted=29.287369, expected=16.000000
predicted=29.092403, expected=20.000000
predicted=25.165066, expected=48.000000
predicted=30.607101, expected=48.000000
predicted=29.124902, expected=32.000000
predicted=31.121223, expected=16.000000
predicted=28.816418, expected=20.000000
predicted=28.669579, expected=16.000000
predicted=30.224130, expected=36.000000
predicted=29.273541, expected=20.000000
predicted=24.676300, expected=12.000000
predicted=18.709330, expected=24.000000
predicted=21.761891, expected=48.000000
predicted=25.865240, expected=24.000000
predicted=28.418423, expected=20.000000
predicted=23.904980, expected=32.000000
predicted=26.394784, expected=32.000000
predicted=28.979588, expected=16.000000
predicted=29.585531, expected=12.000000
predicted=22.239646, expected=12.000000
predicted=19.956176, expected=12.000000
predicted=19.316716, expected=16.000000
predicted=17.687681, expected=16.000000
predicted=14.336525, expected=44.000000
predicted=19.290293, expected=24.000000
predicted=21.156009, expected=36.000000
predicted=23.669871, expected=24.000000
predicted=27.079760, expected=8.000000
predicted=22.601756, expected=8.000000
predicted=24.764322, expected=28.000000
predicted=21.241458, expected=32.000000
predicted=24.186957, expected=32.000000
predicted=22.875754, expected=12.000000
predicted=19.436357, expected=24.000000
predicted=21.004581, expected=24.000000
predicted=25.745845, expected=12.000000
predicted=22.164640, expected=16.000000
predicted=20.873131, expected=32.000000
predicted=19.930928, expected=68.000000
predicted=30.807313, expected=12.000000
predicted=27.735298, expected=12.000000
predicted=22.654090, expected=24.000000
predicted=27.424049, expected=24.000000
predicted=26.814747, expected=40.000000
predicted=33.667162, expected=32.000000
predicted=24.353713, expected=32.000000
predicted=26.109934, expected=4.000000
predicted=25.382249, expected=4.000000
predicted=20.657541, expected=16.000000
predicted=22.471827, expected=20.000000
predicted=18.484263, expected=16.000000
predicted=16.885190, expected=32.000000
predicted=15.524803, expected=28.000000
predicted=19.096353, expected=16.000000
predicted=20.396120, expected=24.000000
predicted=22.729939, expected=32.000000
predicted=24.317738, expected=24.000000
predicted=26.199948, expected=16.000000
predicted=23.454538, expected=12.000000
predicted=19.858807, expected=12.000000
predicted=19.423421, expected=40.000000
predicted=23.926754, expected=24.000000
predicted=22.378901, expected=28.000000
predicted=21.394359, expected=36.000000
predicted=25.901800, expected=12.000000
predicted=23.193603, expected=48.000000
predicted=32.290973, expected=8.000000
predicted=26.325604, expected=28.000000
predicted=24.776051, expected=32.000000
predicted=30.114435, expected=32.000000
predicted=24.351805, expected=32.000000
predicted=32.379492, expected=36.000000
predicted=26.885763, expected=40.000000
predicted=33.350969, expected=12.000000
predicted=30.047914, expected=16.000000
predicted=27.035738, expected=16.000000
predicted=25.563037, expected=36.000000
predicted=26.204174, expected=28.000000
predicted=26.866395, expected=76.000000
predicted=31.143509, expected=8.000000
predicted=30.131205, expected=16.000000
predicted=25.883388, expected=16.000000
predicted=31.666404, expected=28.000000
predicted=25.957423, expected=24.000000
predicted=32.554136, expected=12.000000
predicted=16.195796, expected=20.000000
predicted=19.117256, expected=8.000000
predicted=17.376090, expected=8.000000
predicted=16.334039, expected=8.000000
predicted=14.167862, expected=8.000000
predicted=10.124443, expected=8.000000
predicted=10.671875, expected=44.000000
predicted=14.880867, expected=28.000000
predicted=18.210814, expected=16.000000
predicted=17.269222, expected=36.000000
predicted=23.588623, expected=24.000000
predicted=24.360805, expected=24.000000
predicted=28.952964, expected=16.000000
predicted=24.653894, expected=20.000000
predicted=21.232311, expected=32.000000
predicted=26.607888, expected=20.000000
predicted=22.726709, expected=8.000000
predicted=19.553472, expected=20.000000
predicted=19.079731, expected=8.000000
predicted=17.508264, expected=36.000000
predicted=21.502570, expected=4.000000
predicted=17.049719, expected=36.000000
predicted=17.181228, expected=16.000000
predicted=21.783310, expected=16.000000
predicted=16.466364, expected=4.000000
predicted=20.528816, expected=16.000000
predicted=13.206079, expected=40.000000
predicted=23.719429, expected=16.000000
predicted=18.087794, expected=12.000000
predicted=16.729308, expected=20.000000
predicted=17.610163, expected=20.000000
predicted=19.539874, expected=32.000000
predicted=24.952554, expected=36.000000
predicted=23.426369, expected=52.000000
predicted=28.600405, expected=32.000000
predicted=32.045223, expected=16.000000
predicted=29.256012, expected=20.000000
predicted=30.855445, expected=68.000000
predicted=37.994599, expected=32.000000
predicted=38.653129, expected=28.000000
predicted=31.582885, expected=56.000000
predicted=37.503530, expected=8.000000
predicted=32.315628, expected=36.000000
predicted=38.846725, expected=8.000000
predicted=29.170724, expected=24.000000
predicted=24.019446, expected=32.000000
predicted=31.303696, expected=28.000000
predicted=20.981525, expected=32.000000
predicted=28.164624, expected=48.000000
predicted=28.300404, expected=20.000000
predicted=30.036230, expected=16.000000
predicted=28.258539, expected=32.000000
predicted=29.684230, expected=12.000000
predicted=25.848985, expected=20.000000
predicted=25.610173, expected=16.000000
predicted=19.969313, expected=32.000000
predicted=20.510679, expected=28.000000
predicted=25.037878, expected=16.000000
predicted=19.530950, expected=4.000000
predicted=18.851377, expected=12.000000
predicted=16.921640, expected=20.000000
predicted=19.515754, expected=20.000000
predicted=17.542381, expected=16.000000
predicted=15.137846, expected=8.000000
predicted=12.461394, expected=28.000000
predicted=17.078400, expected=12.000000
predicted=17.726802, expected=12.000000
Test MSE: 1772.510
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219])]
predicted=22.007180, expected=28.000000
predicted=23.982070, expected=20.000000
predicted=21.379105, expected=4.000000
predicted=19.187954, expected=28.000000
predicted=19.361505, expected=12.000000
predicted=21.226303, expected=8.000000
predicted=16.733874, expected=4.000000
predicted=12.516778, expected=12.000000
predicted=11.790757, expected=4.000000
predicted=11.324000, expected=4.000000
predicted=7.124179, expected=108.000000
predicted=18.162977, expected=32.000000
predicted=26.673111, expected=4.000000
predicted=26.922540, expected=12.000000
predicted=27.805800, expected=4.000000
predicted=32.120957, expected=36.000000
predicted=32.041614, expected=8.000000
predicted=15.493745, expected=4.000000
predicted=11.327487, expected=24.000000
predicted=13.701546, expected=12.000000
predicted=15.639859, expected=8.000000
predicted=14.783196, expected=8.000000
predicted=10.327899, expected=8.000000
predicted=11.217649, expected=16.000000
predicted=12.103565, expected=4.000000
predicted=9.212081, expected=44.000000
predicted=12.786654, expected=36.000000
predicted=18.052825, expected=20.000000
predicted=20.903014, expected=20.000000
predicted=22.575267, expected=32.000000
predicted=26.706662, expected=16.000000
predicted=28.548749, expected=16.000000
predicted=23.132384, expected=8.000000
predicted=19.064845, expected=48.000000
predicted=22.444440, expected=24.000000
predicted=23.393221, expected=12.000000
predicted=20.495787, expected=8.000000
predicted=19.383891, expected=28.000000
predicted=22.257239, expected=16.000000
predicted=22.517164, expected=4.000000
predicted=15.232857, expected=16.000000
predicted=13.569762, expected=24.000000
predicted=16.091498, expected=4.000000
predicted=15.358645, expected=28.000000
predicted=14.026509, expected=12.000000
predicted=14.855233, expected=44.000000
predicted=20.102840, expected=16.000000
predicted=20.714843, expected=4.000000
predicted=18.884906, expected=4.000000
predicted=18.312238, expected=44.000000
predicted=20.577301, expected=16.000000
predicted=20.741295, expected=12.000000
predicted=15.172942, expected=48.000000
predicted=19.681723, expected=16.000000
predicted=24.501209, expected=36.000000
predicted=27.234088, expected=12.000000
predicted=23.592807, expected=4.000000
predicted=23.154791, expected=4.000000
predicted=20.224848, expected=8.000000
predicted=14.290970, expected=32.000000
predicted=14.552759, expected=28.000000
predicted=13.323324, expected=56.000000
predicted=19.663374, expected=28.000000
predicted=25.368327, expected=28.000000
predicted=30.194564, expected=20.000000
predicted=32.431297, expected=16.000000
predicted=30.876083, expected=56.000000
predicted=32.422391, expected=8.000000
predicted=26.755419, expected=4.000000
predicted=22.242727, expected=76.000000
predicted=27.501743, expected=36.000000
predicted=33.356146, expected=28.000000
predicted=33.210792, expected=28.000000
predicted=29.523584, expected=8.000000
predicted=33.271060, expected=24.000000
predicted=33.276571, expected=16.000000
predicted=23.537532, expected=12.000000
predicted=19.653611, expected=4.000000
predicted=15.165629, expected=36.000000
predicted=16.061014, expected=56.000000
predicted=22.722751, expected=8.000000
predicted=21.853643, expected=4.000000
predicted=20.081459, expected=16.000000
predicted=21.953349, expected=16.000000
predicted=23.983753, expected=4.000000
predicted=16.617189, expected=20.000000
predicted=10.541835, expected=16.000000
predicted=12.557635, expected=4.000000
predicted=12.821161, expected=4.000000
predicted=10.456355, expected=12.000000
predicted=10.251213, expected=8.000000
predicted=10.565602, expected=4.000000
predicted=7.602315, expected=12.000000
predicted=6.844499, expected=32.000000
predicted=11.018720, expected=12.000000
predicted=12.803864, expected=8.000000
predicted=12.361081, expected=8.000000
predicted=12.920082, expected=4.000000
predicted=13.631431, expected=40.000000
predicted=15.731813, expected=8.000000
predicted=12.955076, expected=8.000000
predicted=12.481910, expected=8.000000
predicted=12.582929, expected=16.000000
predicted=14.948708, expected=28.000000
predicted=16.539690, expected=8.000000
predicted=12.391511, expected=4.000000
predicted=12.060429, expected=8.000000
predicted=12.364777, expected=36.000000
predicted=16.133151, expected=24.000000
predicted=16.714423, expected=4.000000
predicted=13.728865, expected=20.000000
predicted=15.736857, expected=28.000000
predicted=20.428348, expected=44.000000
predicted=24.594919, expected=12.000000
predicted=21.222625, expected=28.000000
predicted=22.608263, expected=24.000000
predicted=26.325653, expected=8.000000
predicted=25.239983, expected=16.000000
predicted=21.416531, expected=48.000000
predicted=21.886619, expected=12.000000
predicted=22.583808, expected=20.000000
predicted=20.631081, expected=4.000000
predicted=18.810213, expected=20.000000
predicted=21.163421, expected=4.000000
predicted=17.700522, expected=8.000000
predicted=11.586606, expected=20.000000
predicted=11.751449, expected=4.000000
predicted=10.430434, expected=8.000000
predicted=10.131571, expected=20.000000
predicted=10.150672, expected=4.000000
predicted=11.039937, expected=16.000000
predicted=11.147576, expected=4.000000
predicted=9.432877, expected=4.000000
predicted=9.807886, expected=16.000000
predicted=9.865330, expected=28.000000
predicted=11.272142, expected=52.000000
predicted=17.637990, expected=8.000000
predicted=18.265003, expected=8.000000
predicted=19.902125, expected=64.000000
predicted=28.280884, expected=4.000000
predicted=28.777668, expected=8.000000
predicted=23.605144, expected=8.000000
predicted=17.228606, expected=4.000000
predicted=18.503075, expected=28.000000
predicted=17.253847, expected=28.000000
predicted=12.186897, expected=4.000000
predicted=13.208875, expected=4.000000
predicted=12.816285, expected=4.000000
predicted=13.202996, expected=20.000000
predicted=14.588096, expected=8.000000
predicted=10.468935, expected=16.000000
predicted=8.654899, expected=8.000000
predicted=9.732694, expected=20.000000
predicted=12.620085, expected=44.000000
predicted=17.490100, expected=28.000000
predicted=19.845447, expected=32.000000
predicted=23.595911, expected=20.000000
predicted=25.612761, expected=8.000000
predicted=26.958251, expected=20.000000
predicted=25.427184, expected=8.000000
predicted=20.022369, expected=20.000000
predicted=17.587320, expected=12.000000
predicted=14.171343, expected=40.000000
predicted=17.132417, expected=40.000000
predicted=21.688093, expected=32.000000
predicted=24.813760, expected=12.000000
predicted=26.009872, expected=12.000000
predicted=26.190077, expected=8.000000
predicted=25.071127, expected=20.000000
predicted=20.725750, expected=20.000000
predicted=16.491843, expected=4.000000
predicted=12.705292, expected=28.000000
predicted=14.508477, expected=8.000000
predicted=15.019958, expected=8.000000
predicted=14.881093, expected=12.000000
predicted=12.800218, expected=24.000000
predicted=14.161347, expected=20.000000
predicted=15.642780, expected=44.000000
predicted=17.841491, expected=16.000000
predicted=20.377267, expected=4.000000
predicted=20.832865, expected=16.000000
predicted=20.905060, expected=4.000000
predicted=18.798390, expected=72.000000
predicted=23.288478, expected=16.000000
predicted=20.259236, expected=16.000000
predicted=21.334441, expected=12.000000
predicted=22.563561, expected=12.000000
predicted=25.012440, expected=24.000000
predicted=24.153600, expected=4.000000
predicted=14.200889, expected=32.000000
predicted=15.692651, expected=32.000000
predicted=18.373379, expected=16.000000
predicted=20.157815, expected=16.000000
predicted=19.926717, expected=28.000000
predicted=21.832301, expected=20.000000
predicted=24.197177, expected=12.000000
predicted=20.416820, expected=4.000000
predicted=16.412915, expected=12.000000
predicted=16.000144, expected=4.000000
predicted=13.576138, expected=20.000000
predicted=11.346091, expected=12.000000
predicted=10.012143, expected=32.000000
predicted=13.119588, expected=16.000000
predicted=15.246204, expected=12.000000
predicted=16.353982, expected=48.000000
predicted=21.839846, expected=16.000000
predicted=23.232466, expected=8.000000
predicted=21.962102, expected=4.000000
predicted=17.728451, expected=24.000000
predicted=19.914757, expected=16.000000
predicted=18.504261, expected=108.000000
predicted=25.147923, expected=12.000000
predicted=27.885106, expected=20.000000
predicted=30.846421, expected=4.000000
predicted=31.736272, expected=4.000000
predicted=32.444896, expected=16.000000
predicted=26.458644, expected=60.000000
predicted=17.679001, expected=4.000000
predicted=17.508872, expected=12.000000
predicted=15.908975, expected=20.000000
predicted=19.270078, expected=24.000000
predicted=24.245360, expected=20.000000
predicted=22.354975, expected=12.000000
predicted=15.105318, expected=48.000000
predicted=21.471983, expected=48.000000
predicted=27.538590, expected=32.000000
predicted=29.765718, expected=8.000000
predicted=27.904471, expected=24.000000
predicted=29.929286, expected=24.000000
predicted=31.781253, expected=32.000000
predicted=27.806126, expected=4.000000
predicted=20.460866, expected=28.000000
predicted=19.815480, expected=20.000000
predicted=22.158239, expected=40.000000
predicted=24.144878, expected=4.000000
predicted=20.996032, expected=16.000000
predicted=19.058882, expected=40.000000
predicted=23.980020, expected=20.000000
predicted=23.927931, expected=44.000000
predicted=25.254192, expected=20.000000
predicted=23.767729, expected=12.000000
predicted=26.386546, expected=12.000000
predicted=24.990442, expected=12.000000
predicted=21.419673, expected=28.000000
predicted=20.815845, expected=24.000000
predicted=17.252746, expected=76.000000
predicted=24.589036, expected=24.000000
predicted=28.516078, expected=4.000000
predicted=28.531382, expected=24.000000
predicted=30.305016, expected=4.000000
predicted=29.346333, expected=20.000000
predicted=25.269529, expected=16.000000
predicted=14.643313, expected=56.000000
predicted=19.369116, expected=40.000000
predicted=24.949838, expected=16.000000
predicted=25.039860, expected=32.000000
predicted=29.278182, expected=48.000000
predicted=35.355945, expected=48.000000
predicted=39.488744, expected=24.000000
predicted=33.871401, expected=4.000000
predicted=29.652191, expected=12.000000
predicted=29.670517, expected=28.000000
predicted=28.369527, expected=20.000000
predicted=22.507397, expected=12.000000
predicted=15.874482, expected=44.000000
predicted=18.833374, expected=12.000000
predicted=21.823197, expected=8.000000
predicted=20.745095, expected=16.000000
predicted=18.521985, expected=24.000000
predicted=20.299598, expected=8.000000
predicted=18.366265, expected=4.000000
predicted=11.874650, expected=12.000000
predicted=12.180998, expected=12.000000
predicted=13.060901, expected=28.000000
predicted=13.650028, expected=52.000000
predicted=17.414352, expected=40.000000
predicted=23.358239, expected=20.000000
predicted=26.572712, expected=4.000000
predicted=26.766323, expected=20.000000
predicted=28.879953, expected=16.000000
predicted=26.251469, expected=20.000000
predicted=19.720626, expected=44.000000
predicted=19.097064, expected=16.000000
predicted=19.883725, expected=8.000000
predicted=20.537099, expected=4.000000
Test MSE: 319.708
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897])]
predicted=58.572345, expected=4.000000
predicted=48.769227, expected=80.000000
predicted=41.319450, expected=40.000000
predicted=46.916037, expected=12.000000
predicted=53.133110, expected=24.000000
predicted=30.376050, expected=52.000000
predicted=31.197309, expected=8.000000
predicted=36.871606, expected=44.000000
predicted=31.584576, expected=20.000000
predicted=25.153829, expected=24.000000
predicted=30.232884, expected=28.000000
predicted=28.720580, expected=8.000000
predicted=22.854582, expected=128.000000
predicted=33.953364, expected=4.000000
predicted=36.557880, expected=28.000000
predicted=47.374372, expected=32.000000
predicted=34.829903, expected=48.000000
predicted=39.089938, expected=56.000000
predicted=46.325246, expected=48.000000
predicted=36.616983, expected=20.000000
predicted=42.174046, expected=4.000000
predicted=38.486358, expected=48.000000
predicted=34.639651, expected=44.000000
predicted=32.996700, expected=32.000000
predicted=34.134903, expected=20.000000
predicted=30.110743, expected=28.000000
predicted=29.902775, expected=80.000000
predicted=36.564143, expected=28.000000
predicted=38.416278, expected=28.000000
predicted=40.823126, expected=96.000000
predicted=40.699034, expected=12.000000
predicted=47.094054, expected=52.000000
predicted=53.717354, expected=16.000000
predicted=38.485264, expected=16.000000
predicted=41.039009, expected=28.000000
predicted=34.271275, expected=56.000000
predicted=26.417110, expected=28.000000
predicted=32.449344, expected=36.000000
predicted=32.028462, expected=20.000000
predicted=31.498221, expected=16.000000
predicted=32.759769, expected=16.000000
predicted=28.763381, expected=4.000000
predicted=21.017500, expected=72.000000
predicted=21.773771, expected=16.000000
predicted=22.938383, expected=40.000000
predicted=30.408826, expected=32.000000
predicted=28.266789, expected=132.000000
predicted=40.418434, expected=36.000000
predicted=55.114308, expected=20.000000
predicted=57.101023, expected=48.000000
predicted=51.732649, expected=60.000000
predicted=51.245496, expected=60.000000
predicted=56.385410, expected=28.000000
predicted=45.195077, expected=56.000000
predicted=46.711047, expected=36.000000
predicted=47.739957, expected=100.000000
predicted=51.529232, expected=44.000000
predicted=53.271798, expected=32.000000
predicted=56.030649, expected=16.000000
predicted=51.444645, expected=24.000000
predicted=43.748379, expected=100.000000
predicted=43.625966, expected=32.000000
predicted=39.644626, expected=24.000000
predicted=43.891521, expected=60.000000
predicted=41.810790, expected=52.000000
predicted=47.491561, expected=8.000000
predicted=49.157686, expected=20.000000
predicted=36.685941, expected=12.000000
predicted=30.593540, expected=28.000000
predicted=28.415292, expected=32.000000
predicted=22.291231, expected=16.000000
predicted=20.360742, expected=24.000000
predicted=22.746675, expected=132.000000
predicted=30.104860, expected=36.000000
predicted=42.109154, expected=28.000000
predicted=53.799644, expected=72.000000
predicted=51.515087, expected=16.000000
predicted=53.955596, expected=44.000000
predicted=55.323922, expected=52.000000
predicted=38.409127, expected=124.000000
predicted=48.339265, expected=16.000000
predicted=55.834906, expected=20.000000
predicted=56.910346, expected=48.000000
predicted=51.307191, expected=28.000000
predicted=47.295980, expected=16.000000
predicted=42.347020, expected=28.000000
predicted=27.164042, expected=20.000000
predicted=26.574349, expected=24.000000
predicted=26.817195, expected=16.000000
predicted=22.282262, expected=20.000000
predicted=21.243058, expected=88.000000
predicted=25.829828, expected=20.000000
predicted=30.129946, expected=24.000000
predicted=38.231144, expected=20.000000
predicted=33.800670, expected=24.000000
predicted=33.329286, expected=44.000000
predicted=32.483292, expected=28.000000
predicted=25.919072, expected=4.000000
predicted=27.652835, expected=4.000000
predicted=24.020861, expected=12.000000
predicted=19.228671, expected=12.000000
predicted=15.478039, expected=4.000000
predicted=10.457749, expected=28.000000
predicted=9.413291, expected=40.000000
predicted=13.299570, expected=52.000000
predicted=22.003704, expected=40.000000
predicted=29.446634, expected=28.000000
predicted=35.257354, expected=48.000000
predicted=39.646165, expected=36.000000
predicted=39.876634, expected=24.000000
predicted=39.424627, expected=48.000000
predicted=36.683829, expected=124.000000
predicted=43.158183, expected=44.000000
predicted=52.199375, expected=16.000000
predicted=58.956867, expected=12.000000
predicted=51.416810, expected=16.000000
predicted=44.539893, expected=16.000000
predicted=34.732061, expected=56.000000
predicted=23.133172, expected=28.000000
predicted=22.274256, expected=68.000000
predicted=32.337296, expected=32.000000
predicted=35.994707, expected=24.000000
predicted=41.235182, expected=32.000000
predicted=40.460081, expected=16.000000
predicted=33.928794, expected=20.000000
predicted=32.083620, expected=48.000000
predicted=26.436958, expected=64.000000
predicted=30.515196, expected=48.000000
predicted=37.559355, expected=28.000000
predicted=40.540789, expected=8.000000
predicted=39.677581, expected=24.000000
predicted=37.379504, expected=32.000000
predicted=31.713767, expected=56.000000
predicted=29.990509, expected=28.000000
predicted=28.971491, expected=20.000000
predicted=30.918262, expected=24.000000
predicted=31.586974, expected=12.000000
predicted=29.148756, expected=36.000000
predicted=28.359507, expected=32.000000
predicted=23.631424, expected=36.000000
predicted=26.541380, expected=44.000000
predicted=29.959240, expected=44.000000
predicted=33.670146, expected=36.000000
predicted=38.465289, expected=16.000000
predicted=36.612993, expected=28.000000
predicted=34.986516, expected=4.000000
predicted=29.063531, expected=20.000000
predicted=25.134954, expected=36.000000
predicted=21.073244, expected=52.000000
predicted=23.783312, expected=12.000000
predicted=26.217466, expected=48.000000
predicted=29.907838, expected=16.000000
predicted=30.287794, expected=40.000000
predicted=34.630840, expected=28.000000
predicted=31.644171, expected=32.000000
predicted=29.960854, expected=48.000000
predicted=34.014066, expected=28.000000
predicted=32.159533, expected=12.000000
predicted=33.629606, expected=24.000000
predicted=29.404347, expected=40.000000
predicted=28.867209, expected=20.000000
predicted=28.196262, expected=40.000000
predicted=27.531347, expected=8.000000
predicted=24.743204, expected=28.000000
predicted=27.760273, expected=16.000000
predicted=24.648333, expected=12.000000
predicted=21.599366, expected=36.000000
predicted=22.022255, expected=56.000000
predicted=23.120237, expected=16.000000
predicted=27.923444, expected=28.000000
predicted=29.699812, expected=24.000000
predicted=28.571352, expected=76.000000
predicted=36.294339, expected=16.000000
predicted=35.432945, expected=64.000000
predicted=38.502789, expected=96.000000
predicted=46.012384, expected=4.000000
predicted=49.933658, expected=52.000000
predicted=55.545961, expected=8.000000
predicted=40.442977, expected=40.000000
predicted=44.848106, expected=40.000000
predicted=36.830190, expected=52.000000
predicted=31.980815, expected=32.000000
predicted=37.511181, expected=28.000000
predicted=35.459383, expected=8.000000
predicted=35.103509, expected=36.000000
predicted=32.374873, expected=12.000000
predicted=27.301897, expected=24.000000
predicted=23.999191, expected=8.000000
predicted=19.546488, expected=56.000000
predicted=21.995499, expected=4.000000
predicted=23.214047, expected=4.000000
predicted=21.595610, expected=12.000000
predicted=17.985639, expected=8.000000
predicted=14.962230, expected=24.000000
predicted=16.612070, expected=36.000000
predicted=12.700190, expected=44.000000
predicted=19.919938, expected=36.000000
predicted=26.710000, expected=44.000000
predicted=32.379240, expected=32.000000
predicted=36.438159, expected=28.000000
predicted=37.745618, expected=16.000000
predicted=34.339448, expected=28.000000
predicted=30.655581, expected=24.000000
predicted=27.897576, expected=32.000000
predicted=26.259669, expected=20.000000
predicted=24.863851, expected=4.000000
predicted=22.491892, expected=28.000000
predicted=22.269110, expected=28.000000
predicted=20.944686, expected=8.000000
predicted=20.893789, expected=60.000000
predicted=22.871328, expected=8.000000
predicted=22.597557, expected=76.000000
predicted=33.461279, expected=16.000000
predicted=32.639168, expected=16.000000
predicted=34.787215, expected=132.000000
predicted=42.489435, expected=76.000000
predicted=49.882257, expected=44.000000
predicted=65.796107, expected=64.000000
predicted=60.266195, expected=40.000000
predicted=63.386176, expected=28.000000
predicted=65.822549, expected=20.000000
predicted=45.959348, expected=4.000000
predicted=34.222421, expected=52.000000
predicted=31.956267, expected=20.000000
predicted=25.532134, expected=4.000000
predicted=24.555854, expected=28.000000
predicted=20.969213, expected=32.000000
predicted=21.665404, expected=28.000000
predicted=26.646857, expected=24.000000
predicted=23.393504, expected=4.000000
predicted=21.917175, expected=24.000000
predicted=23.294477, expected=72.000000
predicted=26.181832, expected=28.000000
predicted=29.298816, expected=12.000000
predicted=31.774179, expected=8.000000
predicted=26.645334, expected=24.000000
predicted=27.417568, expected=20.000000
predicted=25.136540, expected=4.000000
predicted=16.832818, expected=12.000000
predicted=14.021879, expected=44.000000
predicted=16.437146, expected=20.000000
predicted=19.574834, expected=44.000000
predicted=24.491808, expected=52.000000
predicted=28.002757, expected=24.000000
predicted=34.406667, expected=20.000000
predicted=36.042920, expected=12.000000
predicted=29.551551, expected=12.000000
predicted=27.204797, expected=12.000000
predicted=20.931186, expected=8.000000
predicted=14.473455, expected=32.000000
predicted=14.762644, expected=16.000000
predicted=14.642392, expected=4.000000
predicted=15.901563, expected=24.000000
predicted=15.775317, expected=12.000000
predicted=15.349792, expected=24.000000
predicted=18.425214, expected=52.000000
predicted=19.821092, expected=48.000000
predicted=26.531954, expected=16.000000
predicted=31.784884, expected=24.000000
predicted=31.641979, expected=16.000000
predicted=29.749733, expected=40.000000
predicted=31.273154, expected=4.000000
predicted=24.255274, expected=16.000000
predicted=21.260920, expected=32.000000
predicted=20.086068, expected=8.000000
predicted=19.542577, expected=12.000000
predicted=19.513495, expected=32.000000
predicted=16.247666, expected=12.000000
predicted=18.347521, expected=20.000000
predicted=20.002484, expected=16.000000
predicted=16.512742, expected=36.000000
predicted=20.729970, expected=8.000000
predicted=20.486896, expected=48.000000
predicted=23.451434, expected=12.000000
predicted=22.680648, expected=8.000000
predicted=24.234193, expected=24.000000
predicted=21.563080, expected=32.000000
predicted=20.586593, expected=20.000000
predicted=23.502951, expected=4.000000
predicted=18.627222, expected=20.000000
predicted=18.421641, expected=16.000000
predicted=18.085370, expected=12.000000
predicted=17.330895, expected=8.000000
predicted=13.636486, expected=20.000000
predicted=13.111372, expected=8.000000
predicted=13.549918, expected=8.000000
predicted=12.682291, expected=36.000000
predicted=13.820863, expected=12.000000
predicted=14.861754, expected=28.000000
predicted=19.537914, expected=20.000000
predicted=18.340376, expected=20.000000
predicted=21.524743, expected=28.000000
predicted=23.194858, expected=12.000000
predicted=20.522826, expected=56.000000
predicted=25.940649, expected=16.000000
predicted=24.731649, expected=16.000000
predicted=27.769486, expected=36.000000
predicted=26.110832, expected=24.000000
predicted=26.212037, expected=16.000000
predicted=27.823640, expected=36.000000
predicted=23.670469, expected=8.000000
predicted=22.952665, expected=8.000000
predicted=22.886031, expected=20.000000
predicted=17.661514, expected=12.000000
predicted=16.081330, expected=40.000000
predicted=19.180322, expected=24.000000
predicted=17.962433, expected=16.000000
predicted=22.088366, expected=24.000000
predicted=22.837397, expected=4.000000
predicted=20.659923, expected=16.000000
predicted=20.733504, expected=20.000000
predicted=15.895641, expected=8.000000
predicted=14.986462, expected=32.000000
predicted=16.616069, expected=12.000000
predicted=15.062427, expected=20.000000
predicted=19.081952, expected=20.000000
predicted=17.973847, expected=20.000000
predicted=18.935568, expected=36.000000
predicted=22.141399, expected=16.000000
predicted=20.976913, expected=8.000000
predicted=21.939602, expected=20.000000
predicted=19.714865, expected=16.000000
predicted=18.525284, expected=32.000000
predicted=20.254102, expected=20.000000
predicted=18.316896, expected=24.000000
predicted=21.057817, expected=20.000000
predicted=21.951217, expected=8.000000
predicted=21.047744, expected=24.000000
predicted=20.839454, expected=8.000000
predicted=16.917501, expected=36.000000
predicted=19.387554, expected=48.000000
predicted=21.425413, expected=20.000000
predicted=25.468274, expected=20.000000
predicted=28.141479, expected=4.000000
predicted=23.796222, expected=8.000000
predicted=23.007266, expected=24.000000
predicted=18.502163, expected=24.000000
predicted=15.467655, expected=20.000000
predicted=16.899742, expected=12.000000
predicted=16.355762, expected=36.000000
predicted=20.176068, expected=16.000000
predicted=21.352021, expected=4.000000
predicted=20.668411, expected=48.000000
predicted=20.910342, expected=16.000000
predicted=20.947862, expected=8.000000
predicted=23.897965, expected=12.000000
predicted=17.467371, expected=40.000000
predicted=19.794736, expected=16.000000
predicted=22.001280, expected=16.000000
predicted=19.920525, expected=52.000000
predicted=22.309629, expected=8.000000
predicted=24.277683, expected=16.000000
predicted=27.155890, expected=16.000000
predicted=19.962118, expected=20.000000
predicted=21.137636, expected=32.000000
predicted=22.168646, expected=24.000000
predicted=19.293835, expected=24.000000
predicted=22.831393, expected=20.000000
predicted=23.042140, expected=28.000000
predicted=24.584257, expected=24.000000
predicted=24.745588, expected=8.000000
predicted=22.478534, expected=20.000000
predicted=20.953772, expected=24.000000
predicted=19.432307, expected=24.000000
predicted=20.865547, expected=4.000000
predicted=18.305599, expected=16.000000
predicted=16.939020, expected=24.000000
predicted=17.116247, expected=4.000000
predicted=16.319859, expected=44.000000
predicted=18.326979, expected=12.000000
predicted=16.601241, expected=12.000000
predicted=21.266882, expected=4.000000
predicted=16.731092, expected=28.000000
predicted=16.760466, expected=16.000000
predicted=17.486577, expected=32.000000
predicted=17.495850, expected=28.000000
predicted=19.291990, expected=28.000000
predicted=23.557905, expected=16.000000
predicted=25.276828, expected=48.000000
predicted=27.278175, expected=20.000000
predicted=27.879049, expected=4.000000
predicted=26.992099, expected=48.000000
predicted=25.730841, expected=44.000000
predicted=27.210210, expected=68.000000
predicted=37.574618, expected=24.000000
predicted=36.074049, expected=32.000000
predicted=40.465234, expected=40.000000
predicted=41.321011, expected=28.000000
predicted=39.317796, expected=48.000000
predicted=38.907051, expected=8.000000
predicted=31.099456, expected=28.000000
predicted=32.392005, expected=16.000000
predicted=26.703433, expected=16.000000
predicted=24.765749, expected=8.000000
predicted=20.146729, expected=20.000000
predicted=16.049399, expected=28.000000
predicted=17.639865, expected=16.000000
predicted=17.542609, expected=24.000000
predicted=19.161315, expected=12.000000
predicted=18.389162, expected=44.000000
predicted=23.078902, expected=8.000000
Test MSE: 504.788
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171])]
predicted=36.707202, expected=44.000000
predicted=35.529782, expected=48.000000
predicted=30.464878, expected=28.000000
predicted=29.467624, expected=32.000000
predicted=32.858902, expected=52.000000
predicted=34.265940, expected=32.000000
predicted=39.034498, expected=60.000000
predicted=46.847635, expected=84.000000
predicted=51.867221, expected=60.000000
predicted=51.570646, expected=36.000000
predicted=48.643894, expected=40.000000
predicted=45.263925, expected=48.000000
predicted=55.111905, expected=32.000000
predicted=52.602431, expected=40.000000
predicted=44.998264, expected=72.000000
predicted=49.154751, expected=56.000000
predicted=48.660898, expected=36.000000
predicted=44.560747, expected=44.000000
predicted=42.709112, expected=60.000000
predicted=51.894915, expected=16.000000
predicted=44.962059, expected=28.000000
predicted=40.187840, expected=36.000000
predicted=35.959536, expected=24.000000
predicted=34.921475, expected=16.000000
predicted=31.764685, expected=32.000000
predicted=25.047136, expected=12.000000
predicted=22.413504, expected=24.000000
predicted=26.394791, expected=28.000000
predicted=23.553559, expected=64.000000
predicted=35.378788, expected=64.000000
predicted=42.018383, expected=12.000000
predicted=24.630806, expected=12.000000
predicted=26.625623, expected=16.000000
predicted=28.182780, expected=36.000000
predicted=41.261615, expected=44.000000
predicted=39.392936, expected=76.000000
predicted=38.834122, expected=76.000000
predicted=44.732074, expected=36.000000
predicted=38.462192, expected=20.000000
predicted=38.411634, expected=40.000000
predicted=46.131156, expected=24.000000
predicted=46.764328, expected=24.000000
predicted=41.260900, expected=56.000000
predicted=38.901996, expected=24.000000
predicted=27.466693, expected=20.000000
predicted=30.398457, expected=16.000000
predicted=23.109754, expected=28.000000
predicted=28.057540, expected=56.000000
predicted=43.059822, expected=36.000000
predicted=30.060691, expected=24.000000
predicted=26.379900, expected=60.000000
predicted=37.978340, expected=36.000000
predicted=36.941802, expected=28.000000
predicted=40.536751, expected=32.000000
predicted=34.160912, expected=36.000000
predicted=34.373077, expected=72.000000
predicted=53.908708, expected=28.000000
predicted=34.978494, expected=36.000000
predicted=36.374537, expected=20.000000
predicted=31.220495, expected=48.000000
predicted=42.608867, expected=52.000000
predicted=49.638712, expected=40.000000
predicted=36.529275, expected=40.000000
predicted=38.131735, expected=28.000000
predicted=32.358322, expected=36.000000
predicted=41.349352, expected=24.000000
predicted=36.266729, expected=16.000000
predicted=29.166974, expected=36.000000
predicted=33.057862, expected=52.000000
predicted=36.246822, expected=28.000000
predicted=31.568278, expected=52.000000
predicted=36.492742, expected=100.000000
predicted=54.065554, expected=56.000000
predicted=51.237309, expected=20.000000
predicted=43.597290, expected=16.000000
predicted=34.621820, expected=8.000000
predicted=36.859214, expected=32.000000
predicted=49.180444, expected=32.000000
predicted=33.267639, expected=44.000000
predicted=29.141298, expected=44.000000
predicted=29.788753, expected=24.000000
predicted=24.844443, expected=12.000000
predicted=26.407204, expected=52.000000
predicted=38.841228, expected=48.000000
predicted=41.200957, expected=60.000000
predicted=45.931810, expected=44.000000
predicted=36.800704, expected=48.000000
predicted=39.591860, expected=24.000000
predicted=41.185360, expected=32.000000
predicted=41.648716, expected=48.000000
predicted=47.049716, expected=20.000000
predicted=33.738355, expected=36.000000
predicted=37.415963, expected=48.000000
predicted=35.550077, expected=20.000000
predicted=30.610067, expected=20.000000
predicted=31.690459, expected=28.000000
predicted=26.657485, expected=20.000000
predicted=28.380802, expected=60.000000
predicted=42.373362, expected=48.000000
predicted=33.435982, expected=48.000000
predicted=37.147103, expected=36.000000
predicted=35.664448, expected=40.000000
predicted=38.037557, expected=24.000000
predicted=41.026517, expected=40.000000
predicted=41.574239, expected=68.000000
predicted=49.805744, expected=60.000000
predicted=47.025812, expected=48.000000
predicted=45.320295, expected=28.000000
predicted=35.984031, expected=24.000000
predicted=39.085447, expected=48.000000
predicted=51.093087, expected=36.000000
predicted=43.262055, expected=24.000000
predicted=34.465400, expected=48.000000
predicted=36.340192, expected=32.000000
predicted=32.449909, expected=32.000000
predicted=37.984718, expected=32.000000
predicted=33.152745, expected=28.000000
predicted=30.343613, expected=24.000000
predicted=33.231961, expected=36.000000
predicted=32.291344, expected=52.000000
predicted=38.168749, expected=28.000000
predicted=31.504944, expected=28.000000
predicted=30.505018, expected=20.000000
predicted=26.680384, expected=48.000000
predicted=39.493832, expected=28.000000
predicted=35.318957, expected=40.000000
predicted=33.621986, expected=48.000000
predicted=36.289702, expected=44.000000
predicted=36.647127, expected=16.000000
predicted=33.490642, expected=40.000000
predicted=35.725634, expected=40.000000
predicted=38.737693, expected=20.000000
predicted=33.996109, expected=40.000000
predicted=36.580520, expected=80.000000
predicted=45.114309, expected=44.000000
predicted=42.997254, expected=20.000000
predicted=35.214222, expected=20.000000
predicted=29.273666, expected=32.000000
predicted=38.652279, expected=16.000000
predicted=38.982780, expected=20.000000
predicted=27.557589, expected=64.000000
predicted=35.859783, expected=28.000000
predicted=27.032104, expected=16.000000
predicted=26.814668, expected=20.000000
predicted=22.678040, expected=28.000000
predicted=27.953238, expected=16.000000
predicted=32.029861, expected=20.000000
predicted=22.274868, expected=44.000000
predicted=27.411978, expected=24.000000
predicted=23.635755, expected=20.000000
predicted=24.629060, expected=24.000000
predicted=22.473408, expected=8.000000
predicted=18.998385, expected=24.000000
predicted=28.076341, expected=40.000000
predicted=27.325513, expected=40.000000
predicted=28.367307, expected=48.000000
predicted=33.482859, expected=12.000000
predicted=19.863655, expected=12.000000
predicted=24.492850, expected=32.000000
predicted=32.707517, expected=24.000000
predicted=29.546146, expected=60.000000
predicted=41.929572, expected=48.000000
predicted=30.732391, expected=56.000000
predicted=38.431499, expected=44.000000
predicted=40.777349, expected=20.000000
predicted=33.360765, expected=8.000000
predicted=35.287782, expected=44.000000
predicted=41.331246, expected=44.000000
predicted=41.814396, expected=48.000000
predicted=40.077047, expected=44.000000
predicted=33.313166, expected=36.000000
predicted=31.386332, expected=40.000000
predicted=42.274326, expected=16.000000
predicted=33.371018, expected=16.000000
predicted=32.128316, expected=36.000000
predicted=34.904126, expected=44.000000
predicted=35.729146, expected=48.000000
predicted=38.234062, expected=24.000000
predicted=25.428325, expected=24.000000
predicted=27.026227, expected=28.000000
predicted=32.757941, expected=24.000000
predicted=32.652317, expected=40.000000
predicted=36.818175, expected=52.000000
predicted=35.323689, expected=40.000000
predicted=33.800811, expected=20.000000
predicted=28.855642, expected=20.000000
predicted=27.726963, expected=12.000000
predicted=27.836096, expected=24.000000
predicted=32.178312, expected=72.000000
predicted=43.656379, expected=52.000000
predicted=34.855090, expected=40.000000
predicted=34.082813, expected=56.000000
predicted=39.263979, expected=36.000000
predicted=39.590738, expected=36.000000
predicted=50.522875, expected=40.000000
predicted=43.751022, expected=4.000000
predicted=28.223547, expected=40.000000
predicted=41.224761, expected=72.000000
predicted=45.928934, expected=12.000000
predicted=28.788315, expected=24.000000
predicted=31.794680, expected=24.000000
predicted=21.768556, expected=36.000000
predicted=37.656306, expected=44.000000
predicted=44.109030, expected=60.000000
predicted=35.994889, expected=44.000000
predicted=36.486960, expected=16.000000
predicted=29.068137, expected=56.000000
predicted=45.110224, expected=32.000000
predicted=39.323536, expected=28.000000
predicted=41.662143, expected=40.000000
predicted=37.601391, expected=60.000000
predicted=40.167881, expected=52.000000
predicted=48.461329, expected=16.000000
predicted=30.775047, expected=32.000000
predicted=34.813921, expected=24.000000
predicted=34.213078, expected=4.000000
predicted=30.711642, expected=32.000000
predicted=33.036864, expected=12.000000
predicted=16.576726, expected=48.000000
predicted=33.497372, expected=32.000000
predicted=25.237400, expected=32.000000
predicted=24.512430, expected=32.000000
predicted=30.610457, expected=16.000000
predicted=22.531456, expected=40.000000
predicted=38.166008, expected=88.000000
predicted=50.631144, expected=72.000000
predicted=49.961457, expected=24.000000
predicted=36.531059, expected=48.000000
predicted=41.732478, expected=28.000000
predicted=42.183264, expected=32.000000
predicted=53.735252, expected=32.000000
predicted=42.923392, expected=60.000000
predicted=41.280906, expected=28.000000
predicted=36.522118, expected=24.000000
predicted=30.845583, expected=36.000000
predicted=34.242866, expected=40.000000
predicted=37.135714, expected=20.000000
predicted=35.659699, expected=36.000000
predicted=31.713808, expected=64.000000
predicted=40.993884, expected=44.000000
predicted=40.006029, expected=36.000000
predicted=39.018807, expected=36.000000
predicted=34.206795, expected=16.000000
predicted=32.509044, expected=52.000000
predicted=49.322388, expected=56.000000
predicted=44.141565, expected=28.000000
predicted=34.901908, expected=20.000000
predicted=30.818593, expected=44.000000
predicted=34.356025, expected=44.000000
predicted=43.790356, expected=52.000000
predicted=46.806936, expected=44.000000
predicted=37.145817, expected=28.000000
predicted=32.328528, expected=68.000000
predicted=52.093152, expected=12.000000
predicted=33.329953, expected=52.000000
predicted=48.600015, expected=40.000000
predicted=39.256904, expected=32.000000
predicted=36.545194, expected=52.000000
predicted=49.018646, expected=24.000000
predicted=27.875085, expected=24.000000
predicted=37.539909, expected=28.000000
predicted=32.620710, expected=16.000000
predicted=27.092342, expected=32.000000
predicted=34.504892, expected=28.000000
predicted=25.210978, expected=48.000000
predicted=33.524371, expected=52.000000
predicted=36.535136, expected=28.000000
predicted=29.056902, expected=16.000000
predicted=28.880487, expected=28.000000
predicted=31.117429, expected=20.000000
predicted=32.326019, expected=36.000000
predicted=36.191303, expected=52.000000
predicted=34.524090, expected=28.000000
predicted=26.632707, expected=28.000000
predicted=30.223332, expected=12.000000
predicted=22.542215, expected=32.000000
predicted=33.485016, expected=32.000000
predicted=34.552468, expected=28.000000
predicted=27.680150, expected=72.000000
predicted=42.086331, expected=40.000000
predicted=31.455142, expected=40.000000
predicted=39.702201, expected=16.000000
predicted=29.772064, expected=12.000000
predicted=29.108955, expected=20.000000
predicted=37.245445, expected=28.000000
predicted=29.721546, expected=52.000000
predicted=36.425559, expected=44.000000
predicted=29.436389, expected=36.000000
predicted=29.104919, expected=40.000000
predicted=33.713346, expected=36.000000
predicted=36.486279, expected=48.000000
predicted=46.155516, expected=32.000000
predicted=37.894329, expected=28.000000
predicted=34.717147, expected=24.000000
predicted=32.518297, expected=48.000000
predicted=39.721046, expected=28.000000
predicted=35.047005, expected=20.000000
predicted=28.264276, expected=24.000000
predicted=26.647154, expected=76.000000
predicted=45.072509, expected=36.000000
predicted=38.819037, expected=48.000000
predicted=39.696398, expected=32.000000
predicted=31.981214, expected=44.000000
predicted=41.380226, expected=32.000000
predicted=46.736339, expected=12.000000
predicted=29.350492, expected=52.000000
predicted=42.724859, expected=20.000000
predicted=28.506974, expected=44.000000
predicted=39.520257, expected=20.000000
predicted=26.160734, expected=28.000000
predicted=27.163933, expected=24.000000
predicted=32.353272, expected=16.000000
predicted=22.761155, expected=36.000000
predicted=32.741352, expected=96.000000
predicted=48.524089, expected=52.000000
predicted=41.054355, expected=20.000000
predicted=32.303174, expected=36.000000
predicted=34.962262, expected=28.000000
predicted=39.962201, expected=32.000000
predicted=51.718894, expected=32.000000
predicted=35.808517, expected=24.000000
predicted=26.074369, expected=40.000000
predicted=34.783466, expected=20.000000
predicted=26.332721, expected=36.000000
predicted=32.848834, expected=36.000000
predicted=31.821027, expected=8.000000
predicted=22.332966, expected=76.000000
predicted=46.800317, expected=84.000000
predicted=48.067646, expected=60.000000
predicted=50.689564, expected=28.000000
predicted=39.269790, expected=44.000000
predicted=41.478926, expected=36.000000
predicted=54.291973, expected=68.000000
predicted=63.893232, expected=56.000000
predicted=51.401242, expected=100.000000
predicted=62.200319, expected=64.000000
predicted=57.096755, expected=60.000000
predicted=58.744562, expected=64.000000
predicted=66.277364, expected=84.000000
predicted=72.844927, expected=24.000000
predicted=61.389748, expected=64.000000
predicted=62.756843, expected=80.000000
predicted=65.476390, expected=108.000000
predicted=80.082807, expected=28.000000
predicted=57.644023, expected=48.000000
predicted=50.541294, expected=28.000000
predicted=52.035341, expected=28.000000
predicted=53.836123, expected=28.000000
predicted=52.144504, expected=72.000000
predicted=45.487964, expected=52.000000
predicted=45.397288, expected=32.000000
predicted=35.700738, expected=20.000000
predicted=31.471211, expected=28.000000
predicted=34.477711, expected=20.000000
predicted=39.821648, expected=40.000000
predicted=38.226606, expected=36.000000
predicted=31.121991, expected=52.000000
predicted=35.261349, expected=24.000000
predicted=29.292949, expected=40.000000
predicted=33.907837, expected=16.000000
predicted=30.536672, expected=20.000000
predicted=29.947198, expected=52.000000
predicted=41.967158, expected=36.000000
predicted=30.925102, expected=40.000000
predicted=36.713386, expected=36.000000
predicted=30.084945, expected=36.000000
predicted=33.502895, expected=36.000000
predicted=40.880808, expected=16.000000
predicted=29.400432, expected=32.000000
predicted=34.179025, expected=68.000000
predicted=44.825837, expected=48.000000
predicted=40.561112, expected=40.000000
predicted=39.060061, expected=20.000000
predicted=28.287654, expected=32.000000
predicted=37.096114, expected=56.000000
predicted=51.854282, expected=52.000000
predicted=45.221602, expected=24.000000
predicted=34.012614, expected=32.000000
predicted=31.954465, expected=48.000000
predicted=41.056880, expected=28.000000
predicted=40.102903, expected=28.000000
predicted=36.730803, expected=20.000000
predicted=26.116900, expected=44.000000
predicted=36.306058, expected=28.000000
predicted=33.973608, expected=40.000000
predicted=33.094227, expected=40.000000
predicted=33.491733, expected=44.000000
predicted=35.126350, expected=36.000000
predicted=38.696999, expected=20.000000
predicted=29.692369, expected=28.000000
predicted=34.248158, expected=48.000000
predicted=39.976036, expected=56.000000
predicted=43.951928, expected=36.000000
predicted=36.180668, expected=32.000000
predicted=32.197243, expected=8.000000
predicted=26.614030, expected=60.000000
predicted=47.545744, expected=36.000000
predicted=40.267048, expected=40.000000
predicted=36.888419, expected=12.000000
predicted=25.813947, expected=20.000000
predicted=23.771026, expected=64.000000
predicted=49.242092, expected=36.000000
predicted=34.760997, expected=60.000000
predicted=43.988642, expected=60.000000
predicted=39.897076, expected=88.000000
predicted=57.038622, expected=64.000000
predicted=61.951236, expected=36.000000
predicted=48.100713, expected=16.000000
predicted=45.669014, expected=36.000000
predicted=49.561714, expected=40.000000
predicted=53.038631, expected=52.000000
predicted=47.907282, expected=60.000000
predicted=43.748319, expected=80.000000
predicted=49.713816, expected=12.000000
predicted=35.008336, expected=20.000000
predicted=37.798973, expected=24.000000
predicted=39.284683, expected=52.000000
predicted=48.765136, expected=32.000000
predicted=42.916239, expected=52.000000
predicted=33.197107, expected=20.000000
predicted=26.809322, expected=40.000000
predicted=35.609583, expected=44.000000
predicted=43.132041, expected=40.000000
predicted=37.526918, expected=20.000000
predicted=34.550926, expected=40.000000
predicted=33.172023, expected=60.000000
predicted=45.577524, expected=56.000000
predicted=46.384305, expected=24.000000
predicted=35.227153, expected=28.000000
predicted=32.310854, expected=28.000000
predicted=37.075615, expected=16.000000
Test MSE: 319.129
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503])]
predicted=127.379795, expected=116.000000
predicted=119.875434, expected=184.000000
predicted=151.810104, expected=108.000000
predicted=89.077164, expected=64.000000
predicted=141.958841, expected=108.000000
predicted=158.354628, expected=276.000000
predicted=190.393326, expected=272.000000
predicted=211.516234, expected=208.000000
predicted=165.882115, expected=192.000000
predicted=155.042493, expected=76.000000
predicted=94.926711, expected=48.000000
predicted=157.322121, expected=152.000000
predicted=206.749392, expected=296.000000
predicted=235.167488, expected=280.000000
predicted=223.064001, expected=208.000000
predicted=157.086649, expected=200.000000
predicted=150.215994, expected=200.000000
predicted=179.056747, expected=116.000000
predicted=192.550034, expected=156.000000
predicted=218.692198, expected=280.000000
predicted=243.036434, expected=236.000000
predicted=201.035942, expected=156.000000
predicted=183.073143, expected=116.000000
predicted=134.861446, expected=24.000000
predicted=85.525901, expected=68.000000
predicted=165.903209, expected=104.000000
predicted=156.266642, expected=244.000000
predicted=191.569923, expected=336.000000
predicted=226.751871, expected=124.000000
predicted=72.461579, expected=72.000000
predicted=100.301028, expected=108.000000
predicted=120.099165, expected=44.000000
predicted=115.388782, expected=120.000000
predicted=219.224737, expected=168.000000
predicted=143.588293, expected=216.000000
predicted=140.327454, expected=204.000000
predicted=161.716594, expected=128.000000
predicted=94.778916, expected=104.000000
predicted=122.000870, expected=236.000000
predicted=206.330086, expected=124.000000
predicted=148.303758, expected=172.000000
predicted=193.471681, expected=252.000000
predicted=201.547831, expected=160.000000
predicted=119.129827, expected=144.000000
predicted=197.482385, expected=80.000000
predicted=108.486730, expected=64.000000
predicted=112.027013, expected=128.000000
predicted=183.610998, expected=216.000000
predicted=179.162919, expected=200.000000
predicted=164.793733, expected=120.000000
predicted=107.913761, expected=68.000000
predicted=80.516157, expected=120.000000
predicted=127.579895, expected=84.000000
predicted=133.251523, expected=100.000000
predicted=143.698071, expected=208.000000
predicted=169.600406, expected=208.000000
predicted=131.705854, expected=112.000000
predicted=116.527818, expected=60.000000
predicted=87.951263, expected=68.000000
predicted=87.870144, expected=20.000000
predicted=97.391768, expected=64.000000
predicted=128.915424, expected=156.000000
predicted=132.043759, expected=112.000000
predicted=75.954085, expected=128.000000
predicted=107.308130, expected=116.000000
predicted=77.901457, expected=128.000000
predicted=96.553942, expected=96.000000
predicted=123.119807, expected=40.000000
predicted=74.436151, expected=116.000000
predicted=126.875248, expected=212.000000
predicted=158.792508, expected=84.000000
predicted=90.676907, expected=76.000000
predicted=102.036557, expected=96.000000
predicted=78.922975, expected=72.000000
predicted=80.377530, expected=80.000000
predicted=140.685795, expected=96.000000
predicted=90.937504, expected=192.000000
predicted=135.499625, expected=96.000000
predicted=87.682566, expected=92.000000
predicted=92.439965, expected=84.000000
predicted=90.085087, expected=84.000000
predicted=82.814029, expected=104.000000
predicted=142.857103, expected=64.000000
predicted=75.810306, expected=160.000000
predicted=131.932622, expected=120.000000
predicted=96.401371, expected=60.000000
predicted=71.291928, expected=96.000000
predicted=111.923373, expected=96.000000
predicted=75.444111, expected=64.000000
predicted=102.457130, expected=100.000000
predicted=113.902571, expected=172.000000
predicted=117.429614, expected=96.000000
predicted=86.825532, expected=56.000000
predicted=83.526433, expected=92.000000
predicted=88.421490, expected=48.000000
predicted=62.684646, expected=84.000000
predicted=123.993073, expected=104.000000
predicted=99.164136, expected=112.000000
predicted=81.024617, expected=56.000000
predicted=73.996804, expected=56.000000
predicted=58.854689, expected=60.000000
predicted=71.316567, expected=64.000000
predicted=77.088360, expected=96.000000
predicted=102.020502, expected=100.000000
predicted=76.901032, expected=136.000000
predicted=99.028406, expected=136.000000
predicted=100.336933, expected=128.000000
predicted=99.132105, expected=64.000000
predicted=82.038989, expected=24.000000
predicted=64.371084, expected=76.000000
predicted=105.868999, expected=100.000000
predicted=106.207361, expected=96.000000
predicted=104.442854, expected=100.000000
predicted=87.361903, expected=80.000000
predicted=56.023044, expected=72.000000
predicted=75.133130, expected=88.000000
predicted=94.076154, expected=212.000000
predicted=155.626118, expected=84.000000
predicted=79.378084, expected=124.000000
predicted=116.135245, expected=96.000000
predicted=91.336161, expected=112.000000
predicted=93.882402, expected=88.000000
predicted=145.324557, expected=152.000000
predicted=120.551743, expected=72.000000
predicted=91.276463, expected=140.000000
predicted=124.381601, expected=128.000000
predicted=119.575022, expected=76.000000
predicted=76.519859, expected=148.000000
predicted=158.548486, expected=92.000000
predicted=76.198860, expected=104.000000
predicted=120.846102, expected=76.000000
predicted=103.846986, expected=148.000000
predicted=112.895796, expected=200.000000
predicted=169.764470, expected=224.000000
predicted=156.693074, expected=176.000000
predicted=146.555515, expected=172.000000
predicted=137.068021, expected=96.000000
predicted=122.789262, expected=160.000000
predicted=180.843083, expected=184.000000
predicted=195.800528, expected=356.000000
predicted=264.503880, expected=100.000000
predicted=125.215778, expected=84.000000
predicted=113.450233, expected=32.000000
predicted=108.345991, expected=80.000000
predicted=112.608829, expected=96.000000
predicted=208.336491, expected=140.000000
predicted=115.024166, expected=172.000000
predicted=130.735167, expected=112.000000
predicted=74.380885, expected=64.000000
predicted=79.984981, expected=68.000000
predicted=87.809728, expected=56.000000
predicted=89.647460, expected=164.000000
predicted=163.156772, expected=132.000000
predicted=113.622488, expected=156.000000
predicted=114.506262, expected=192.000000
predicted=141.297825, expected=88.000000
predicted=69.454795, expected=104.000000
predicted=141.263119, expected=96.000000
predicted=114.477216, expected=68.000000
predicted=101.167696, expected=112.000000
predicted=150.439629, expected=232.000000
predicted=160.714758, expected=124.000000
predicted=103.141081, expected=44.000000
predicted=80.095214, expected=64.000000
predicted=82.309054, expected=56.000000
predicted=72.805761, expected=132.000000
predicted=170.411364, expected=228.000000
predicted=173.666561, expected=296.000000
predicted=171.232947, expected=184.000000
predicted=129.187172, expected=104.000000
predicted=98.966578, expected=148.000000
predicted=153.423221, expected=28.000000
predicted=108.777703, expected=148.000000
predicted=218.006026, expected=240.000000
predicted=206.805702, expected=176.000000
predicted=126.800660, expected=100.000000
predicted=135.557323, expected=52.000000
predicted=55.067541, expected=124.000000
predicted=134.837263, expected=100.000000
predicted=152.250715, expected=132.000000
predicted=149.235819, expected=172.000000
predicted=140.786907, expected=304.000000
predicted=183.049231, expected=132.000000
predicted=120.520760, expected=80.000000
predicted=106.307699, expected=92.000000
predicted=125.505299, expected=68.000000
predicted=102.853779, expected=96.000000
predicted=188.037898, expected=232.000000
predicted=183.596548, expected=332.000000
predicted=203.313900, expected=112.000000
predicted=96.356448, expected=132.000000
predicted=130.574842, expected=92.000000
predicted=101.028351, expected=136.000000
predicted=167.083880, expected=64.000000
predicted=184.960714, expected=96.000000
predicted=105.558106, expected=144.000000
predicted=138.897776, expected=152.000000
predicted=114.827216, expected=172.000000
predicted=156.455705, expected=112.000000
predicted=92.302213, expected=144.000000
predicted=127.442613, expected=132.000000
predicted=136.622245, expected=164.000000
predicted=154.518147, expected=204.000000
predicted=188.556783, expected=160.000000
predicted=134.032262, expected=72.000000
predicted=111.010905, expected=208.000000
predicted=183.047981, expected=172.000000
predicted=154.437908, expected=92.000000
predicted=139.084974, expected=160.000000
predicted=176.227428, expected=280.000000
predicted=176.332449, expected=172.000000
predicted=172.055320, expected=96.000000
predicted=144.871208, expected=92.000000
predicted=108.824864, expected=52.000000
predicted=94.196340, expected=128.000000
predicted=194.091911, expected=144.000000
predicted=149.420684, expected=216.000000
predicted=155.685171, expected=188.000000
predicted=143.634639, expected=92.000000
predicted=77.555826, expected=92.000000
predicted=122.260258, expected=32.000000
predicted=81.877392, expected=60.000000
predicted=128.450508, expected=180.000000
predicted=180.422899, expected=208.000000
predicted=139.840794, expected=180.000000
predicted=138.649166, expected=108.000000
predicted=84.561023, expected=72.000000
predicted=75.179320, expected=84.000000
predicted=129.109048, expected=76.000000
predicted=129.742775, expected=224.000000
predicted=200.919228, expected=256.000000
predicted=176.528276, expected=204.000000
predicted=139.626918, expected=120.000000
predicted=118.523442, expected=116.000000
predicted=107.607606, expected=100.000000
predicted=153.727146, expected=132.000000
predicted=183.586538, expected=124.000000
predicted=157.267825, expected=244.000000
predicted=186.255234, expected=168.000000
predicted=136.754137, expected=88.000000
predicted=98.547183, expected=72.000000
predicted=115.238531, expected=32.000000
predicted=70.235123, expected=40.000000
predicted=130.352165, expected=104.000000
predicted=131.091704, expected=176.000000
predicted=127.291538, expected=76.000000
predicted=68.231869, expected=80.000000
predicted=70.268191, expected=20.000000
predicted=34.368605, expected=40.000000
predicted=66.498794, expected=84.000000
predicted=124.580342, expected=36.000000
predicted=45.871096, expected=144.000000
predicted=119.145282, expected=68.000000
predicted=40.612239, expected=108.000000
predicted=78.594049, expected=172.000000
predicted=135.986632, expected=80.000000
predicted=49.687121, expected=308.000000
predicted=240.811925, expected=160.000000
predicted=106.372869, expected=172.000000
predicted=147.411388, expected=136.000000
predicted=167.379566, expected=100.000000
predicted=86.277066, expected=72.000000
predicted=181.997461, expected=152.000000
predicted=154.492962, expected=348.000000
predicted=257.139424, expected=96.000000
predicted=99.378712, expected=156.000000
predicted=153.569091, expected=148.000000
predicted=123.396521, expected=56.000000
predicted=87.479918, expected=100.000000
predicted=220.951802, expected=124.000000
predicted=107.550858, expected=272.000000
predicted=208.680398, expected=152.000000
predicted=141.985730, expected=76.000000
predicted=79.193409, expected=96.000000
predicted=113.549678, expected=56.000000
predicted=80.887582, expected=72.000000
predicted=159.062667, expected=236.000000
predicted=193.676252, expected=140.000000
predicted=96.975776, expected=68.000000
predicted=89.531978, expected=120.000000
predicted=105.944207, expected=104.000000
predicted=81.896194, expected=124.000000
predicted=169.871059, expected=112.000000
predicted=125.199028, expected=192.000000
predicted=134.463599, expected=204.000000
predicted=159.926275, expected=104.000000
predicted=104.060375, expected=80.000000
predicted=113.148805, expected=68.000000
predicted=92.290711, expected=64.000000
predicted=117.269826, expected=100.000000
predicted=143.778890, expected=100.000000
predicted=97.480365, expected=68.000000
predicted=73.177536, expected=60.000000
predicted=68.171506, expected=124.000000
predicted=96.538528, expected=112.000000
predicted=99.313708, expected=40.000000
predicted=68.073300, expected=80.000000
predicted=83.226281, expected=160.000000
predicted=109.971750, expected=220.000000
predicted=163.817762, expected=164.000000
predicted=137.210275, expected=92.000000
predicted=79.365206, expected=132.000000
predicted=118.858398, expected=64.000000
predicted=103.104873, expected=72.000000
predicted=138.944986, expected=156.000000
predicted=158.785811, expected=236.000000
predicted=158.546223, expected=84.000000
predicted=100.666280, expected=60.000000
predicted=79.763022, expected=60.000000
predicted=74.207565, expected=44.000000
predicted=86.818847, expected=88.000000
predicted=151.833639, expected=188.000000
predicted=134.833102, expected=344.000000
predicted=203.605042, expected=152.000000
predicted=101.846950, expected=136.000000
predicted=116.242763, expected=144.000000
predicted=131.515712, expected=68.000000
predicted=113.204426, expected=80.000000
predicted=202.455992, expected=172.000000
predicted=160.829502, expected=184.000000
predicted=149.690393, expected=204.000000
predicted=174.996533, expected=200.000000
predicted=144.305859, expected=80.000000
predicted=83.719667, expected=104.000000
predicted=145.573367, expected=124.000000
predicted=149.058092, expected=112.000000
predicted=144.708336, expected=248.000000
predicted=224.991902, expected=112.000000
predicted=90.014321, expected=212.000000
predicted=171.132323, expected=124.000000
predicted=126.041989, expected=36.000000
predicted=73.012467, expected=88.000000
predicted=170.384829, expected=204.000000
predicted=152.140364, expected=268.000000
predicted=225.669324, expected=136.000000
predicted=128.681342, expected=40.000000
predicted=57.623931, expected=56.000000
predicted=84.284213, expected=4.000000
predicted=88.138421, expected=68.000000
predicted=154.110607, expected=12.000000
predicted=62.827823, expected=80.000000
predicted=61.812724, expected=112.000000
predicted=83.167455, expected=328.000000
predicted=172.886925, expected=268.000000
predicted=165.135132, expected=80.000000
predicted=58.896175, expected=92.000000
predicted=114.814730, expected=68.000000
predicted=87.840797, expected=84.000000
predicted=183.538633, expected=200.000000
predicted=225.032243, expected=184.000000
predicted=126.799065, expected=96.000000
predicted=96.804797, expected=104.000000
predicted=101.449396, expected=140.000000
predicted=114.835245, expected=88.000000
predicted=130.782603, expected=76.000000
predicted=127.551480, expected=168.000000
predicted=137.297783, expected=224.000000
predicted=159.244935, expected=140.000000
predicted=134.654144, expected=136.000000
predicted=126.189608, expected=100.000000
predicted=94.953313, expected=140.000000
predicted=150.938107, expected=100.000000
predicted=151.352676, expected=136.000000
predicted=138.017122, expected=208.000000
predicted=173.315508, expected=100.000000
predicted=93.863349, expected=100.000000
predicted=127.868864, expected=148.000000
predicted=130.583388, expected=60.000000
predicted=86.476623, expected=112.000000
predicted=159.403915, expected=164.000000
predicted=132.750321, expected=288.000000
predicted=192.877721, expected=200.000000
predicted=169.108473, expected=220.000000
predicted=158.456357, expected=136.000000
predicted=133.237213, expected=168.000000
predicted=169.292218, expected=144.000000
predicted=206.522602, expected=256.000000
predicted=226.129095, expected=180.000000
predicted=191.019248, expected=256.000000
predicted=205.184710, expected=224.000000
predicted=200.081000, expected=180.000000
predicted=163.999255, expected=92.000000
predicted=174.365209, expected=128.000000
predicted=157.022203, expected=116.000000
predicted=173.508676, expected=272.000000
predicted=242.667984, expected=160.000000
predicted=159.860850, expected=164.000000
predicted=138.898396, expected=204.000000
predicted=178.455189, expected=96.000000
predicted=99.529114, expected=160.000000
predicted=215.888888, expected=88.000000
predicted=119.653807, expected=308.000000
predicted=237.460338, expected=204.000000
predicted=192.277034, expected=124.000000
predicted=116.603386, expected=148.000000
predicted=171.148369, expected=96.000000
predicted=90.448749, expected=148.000000
predicted=215.997767, expected=192.000000
predicted=192.183016, expected=304.000000
predicted=214.160183, expected=136.000000
predicted=138.449698, expected=180.000000
predicted=156.512717, expected=124.000000
predicted=141.364640, expected=84.000000
predicted=130.290658, expected=108.000000
predicted=198.392155, expected=256.000000
predicted=194.130953, expected=272.000000
predicted=215.485237, expected=100.000000
predicted=113.006171, expected=152.000000
predicted=142.045327, expected=88.000000
predicted=99.388141, expected=96.000000
predicted=163.232796, expected=136.000000
predicted=195.937908, expected=88.000000
predicted=88.765658, expected=192.000000
predicted=173.601998, expected=228.000000
predicted=158.558955, expected=48.000000
predicted=68.936831, expected=180.000000
predicted=174.748588, expected=124.000000
predicted=104.093432, expected=60.000000
predicted=116.292177, expected=180.000000
predicted=206.235138, expected=148.000000
predicted=94.545215, expected=140.000000
predicted=155.718863, expected=104.000000
predicted=119.305064, expected=136.000000
predicted=104.520797, expected=96.000000
predicted=131.481634, expected=76.000000
predicted=109.819457, expected=116.000000
predicted=127.894246, expected=136.000000
predicted=116.406361, expected=48.000000
predicted=86.472731, expected=60.000000
predicted=83.985239, expected=56.000000
predicted=66.194613, expected=136.000000
Test MSE: 3771.049
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295])]
predicted=148.658615, expected=156.000000
predicted=149.045716, expected=80.000000
predicted=95.961321, expected=104.000000
predicted=207.391250, expected=212.000000
predicted=255.397124, expected=192.000000
predicted=164.781190, expected=412.000000
predicted=278.341607, expected=192.000000
predicted=136.792631, expected=208.000000
predicted=179.041814, expected=140.000000
predicted=179.747428, expected=100.000000
predicted=162.688679, expected=164.000000
predicted=265.294154, expected=284.000000
predicted=231.526859, expected=176.000000
predicted=182.217274, expected=272.000000
predicted=209.518486, expected=156.000000
predicted=135.469356, expected=240.000000
predicted=213.701950, expected=88.000000
predicted=178.369879, expected=144.000000
predicted=169.709078, expected=340.000000
predicted=288.304251, expected=228.000000
predicted=190.824263, expected=144.000000
predicted=189.473287, expected=144.000000
predicted=130.378999, expected=92.000000
predicted=132.829931, expected=48.000000
predicted=182.351428, expected=116.000000
predicted=162.220768, expected=304.000000
predicted=214.457305, expected=372.000000
predicted=245.019339, expected=60.000000
predicted=80.156292, expected=92.000000
predicted=97.803509, expected=128.000000
predicted=135.756987, expected=92.000000
predicted=191.907828, expected=116.000000
predicted=216.351831, expected=212.000000
predicted=136.919158, expected=268.000000
predicted=177.479881, expected=148.000000
predicted=136.831133, expected=236.000000
predicted=175.474017, expected=132.000000
predicted=131.678146, expected=92.000000
predicted=158.890222, expected=88.000000
predicted=169.478678, expected=260.000000
predicted=203.803972, expected=216.000000
predicted=207.633114, expected=176.000000
predicted=155.629426, expected=124.000000
predicted=117.193955, expected=176.000000
predicted=146.967073, expected=116.000000
predicted=179.680365, expected=88.000000
predicted=149.279040, expected=240.000000
predicted=202.724451, expected=276.000000
predicted=194.318792, expected=200.000000
predicted=183.385545, expected=132.000000
predicted=133.572905, expected=92.000000
predicted=108.359933, expected=100.000000
predicted=170.075795, expected=36.000000
predicted=144.592840, expected=264.000000
predicted=222.654169, expected=172.000000
predicted=139.229804, expected=208.000000
predicted=154.438697, expected=120.000000
predicted=113.531525, expected=68.000000
predicted=73.909542, expected=80.000000
predicted=165.273350, expected=152.000000
predicted=158.338952, expected=132.000000
predicted=156.678690, expected=272.000000
predicted=190.810016, expected=104.000000
predicted=87.758621, expected=80.000000
predicted=94.830255, expected=104.000000
predicted=130.114832, expected=144.000000
predicted=140.911357, expected=184.000000
predicted=209.063111, expected=172.000000
predicted=135.731192, expected=256.000000
predicted=171.215647, expected=204.000000
predicted=157.081332, expected=72.000000
predicted=117.194173, expected=84.000000
predicted=140.735155, expected=76.000000
predicted=126.807853, expected=168.000000
predicted=199.815632, expected=160.000000
predicted=166.283302, expected=120.000000
predicted=99.012812, expected=268.000000
predicted=177.678980, expected=72.000000
predicted=80.171689, expected=44.000000
predicted=114.345453, expected=96.000000
predicted=126.898778, expected=76.000000
predicted=101.262213, expected=184.000000
predicted=204.957382, expected=172.000000
predicted=116.744404, expected=116.000000
predicted=87.628049, expected=100.000000
predicted=102.468874, expected=124.000000
predicted=108.821165, expected=120.000000
predicted=147.130470, expected=80.000000
predicted=121.010178, expected=136.000000
predicted=125.307387, expected=208.000000
predicted=151.373928, expected=160.000000
predicted=138.972439, expected=100.000000
predicted=112.718097, expected=76.000000
predicted=88.236936, expected=96.000000
predicted=120.212897, expected=52.000000
predicted=122.114048, expected=144.000000
predicted=144.858308, expected=212.000000
predicted=148.306888, expected=96.000000
predicted=87.253326, expected=144.000000
predicted=124.098963, expected=92.000000
predicted=80.506369, expected=88.000000
predicted=120.631812, expected=68.000000
predicted=130.081847, expected=132.000000
predicted=115.355829, expected=132.000000
predicted=129.577353, expected=88.000000
predicted=90.589517, expected=76.000000
predicted=84.342853, expected=144.000000
predicted=109.982726, expected=92.000000
predicted=108.061853, expected=168.000000
predicted=146.452275, expected=96.000000
predicted=91.153131, expected=236.000000
predicted=160.573920, expected=88.000000
predicted=111.666109, expected=128.000000
predicted=120.513210, expected=104.000000
predicted=131.904054, expected=52.000000
predicted=83.876721, expected=72.000000
predicted=142.167535, expected=180.000000
predicted=131.871929, expected=188.000000
predicted=149.277468, expected=64.000000
predicted=84.234784, expected=80.000000
predicted=76.685399, expected=124.000000
predicted=104.623985, expected=24.000000
predicted=98.319730, expected=80.000000
predicted=125.798111, expected=172.000000
predicted=114.569875, expected=216.000000
predicted=143.613031, expected=136.000000
predicted=124.524678, expected=240.000000
predicted=142.363038, expected=176.000000
predicted=134.696367, expected=100.000000
predicted=142.648999, expected=116.000000
predicted=164.554090, expected=264.000000
predicted=200.779758, expected=208.000000
predicted=210.251172, expected=132.000000
predicted=154.265537, expected=124.000000
predicted=122.758873, expected=104.000000
predicted=120.499465, expected=84.000000
predicted=166.210392, expected=72.000000
predicted=132.849864, expected=160.000000
predicted=142.042421, expected=232.000000
predicted=169.614299, expected=96.000000
predicted=98.981984, expected=108.000000
predicted=105.461092, expected=148.000000
predicted=117.662163, expected=68.000000
predicted=114.230232, expected=160.000000
predicted=185.582471, expected=236.000000
predicted=161.577511, expected=204.000000
predicted=154.922372, expected=128.000000
predicted=139.375454, expected=80.000000
predicted=89.603553, expected=104.000000
predicted=137.503845, expected=120.000000
predicted=169.017319, expected=148.000000
predicted=165.528188, expected=156.000000
predicted=137.355143, expected=276.000000
predicted=178.355853, expected=160.000000
predicted=132.502411, expected=176.000000
predicted=157.392241, expected=72.000000
predicted=116.268349, expected=116.000000
predicted=144.544490, expected=120.000000
predicted=184.466579, expected=332.000000
predicted=237.507038, expected=228.000000
predicted=189.083797, expected=40.000000
predicted=71.616574, expected=100.000000
predicted=123.588520, expected=116.000000
predicted=126.472221, expected=64.000000
predicted=181.385348, expected=176.000000
predicted=187.840747, expected=288.000000
predicted=161.113403, expected=256.000000
predicted=174.343598, expected=148.000000
predicted=138.130651, expected=116.000000
predicted=109.893281, expected=172.000000
predicted=180.925331, expected=88.000000
predicted=178.623972, expected=120.000000
predicted=180.605541, expected=248.000000
predicted=192.450621, expected=356.000000
predicted=229.647751, expected=152.000000
predicted=157.387262, expected=136.000000
predicted=132.310296, expected=72.000000
predicted=111.420562, expected=96.000000
predicted=172.926927, expected=120.000000
predicted=217.439758, expected=208.000000
predicted=172.793122, expected=200.000000
predicted=160.378039, expected=164.000000
predicted=123.358498, expected=64.000000
predicted=89.548006, expected=76.000000
predicted=108.323897, expected=156.000000
predicted=176.019005, expected=68.000000
predicted=123.768330, expected=76.000000
predicted=116.635230, expected=148.000000
predicted=107.925936, expected=208.000000
predicted=139.831015, expected=248.000000
predicted=192.689005, expected=172.000000
predicted=124.868723, expected=116.000000
predicted=110.032207, expected=84.000000
predicted=124.841365, expected=300.000000
predicted=250.480308, expected=332.000000
predicted=270.032366, expected=140.000000
predicted=153.420443, expected=228.000000
predicted=188.716942, expected=116.000000
predicted=116.050456, expected=96.000000
predicted=197.887228, expected=92.000000
predicted=198.954152, expected=176.000000
predicted=158.063873, expected=316.000000
predicted=254.916262, expected=160.000000
predicted=133.288643, expected=156.000000
predicted=139.041910, expected=96.000000
predicted=107.907510, expected=124.000000
predicted=156.735902, expected=108.000000
predicted=195.588366, expected=220.000000
predicted=185.386788, expected=212.000000
predicted=174.900646, expected=176.000000
predicted=140.019152, expected=180.000000
predicted=157.767537, expected=132.000000
predicted=129.800231, expected=80.000000
predicted=150.266616, expected=100.000000
predicted=153.938058, expected=216.000000
predicted=190.157502, expected=192.000000
predicted=174.379795, expected=112.000000
predicted=122.109000, expected=124.000000
predicted=112.782232, expected=152.000000
predicted=132.959845, expected=64.000000
predicted=133.715491, expected=152.000000
predicted=168.133378, expected=212.000000
predicted=158.112699, expected=244.000000
predicted=179.680196, expected=156.000000
predicted=151.542765, expected=128.000000
predicted=111.727568, expected=124.000000
predicted=145.134002, expected=76.000000
predicted=142.472755, expected=208.000000
predicted=216.532809, expected=256.000000
predicted=195.825569, expected=272.000000
predicted=196.460360, expected=140.000000
predicted=136.496531, expected=104.000000
predicted=110.620846, expected=80.000000
predicted=149.381014, expected=104.000000
predicted=174.661643, expected=80.000000
predicted=161.116161, expected=108.000000
predicted=120.116524, expected=184.000000
predicted=140.369265, expected=64.000000
predicted=71.349999, expected=100.000000
predicted=106.777810, expected=60.000000
predicted=73.630638, expected=64.000000
predicted=88.095060, expected=84.000000
predicted=123.830800, expected=156.000000
predicted=108.843866, expected=68.000000
predicted=78.866463, expected=84.000000
predicted=77.546729, expected=100.000000
predicted=85.155655, expected=76.000000
predicted=81.167599, expected=160.000000
predicted=150.684548, expected=320.000000
predicted=189.957621, expected=176.000000
predicted=126.302364, expected=172.000000
predicted=146.822161, expected=172.000000
predicted=137.802666, expected=136.000000
predicted=154.643076, expected=96.000000
predicted=197.275397, expected=144.000000
predicted=159.877119, expected=212.000000
predicted=186.331390, expected=112.000000
predicted=135.735589, expected=104.000000
predicted=124.384075, expected=140.000000
predicted=124.012209, expected=180.000000
predicted=160.023806, expected=96.000000
predicted=144.554140, expected=208.000000
predicted=163.773152, expected=192.000000
predicted=147.336296, expected=204.000000
predicted=172.879193, expected=120.000000
predicted=149.476788, expected=108.000000
predicted=114.585307, expected=16.000000
predicted=111.524279, expected=96.000000
predicted=142.442975, expected=172.000000
predicted=174.141880, expected=276.000000
predicted=188.372192, expected=128.000000
predicted=113.196117, expected=100.000000
predicted=76.696450, expected=156.000000
predicted=136.734283, expected=40.000000
predicted=105.083582, expected=80.000000
predicted=168.889127, expected=208.000000
predicted=163.305371, expected=260.000000
predicted=172.413710, expected=72.000000
predicted=108.431606, expected=32.000000
predicted=55.958770, expected=56.000000
predicted=80.586268, expected=68.000000
predicted=129.583897, expected=72.000000
predicted=147.364562, expected=180.000000
predicted=122.459422, expected=88.000000
predicted=58.621481, expected=72.000000
predicted=70.586365, expected=136.000000
predicted=106.996819, expected=128.000000
predicted=100.246124, expected=160.000000
predicted=161.999115, expected=72.000000
predicted=81.660987, expected=168.000000
predicted=127.747412, expected=152.000000
predicted=139.768236, expected=132.000000
predicted=129.553457, expected=140.000000
predicted=148.590716, expected=136.000000
predicted=110.422530, expected=84.000000
predicted=124.222578, expected=76.000000
predicted=114.881591, expected=180.000000
predicted=154.532466, expected=184.000000
predicted=153.532499, expected=80.000000
predicted=105.394974, expected=72.000000
predicted=88.166631, expected=84.000000
predicted=87.662135, expected=136.000000
predicted=150.639511, expected=76.000000
predicted=118.846680, expected=148.000000
predicted=116.206951, expected=168.000000
predicted=119.555209, expected=164.000000
predicted=124.632659, expected=136.000000
predicted=135.844629, expected=124.000000
predicted=108.542306, expected=76.000000
predicted=114.014998, expected=184.000000
predicted=174.476210, expected=220.000000
predicted=182.733876, expected=172.000000
predicted=150.193555, expected=212.000000
predicted=172.477066, expected=136.000000
predicted=115.732329, expected=120.000000
predicted=156.326900, expected=76.000000
predicted=146.446960, expected=156.000000
predicted=163.443953, expected=104.000000
predicted=146.895738, expected=264.000000
predicted=196.857054, expected=160.000000
predicted=134.843784, expected=140.000000
predicted=118.028106, expected=96.000000
predicted=131.576312, expected=84.000000
predicted=102.825661, expected=136.000000
predicted=189.247307, expected=208.000000
predicted=176.078504, expected=260.000000
predicted=192.220120, expected=212.000000
predicted=155.143293, expected=60.000000
predicted=84.988358, expected=136.000000
predicted=150.102080, expected=144.000000
predicted=172.431598, expected=52.000000
predicted=144.799865, expected=148.000000
predicted=174.518516, expected=272.000000
predicted=165.198745, expected=96.000000
predicted=109.000433, expected=92.000000
predicted=126.000197, expected=104.000000
predicted=90.651288, expected=104.000000
predicted=124.859667, expected=156.000000
predicted=198.787562, expected=188.000000
predicted=139.188236, expected=460.000000
predicted=272.962925, expected=196.000000
predicted=145.083567, expected=128.000000
predicted=138.311346, expected=128.000000
predicted=160.757392, expected=92.000000
predicted=146.601905, expected=140.000000
predicted=275.887895, expected=156.000000
predicted=167.168950, expected=216.000000
predicted=168.888697, expected=128.000000
predicted=126.540911, expected=64.000000
predicted=88.394688, expected=76.000000
predicted=114.062489, expected=36.000000
predicted=94.662551, expected=92.000000
predicted=143.558093, expected=276.000000
predicted=191.654200, expected=212.000000
predicted=130.092500, expected=120.000000
predicted=104.327948, expected=204.000000
predicted=137.154490, expected=44.000000
predicted=76.439485, expected=76.000000
predicted=173.426361, expected=104.000000
predicted=150.571235, expected=184.000000
predicted=147.663280, expected=280.000000
predicted=226.211688, expected=100.000000
predicted=75.790837, expected=40.000000
predicted=74.730962, expected=88.000000
predicted=107.039787, expected=144.000000
predicted=158.331831, expected=96.000000
predicted=168.054377, expected=172.000000
predicted=135.213340, expected=352.000000
predicted=196.805465, expected=144.000000
predicted=113.733467, expected=112.000000
predicted=141.177036, expected=264.000000
predicted=192.163092, expected=104.000000
predicted=135.637381, expected=168.000000
predicted=250.742887, expected=268.000000
predicted=203.713957, expected=156.000000
predicted=136.028144, expected=156.000000
predicted=207.774310, expected=136.000000
predicted=128.688240, expected=200.000000
predicted=186.111654, expected=48.000000
predicted=147.983225, expected=116.000000
predicted=141.989895, expected=160.000000
predicted=152.710744, expected=200.000000
predicted=163.100816, expected=228.000000
predicted=203.447821, expected=128.000000
predicted=97.150366, expected=120.000000
predicted=129.258267, expected=136.000000
predicted=150.999330, expected=84.000000
predicted=138.693872, expected=144.000000
predicted=178.655923, expected=328.000000
predicted=221.005800, expected=128.000000
predicted=118.193350, expected=60.000000
predicted=111.722622, expected=100.000000
predicted=105.615958, expected=96.000000
predicted=121.096929, expected=148.000000
predicted=217.810705, expected=208.000000
predicted=160.408572, expected=276.000000
predicted=167.707361, expected=124.000000
predicted=114.672193, expected=164.000000
predicted=145.486826, expected=84.000000
predicted=121.211193, expected=144.000000
predicted=176.890090, expected=116.000000
predicted=181.963875, expected=172.000000
predicted=148.053492, expected=272.000000
predicted=209.422639, expected=120.000000
predicted=104.348725, expected=140.000000
predicted=151.492182, expected=84.000000
predicted=107.151728, expected=64.000000
predicted=121.700628, expected=120.000000
predicted=183.145935, expected=144.000000
predicted=126.933982, expected=272.000000
predicted=197.561939, expected=96.000000
predicted=88.967902, expected=68.000000
predicted=83.099497, expected=120.000000
predicted=125.466773, expected=112.000000
predicted=126.703362, expected=80.000000
predicted=161.698102, expected=176.000000
predicted=135.482729, expected=156.000000
predicted=110.752339, expected=80.000000
predicted=101.830852, expected=124.000000
predicted=122.554033, expected=124.000000
predicted=105.087160, expected=76.000000
predicted=122.069840, expected=92.000000
predicted=121.803241, expected=108.000000
predicted=95.324546, expected=228.000000
predicted=170.301788, expected=112.000000
predicted=111.429543, expected=32.000000
predicted=65.624571, expected=76.000000
predicted=92.380210, expected=40.000000
Test MSE: 4442.135
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993])]
predicted=136.737035, expected=104.000000
predicted=165.375906, expected=228.000000
predicted=205.410936, expected=336.000000
predicted=227.630965, expected=148.000000
predicted=116.630112, expected=132.000000
predicted=165.604969, expected=136.000000
predicted=132.399962, expected=152.000000
predicted=168.174083, expected=144.000000
predicted=224.135136, expected=236.000000
predicted=198.522414, expected=348.000000
predicted=244.506106, expected=244.000000
predicted=183.999091, expected=200.000000
predicted=200.201988, expected=256.000000
predicted=221.818303, expected=116.000000
predicted=152.603295, expected=148.000000
predicted=248.047664, expected=228.000000
predicted=234.845809, expected=224.000000
predicted=192.251721, expected=180.000000
predicted=217.209853, expected=200.000000
predicted=175.476413, expected=188.000000
predicted=167.567988, expected=84.000000
predicted=144.508728, expected=148.000000
predicted=194.626568, expected=152.000000
predicted=154.607686, expected=300.000000
predicted=246.868177, expected=72.000000
predicted=112.982184, expected=88.000000
predicted=113.264309, expected=132.000000
predicted=148.956470, expected=120.000000
predicted=108.423574, expected=84.000000
predicted=181.256499, expected=120.000000
predicted=106.669529, expected=204.000000
predicted=147.386575, expected=100.000000
predicted=101.437864, expected=60.000000
predicted=101.945144, expected=84.000000
predicted=95.396893, expected=80.000000
predicted=84.774097, expected=76.000000
predicted=128.117696, expected=176.000000
predicted=144.540834, expected=240.000000
predicted=149.086720, expected=148.000000
predicted=113.079179, expected=128.000000
predicted=127.255370, expected=120.000000
predicted=108.369381, expected=56.000000
predicted=100.734347, expected=92.000000
predicted=161.604112, expected=168.000000
predicted=153.380109, expected=172.000000
predicted=138.191015, expected=96.000000
predicted=109.772540, expected=88.000000
predicted=89.584521, expected=104.000000
predicted=99.263902, expected=108.000000
predicted=125.005649, expected=76.000000
predicted=116.468748, expected=176.000000
predicted=145.692345, expected=228.000000
predicted=155.161571, expected=92.000000
predicted=89.011664, expected=88.000000
predicted=122.040796, expected=100.000000
predicted=93.532293, expected=24.000000
predicted=76.285974, expected=64.000000
predicted=143.842113, expected=136.000000
predicted=112.056825, expected=164.000000
predicted=115.433073, expected=80.000000
predicted=89.567369, expected=76.000000
predicted=69.550774, expected=108.000000
predicted=90.787441, expected=64.000000
predicted=83.602565, expected=76.000000
predicted=119.111540, expected=44.000000
predicted=60.528689, expected=188.000000
predicted=138.113976, expected=80.000000
predicted=76.466775, expected=80.000000
predicted=83.149490, expected=84.000000
predicted=92.901050, expected=36.000000
predicted=28.841445, expected=120.000000
predicted=154.361310, expected=88.000000
predicted=74.503710, expected=92.000000
predicted=86.323184, expected=168.000000
predicted=137.354119, expected=56.000000
predicted=36.219768, expected=100.000000
predicted=121.988435, expected=68.000000
predicted=77.478057, expected=80.000000
predicted=79.132736, expected=68.000000
predicted=113.140127, expected=104.000000
predicted=81.189648, expected=60.000000
predicted=74.071014, expected=60.000000
predicted=67.415550, expected=56.000000
predicted=68.903936, expected=64.000000
predicted=61.906181, expected=52.000000
predicted=73.160188, expected=88.000000
predicted=76.130101, expected=60.000000
predicted=56.215338, expected=64.000000
predicted=62.493866, expected=84.000000
predicted=77.179090, expected=60.000000
predicted=51.628953, expected=24.000000
predicted=54.919216, expected=44.000000
predicted=56.127555, expected=36.000000
predicted=43.105442, expected=116.000000
predicted=98.653659, expected=88.000000
predicted=67.886797, expected=56.000000
predicted=45.058084, expected=56.000000
predicted=60.951180, expected=24.000000
predicted=26.672673, expected=72.000000
predicted=91.050496, expected=92.000000
predicted=83.669141, expected=80.000000
predicted=64.373881, expected=72.000000
predicted=70.295688, expected=112.000000
predicted=75.725258, expected=48.000000
predicted=52.973108, expected=80.000000
predicted=91.485102, expected=48.000000
predicted=61.218641, expected=88.000000
predicted=78.605764, expected=24.000000
predicted=60.370242, expected=72.000000
predicted=65.460966, expected=44.000000
predicted=57.084940, expected=44.000000
predicted=43.201638, expected=92.000000
predicted=93.122900, expected=92.000000
predicted=54.067123, expected=92.000000
predicted=83.059742, expected=148.000000
predicted=106.017538, expected=80.000000
predicted=58.437536, expected=60.000000
predicted=82.040507, expected=36.000000
predicted=67.106721, expected=92.000000
predicted=87.829091, expected=44.000000
predicted=80.822833, expected=96.000000
predicted=91.647711, expected=96.000000
predicted=78.556652, expected=56.000000
predicted=43.565071, expected=124.000000
predicted=117.905156, expected=68.000000
predicted=49.998772, expected=68.000000
predicted=83.175285, expected=100.000000
predicted=102.923400, expected=116.000000
predicted=81.000289, expected=200.000000
predicted=163.708611, expected=148.000000
predicted=106.842125, expected=132.000000
predicted=112.253652, expected=188.000000
predicted=157.793938, expected=164.000000
predicted=132.711846, expected=128.000000
predicted=161.101185, expected=192.000000
predicted=180.707702, expected=176.000000
predicted=147.548562, expected=88.000000
predicted=131.545782, expected=40.000000
predicted=109.677966, expected=68.000000
predicted=97.220200, expected=64.000000
predicted=107.812105, expected=124.000000
predicted=141.528625, expected=128.000000
predicted=105.536513, expected=124.000000
predicted=87.103841, expected=124.000000
predicted=105.186353, expected=108.000000
predicted=89.492886, expected=140.000000
predicted=133.954527, expected=64.000000
predicted=88.590772, expected=72.000000
predicted=101.690866, expected=152.000000
predicted=139.760285, expected=192.000000
predicted=139.258300, expected=160.000000
predicted=147.832812, expected=76.000000
predicted=82.549774, expected=80.000000
predicted=89.710692, expected=68.000000
predicted=100.663729, expected=92.000000
predicted=128.656097, expected=128.000000
predicted=138.149409, expected=176.000000
predicted=126.852223, expected=144.000000
predicted=113.158085, expected=116.000000
predicted=102.579944, expected=192.000000
predicted=155.070953, expected=40.000000
predicted=68.341833, expected=100.000000
predicted=147.347478, expected=204.000000
predicted=174.659816, expected=252.000000
predicted=167.851530, expected=116.000000
predicted=150.252975, expected=72.000000
predicted=83.944343, expected=176.000000
predicted=151.038542, expected=24.000000
predicted=79.622306, expected=144.000000
predicted=202.885968, expected=144.000000
predicted=125.514959, expected=220.000000
predicted=141.940721, expected=148.000000
predicted=162.249551, expected=72.000000
predicted=61.703985, expected=56.000000
predicted=109.293850, expected=120.000000
predicted=125.014972, expected=88.000000
predicted=130.863271, expected=164.000000
predicted=157.665212, expected=252.000000
predicted=168.935161, expected=136.000000
predicted=90.611976, expected=64.000000
predicted=109.514211, expected=60.000000
predicted=87.777683, expected=68.000000
predicted=99.965156, expected=144.000000
predicted=181.910748, expected=140.000000
predicted=128.461224, expected=224.000000
predicted=154.561136, expected=156.000000
predicted=112.008203, expected=132.000000
predicted=112.638498, expected=92.000000
predicted=124.628937, expected=44.000000
predicted=85.178717, expected=64.000000
predicted=135.729665, expected=80.000000
predicted=106.277910, expected=132.000000
predicted=124.955834, expected=120.000000
predicted=103.365030, expected=264.000000
predicted=169.667561, expected=96.000000
predicted=72.845031, expected=80.000000
predicted=98.723259, expected=84.000000
predicted=117.852307, expected=184.000000
predicted=139.868958, expected=320.000000
predicted=280.169931, expected=128.000000
predicted=101.986545, expected=72.000000
predicted=107.071825, expected=84.000000
predicted=102.048577, expected=60.000000
predicted=98.132043, expected=148.000000
predicted=217.332818, expected=144.000000
predicted=126.931032, expected=208.000000
predicted=146.533611, expected=80.000000
predicted=83.392471, expected=100.000000
predicted=97.418442, expected=76.000000
predicted=110.291932, expected=68.000000
predicted=93.924838, expected=140.000000
predicted=168.914244, expected=192.000000
predicted=132.253180, expected=180.000000
predicted=138.581493, expected=76.000000
predicted=84.710889, expected=80.000000
predicted=91.370454, expected=44.000000
predicted=85.143201, expected=52.000000
predicted=107.948201, expected=84.000000
predicted=122.981058, expected=148.000000
predicted=108.848753, expected=236.000000
predicted=159.849168, expected=148.000000
predicted=96.927173, expected=152.000000
predicted=123.971935, expected=96.000000
predicted=98.682615, expected=72.000000
predicted=105.282837, expected=124.000000
predicted=173.476524, expected=152.000000
predicted=139.303887, expected=268.000000
predicted=210.256602, expected=124.000000
predicted=105.127901, expected=80.000000
predicted=96.115837, expected=84.000000
predicted=115.354175, expected=84.000000
predicted=102.827687, expected=112.000000
predicted=173.953802, expected=108.000000
predicted=111.345538, expected=236.000000
predicted=166.485449, expected=156.000000
predicted=113.969084, expected=48.000000
predicted=74.372545, expected=68.000000
predicted=108.497155, expected=76.000000
predicted=82.384395, expected=96.000000
predicted=145.944621, expected=84.000000
predicted=113.051271, expected=116.000000
predicted=87.903579, expected=72.000000
predicted=68.766720, expected=140.000000
predicted=115.036989, expected=64.000000
predicted=73.708104, expected=32.000000
predicted=60.268922, expected=56.000000
predicted=89.506025, expected=72.000000
predicted=63.526210, expected=56.000000
predicted=87.079058, expected=36.000000
predicted=51.331402, expected=108.000000
predicted=77.187695, expected=68.000000
predicted=54.005914, expected=132.000000
predicted=107.244811, expected=264.000000
predicted=169.730792, expected=208.000000
predicted=117.698429, expected=168.000000
predicted=153.842319, expected=104.000000
predicted=104.797966, expected=48.000000
predicted=89.226440, expected=104.000000
predicted=174.252132, expected=148.000000
predicted=161.208563, expected=260.000000
predicted=208.669696, expected=72.000000
predicted=80.221841, expected=156.000000
predicted=132.278946, expected=60.000000
predicted=81.033017, expected=32.000000
predicted=79.854641, expected=60.000000
predicted=152.977206, expected=132.000000
predicted=94.867935, expected=228.000000
predicted=183.792200, expected=100.000000
predicted=76.283029, expected=100.000000
predicted=90.153775, expected=72.000000
predicted=75.380269, expected=16.000000
predicted=61.701696, expected=204.000000
predicted=214.400226, expected=176.000000
predicted=120.859985, expected=128.000000
predicted=115.382082, expected=144.000000
predicted=130.203648, expected=108.000000
predicted=67.953190, expected=88.000000
predicted=138.518813, expected=76.000000
predicted=121.756089, expected=52.000000
predicted=84.006715, expected=120.000000
predicted=129.112407, expected=200.000000
predicted=149.630942, expected=92.000000
predicted=81.817474, expected=44.000000
predicted=75.032842, expected=96.000000
predicted=87.601885, expected=96.000000
predicted=93.916408, expected=92.000000
predicted=133.298718, expected=108.000000
predicted=103.783435, expected=40.000000
predicted=42.041954, expected=40.000000
predicted=71.110576, expected=108.000000
predicted=101.976251, expected=108.000000
predicted=88.635603, expected=84.000000
predicted=93.450213, expected=68.000000
predicted=63.428682, expected=124.000000
predicted=89.106866, expected=200.000000
predicted=150.424071, expected=164.000000
predicted=130.383191, expected=72.000000
predicted=86.702864, expected=68.000000
predicted=84.652447, expected=72.000000
predicted=93.424988, expected=88.000000
predicted=128.072300, expected=168.000000
predicted=160.568407, expected=280.000000
predicted=179.046333, expected=132.000000
predicted=95.793640, expected=80.000000
predicted=99.876715, expected=76.000000
predicted=96.267161, expected=44.000000
predicted=89.999990, expected=52.000000
predicted=147.726138, expected=112.000000
predicted=117.096197, expected=188.000000
predicted=130.639266, expected=60.000000
predicted=60.741193, expected=136.000000
predicted=112.986010, expected=180.000000
predicted=121.351643, expected=124.000000
predicted=107.000944, expected=88.000000
predicted=141.492788, expected=192.000000
predicted=140.933642, expected=284.000000
predicted=203.243294, expected=124.000000
predicted=137.369537, expected=96.000000
predicted=133.854523, expected=156.000000
predicted=136.958074, expected=136.000000
predicted=143.271963, expected=108.000000
predicted=182.092402, expected=160.000000
predicted=150.496382, expected=228.000000
predicted=163.127720, expected=120.000000
predicted=127.270574, expected=72.000000
predicted=116.303389, expected=124.000000
predicted=127.411353, expected=36.000000
predicted=77.886772, expected=76.000000
predicted=145.551150, expected=76.000000
predicted=93.099360, expected=140.000000
predicted=103.352455, expected=68.000000
predicted=87.630594, expected=104.000000
predicted=82.501169, expected=108.000000
predicted=94.552734, expected=48.000000
predicted=56.100871, expected=132.000000
predicted=141.886082, expected=192.000000
predicted=128.251001, expected=196.000000
predicted=144.908730, expected=80.000000
predicted=99.089208, expected=104.000000
predicted=98.349409, expected=112.000000
predicted=118.774528, expected=92.000000
predicted=125.696987, expected=216.000000
predicted=207.014592, expected=32.000000
predicted=43.390012, expected=192.000000
predicted=169.077396, expected=152.000000
predicted=126.569089, expected=4.000000
predicted=39.531128, expected=80.000000
predicted=161.339202, expected=36.000000
predicted=26.848571, expected=24.000000
predicted=90.436133, expected=88.000000
predicted=116.633681, expected=88.000000
predicted=42.773546, expected=12.000000
predicted=41.402533, expected=32.000000
predicted=45.652886, expected=68.000000
predicted=46.570666, expected=56.000000
predicted=60.366265, expected=48.000000
predicted=66.207156, expected=128.000000
predicted=79.280376, expected=140.000000
predicted=83.627725, expected=60.000000
predicted=63.389905, expected=60.000000
predicted=72.656730, expected=84.000000
predicted=69.910038, expected=44.000000
predicted=72.835601, expected=64.000000
predicted=98.767619, expected=120.000000
predicted=91.545680, expected=148.000000
predicted=100.409768, expected=92.000000
predicted=87.293903, expected=48.000000
predicted=58.082564, expected=76.000000
predicted=77.906663, expected=68.000000
predicted=83.613624, expected=44.000000
predicted=85.769351, expected=120.000000
predicted=109.344395, expected=260.000000
predicted=156.099497, expected=96.000000
predicted=73.603978, expected=28.000000
predicted=71.235410, expected=96.000000
predicted=90.555571, expected=48.000000
predicted=63.124475, expected=76.000000
predicted=152.088679, expected=132.000000
predicted=114.595125, expected=88.000000
predicted=54.613464, expected=40.000000
predicted=71.428700, expected=124.000000
predicted=98.680924, expected=140.000000
predicted=99.724331, expected=56.000000
predicted=84.871108, expected=68.000000
predicted=90.954986, expected=56.000000
predicted=50.255235, expected=136.000000
predicted=124.297304, expected=88.000000
predicted=100.988979, expected=40.000000
predicted=53.227894, expected=44.000000
predicted=64.848908, expected=56.000000
predicted=53.108557, expected=88.000000
predicted=101.620782, expected=60.000000
predicted=67.889324, expected=168.000000
predicted=113.939759, expected=108.000000
predicted=71.465324, expected=28.000000
predicted=48.132146, expected=56.000000
predicted=85.063094, expected=64.000000
predicted=56.361291, expected=144.000000
predicted=144.043454, expected=76.000000
predicted=81.962029, expected=220.000000
predicted=142.172617, expected=112.000000
predicted=79.678793, expected=84.000000
predicted=85.857942, expected=108.000000
predicted=134.355896, expected=52.000000
predicted=56.710144, expected=16.000000
predicted=106.944879, expected=100.000000
predicted=107.470996, expected=52.000000
predicted=53.545456, expected=140.000000
predicted=125.290970, expected=28.000000
predicted=36.267827, expected=56.000000
predicted=49.286910, expected=52.000000
predicted=74.068925, expected=80.000000
predicted=61.414576, expected=96.000000
predicted=110.167772, expected=172.000000
predicted=105.787684, expected=52.000000
predicted=50.383738, expected=28.000000
predicted=54.627180, expected=72.000000
predicted=82.022568, expected=28.000000
predicted=46.658784, expected=76.000000
predicted=116.336339, expected=100.000000
predicted=74.975250, expected=20.000000
predicted=21.012663, expected=32.000000
predicted=60.147579, expected=80.000000
predicted=56.815405, expected=56.000000
predicted=54.548425, expected=24.000000
predicted=59.343891, expected=40.000000
predicted=37.734480, expected=100.000000
predicted=65.881409, expected=72.000000
predicted=66.243340, expected=56.000000
predicted=59.927600, expected=52.000000
predicted=46.052964, expected=16.000000
predicted=27.076313, expected=60.000000
Test MSE: 2994.129
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301])]
predicted=88.607391, expected=72.000000
predicted=72.315872, expected=144.000000
predicted=98.078912, expected=116.000000
predicted=87.865801, expected=40.000000
predicted=65.864488, expected=112.000000
predicted=90.885558, expected=68.000000
predicted=84.740885, expected=28.000000
predicted=77.367067, expected=132.000000
predicted=97.321947, expected=112.000000
predicted=84.970009, expected=116.000000
predicted=101.109201, expected=108.000000
predicted=93.810907, expected=40.000000
predicted=70.096916, expected=80.000000
predicted=96.700664, expected=92.000000
predicted=94.158828, expected=104.000000
predicted=96.270001, expected=40.000000
predicted=71.790603, expected=20.000000
predicted=48.778403, expected=56.000000
predicted=64.321826, expected=40.000000
predicted=58.312546, expected=92.000000
predicted=71.158784, expected=4.000000
predicted=32.843739, expected=48.000000
predicted=40.140451, expected=28.000000
predicted=42.132762, expected=64.000000
predicted=48.923785, expected=48.000000
predicted=52.506562, expected=84.000000
predicted=49.275602, expected=52.000000
predicted=52.733185, expected=32.000000
predicted=43.189250, expected=56.000000
predicted=56.218854, expected=64.000000
predicted=56.897565, expected=80.000000
predicted=67.979505, expected=76.000000
predicted=62.462452, expected=40.000000
predicted=50.194956, expected=144.000000
predicted=89.153982, expected=112.000000
predicted=90.485793, expected=152.000000
predicted=109.452241, expected=56.000000
predicted=84.794343, expected=84.000000
predicted=86.524418, expected=132.000000
predicted=121.482247, expected=28.000000
predicted=81.244273, expected=36.000000
predicted=77.022626, expected=96.000000
predicted=75.571435, expected=32.000000
predicted=61.997178, expected=124.000000
predicted=91.356086, expected=16.000000
predicted=43.807413, expected=120.000000
predicted=76.228472, expected=240.000000
predicted=135.644772, expected=112.000000
predicted=101.624554, expected=28.000000
predicted=88.084097, expected=120.000000
predicted=97.997378, expected=80.000000
predicted=109.876066, expected=72.000000
predicted=114.528703, expected=164.000000
predicted=112.883033, expected=136.000000
predicted=100.707127, expected=8.000000
predicted=78.352097, expected=56.000000
predicted=76.870246, expected=108.000000
predicted=92.719332, expected=24.000000
predicted=78.817558, expected=56.000000
predicted=70.015669, expected=28.000000
predicted=37.531908, expected=24.000000
predicted=43.685217, expected=56.000000
predicted=57.134375, expected=132.000000
predicted=67.937280, expected=60.000000
predicted=59.193280, expected=68.000000
predicted=58.017567, expected=112.000000
predicted=77.401503, expected=64.000000
predicted=74.770542, expected=40.000000
predicted=75.780778, expected=76.000000
predicted=69.607428, expected=56.000000
predicted=65.904112, expected=8.000000
predicted=53.110921, expected=92.000000
predicted=64.519219, expected=44.000000
predicted=49.172500, expected=92.000000
predicted=69.531836, expected=12.000000
predicted=42.252270, expected=60.000000
predicted=47.178128, expected=76.000000
predicted=69.040351, expected=128.000000
predicted=79.163342, expected=236.000000
predicted=131.318228, expected=120.000000
predicted=98.422761, expected=112.000000
predicted=111.398465, expected=64.000000
predicted=103.006537, expected=36.000000
predicted=98.282667, expected=128.000000
predicted=132.514507, expected=160.000000
predicted=119.181342, expected=96.000000
predicted=100.192751, expected=104.000000
predicted=94.327808, expected=88.000000
predicted=90.500597, expected=68.000000
predicted=100.427967, expected=92.000000
predicted=105.699289, expected=196.000000
predicted=126.669501, expected=48.000000
predicted=88.599257, expected=4.000000
predicted=63.688372, expected=112.000000
predicted=89.397890, expected=84.000000
predicted=88.962926, expected=60.000000
predicted=91.768178, expected=128.000000
predicted=81.821677, expected=88.000000
predicted=72.079495, expected=100.000000
predicted=98.121714, expected=88.000000
predicted=89.247031, expected=160.000000
predicted=111.382994, expected=84.000000
predicted=105.004024, expected=92.000000
predicted=97.425556, expected=96.000000
predicted=100.821432, expected=8.000000
predicted=69.226494, expected=108.000000
predicted=102.763687, expected=88.000000
predicted=81.909613, expected=84.000000
predicted=81.906952, expected=160.000000
predicted=106.723628, expected=48.000000
predicted=65.812201, expected=28.000000
predicted=74.630731, expected=72.000000
predicted=78.074864, expected=44.000000
predicted=67.624317, expected=92.000000
predicted=88.361640, expected=108.000000
predicted=72.671520, expected=124.000000
predicted=82.541545, expected=44.000000
predicted=70.790435, expected=84.000000
predicted=77.399434, expected=68.000000
predicted=82.604210, expected=188.000000
predicted=122.972649, expected=140.000000
predicted=117.688100, expected=148.000000
predicted=111.736623, expected=144.000000
predicted=126.069234, expected=52.000000
predicted=100.047346, expected=96.000000
predicted=127.177540, expected=24.000000
predicted=87.492193, expected=68.000000
predicted=90.767421, expected=64.000000
predicted=80.173586, expected=40.000000
predicted=52.723758, expected=68.000000
predicted=65.384542, expected=12.000000
predicted=35.207565, expected=32.000000
predicted=45.572972, expected=32.000000
predicted=41.221296, expected=28.000000
predicted=34.063696, expected=12.000000
predicted=30.202937, expected=60.000000
predicted=33.675434, expected=88.000000
predicted=51.357225, expected=184.000000
predicted=90.489457, expected=88.000000
predicted=73.948788, expected=88.000000
predicted=77.141443, expected=64.000000
predicted=82.656526, expected=220.000000
predicted=140.583229, expected=164.000000
predicted=148.519367, expected=52.000000
predicted=95.489410, expected=40.000000
predicted=85.945424, expected=40.000000
predicted=79.519951, expected=20.000000
predicted=88.693908, expected=16.000000
predicted=58.165484, expected=104.000000
predicted=59.400355, expected=216.000000
predicted=103.299366, expected=88.000000
predicted=78.216367, expected=104.000000
predicted=84.669585, expected=184.000000
predicted=121.418927, expected=160.000000
predicted=142.922425, expected=56.000000
predicted=125.472959, expected=116.000000
predicted=113.196941, expected=260.000000
predicted=168.587056, expected=176.000000
predicted=166.093701, expected=20.000000
predicted=108.009585, expected=60.000000
predicted=95.094425, expected=380.000000
predicted=213.551884, expected=56.000000
predicted=143.236602, expected=36.000000
predicted=110.516252, expected=168.000000
predicted=123.701940, expected=76.000000
predicted=104.634181, expected=40.000000
predicted=135.960685, expected=196.000000
predicted=115.597708, expected=24.000000
predicted=65.067413, expected=72.000000
predicted=101.130839, expected=280.000000
predicted=147.444813, expected=204.000000
predicted=134.792400, expected=32.000000
predicted=121.774384, expected=20.000000
predicted=81.129986, expected=12.000000
predicted=76.756400, expected=28.000000
predicted=100.579694, expected=40.000000
predicted=69.477497, expected=28.000000
predicted=26.903451, expected=12.000000
predicted=20.240816, expected=24.000000
predicted=22.433861, expected=52.000000
predicted=34.461689, expected=44.000000
predicted=35.552670, expected=12.000000
predicted=24.606139, expected=60.000000
predicted=37.922871, expected=96.000000
predicted=54.949357, expected=128.000000
predicted=77.392006, expected=8.000000
predicted=44.378268, expected=56.000000
predicted=55.641058, expected=60.000000
predicted=63.941219, expected=40.000000
predicted=60.662945, expected=84.000000
predicted=76.220400, expected=36.000000
predicted=38.761632, expected=52.000000
predicted=54.550965, expected=56.000000
predicted=55.340002, expected=40.000000
predicted=46.265914, expected=24.000000
predicted=47.171226, expected=20.000000
predicted=33.339881, expected=12.000000
predicted=30.281961, expected=100.000000
predicted=56.802868, expected=48.000000
predicted=40.267434, expected=48.000000
predicted=41.990897, expected=60.000000
predicted=48.035149, expected=72.000000
predicted=53.661947, expected=36.000000
predicted=59.027275, expected=96.000000
predicted=67.495095, expected=192.000000
predicted=103.877520, expected=108.000000
predicted=91.036035, expected=112.000000
predicted=103.751514, expected=40.000000
predicted=77.084743, expected=44.000000
predicted=85.304141, expected=88.000000
predicted=105.942484, expected=72.000000
predicted=77.744754, expected=40.000000
predicted=65.495354, expected=68.000000
predicted=59.350680, expected=72.000000
predicted=62.318531, expected=44.000000
predicted=61.394867, expected=48.000000
predicted=57.377846, expected=24.000000
predicted=41.682042, expected=140.000000
predicted=83.433361, expected=88.000000
predicted=71.666856, expected=40.000000
predicted=56.663607, expected=52.000000
predicted=61.958186, expected=52.000000
predicted=56.304901, expected=44.000000
predicted=70.820162, expected=92.000000
predicted=71.695806, expected=92.000000
predicted=65.226313, expected=48.000000
predicted=58.083041, expected=44.000000
predicted=57.607126, expected=84.000000
predicted=68.057344, expected=72.000000
predicted=72.743337, expected=52.000000
predicted=65.330754, expected=24.000000
predicted=46.658566, expected=144.000000
predicted=84.317454, expected=88.000000
predicted=77.744415, expected=60.000000
predicted=70.783977, expected=68.000000
predicted=70.754482, expected=20.000000
predicted=49.720526, expected=12.000000
predicted=62.327680, expected=104.000000
predicted=72.616076, expected=68.000000
predicted=56.118536, expected=64.000000
predicted=59.873394, expected=60.000000
predicted=52.530842, expected=68.000000
predicted=57.072834, expected=24.000000
predicted=59.246344, expected=48.000000
predicted=55.553414, expected=104.000000
predicted=70.867624, expected=100.000000
predicted=72.272834, expected=64.000000
predicted=67.319630, expected=32.000000
predicted=51.382825, expected=36.000000
predicted=55.546715, expected=128.000000
predicted=91.602488, expected=68.000000
predicted=71.459275, expected=80.000000
predicted=71.482611, expected=12.000000
predicted=45.346146, expected=52.000000
predicted=57.193501, expected=40.000000
predicted=64.525562, expected=8.000000
predicted=37.007009, expected=124.000000
predicted=73.393046, expected=144.000000
predicted=73.360031, expected=144.000000
predicted=94.517248, expected=60.000000
predicted=75.912104, expected=76.000000
predicted=80.158882, expected=48.000000
predicted=89.422064, expected=48.000000
predicted=83.621856, expected=72.000000
predicted=82.214524, expected=84.000000
predicted=67.568488, expected=32.000000
predicted=54.755870, expected=96.000000
predicted=70.211099, expected=44.000000
predicted=54.958249, expected=12.000000
predicted=48.039016, expected=56.000000
predicted=59.000139, expected=152.000000
predicted=79.938331, expected=116.000000
predicted=87.645898, expected=16.000000
predicted=52.492777, expected=20.000000
predicted=48.803553, expected=64.000000
predicted=66.424039, expected=40.000000
predicted=69.005305, expected=12.000000
predicted=45.663149, expected=44.000000
predicted=34.097345, expected=152.000000
predicted=72.826913, expected=72.000000
predicted=62.876039, expected=60.000000
predicted=61.631661, expected=32.000000
predicted=50.192573, expected=12.000000
predicted=47.050292, expected=32.000000
predicted=64.308653, expected=40.000000
predicted=43.489628, expected=40.000000
predicted=39.006176, expected=20.000000
predicted=27.257543, expected=8.000000
predicted=19.664368, expected=32.000000
predicted=29.680306, expected=32.000000
predicted=29.607637, expected=36.000000
predicted=30.776668, expected=12.000000
predicted=20.003443, expected=12.000000
predicted=17.986260, expected=64.000000
predicted=38.866677, expected=36.000000
predicted=31.097773, expected=28.000000
predicted=31.292203, expected=24.000000
predicted=26.405200, expected=4.000000
predicted=19.613347, expected=128.000000
predicted=68.556123, expected=28.000000
predicted=34.418318, expected=48.000000
predicted=44.120370, expected=16.000000
predicted=34.022652, expected=12.000000
predicted=27.677290, expected=56.000000
predicted=59.334017, expected=24.000000
predicted=27.045058, expected=76.000000
predicted=48.838624, expected=80.000000
predicted=48.291209, expected=40.000000
predicted=41.038358, expected=40.000000
predicted=51.129663, expected=32.000000
predicted=41.484244, expected=28.000000
predicted=46.751914, expected=76.000000
predicted=59.004574, expected=120.000000
predicted=67.894001, expected=48.000000
predicted=51.722416, expected=72.000000
predicted=62.983886, expected=112.000000
predicted=78.577390, expected=8.000000
predicted=55.754097, expected=48.000000
predicted=71.662455, expected=72.000000
predicted=60.599120, expected=88.000000
predicted=70.356789, expected=32.000000
predicted=59.360259, expected=72.000000
predicted=53.511090, expected=68.000000
predicted=61.594701, expected=44.000000
predicted=58.451276, expected=56.000000
predicted=63.056157, expected=40.000000
predicted=46.096695, expected=60.000000
predicted=58.997864, expected=44.000000
predicted=51.354447, expected=12.000000
predicted=35.332825, expected=24.000000
predicted=38.199102, expected=20.000000
predicted=30.077995, expected=56.000000
predicted=42.904158, expected=32.000000
predicted=31.952873, expected=64.000000
predicted=39.026615, expected=56.000000
predicted=42.550714, expected=36.000000
predicted=38.789232, expected=60.000000
predicted=53.962126, expected=68.000000
predicted=52.886449, expected=68.000000
predicted=60.789504, expected=88.000000
predicted=67.869390, expected=104.000000
predicted=73.862739, expected=44.000000
predicted=63.312956, expected=20.000000
predicted=56.096677, expected=36.000000
predicted=55.571991, expected=28.000000
predicted=49.980952, expected=80.000000
predicted=64.403190, expected=160.000000
predicted=81.585377, expected=244.000000
predicted=120.048562, expected=92.000000
predicted=93.323120, expected=44.000000
predicted=86.753972, expected=112.000000
predicted=116.396276, expected=72.000000
predicted=110.199128, expected=48.000000
predicted=106.315635, expected=52.000000
predicted=69.315757, expected=144.000000
predicted=89.449164, expected=32.000000
predicted=67.508323, expected=40.000000
predicted=61.930210, expected=16.000000
predicted=45.559455, expected=28.000000
predicted=44.780464, expected=36.000000
predicted=56.980116, expected=32.000000
predicted=30.258224, expected=756.000000
predicted=285.220886, expected=796.000000
predicted=387.223305, expected=736.000000
predicted=482.677080, expected=372.000000
predicted=388.336956, expected=484.000000
predicted=461.369881, expected=4.000000
predicted=375.569176, expected=52.000000
predicted=314.180264, expected=36.000000
predicted=240.885453, expected=140.000000
predicted=166.031188, expected=108.000000
predicted=180.146792, expected=20.000000
predicted=39.958512, expected=40.000000
predicted=55.099295, expected=56.000000
predicted=53.243804, expected=32.000000
predicted=58.428052, expected=48.000000
predicted=57.586756, expected=140.000000
predicted=84.094992, expected=64.000000
predicted=63.108681, expected=84.000000
predicted=76.218559, expected=32.000000
predicted=51.022998, expected=48.000000
predicted=52.784071, expected=192.000000
predicted=136.452134, expected=44.000000
predicted=65.742910, expected=56.000000
predicted=71.376276, expected=68.000000
predicted=67.374536, expected=84.000000
predicted=71.117356, expected=64.000000
predicted=91.666641, expected=116.000000
predicted=85.881580, expected=28.000000
predicted=53.403158, expected=28.000000
predicted=48.873577, expected=52.000000
predicted=59.436125, expected=8.000000
predicted=30.983148, expected=80.000000
predicted=69.986739, expected=76.000000
predicted=56.515764, expected=36.000000
predicted=40.784715, expected=60.000000
predicted=57.105253, expected=76.000000
predicted=56.163540, expected=96.000000
predicted=80.831581, expected=44.000000
predicted=60.697641, expected=88.000000
predicted=70.722829, expected=140.000000
predicted=102.538314, expected=152.000000
predicted=117.568458, expected=68.000000
predicted=91.347323, expected=60.000000
predicted=74.004066, expected=84.000000
predicted=88.036881, expected=104.000000
predicted=102.841053, expected=80.000000
predicted=95.675042, expected=24.000000
predicted=53.244466, expected=88.000000
predicted=75.151596, expected=44.000000
predicted=60.194900, expected=48.000000
predicted=61.172935, expected=80.000000
predicted=71.849748, expected=100.000000
predicted=71.508794, expected=16.000000
predicted=50.049109, expected=52.000000
predicted=52.820854, expected=28.000000
predicted=41.515131, expected=16.000000
predicted=35.883042, expected=8.000000
predicted=33.681361, expected=12.000000
predicted=14.903453, expected=16.000000
predicted=22.166033, expected=52.000000
predicted=33.801460, expected=24.000000
predicted=23.035183, expected=84.000000
predicted=49.905778, expected=8.000000
predicted=23.196942, expected=20.000000
predicted=24.608108, expected=40.000000
Test MSE: 5611.352
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832])]
predicted=14.091794, expected=4.000000
predicted=12.714545, expected=12.000000
predicted=11.620576, expected=8.000000
predicted=11.055492, expected=8.000000
predicted=9.796143, expected=12.000000
predicted=8.671060, expected=8.000000
predicted=8.379013, expected=8.000000
predicted=9.503536, expected=8.000000
predicted=8.615307, expected=24.000000
predicted=10.391661, expected=16.000000
predicted=13.536727, expected=4.000000
predicted=11.638213, expected=16.000000
predicted=11.853326, expected=20.000000
predicted=13.723150, expected=12.000000
predicted=16.311955, expected=28.000000
predicted=15.879902, expected=8.000000
predicted=14.961557, expected=8.000000
predicted=14.841891, expected=4.000000
predicted=13.990449, expected=8.000000
predicted=10.222383, expected=12.000000
predicted=12.612629, expected=4.000000
predicted=7.734962, expected=12.000000
predicted=7.713298, expected=12.000000
predicted=8.483655, expected=12.000000
predicted=9.773733, expected=8.000000
predicted=10.605584, expected=12.000000
predicted=9.216864, expected=4.000000
predicted=10.400710, expected=8.000000
predicted=9.040360, expected=4.000000
predicted=8.455834, expected=8.000000
predicted=6.863978, expected=4.000000
predicted=7.373484, expected=16.000000
predicted=6.479580, expected=20.000000
predicted=10.273751, expected=8.000000
predicted=10.296629, expected=40.000000
predicted=14.617220, expected=8.000000
predicted=17.253570, expected=12.000000
predicted=16.513552, expected=20.000000
predicted=18.150169, expected=4.000000
predicted=14.479780, expected=4.000000
predicted=16.527929, expected=12.000000
predicted=9.175551, expected=16.000000
predicted=10.892599, expected=16.000000
predicted=13.182313, expected=8.000000
predicted=10.304247, expected=8.000000
predicted=9.947016, expected=8.000000
predicted=11.005826, expected=12.000000
predicted=11.209863, expected=20.000000
predicted=12.258388, expected=8.000000
predicted=11.348890, expected=8.000000
predicted=10.427161, expected=4.000000
predicted=9.754619, expected=8.000000
predicted=9.325575, expected=16.000000
predicted=11.163499, expected=8.000000
predicted=9.197341, expected=12.000000
predicted=9.239598, expected=4.000000
predicted=8.683168, expected=28.000000
predicted=11.026088, expected=20.000000
predicted=15.922181, expected=12.000000
predicted=14.097531, expected=4.000000
predicted=13.770553, expected=12.000000
predicted=11.414467, expected=4.000000
predicted=14.412775, expected=4.000000
predicted=9.736623, expected=8.000000
predicted=7.544205, expected=16.000000
predicted=7.293025, expected=8.000000
predicted=9.652973, expected=4.000000
predicted=7.301920, expected=16.000000
predicted=8.417487, expected=12.000000
predicted=10.587340, expected=12.000000
predicted=11.812994, expected=12.000000
predicted=10.815711, expected=8.000000
predicted=10.097163, expected=4.000000
predicted=10.977349, expected=4.000000
predicted=8.532899, expected=4.000000
predicted=7.295489, expected=8.000000
predicted=6.745128, expected=4.000000
predicted=5.783265, expected=4.000000
predicted=4.561646, expected=8.000000
predicted=5.096677, expected=40.000000
predicted=10.007485, expected=4.000000
predicted=13.673653, expected=4.000000
predicted=10.080187, expected=16.000000
predicted=11.704019, expected=8.000000
predicted=12.046857, expected=4.000000
predicted=14.993020, expected=16.000000
predicted=8.038309, expected=4.000000
predicted=8.554828, expected=4.000000
predicted=9.042998, expected=8.000000
predicted=7.299768, expected=4.000000
predicted=6.129277, expected=4.000000
predicted=7.353657, expected=12.000000
predicted=5.613756, expected=4.000000
predicted=6.161322, expected=4.000000
predicted=6.146761, expected=8.000000
predicted=5.734929, expected=4.000000
predicted=5.695650, expected=12.000000
predicted=7.459703, expected=12.000000
predicted=7.388732, expected=8.000000
predicted=7.938511, expected=4.000000
predicted=8.299678, expected=12.000000
predicted=7.729201, expected=4.000000
predicted=9.074241, expected=20.000000
predicted=9.534008, expected=8.000000
predicted=10.224625, expected=16.000000
predicted=9.733533, expected=16.000000
predicted=13.172790, expected=12.000000
predicted=11.888627, expected=4.000000
predicted=13.679911, expected=8.000000
predicted=9.821536, expected=4.000000
predicted=10.169312, expected=12.000000
predicted=9.248823, expected=20.000000
predicted=10.293666, expected=16.000000
predicted=10.751878, expected=28.000000
predicted=14.474336, expected=8.000000
predicted=15.078350, expected=4.000000
predicted=13.999958, expected=16.000000
predicted=14.867514, expected=4.000000
predicted=12.635245, expected=4.000000
predicted=11.888990, expected=4.000000
predicted=6.714813, expected=8.000000
predicted=5.739711, expected=12.000000
predicted=8.696710, expected=20.000000
predicted=8.518750, expected=8.000000
predicted=9.956069, expected=8.000000
predicted=9.523547, expected=4.000000
predicted=9.679556, expected=12.000000
predicted=9.805695, expected=8.000000
predicted=11.060588, expected=4.000000
predicted=7.457667, expected=4.000000
predicted=6.730224, expected=8.000000
predicted=5.942450, expected=8.000000
predicted=7.672530, expected=8.000000
predicted=6.944305, expected=24.000000
predicted=8.767647, expected=4.000000
predicted=10.120671, expected=4.000000
predicted=9.046211, expected=4.000000
predicted=8.356446, expected=8.000000
predicted=7.534150, expected=4.000000
predicted=9.536399, expected=4.000000
predicted=4.581124, expected=16.000000
predicted=6.175491, expected=4.000000
predicted=7.074186, expected=20.000000
predicted=8.885985, expected=8.000000
predicted=9.942833, expected=8.000000
predicted=9.153209, expected=4.000000
predicted=10.711360, expected=12.000000
predicted=7.926629, expected=24.000000
predicted=13.174063, expected=12.000000
predicted=12.121764, expected=8.000000
predicted=11.528291, expected=8.000000
predicted=10.543625, expected=4.000000
predicted=10.705024, expected=4.000000
predicted=10.683349, expected=4.000000
predicted=6.838747, expected=4.000000
predicted=5.307312, expected=16.000000
predicted=6.507123, expected=12.000000
predicted=7.753207, expected=28.000000
predicted=10.925183, expected=4.000000
predicted=12.459858, expected=4.000000
predicted=10.095098, expected=24.000000
predicted=13.901633, expected=12.000000
predicted=13.971103, expected=8.000000
predicted=14.967615, expected=12.000000
predicted=10.220598, expected=12.000000
predicted=10.814253, expected=8.000000
predicted=13.606249, expected=4.000000
predicted=9.586896, expected=12.000000
predicted=8.661533, expected=16.000000
predicted=10.667889, expected=4.000000
predicted=10.148848, expected=24.000000
predicted=10.673772, expected=32.000000
predicted=14.933183, expected=8.000000
predicted=17.002148, expected=8.000000
predicted=15.705250, expected=20.000000
predicted=14.079578, expected=8.000000
predicted=16.757173, expected=12.000000
predicted=15.995876, expected=8.000000
predicted=10.717558, expected=12.000000
predicted=10.400145, expected=28.000000
predicted=14.940788, expected=16.000000
predicted=14.520241, expected=4.000000
predicted=13.936536, expected=16.000000
predicted=13.037006, expected=12.000000
predicted=13.855832, expected=12.000000
predicted=15.468960, expected=20.000000
predicted=13.787587, expected=4.000000
predicted=11.236064, expected=4.000000
predicted=11.397019, expected=4.000000
predicted=9.096544, expected=8.000000
predicted=8.024473, expected=16.000000
predicted=10.146781, expected=16.000000
predicted=8.854675, expected=8.000000
predicted=9.644647, expected=12.000000
predicted=10.117373, expected=4.000000
predicted=10.357071, expected=8.000000
predicted=10.451224, expected=20.000000
predicted=11.449161, expected=8.000000
predicted=10.386854, expected=8.000000
predicted=10.411835, expected=8.000000
predicted=8.871715, expected=4.000000
predicted=8.713830, expected=12.000000
predicted=10.450169, expected=4.000000
predicted=7.649122, expected=4.000000
predicted=6.606802, expected=16.000000
predicted=7.733331, expected=24.000000
predicted=10.166011, expected=16.000000
predicted=13.706899, expected=4.000000
predicted=11.541305, expected=40.000000
predicted=15.203868, expected=4.000000
predicted=18.487614, expected=16.000000
predicted=17.406481, expected=4.000000
predicted=14.944008, expected=8.000000
predicted=10.289556, expected=4.000000
predicted=14.920336, expected=4.000000
predicted=5.880730, expected=8.000000
predicted=7.809998, expected=8.000000
predicted=5.809397, expected=8.000000
predicted=6.941700, expected=4.000000
predicted=6.116513, expected=4.000000
predicted=5.656228, expected=16.000000
predicted=7.523715, expected=8.000000
predicted=8.465810, expected=4.000000
predicted=7.711793, expected=12.000000
predicted=7.556188, expected=12.000000
predicted=8.686722, expected=16.000000
predicted=11.767310, expected=4.000000
predicted=10.048090, expected=8.000000
predicted=8.576177, expected=12.000000
predicted=10.422314, expected=8.000000
predicted=9.976504, expected=4.000000
predicted=9.448009, expected=4.000000
predicted=6.298772, expected=4.000000
predicted=6.325596, expected=8.000000
predicted=6.704840, expected=8.000000
predicted=6.268586, expected=8.000000
predicted=6.041632, expected=12.000000
predicted=7.210754, expected=4.000000
predicted=7.426033, expected=12.000000
predicted=8.302458, expected=12.000000
predicted=9.361282, expected=28.000000
predicted=12.045036, expected=12.000000
predicted=14.663036, expected=12.000000
predicted=12.844083, expected=4.000000
predicted=13.402117, expected=24.000000
predicted=13.578958, expected=12.000000
predicted=16.883682, expected=12.000000
predicted=12.670247, expected=4.000000
predicted=11.977673, expected=20.000000
predicted=10.829736, expected=12.000000
predicted=15.102559, expected=4.000000
predicted=10.918767, expected=4.000000
predicted=9.621768, expected=8.000000
predicted=7.517733, expected=12.000000
predicted=10.277635, expected=4.000000
predicted=8.093677, expected=4.000000
predicted=5.916475, expected=4.000000
predicted=5.705948, expected=4.000000
predicted=5.694332, expected=8.000000
predicted=6.247656, expected=4.000000
predicted=4.833129, expected=16.000000
predicted=6.237116, expected=8.000000
predicted=7.774790, expected=12.000000
predicted=8.293179, expected=8.000000
predicted=9.732112, expected=24.000000
predicted=10.777688, expected=4.000000
predicted=13.348299, expected=4.000000
predicted=9.586262, expected=8.000000
predicted=9.978042, expected=12.000000
predicted=8.913862, expected=4.000000
predicted=10.694184, expected=12.000000
predicted=7.007593, expected=8.000000
predicted=7.997267, expected=4.000000
predicted=7.844489, expected=24.000000
predicted=10.364288, expected=12.000000
predicted=10.894753, expected=24.000000
predicted=13.815892, expected=16.000000
predicted=15.431017, expected=16.000000
predicted=14.902556, expected=8.000000
predicted=17.561351, expected=8.000000
predicted=13.136573, expected=4.000000
predicted=13.038275, expected=24.000000
predicted=11.865857, expected=8.000000
predicted=12.610301, expected=8.000000
predicted=9.902632, expected=8.000000
predicted=10.189230, expected=4.000000
predicted=8.252936, expected=4.000000
predicted=10.052845, expected=4.000000
predicted=5.906679, expected=4.000000
predicted=5.253118, expected=44.000000
predicted=10.281399, expected=4.000000
predicted=12.778854, expected=4.000000
predicted=10.439367, expected=4.000000
predicted=10.552456, expected=4.000000
predicted=8.331777, expected=16.000000
predicted=14.407123, expected=8.000000
predicted=7.110385, expected=8.000000
predicted=7.279371, expected=4.000000
predicted=7.413801, expected=4.000000
predicted=6.612071, expected=8.000000
predicted=8.220785, expected=4.000000
predicted=6.162613, expected=8.000000
predicted=6.006634, expected=8.000000
predicted=6.018207, expected=4.000000
predicted=5.927642, expected=8.000000
predicted=6.652929, expected=4.000000
predicted=5.939020, expected=12.000000
predicted=6.996845, expected=24.000000
predicted=9.912129, expected=4.000000
predicted=10.040251, expected=8.000000
predicted=9.844545, expected=8.000000
predicted=9.510457, expected=8.000000
predicted=10.053338, expected=16.000000
predicted=12.077904, expected=16.000000
predicted=9.905734, expected=32.000000
predicted=14.247543, expected=4.000000
predicted=15.222882, expected=4.000000
predicted=12.567935, expected=12.000000
predicted=13.563204, expected=12.000000
predicted=12.681902, expected=8.000000
predicted=13.626125, expected=4.000000
predicted=7.382803, expected=8.000000
predicted=7.366926, expected=20.000000
predicted=10.306240, expected=16.000000
predicted=11.859724, expected=8.000000
predicted=11.110715, expected=40.000000
predicted=14.660308, expected=16.000000
predicted=18.656243, expected=4.000000
predicted=17.874756, expected=36.000000
predicted=19.031166, expected=4.000000
predicted=17.774668, expected=8.000000
predicted=19.242574, expected=24.000000
predicted=15.016857, expected=24.000000
predicted=15.063616, expected=8.000000
predicted=19.881839, expected=12.000000
predicted=12.935248, expected=12.000000
predicted=13.681414, expected=4.000000
predicted=14.282434, expected=16.000000
predicted=13.051165, expected=4.000000
predicted=9.532659, expected=12.000000
predicted=9.727128, expected=4.000000
predicted=9.323307, expected=4.000000
predicted=6.680396, expected=16.000000
predicted=9.419904, expected=24.000000
predicted=10.008149, expected=20.000000
predicted=14.124481, expected=16.000000
predicted=14.254808, expected=8.000000
predicted=14.233949, expected=4.000000
predicted=14.228697, expected=4.000000
predicted=12.703593, expected=4.000000
Test MSE: 64.201
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931])]
predicted=13.379341, expected=16.000000
predicted=13.350899, expected=20.000000
predicted=12.744160, expected=16.000000
predicted=14.564831, expected=8.000000
predicted=13.555410, expected=8.000000
predicted=13.481431, expected=24.000000
predicted=15.666154, expected=8.000000
predicted=14.161519, expected=12.000000
predicted=11.913997, expected=8.000000
predicted=11.177446, expected=4.000000
predicted=10.436489, expected=8.000000
predicted=10.304145, expected=16.000000
predicted=9.607000, expected=12.000000
predicted=10.103295, expected=4.000000
predicted=8.103258, expected=16.000000
predicted=9.807409, expected=20.000000
predicted=13.216306, expected=8.000000
predicted=12.417736, expected=20.000000
predicted=12.915258, expected=4.000000
predicted=12.019843, expected=8.000000
predicted=12.056691, expected=4.000000
predicted=10.428769, expected=8.000000
predicted=8.596363, expected=16.000000
predicted=10.098635, expected=8.000000
predicted=8.052176, expected=12.000000
predicted=8.918295, expected=12.000000
predicted=10.009051, expected=24.000000
predicted=13.625848, expected=20.000000
predicted=15.574886, expected=4.000000
predicted=12.681959, expected=4.000000
predicted=11.776428, expected=28.000000
predicted=15.942562, expected=44.000000
predicted=22.092738, expected=4.000000
predicted=16.506694, expected=12.000000
predicted=14.472613, expected=4.000000
predicted=16.363838, expected=8.000000
predicted=16.735036, expected=16.000000
predicted=14.568378, expected=16.000000
predicted=10.272635, expected=12.000000
predicted=10.961276, expected=8.000000
predicted=10.239218, expected=16.000000
predicted=12.690601, expected=8.000000
predicted=12.675270, expected=8.000000
predicted=10.848504, expected=4.000000
predicted=9.029459, expected=48.000000
predicted=16.321679, expected=4.000000
predicted=15.077564, expected=16.000000
predicted=12.946009, expected=8.000000
predicted=14.851052, expected=16.000000
predicted=16.285868, expected=4.000000
predicted=15.711002, expected=4.000000
predicted=8.150612, expected=24.000000
predicted=12.299006, expected=8.000000
predicted=11.013898, expected=4.000000
predicted=8.962297, expected=8.000000
predicted=8.525407, expected=4.000000
predicted=8.847184, expected=12.000000
predicted=9.734790, expected=24.000000
predicted=10.383136, expected=8.000000
predicted=9.908670, expected=16.000000
predicted=11.326647, expected=28.000000
predicted=15.877304, expected=12.000000
predicted=16.730330, expected=16.000000
predicted=16.547957, expected=8.000000
predicted=14.629093, expected=20.000000
predicted=16.684793, expected=4.000000
predicted=14.531717, expected=4.000000
predicted=9.962113, expected=16.000000
predicted=11.443329, expected=24.000000
predicted=13.280248, expected=4.000000
predicted=11.486778, expected=8.000000
predicted=9.219443, expected=12.000000
predicted=11.658813, expected=12.000000
predicted=12.749002, expected=16.000000
predicted=12.411261, expected=8.000000
predicted=9.856087, expected=8.000000
predicted=10.286233, expected=8.000000
predicted=10.586337, expected=8.000000
predicted=9.920092, expected=12.000000
predicted=9.877440, expected=32.000000
predicted=13.117788, expected=16.000000
predicted=14.154908, expected=4.000000
predicted=12.254173, expected=8.000000
predicted=13.027831, expected=8.000000
predicted=13.666908, expected=4.000000
predicted=11.675667, expected=8.000000
predicted=7.720213, expected=16.000000
predicted=8.239564, expected=48.000000
predicted=16.367195, expected=20.000000
predicted=17.568968, expected=20.000000
predicted=18.095093, expected=24.000000
predicted=22.898183, expected=20.000000
predicted=24.913086, expected=24.000000
predicted=25.617177, expected=40.000000
predicted=25.202902, expected=4.000000
predicted=21.584189, expected=28.000000
predicted=22.485214, expected=40.000000
predicted=27.131225, expected=12.000000
predicted=24.435806, expected=16.000000
predicted=22.288383, expected=20.000000
predicted=20.315838, expected=12.000000
predicted=21.295697, expected=24.000000
predicted=20.512260, expected=84.000000
predicted=29.740601, expected=16.000000
predicted=28.451687, expected=12.000000
predicted=25.909787, expected=16.000000
predicted=27.334181, expected=24.000000
predicted=30.063818, expected=56.000000
predicted=36.259644, expected=20.000000
predicted=23.345148, expected=24.000000
predicted=23.910479, expected=12.000000
predicted=25.125102, expected=24.000000
predicted=27.407163, expected=32.000000
predicted=28.663997, expected=16.000000
predicted=21.067621, expected=24.000000
predicted=21.366635, expected=84.000000
predicted=33.256369, expected=16.000000
predicted=32.213968, expected=36.000000
predicted=32.943479, expected=36.000000
predicted=35.396049, expected=16.000000
predicted=36.241062, expected=32.000000
predicted=36.914737, expected=16.000000
predicted=25.502197, expected=12.000000
predicted=24.703253, expected=4.000000
predicted=18.968335, expected=8.000000
predicted=14.891451, expected=16.000000
predicted=14.911324, expected=12.000000
predicted=11.380515, expected=24.000000
predicted=12.515660, expected=20.000000
predicted=13.876213, expected=24.000000
predicted=17.225081, expected=48.000000
predicted=24.267039, expected=8.000000
predicted=22.421187, expected=20.000000
predicted=23.250030, expected=24.000000
predicted=23.994256, expected=12.000000
predicted=23.244709, expected=16.000000
predicted=20.822044, expected=28.000000
predicted=18.141679, expected=36.000000
predicted=23.133653, expected=12.000000
predicted=20.819649, expected=28.000000
predicted=21.568439, expected=24.000000
predicted=24.097650, expected=16.000000
predicted=24.104079, expected=12.000000
predicted=20.797750, expected=20.000000
predicted=18.762609, expected=16.000000
predicted=19.440386, expected=36.000000
predicted=20.881844, expected=20.000000
predicted=19.838927, expected=28.000000
predicted=21.774473, expected=12.000000
predicted=21.538410, expected=4.000000
predicted=19.090787, expected=60.000000
predicted=27.162282, expected=8.000000
predicted=22.447027, expected=24.000000
predicted=21.975071, expected=20.000000
predicted=20.493362, expected=16.000000
predicted=23.084537, expected=28.000000
predicted=25.501185, expected=16.000000
predicted=18.808210, expected=4.000000
predicted=17.732632, expected=24.000000
predicted=17.729175, expected=4.000000
predicted=15.715779, expected=12.000000
predicted=14.574713, expected=8.000000
predicted=10.864075, expected=4.000000
predicted=9.677836, expected=8.000000
predicted=9.611995, expected=20.000000
predicted=9.455211, expected=32.000000
predicted=14.150108, expected=16.000000
predicted=14.369812, expected=4.000000
predicted=13.280732, expected=8.000000
predicted=14.352402, expected=4.000000
predicted=14.442907, expected=12.000000
predicted=12.826174, expected=16.000000
predicted=9.888349, expected=4.000000
predicted=7.868136, expected=16.000000
predicted=9.608844, expected=4.000000
predicted=9.231780, expected=16.000000
predicted=11.434679, expected=4.000000
predicted=9.649005, expected=20.000000
predicted=10.786808, expected=4.000000
predicted=10.366613, expected=28.000000
predicted=12.702787, expected=48.000000
predicted=20.045518, expected=24.000000
predicted=21.621498, expected=12.000000
predicted=21.408709, expected=4.000000
predicted=19.382951, expected=44.000000
predicted=27.819795, expected=20.000000
predicted=25.672250, expected=8.000000
predicted=17.958983, expected=24.000000
predicted=17.926662, expected=24.000000
predicted=21.668906, expected=24.000000
predicted=23.795492, expected=16.000000
predicted=18.729803, expected=40.000000
predicted=22.912043, expected=12.000000
predicted=23.286206, expected=44.000000
predicted=26.491238, expected=24.000000
predicted=26.475473, expected=12.000000
predicted=24.922474, expected=16.000000
predicted=23.895003, expected=12.000000
predicted=20.755807, expected=28.000000
predicted=22.677778, expected=24.000000
predicted=19.167518, expected=24.000000
predicted=19.182766, expected=28.000000
predicted=21.612358, expected=12.000000
predicted=21.436458, expected=36.000000
predicted=25.197658, expected=28.000000
predicted=25.463244, expected=12.000000
predicted=23.309506, expected=24.000000
predicted=22.611836, expected=28.000000
predicted=23.927805, expected=16.000000
predicted=24.057087, expected=12.000000
predicted=19.386927, expected=4.000000
predicted=15.996540, expected=4.000000
predicted=14.819363, expected=16.000000
predicted=13.320649, expected=24.000000
predicted=12.837689, expected=24.000000
predicted=13.787234, expected=8.000000
predicted=12.757846, expected=28.000000
predicted=17.233229, expected=48.000000
predicted=25.180100, expected=28.000000
predicted=26.736456, expected=16.000000
predicted=24.297319, expected=40.000000
predicted=28.207128, expected=4.000000
predicted=27.814853, expected=20.000000
predicted=25.734944, expected=4.000000
predicted=18.192798, expected=24.000000
predicted=18.676586, expected=4.000000
predicted=15.356192, expected=16.000000
predicted=12.096098, expected=24.000000
predicted=15.030163, expected=72.000000
predicted=25.031788, expected=32.000000
predicted=28.551435, expected=24.000000
predicted=27.845222, expected=24.000000
predicted=31.628845, expected=28.000000
predicted=35.011556, expected=20.000000
predicted=32.868815, expected=12.000000
predicted=22.828646, expected=28.000000
predicted=22.673381, expected=28.000000
predicted=23.648497, expected=24.000000
predicted=23.134471, expected=16.000000
predicted=20.887142, expected=28.000000
predicted=22.902591, expected=28.000000
predicted=25.494756, expected=12.000000
predicted=22.291984, expected=20.000000
predicted=20.945734, expected=8.000000
predicted=18.686783, expected=12.000000
predicted=17.758855, expected=12.000000
predicted=14.979289, expected=28.000000
predicted=15.681555, expected=28.000000
predicted=18.074550, expected=12.000000
predicted=16.416001, expected=4.000000
predicted=15.399940, expected=8.000000
predicted=15.362306, expected=16.000000
predicted=16.159420, expected=28.000000
predicted=16.108138, expected=12.000000
predicted=13.037847, expected=24.000000
predicted=15.198514, expected=44.000000
predicted=22.711286, expected=16.000000
predicted=23.404025, expected=20.000000
predicted=23.246760, expected=8.000000
predicted=20.522363, expected=12.000000
predicted=20.787611, expected=4.000000
predicted=16.583653, expected=24.000000
predicted=14.224153, expected=4.000000
predicted=11.733023, expected=28.000000
predicted=13.384452, expected=16.000000
predicted=14.723796, expected=32.000000
predicted=18.342181, expected=12.000000
predicted=18.979817, expected=24.000000
predicted=19.365720, expected=28.000000
predicted=23.412923, expected=8.000000
predicted=19.926703, expected=8.000000
predicted=17.798264, expected=56.000000
predicted=23.532225, expected=32.000000
predicted=26.525817, expected=24.000000
predicted=25.201661, expected=24.000000
predicted=25.149499, expected=24.000000
predicted=28.484077, expected=28.000000
predicted=31.051178, expected=8.000000
predicted=22.818542, expected=20.000000
predicted=21.070633, expected=8.000000
predicted=18.516049, expected=12.000000
predicted=16.378918, expected=12.000000
predicted=14.316301, expected=16.000000
predicted=12.803115, expected=20.000000
predicted=14.583270, expected=12.000000
predicted=13.276189, expected=40.000000
predicted=19.052348, expected=32.000000
predicted=22.565474, expected=36.000000
predicted=26.158920, expected=8.000000
predicted=24.134729, expected=12.000000
predicted=23.052194, expected=12.000000
predicted=22.995842, expected=8.000000
predicted=17.620723, expected=8.000000
predicted=13.236062, expected=20.000000
predicted=11.576642, expected=12.000000
predicted=12.045136, expected=20.000000
predicted=13.284692, expected=24.000000
predicted=15.673430, expected=4.000000
predicted=14.435223, expected=8.000000
predicted=14.013708, expected=8.000000
predicted=12.600872, expected=20.000000
predicted=14.128742, expected=44.000000
predicted=18.697298, expected=12.000000
predicted=16.061779, expected=8.000000
predicted=15.814868, expected=36.000000
predicted=21.928640, expected=16.000000
predicted=23.010799, expected=12.000000
predicted=20.356658, expected=20.000000
predicted=17.292291, expected=12.000000
predicted=17.518783, expected=8.000000
predicted=16.644316, expected=24.000000
predicted=15.451108, expected=20.000000
predicted=16.262241, expected=32.000000
predicted=19.523743, expected=8.000000
predicted=17.013830, expected=12.000000
predicted=17.052806, expected=12.000000
predicted=17.772133, expected=20.000000
predicted=17.499366, expected=32.000000
predicted=19.456148, expected=16.000000
predicted=16.667086, expected=4.000000
predicted=15.332793, expected=4.000000
predicted=14.268979, expected=12.000000
predicted=14.776608, expected=8.000000
predicted=12.375856, expected=12.000000
predicted=9.127830, expected=12.000000
predicted=8.683078, expected=20.000000
predicted=11.602918, expected=88.000000
predicted=27.745672, expected=60.000000
predicted=35.521456, expected=56.000000
predicted=42.110181, expected=40.000000
predicted=45.784530, expected=36.000000
predicted=49.852963, expected=12.000000
predicted=46.023956, expected=4.000000
predicted=31.418808, expected=20.000000
predicted=26.396312, expected=12.000000
predicted=19.792673, expected=12.000000
predicted=15.131007, expected=4.000000
predicted=9.973847, expected=16.000000
predicted=11.555204, expected=36.000000
predicted=18.179628, expected=16.000000
predicted=16.626616, expected=4.000000
predicted=13.591532, expected=28.000000
predicted=17.980427, expected=16.000000
predicted=19.463210, expected=16.000000
predicted=18.547156, expected=40.000000
predicted=21.429472, expected=16.000000
predicted=20.520666, expected=44.000000
predicted=27.583648, expected=8.000000
predicted=22.854276, expected=8.000000
predicted=20.593889, expected=16.000000
predicted=20.585920, expected=16.000000
predicted=18.046060, expected=24.000000
predicted=19.032207, expected=8.000000
predicted=13.209567, expected=8.000000
predicted=12.728728, expected=20.000000
predicted=15.365623, expected=4.000000
predicted=12.830825, expected=8.000000
predicted=11.035527, expected=4.000000
predicted=8.138829, expected=8.000000
predicted=8.519450, expected=4.000000
predicted=7.294262, expected=12.000000
predicted=6.977673, expected=4.000000
predicted=6.476820, expected=8.000000
predicted=6.644514, expected=108.000000
predicted=30.433291, expected=16.000000
predicted=27.740079, expected=24.000000
predicted=28.259693, expected=16.000000
predicted=28.088752, expected=8.000000
predicted=29.802098, expected=4.000000
predicted=25.605078, expected=16.000000
predicted=13.717263, expected=32.000000
predicted=17.769523, expected=16.000000
predicted=15.953072, expected=8.000000
predicted=13.507204, expected=8.000000
predicted=13.230551, expected=32.000000
predicted=19.484870, expected=16.000000
predicted=18.671070, expected=20.000000
predicted=16.837961, expected=24.000000
predicted=18.462517, expected=32.000000
predicted=23.175435, expected=12.000000
predicted=21.898966, expected=16.000000
predicted=19.393209, expected=4.000000
predicted=16.654353, expected=16.000000
predicted=16.705151, expected=20.000000
predicted=16.562591, expected=12.000000
predicted=13.476127, expected=16.000000
predicted=13.891138, expected=4.000000
predicted=11.527018, expected=4.000000
Test MSE: 212.127
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792])]
predicted=59.431346, expected=56.000000
predicted=59.408880, expected=56.000000
predicted=58.822265, expected=76.000000
predicted=53.581212, expected=76.000000
predicted=54.417556, expected=48.000000
predicted=55.827454, expected=76.000000
predicted=63.590776, expected=68.000000
predicted=66.876008, expected=28.000000
predicted=61.152202, expected=52.000000
predicted=56.297111, expected=72.000000
predicted=57.463397, expected=48.000000
predicted=56.901126, expected=32.000000
predicted=48.492580, expected=44.000000
predicted=45.356748, expected=40.000000
predicted=47.704416, expected=52.000000
predicted=46.914871, expected=64.000000
predicted=46.120134, expected=28.000000
predicted=43.072581, expected=44.000000
predicted=43.956513, expected=48.000000
predicted=45.812836, expected=76.000000
predicted=51.490173, expected=56.000000
predicted=52.252165, expected=24.000000
predicted=45.203905, expected=44.000000
predicted=47.500000, expected=52.000000
predicted=49.987142, expected=64.000000
predicted=51.855326, expected=100.000000
predicted=56.037587, expected=28.000000
predicted=52.423474, expected=52.000000
predicted=54.791674, expected=36.000000
predicted=55.389026, expected=36.000000
predicted=51.906890, expected=32.000000
predicted=45.847179, expected=64.000000
predicted=40.833767, expected=84.000000
predicted=50.523248, expected=60.000000
predicted=51.848985, expected=32.000000
predicted=50.321525, expected=52.000000
predicted=53.254027, expected=16.000000
predicted=51.205616, expected=20.000000
predicted=42.204457, expected=80.000000
predicted=42.465916, expected=40.000000
predicted=40.689971, expected=64.000000
predicted=43.563821, expected=52.000000
predicted=45.410688, expected=68.000000
predicted=53.781566, expected=52.000000
predicted=58.662284, expected=24.000000
predicted=49.309733, expected=84.000000
predicted=56.064409, expected=88.000000
predicted=62.105518, expected=32.000000
predicted=57.282336, expected=60.000000
predicted=54.836685, expected=68.000000
predicted=59.991309, expected=52.000000
predicted=63.468508, expected=52.000000
predicted=57.194697, expected=40.000000
predicted=50.403118, expected=76.000000
predicted=57.217228, expected=72.000000
predicted=59.951018, expected=44.000000
predicted=55.343086, expected=48.000000
predicted=54.163423, expected=68.000000
predicted=57.893948, expected=56.000000
predicted=60.343103, expected=56.000000
predicted=56.212429, expected=44.000000
predicted=52.179851, expected=48.000000
predicted=52.693260, expected=64.000000
predicted=55.331470, expected=828.000000
predicted=184.011333, expected=44.000000
predicted=197.109449, expected=28.000000
predicted=164.781065, expected=52.000000
predicted=184.831267, expected=96.000000
predicted=198.664195, expected=88.000000
predicted=188.875601, expected=32.000000
predicted=55.701441, expected=84.000000
predicted=62.489413, expected=56.000000
predicted=69.017626, expected=52.000000
predicted=66.575246, expected=64.000000
predicted=61.562892, expected=88.000000
predicted=62.904075, expected=48.000000
predicted=64.712715, expected=20.000000
predicted=53.447534, expected=80.000000
predicted=58.082756, expected=56.000000
predicted=59.912641, expected=68.000000
predicted=58.215036, expected=32.000000
predicted=50.193656, expected=44.000000
predicted=49.607533, expected=68.000000
predicted=57.432751, expected=48.000000
predicted=52.420106, expected=48.000000
predicted=49.916277, expected=40.000000
predicted=46.407245, expected=36.000000
predicted=46.892553, expected=48.000000
predicted=47.089072, expected=64.000000
predicted=46.873311, expected=68.000000
predicted=50.123426, expected=56.000000
predicted=51.408468, expected=48.000000
predicted=52.811001, expected=44.000000
predicted=54.278463, expected=44.000000
predicted=53.420165, expected=24.000000
predicted=46.570959, expected=40.000000
predicted=41.640753, expected=44.000000
predicted=40.288655, expected=48.000000
predicted=39.966668, expected=52.000000
predicted=41.203027, expected=56.000000
predicted=43.673253, expected=60.000000
predicted=49.528658, expected=92.000000
predicted=58.213779, expected=88.000000
predicted=65.992700, expected=68.000000
predicted=68.737186, expected=52.000000
predicted=68.746290, expected=28.000000
predicted=64.433723, expected=20.000000
predicted=57.027328, expected=60.000000
predicted=51.719101, expected=64.000000
predicted=48.376839, expected=56.000000
predicted=45.632623, expected=36.000000
predicted=43.313195, expected=56.000000
predicted=48.399455, expected=44.000000
predicted=52.490314, expected=28.000000
predicted=46.322592, expected=104.000000
predicted=53.030742, expected=84.000000
predicted=59.508603, expected=60.000000
predicted=61.364980, expected=44.000000
predicted=59.920456, expected=32.000000
predicted=58.966332, expected=8.000000
predicted=54.302957, expected=28.000000
predicted=41.368104, expected=36.000000
predicted=34.152126, expected=64.000000
predicted=34.523749, expected=60.000000
predicted=37.528693, expected=60.000000
predicted=42.232557, expected=56.000000
predicted=50.331941, expected=64.000000
predicted=56.439286, expected=36.000000
predicted=56.191185, expected=36.000000
predicted=50.978976, expected=72.000000
predicted=53.528588, expected=80.000000
predicted=57.348191, expected=44.000000
predicted=54.400132, expected=56.000000
predicted=53.032075, expected=40.000000
predicted=54.927258, expected=60.000000
predicted=57.842777, expected=60.000000
predicted=56.035810, expected=88.000000
predicted=57.524707, expected=92.000000
predicted=65.786206, expected=80.000000
predicted=69.758158, expected=456.000000
predicted=139.513508, expected=44.000000
predicted=143.148715, expected=40.000000
predicted=126.719256, expected=84.000000
predicted=135.301382, expected=80.000000
predicted=135.240400, expected=116.000000
predicted=131.042372, expected=40.000000
predicted=67.502350, expected=36.000000
predicted=65.050192, expected=48.000000
predicted=67.066050, expected=72.000000
predicted=65.267178, expected=68.000000
predicted=61.900273, expected=48.000000
predicted=51.326734, expected=60.000000
predicted=54.828323, expected=48.000000
predicted=57.398306, expected=32.000000
predicted=53.788448, expected=32.000000
predicted=46.979790, expected=48.000000
predicted=44.280317, expected=36.000000
predicted=42.055133, expected=44.000000
predicted=38.953156, expected=96.000000
predicted=47.657233, expected=32.000000
predicted=48.362132, expected=60.000000
predicted=50.949727, expected=28.000000
predicted=49.692098, expected=80.000000
predicted=56.173866, expected=48.000000
predicted=56.727638, expected=124.000000
predicted=61.185809, expected=60.000000
predicted=67.077271, expected=52.000000
predicted=64.423089, expected=60.000000
predicted=70.075370, expected=1240.000000
predicted=263.124837, expected=44.000000
predicted=282.509097, expected=60.000000
predicted=243.800623, expected=36.000000
predicted=284.761746, expected=88.000000
predicted=284.905718, expected=60.000000
predicted=266.103467, expected=56.000000
predicted=56.151500, expected=40.000000
predicted=56.539178, expected=32.000000
predicted=51.955495, expected=64.000000
predicted=55.758383, expected=40.000000
predicted=48.325377, expected=108.000000
predicted=55.127407, expected=92.000000
predicted=63.011796, expected=36.000000
predicted=61.141262, expected=76.000000
predicted=68.706289, expected=68.000000
predicted=71.210457, expected=76.000000
predicted=74.448162, expected=68.000000
predicted=68.551137, expected=80.000000
predicted=67.162260, expected=28.000000
predicted=65.829275, expected=20.000000
predicted=55.808289, expected=76.000000
predicted=57.789456, expected=52.000000
predicted=53.790628, expected=40.000000
predicted=47.349539, expected=60.000000
predicted=45.849100, expected=64.000000
predicted=52.287856, expected=36.000000
predicted=53.664431, expected=64.000000
predicted=51.818801, expected=84.000000
predicted=58.178709, expected=112.000000
predicted=69.108390, expected=48.000000
predicted=67.530645, expected=52.000000
predicted=65.355467, expected=44.000000
predicted=68.084626, expected=48.000000
predicted=64.023838, expected=36.000000
predicted=55.497346, expected=24.000000
predicted=41.374338, expected=56.000000
predicted=42.654676, expected=52.000000
predicted=43.088688, expected=36.000000
predicted=40.893181, expected=104.000000
predicted=50.589049, expected=100.000000
predicted=62.515550, expected=28.000000
predicted=61.519956, expected=24.000000
predicted=56.748252, expected=52.000000
predicted=58.378641, expected=40.000000
predicted=57.188526, expected=64.000000
predicted=49.390407, expected=52.000000
predicted=43.246501, expected=68.000000
predicted=49.388561, expected=16.000000
predicted=48.552445, expected=16.000000
predicted=41.878019, expected=52.000000
predicted=44.532263, expected=56.000000
predicted=42.839862, expected=32.000000
predicted=38.478902, expected=80.000000
predicted=41.370923, expected=84.000000
predicted=53.859169, expected=44.000000
predicted=57.032210, expected=60.000000
predicted=58.554009, expected=44.000000
predicted=58.071351, expected=76.000000
predicted=63.603641, expected=80.000000
predicted=64.138897, expected=100.000000
predicted=66.595237, expected=52.000000
predicted=68.460433, expected=48.000000
predicted=66.168988, expected=64.000000
predicted=70.193459, expected=36.000000
predicted=63.015777, expected=48.000000
predicted=56.490428, expected=52.000000
predicted=49.909951, expected=44.000000
predicted=48.085915, expected=32.000000
predicted=45.146447, expected=60.000000
predicted=44.923301, expected=60.000000
predicted=49.114923, expected=44.000000
predicted=47.718966, expected=60.000000
predicted=49.393667, expected=44.000000
predicted=50.173294, expected=68.000000
predicted=55.062296, expected=56.000000
predicted=55.102162, expected=48.000000
predicted=52.633998, expected=52.000000
predicted=54.208153, expected=32.000000
predicted=49.895395, expected=56.000000
predicted=51.055218, expected=92.000000
predicted=55.687260, expected=56.000000
predicted=55.497308, expected=72.000000
predicted=58.794313, expected=60.000000
predicted=61.948358, expected=24.000000
predicted=59.617208, expected=36.000000
predicted=55.711522, expected=164.000000
predicted=68.403820, expected=124.000000
predicted=79.921775, expected=88.000000
predicted=80.356766, expected=108.000000
predicted=91.485268, expected=76.000000
predicted=100.912713, expected=36.000000
predicted=97.966943, expected=84.000000
predicted=85.288819, expected=80.000000
predicted=79.009513, expected=40.000000
predicted=69.148136, expected=36.000000
predicted=57.847848, expected=32.000000
predicted=51.796654, expected=24.000000
predicted=48.532080, expected=36.000000
predicted=40.250756, expected=44.000000
predicted=34.856848, expected=76.000000
predicted=40.573926, expected=36.000000
predicted=41.015892, expected=28.000000
predicted=39.786472, expected=52.000000
predicted=45.453398, expected=28.000000
predicted=43.884006, expected=852.000000
predicted=174.748455, expected=52.000000
predicted=183.910658, expected=84.000000
predicted=170.261807, expected=48.000000
predicted=202.954040, expected=36.000000
predicted=195.357580, expected=48.000000
predicted=184.561935, expected=44.000000
predicted=51.965531, expected=48.000000
predicted=50.193948, expected=88.000000
predicted=51.369632, expected=112.000000
predicted=62.591024, expected=56.000000
predicted=65.560190, expected=20.000000
predicted=60.527834, expected=36.000000
predicted=60.291406, expected=32.000000
predicted=57.380171, expected=68.000000
predicted=52.410947, expected=88.000000
predicted=49.451486, expected=56.000000
predicted=49.627779, expected=24.000000
predicted=49.916065, expected=40.000000
predicted=51.334504, expected=36.000000
predicted=52.072126, expected=32.000000
predicted=44.825692, expected=36.000000
predicted=36.493333, expected=88.000000
predicted=42.264171, expected=56.000000
predicted=47.956673, expected=72.000000
predicted=52.040306, expected=28.000000
predicted=52.342788, expected=44.000000
predicted=53.429407, expected=32.000000
predicted=53.132942, expected=48.000000
predicted=45.885444, expected=32.000000
predicted=42.014660, expected=88.000000
predicted=44.537685, expected=56.000000
predicted=50.184228, expected=80.000000
predicted=54.801785, expected=36.000000
predicted=56.888256, expected=52.000000
predicted=56.732109, expected=72.000000
predicted=63.789398, expected=56.000000
predicted=58.389831, expected=36.000000
predicted=54.160942, expected=80.000000
predicted=54.991642, expected=52.000000
predicted=58.365319, expected=48.000000
predicted=55.975030, expected=16.000000
predicted=47.783320, expected=28.000000
predicted=42.945827, expected=68.000000
predicted=48.143829, expected=48.000000
predicted=42.961887, expected=68.000000
predicted=44.598075, expected=24.000000
predicted=42.290298, expected=36.000000
predicted=44.618650, expected=12.000000
predicted=42.604036, expected=56.000000
predicted=39.774226, expected=60.000000
predicted=42.327427, expected=36.000000
predicted=36.558129, expected=44.000000
predicted=39.796531, expected=48.000000
predicted=42.982168, expected=36.000000
predicted=46.132683, expected=40.000000
predicted=43.116600, expected=28.000000
predicted=38.453169, expected=52.000000
predicted=40.629587, expected=52.000000
predicted=42.383879, expected=68.000000
predicted=45.255055, expected=32.000000
predicted=45.052840, expected=40.000000
predicted=44.636045, expected=20.000000
predicted=44.043199, expected=24.000000
predicted=38.611187, expected=40.000000
predicted=36.632664, expected=64.000000
predicted=36.220794, expected=64.000000
predicted=41.371873, expected=44.000000
predicted=42.117983, expected=56.000000
predicted=48.264778, expected=52.000000
predicted=53.459951, expected=40.000000
predicted=52.685736, expected=32.000000
predicted=47.300442, expected=40.000000
predicted=43.659570, expected=56.000000
predicted=45.541947, expected=68.000000
predicted=47.409599, expected=68.000000
predicted=50.113954, expected=40.000000
predicted=50.321879, expected=52.000000
predicted=53.495650, expected=52.000000
predicted=56.065197, expected=64.000000
predicted=56.646533, expected=64.000000
predicted=56.068690, expected=56.000000
predicted=54.268108, expected=40.000000
predicted=54.236602, expected=56.000000
predicted=54.917315, expected=24.000000
predicted=50.556290, expected=48.000000
predicted=46.883664, expected=68.000000
predicted=48.557263, expected=76.000000
predicted=51.549774, expected=176.000000
predicted=73.704150, expected=88.000000
predicted=81.079913, expected=40.000000
predicted=80.914289, expected=48.000000
predicted=83.099134, expected=104.000000
predicted=89.545708, expected=84.000000
predicted=89.001540, expected=100.000000
predicted=75.710152, expected=56.000000
predicted=72.324770, expected=80.000000
predicted=78.235189, expected=44.000000
predicted=78.186790, expected=116.000000
predicted=78.938078, expected=52.000000
predicted=75.057013, expected=68.000000
predicted=67.743823, expected=864.000000
predicted=202.557845, expected=44.000000
predicted=208.583803, expected=40.000000
predicted=188.371885, expected=56.000000
predicted=200.950532, expected=52.000000
predicted=200.001269, expected=96.000000
predicted=188.887896, expected=28.000000
predicted=52.721586, expected=80.000000
predicted=57.522529, expected=36.000000
predicted=58.642790, expected=88.000000
predicted=62.481764, expected=44.000000
predicted=61.627050, expected=28.000000
predicted=50.196088, expected=60.000000
predicted=55.268042, expected=60.000000
predicted=53.138742, expected=52.000000
predicted=54.031357, expected=36.000000
predicted=46.087635, expected=72.000000
predicted=51.174855, expected=28.000000
predicted=51.370656, expected=40.000000
predicted=46.816236, expected=80.000000
predicted=51.052572, expected=56.000000
predicted=52.145499, expected=20.000000
predicted=47.994435, expected=4.000000
predicted=37.853762, expected=8.000000
predicted=34.868950, expected=28.000000
predicted=31.854978, expected=16.000000
predicted=21.072435, expected=4.000000
predicted=12.390273, expected=20.000000
predicted=12.872558, expected=800.000000
predicted=143.965964, expected=8.000000
predicted=153.309736, expected=16.000000
predicted=135.587879, expected=104.000000
predicted=170.276821, expected=72.000000
predicted=181.593210, expected=32.000000
predicted=165.535556, expected=24.000000
predicted=43.166022, expected=36.000000
predicted=48.268848, expected=80.000000
predicted=56.680393, expected=56.000000
predicted=48.946586, expected=92.000000
predicted=52.310004, expected=72.000000
predicted=60.353998, expected=48.000000
predicted=63.962915, expected=88.000000
predicted=72.086828, expected=40.000000
predicted=66.494654, expected=44.000000
predicted=62.808494, expected=84.000000
predicted=62.305962, expected=72.000000
predicted=62.623008, expected=80.000000
predicted=66.557757, expected=60.000000
predicted=63.445345, expected=44.000000
predicted=64.158597, expected=44.000000
predicted=63.626475, expected=64.000000
predicted=60.283162, expected=68.000000
predicted=59.183379, expected=48.000000
predicted=53.959217, expected=76.000000
predicted=56.856211, expected=28.000000
predicted=54.998870, expected=24.000000
predicted=50.639340, expected=132.000000
Test MSE: 11585.262
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959])]
predicted=121.961584, expected=124.000000
predicted=103.849444, expected=40.000000
predicted=85.131726, expected=80.000000
predicted=99.731413, expected=80.000000
predicted=107.355815, expected=84.000000
predicted=111.635334, expected=144.000000
predicted=106.705700, expected=60.000000
predicted=71.383461, expected=24.000000
predicted=66.261134, expected=92.000000
predicted=76.231917, expected=28.000000
predicted=66.352652, expected=20.000000
predicted=65.520129, expected=72.000000
predicted=49.411232, expected=152.000000
predicted=84.585812, expected=84.000000
predicted=81.979541, expected=88.000000
predicted=71.264468, expected=92.000000
predicted=71.036152, expected=88.000000
predicted=94.449840, expected=76.000000
predicted=98.308648, expected=136.000000
predicted=102.651952, expected=280.000000
predicted=161.474206, expected=100.000000
predicted=120.132269, expected=56.000000
predicted=103.375843, expected=136.000000
predicted=111.116604, expected=52.000000
predicted=116.463364, expected=120.000000
predicted=149.705717, expected=44.000000
predicted=68.581987, expected=68.000000
predicted=80.617071, expected=92.000000
predicted=86.082735, expected=92.000000
predicted=83.236069, expected=72.000000
predicted=82.975818, expected=76.000000
predicted=69.400174, expected=104.000000
predicted=86.126131, expected=124.000000
predicted=101.883402, expected=136.000000
predicted=109.215913, expected=136.000000
predicted=109.995480, expected=80.000000
predicted=97.289232, expected=112.000000
predicted=112.430855, expected=56.000000
predicted=94.169124, expected=36.000000
predicted=87.429773, expected=132.000000
predicted=103.074761, expected=156.000000
predicted=110.929466, expected=136.000000
predicted=118.179471, expected=112.000000
predicted=96.096580, expected=116.000000
predicted=103.419683, expected=128.000000
predicted=129.879154, expected=76.000000
predicted=114.802361, expected=60.000000
predicted=97.011501, expected=104.000000
predicted=99.231468, expected=116.000000
predicted=107.942840, expected=56.000000
predicted=88.011250, expected=56.000000
predicted=70.191147, expected=144.000000
predicted=96.891403, expected=84.000000
predicted=94.638186, expected=100.000000
predicted=100.718603, expected=120.000000
predicted=88.731708, expected=52.000000
predicted=81.485349, expected=104.000000
predicted=106.648695, expected=56.000000
predicted=74.026089, expected=252.000000
predicted=151.873668, expected=80.000000
predicted=100.856063, expected=104.000000
predicted=109.411006, expected=120.000000
predicted=101.740905, expected=96.000000
predicted=115.159011, expected=32.000000
predicted=110.359431, expected=48.000000
predicted=70.080583, expected=196.000000
predicted=121.672421, expected=28.000000
predicted=80.149460, expected=72.000000
predicted=83.861319, expected=100.000000
predicted=65.853672, expected=100.000000
predicted=96.255141, expected=64.000000
predicted=97.239175, expected=172.000000
predicted=99.942091, expected=56.000000
predicted=81.457445, expected=44.000000
predicted=85.619170, expected=104.000000
predicted=85.609834, expected=124.000000
predicted=100.210749, expected=84.000000
predicted=106.153708, expected=108.000000
predicted=86.628495, expected=32.000000
predicted=63.861952, expected=108.000000
predicted=99.868755, expected=76.000000
predicted=86.205375, expected=100.000000
predicted=93.193459, expected=76.000000
predicted=80.950578, expected=124.000000
predicted=89.468205, expected=180.000000
predicted=124.377075, expected=136.000000
predicted=118.129126, expected=72.000000
predicted=103.798402, expected=96.000000
predicted=101.737930, expected=108.000000
predicted=116.134362, expected=172.000000
predicted=146.725004, expected=152.000000
predicted=130.503804, expected=52.000000
predicted=93.178873, expected=44.000000
predicted=86.613246, expected=112.000000
predicted=105.636404, expected=92.000000
predicted=112.241543, expected=36.000000
predicted=81.527517, expected=84.000000
predicted=68.341322, expected=64.000000
predicted=65.203593, expected=72.000000
predicted=82.975671, expected=176.000000
predicted=105.527494, expected=72.000000
predicted=75.710960, expected=72.000000
predicted=88.975635, expected=92.000000
predicted=80.947377, expected=156.000000
predicted=116.954297, expected=68.000000
predicted=105.789247, expected=160.000000
predicted=113.977715, expected=116.000000
predicted=101.791804, expected=84.000000
predicted=109.656453, expected=36.000000
predicted=90.901290, expected=100.000000
predicted=92.247338, expected=32.000000
predicted=83.350316, expected=168.000000
predicted=113.178848, expected=180.000000
predicted=111.433659, expected=32.000000
predicted=77.331365, expected=32.000000
predicted=76.354965, expected=92.000000
predicted=77.061663, expected=100.000000
predicted=112.965249, expected=92.000000
predicted=102.552562, expected=52.000000
predicted=57.292880, expected=96.000000
predicted=75.471425, expected=64.000000
predicted=78.141515, expected=76.000000
predicted=84.116469, expected=92.000000
predicted=80.841804, expected=144.000000
predicted=96.159648, expected=108.000000
predicted=98.516892, expected=104.000000
predicted=96.229631, expected=72.000000
predicted=87.770111, expected=68.000000
predicted=91.582042, expected=28.000000
predicted=80.446675, expected=64.000000
predicted=76.965632, expected=88.000000
predicted=77.252727, expected=120.000000
predicted=85.273774, expected=80.000000
predicted=74.225857, expected=96.000000
predicted=76.780263, expected=204.000000
predicted=122.342411, expected=44.000000
predicted=89.963889, expected=124.000000
predicted=119.399579, expected=92.000000
predicted=91.757355, expected=104.000000
predicted=113.753694, expected=80.000000
predicted=111.296522, expected=104.000000
predicted=89.071391, expected=80.000000
predicted=95.685580, expected=80.000000
predicted=89.292537, expected=116.000000
predicted=98.592184, expected=100.000000
predicted=93.270311, expected=80.000000
predicted=92.862988, expected=96.000000
predicted=89.973946, expected=84.000000
predicted=88.623204, expected=32.000000
predicted=78.019770, expected=96.000000
predicted=86.222045, expected=56.000000
predicted=68.884856, expected=108.000000
predicted=90.333279, expected=64.000000
predicted=69.674363, expected=60.000000
predicted=64.980662, expected=88.000000
predicted=80.101387, expected=48.000000
predicted=64.455316, expected=104.000000
predicted=88.659632, expected=12.000000
predicted=49.810812, expected=116.000000
predicted=81.664119, expected=144.000000
predicted=93.290539, expected=56.000000
predicted=76.394404, expected=128.000000
predicted=100.237497, expected=84.000000
predicted=75.318339, expected=108.000000
predicted=112.258189, expected=40.000000
predicted=84.961471, expected=96.000000
predicted=85.683614, expected=96.000000
predicted=94.047678, expected=64.000000
predicted=81.373792, expected=72.000000
predicted=79.662705, expected=100.000000
predicted=76.763799, expected=92.000000
predicted=89.644528, expected=152.000000
predicted=108.145626, expected=56.000000
predicted=78.455274, expected=112.000000
predicted=99.330074, expected=48.000000
predicted=80.385425, expected=16.000000
predicted=71.822773, expected=84.000000
predicted=83.986741, expected=56.000000
predicted=60.418574, expected=84.000000
predicted=78.274493, expected=100.000000
predicted=66.980890, expected=140.000000
predicted=86.435744, expected=156.000000
predicted=112.025078, expected=112.000000
predicted=104.019560, expected=104.000000
predicted=109.278868, expected=120.000000
predicted=117.020732, expected=84.000000
predicted=115.080006, expected=52.000000
predicted=99.947099, expected=52.000000
predicted=80.558818, expected=144.000000
predicted=104.180846, expected=128.000000
predicted=106.717972, expected=40.000000
predicted=77.348537, expected=20.000000
predicted=56.321905, expected=108.000000
predicted=81.672521, expected=168.000000
predicted=121.154433, expected=120.000000
predicted=107.612323, expected=60.000000
predicted=74.767734, expected=76.000000
predicted=78.693852, expected=68.000000
predicted=93.828461, expected=60.000000
predicted=95.184540, expected=44.000000
predicted=69.752935, expected=80.000000
predicted=67.332315, expected=40.000000
predicted=57.590289, expected=96.000000
predicted=72.969521, expected=104.000000
predicted=74.013113, expected=152.000000
predicted=97.888849, expected=136.000000
predicted=104.950419, expected=68.000000
predicted=87.416959, expected=180.000000
predicted=130.890457, expected=120.000000
predicted=120.874886, expected=192.000000
predicted=157.924433, expected=96.000000
predicted=120.399782, expected=116.000000
predicted=123.708119, expected=12.000000
predicted=99.247477, expected=28.000000
predicted=85.053695, expected=116.000000
predicted=104.800514, expected=116.000000
predicted=92.545180, expected=100.000000
predicted=90.321566, expected=64.000000
predicted=62.167147, expected=116.000000
predicted=88.940860, expected=68.000000
predicted=91.877929, expected=72.000000
predicted=90.298097, expected=80.000000
predicted=81.654259, expected=36.000000
predicted=65.120304, expected=4.000000
predicted=55.265526, expected=108.000000
predicted=70.393489, expected=152.000000
predicted=91.302412, expected=84.000000
predicted=81.749350, expected=40.000000
predicted=58.939954, expected=8.000000
predicted=44.664333, expected=20.000000
predicted=63.123218, expected=36.000000
predicted=62.186635, expected=12.000000
predicted=34.385959, expected=92.000000
predicted=47.477537, expected=100.000000
predicted=51.555147, expected=96.000000
predicted=65.538390, expected=36.000000
predicted=51.461820, expected=16.000000
predicted=44.036498, expected=60.000000
predicted=66.557130, expected=68.000000
predicted=68.472212, expected=24.000000
predicted=49.972734, expected=48.000000
predicted=41.615542, expected=80.000000
predicted=51.255427, expected=96.000000
predicted=71.001955, expected=44.000000
predicted=56.898098, expected=76.000000
predicted=60.364014, expected=76.000000
predicted=67.317100, expected=100.000000
predicted=85.244352, expected=92.000000
predicted=83.582463, expected=48.000000
predicted=64.643106, expected=116.000000
predicted=90.032821, expected=84.000000
predicted=83.399446, expected=84.000000
predicted=90.276781, expected=76.000000
predicted=80.031963, expected=96.000000
predicted=83.804717, expected=92.000000
predicted=93.464137, expected=84.000000
predicted=85.793894, expected=116.000000
predicted=95.358182, expected=24.000000
predicted=67.865732, expected=60.000000
predicted=77.369254, expected=148.000000
predicted=98.066084, expected=172.000000
predicted=117.059777, expected=260.000000
predicted=158.734033, expected=84.000000
predicted=102.745374, expected=96.000000
predicted=121.679491, expected=40.000000
predicted=108.602316, expected=40.000000
predicted=110.003880, expected=116.000000
predicted=122.548170, expected=136.000000
predicted=98.501201, expected=68.000000
predicted=81.738222, expected=52.000000
predicted=63.992978, expected=148.000000
predicted=98.544464, expected=44.000000
predicted=86.472048, expected=40.000000
predicted=80.060174, expected=72.000000
predicted=65.681281, expected=56.000000
predicted=66.851156, expected=20.000000
predicted=62.805790, expected=20.000000
predicted=35.783841, expected=32.000000
predicted=37.655573, expected=80.000000
predicted=57.576630, expected=64.000000
predicted=50.384729, expected=72.000000
predicted=50.936148, expected=60.000000
predicted=50.369417, expected=56.000000
predicted=57.112943, expected=64.000000
predicted=66.290166, expected=64.000000
predicted=63.567161, expected=64.000000
predicted=64.388444, expected=28.000000
predicted=49.495075, expected=88.000000
predicted=66.326904, expected=56.000000
predicted=58.820771, expected=40.000000
predicted=55.631046, expected=96.000000
predicted=67.387156, expected=64.000000
predicted=59.198937, expected=124.000000
predicted=90.887030, expected=72.000000
predicted=69.995124, expected=120.000000
predicted=91.139539, expected=136.000000
predicted=106.108641, expected=92.000000
predicted=97.940533, expected=116.000000
predicted=111.572823, expected=68.000000
predicted=89.030133, expected=124.000000
predicted=115.468694, expected=56.000000
predicted=90.848584, expected=88.000000
predicted=92.599232, expected=132.000000
predicted=103.645767, expected=60.000000
predicted=82.453848, expected=24.000000
predicted=71.932278, expected=100.000000
predicted=77.081819, expected=88.000000
predicted=84.938227, expected=52.000000
predicted=78.388817, expected=44.000000
predicted=54.795456, expected=112.000000
predicted=74.528428, expected=228.000000
predicted=132.268339, expected=188.000000
predicted=132.375203, expected=136.000000
predicted=121.915173, expected=64.000000
predicted=101.741386, expected=56.000000
predicted=112.635864, expected=84.000000
predicted=126.725372, expected=132.000000
predicted=124.858212, expected=44.000000
predicted=80.917482, expected=124.000000
predicted=91.531819, expected=24.000000
predicted=59.774140, expected=72.000000
predicted=82.559461, expected=44.000000
predicted=67.950198, expected=56.000000
predicted=61.646529, expected=80.000000
predicted=72.911376, expected=88.000000
predicted=64.337405, expected=72.000000
predicted=69.487590, expected=100.000000
predicted=75.927270, expected=76.000000
predicted=75.231120, expected=72.000000
predicted=79.816272, expected=64.000000
predicted=74.743079, expected=40.000000
predicted=64.193501, expected=48.000000
predicted=65.271669, expected=56.000000
predicted=59.769253, expected=132.000000
predicted=84.338626, expected=72.000000
predicted=68.595426, expected=52.000000
predicted=61.421685, expected=52.000000
predicted=59.411772, expected=88.000000
predicted=77.899672, expected=68.000000
predicted=80.713611, expected=64.000000
predicted=66.392297, expected=76.000000
predicted=65.850829, expected=108.000000
predicted=81.527576, expected=92.000000
predicted=85.381004, expected=36.000000
predicted=64.517530, expected=112.000000
predicted=85.554223, expected=64.000000
predicted=76.280776, expected=68.000000
predicted=82.528559, expected=56.000000
predicted=66.558686, expected=20.000000
predicted=49.505325, expected=44.000000
predicted=61.078762, expected=132.000000
predicted=79.287783, expected=96.000000
predicted=76.348231, expected=116.000000
predicted=84.571393, expected=144.000000
predicted=93.933992, expected=144.000000
predicted=114.930879, expected=100.000000
predicted=117.594927, expected=44.000000
predicted=90.549086, expected=88.000000
predicted=102.082836, expected=44.000000
predicted=87.091132, expected=60.000000
predicted=83.329687, expected=24.000000
predicted=52.898239, expected=28.000000
predicted=44.148760, expected=32.000000
predicted=45.101389, expected=44.000000
predicted=41.196224, expected=52.000000
predicted=44.297367, expected=72.000000
predicted=47.327123, expected=84.000000
predicted=57.042592, expected=72.000000
predicted=59.823950, expected=92.000000
predicted=71.938518, expected=52.000000
predicted=63.856996, expected=92.000000
predicted=80.792195, expected=52.000000
predicted=68.308809, expected=68.000000
predicted=72.132841, expected=20.000000
predicted=53.208033, expected=68.000000
predicted=61.258199, expected=48.000000
predicted=57.314610, expected=108.000000
predicted=72.838491, expected=80.000000
predicted=67.471665, expected=212.000000
predicted=113.327535, expected=168.000000
predicted=121.821445, expected=136.000000
predicted=123.900970, expected=124.000000
predicted=127.837687, expected=84.000000
predicted=117.353263, expected=36.000000
Test MSE: 2050.474
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265])]
predicted=47.494152, expected=80.000000
predicted=53.344263, expected=64.000000
predicted=51.295886, expected=72.000000
predicted=63.039124, expected=44.000000
predicted=55.233963, expected=56.000000
predicted=57.402590, expected=32.000000
predicted=54.065037, expected=32.000000
predicted=45.988602, expected=52.000000
predicted=51.561350, expected=28.000000
predicted=38.712338, expected=16.000000
predicted=32.349982, expected=56.000000
predicted=39.431770, expected=36.000000
predicted=37.565454, expected=44.000000
predicted=41.466250, expected=48.000000
predicted=39.180817, expected=24.000000
predicted=31.329466, expected=20.000000
predicted=34.323509, expected=32.000000
predicted=32.844910, expected=72.000000
predicted=49.314175, expected=108.000000
predicted=67.724375, expected=56.000000
predicted=51.955412, expected=16.000000
predicted=35.349417, expected=16.000000
predicted=35.522928, expected=16.000000
predicted=41.625671, expected=16.000000
predicted=41.346498, expected=96.000000
predicted=54.589046, expected=64.000000
predicted=45.464311, expected=8.000000
predicted=25.519011, expected=20.000000
predicted=25.649874, expected=44.000000
predicted=38.110540, expected=24.000000
predicted=46.455653, expected=48.000000
predicted=41.610587, expected=32.000000
predicted=27.652048, expected=16.000000
predicted=24.827543, expected=16.000000
predicted=26.932497, expected=24.000000
predicted=25.145492, expected=16.000000
predicted=26.221518, expected=44.000000
predicted=30.414577, expected=44.000000
predicted=30.800276, expected=56.000000
predicted=37.357812, expected=16.000000
predicted=27.770783, expected=44.000000
predicted=33.866959, expected=24.000000
predicted=35.590544, expected=32.000000
predicted=35.511847, expected=28.000000
predicted=34.915867, expected=48.000000
predicted=33.828795, expected=36.000000
predicted=37.483563, expected=32.000000
predicted=31.302218, expected=44.000000
predicted=37.386570, expected=40.000000
predicted=37.525134, expected=20.000000
predicted=33.712127, expected=28.000000
predicted=31.071345, expected=36.000000
predicted=33.725443, expected=48.000000
predicted=40.737950, expected=20.000000
predicted=30.492288, expected=4.000000
predicted=17.965549, expected=84.000000
predicted=46.588930, expected=52.000000
predicted=46.405775, expected=88.000000
predicted=59.216669, expected=148.000000
predicted=82.653240, expected=88.000000
predicted=73.769501, expected=56.000000
predicted=76.150288, expected=52.000000
predicted=66.005785, expected=56.000000
predicted=74.617418, expected=160.000000
predicted=119.442033, expected=112.000000
predicted=99.083728, expected=124.000000
predicted=95.951376, expected=100.000000
predicted=92.890956, expected=36.000000
predicted=74.890415, expected=80.000000
predicted=100.834483, expected=88.000000
predicted=93.843043, expected=40.000000
predicted=76.143917, expected=56.000000
predicted=65.975243, expected=136.000000
predicted=84.175807, expected=20.000000
predicted=62.602652, expected=44.000000
predicted=58.739707, expected=48.000000
predicted=50.287556, expected=60.000000
predicted=60.883502, expected=136.000000
predicted=99.840989, expected=52.000000
predicted=56.005430, expected=64.000000
predicted=60.832328, expected=84.000000
predicted=70.908865, expected=72.000000
predicted=76.089959, expected=100.000000
predicted=95.473295, expected=28.000000
predicted=55.465749, expected=52.000000
predicted=59.978326, expected=100.000000
predicted=80.448919, expected=100.000000
predicted=84.924293, expected=76.000000
predicted=79.706455, expected=56.000000
predicted=58.318299, expected=72.000000
predicted=70.641244, expected=60.000000
predicted=76.511385, expected=40.000000
predicted=64.514600, expected=52.000000
predicted=58.244419, expected=64.000000
predicted=59.171154, expected=52.000000
predicted=58.384004, expected=16.000000
predicted=40.252487, expected=64.000000
predicted=49.165082, expected=36.000000
predicted=46.436048, expected=24.000000
predicted=40.669544, expected=84.000000
predicted=54.807109, expected=56.000000
predicted=47.636745, expected=12.000000
predicted=39.699289, expected=32.000000
predicted=34.616263, expected=32.000000
predicted=36.016090, expected=40.000000
predicted=48.248994, expected=132.000000
predicted=72.457612, expected=56.000000
predicted=50.628432, expected=84.000000
predicted=62.655209, expected=32.000000
predicted=48.991111, expected=28.000000
predicted=49.810923, expected=48.000000
predicted=66.918713, expected=36.000000
predicted=47.130677, expected=36.000000
predicted=47.086342, expected=56.000000
predicted=41.956542, expected=32.000000
predicted=36.898604, expected=68.000000
predicted=51.194006, expected=40.000000
predicted=42.985020, expected=52.000000
predicted=46.871036, expected=20.000000
predicted=39.116853, expected=16.000000
predicted=30.720854, expected=60.000000
predicted=49.271885, expected=52.000000
predicted=45.371808, expected=24.000000
predicted=36.363644, expected=40.000000
predicted=32.250825, expected=36.000000
predicted=34.714579, expected=36.000000
predicted=42.944819, expected=48.000000
predicted=42.748598, expected=16.000000
predicted=28.132435, expected=52.000000
predicted=40.562186, expected=36.000000
predicted=37.394269, expected=52.000000
predicted=43.020797, expected=40.000000
predicted=41.099844, expected=36.000000
predicted=34.995544, expected=52.000000
predicted=46.685302, expected=72.000000
predicted=53.302139, expected=76.000000
predicted=60.994688, expected=52.000000
predicted=52.326637, expected=20.000000
predicted=39.928645, expected=20.000000
predicted=39.740732, expected=20.000000
predicted=40.787587, expected=88.000000
predicted=61.259839, expected=52.000000
predicted=48.729393, expected=128.000000
predicted=68.452718, expected=20.000000
predicted=43.000303, expected=20.000000
predicted=38.176859, expected=32.000000
predicted=51.112506, expected=100.000000
predicted=70.715885, expected=40.000000
predicted=65.648348, expected=56.000000
predicted=42.185538, expected=92.000000
predicted=59.159633, expected=24.000000
predicted=48.373804, expected=36.000000
predicted=55.579623, expected=28.000000
predicted=39.265450, expected=36.000000
predicted=45.289833, expected=28.000000
predicted=44.389206, expected=52.000000
predicted=36.935599, expected=48.000000
predicted=40.967962, expected=20.000000
predicted=30.745501, expected=16.000000
predicted=27.465023, expected=4.000000
predicted=21.129281, expected=44.000000
predicted=36.606409, expected=56.000000
predicted=41.373294, expected=44.000000
predicted=33.896737, expected=52.000000
predicted=36.206621, expected=36.000000
predicted=33.501047, expected=48.000000
predicted=46.161403, expected=16.000000
predicted=37.377681, expected=48.000000
predicted=41.847465, expected=48.000000
predicted=45.065907, expected=48.000000
predicted=42.878381, expected=28.000000
predicted=37.046191, expected=12.000000
predicted=24.532847, expected=12.000000
predicted=28.297724, expected=60.000000
predicted=42.806405, expected=20.000000
predicted=32.273933, expected=32.000000
predicted=27.456612, expected=40.000000
predicted=28.555357, expected=20.000000
predicted=26.529397, expected=68.000000
predicted=48.626755, expected=100.000000
predicted=58.083581, expected=12.000000
predicted=37.732896, expected=32.000000
predicted=37.063487, expected=36.000000
predicted=37.712284, expected=60.000000
predicted=57.748929, expected=56.000000
predicted=58.667769, expected=44.000000
predicted=37.235896, expected=16.000000
predicted=32.195531, expected=20.000000
predicted=32.171779, expected=80.000000
predicted=56.284970, expected=60.000000
predicted=53.893439, expected=36.000000
predicted=41.066193, expected=16.000000
predicted=26.990526, expected=16.000000
predicted=29.163405, expected=40.000000
predicted=46.369152, expected=64.000000
predicted=49.195855, expected=32.000000
predicted=34.921429, expected=40.000000
predicted=31.855061, expected=52.000000
predicted=39.480792, expected=32.000000
predicted=41.174349, expected=24.000000
predicted=38.773077, expected=28.000000
predicted=31.693969, expected=36.000000
predicted=36.457291, expected=20.000000
predicted=32.112858, expected=8.000000
predicted=20.710042, expected=52.000000
predicted=32.462502, expected=36.000000
predicted=32.993970, expected=72.000000
predicted=45.858951, expected=60.000000
predicted=43.431150, expected=12.000000
predicted=28.849565, expected=36.000000
predicted=40.591913, expected=20.000000
predicted=34.522611, expected=40.000000
predicted=44.891389, expected=52.000000
predicted=43.647466, expected=24.000000
predicted=27.440537, expected=36.000000
predicted=33.650231, expected=52.000000
predicted=38.392795, expected=44.000000
predicted=43.119020, expected=40.000000
predicted=41.978395, expected=76.000000
predicted=49.407544, expected=24.000000
predicted=40.254601, expected=56.000000
predicted=49.324014, expected=72.000000
predicted=55.613810, expected=44.000000
predicted=50.529519, expected=28.000000
predicted=46.479023, expected=76.000000
predicted=51.430103, expected=80.000000
predicted=66.181303, expected=20.000000
predicted=48.727726, expected=108.000000
predicted=65.954651, expected=92.000000
predicted=70.280574, expected=100.000000
predicted=85.897749, expected=44.000000
predicted=66.047872, expected=72.000000
predicted=63.481877, expected=36.000000
predicted=70.334469, expected=72.000000
predicted=72.959242, expected=68.000000
predicted=71.266641, expected=44.000000
predicted=52.328983, expected=52.000000
predicted=56.385689, expected=40.000000
predicted=46.814752, expected=40.000000
predicted=52.166197, expected=64.000000
predicted=56.357143, expected=28.000000
predicted=41.576266, expected=40.000000
predicted=42.938390, expected=24.000000
predicted=35.086513, expected=64.000000
predicted=47.966669, expected=76.000000
predicted=58.999286, expected=56.000000
predicted=48.527154, expected=32.000000
predicted=41.997782, expected=24.000000
predicted=36.044952, expected=24.000000
predicted=42.651746, expected=68.000000
predicted=56.192051, expected=56.000000
predicted=50.008233, expected=96.000000
predicted=58.915873, expected=16.000000
predicted=37.066894, expected=12.000000
predicted=31.583491, expected=68.000000
predicted=56.524180, expected=16.000000
predicted=42.527215, expected=20.000000
predicted=40.323355, expected=36.000000
predicted=26.500762, expected=40.000000
predicted=32.743768, expected=36.000000
predicted=40.573046, expected=12.000000
predicted=21.092844, expected=4.000000
predicted=17.765061, expected=56.000000
predicted=36.878609, expected=4.000000
predicted=24.367444, expected=76.000000
predicted=41.382046, expected=52.000000
predicted=36.389414, expected=44.000000
predicted=36.657350, expected=40.000000
predicted=43.339619, expected=48.000000
predicted=39.633325, expected=28.000000
predicted=47.327845, expected=36.000000
predicted=40.775186, expected=16.000000
predicted=31.597921, expected=8.000000
predicted=25.149222, expected=52.000000
predicted=37.670526, expected=48.000000
predicted=36.839748, expected=28.000000
predicted=31.692617, expected=32.000000
predicted=27.165547, expected=28.000000
predicted=28.001003, expected=84.000000
predicted=55.767000, expected=40.000000
predicted=45.199014, expected=24.000000
predicted=33.138499, expected=36.000000
predicted=35.947438, expected=36.000000
predicted=39.299056, expected=40.000000
predicted=48.352689, expected=8.000000
predicted=26.233199, expected=40.000000
predicted=30.695873, expected=20.000000
predicted=29.017028, expected=24.000000
predicted=28.227351, expected=28.000000
predicted=27.863006, expected=36.000000
predicted=26.486672, expected=24.000000
predicted=29.202740, expected=28.000000
predicted=25.524306, expected=60.000000
predicted=38.230696, expected=36.000000
predicted=35.965946, expected=20.000000
predicted=30.206809, expected=8.000000
predicted=21.804107, expected=8.000000
predicted=21.993885, expected=44.000000
predicted=36.940040, expected=44.000000
predicted=33.573933, expected=60.000000
predicted=36.665965, expected=4.000000
predicted=19.334459, expected=20.000000
predicted=22.555973, expected=20.000000
predicted=30.213184, expected=76.000000
predicted=48.724340, expected=32.000000
predicted=39.572806, expected=52.000000
predicted=33.056638, expected=16.000000
predicted=28.201780, expected=20.000000
predicted=29.592183, expected=16.000000
predicted=35.430073, expected=36.000000
predicted=31.328840, expected=40.000000
predicted=35.898957, expected=36.000000
predicted=28.206357, expected=16.000000
predicted=22.984020, expected=16.000000
predicted=21.619682, expected=8.000000
predicted=22.345725, expected=12.000000
predicted=21.528486, expected=44.000000
predicted=29.080902, expected=52.000000
predicted=31.405553, expected=36.000000
predicted=28.741428, expected=44.000000
predicted=30.736750, expected=32.000000
predicted=32.098227, expected=20.000000
predicted=34.307679, expected=24.000000
predicted=33.559505, expected=52.000000
predicted=39.176295, expected=80.000000
predicted=52.768742, expected=44.000000
predicted=42.359963, expected=44.000000
predicted=38.937388, expected=52.000000
predicted=45.541630, expected=48.000000
predicted=52.859015, expected=20.000000
predicted=45.447554, expected=4.000000
predicted=27.490914, expected=48.000000
predicted=39.041005, expected=56.000000
predicted=46.256035, expected=16.000000
predicted=31.206340, expected=16.000000
predicted=20.759985, expected=16.000000
predicted=19.981839, expected=24.000000
predicted=31.201294, expected=4.000000
predicted=22.334105, expected=32.000000
predicted=20.268168, expected=68.000000
predicted=35.850475, expected=28.000000
predicted=28.670470, expected=12.000000
predicted=21.766031, expected=36.000000
predicted=26.222469, expected=8.000000
predicted=26.718391, expected=20.000000
predicted=31.229147, expected=64.000000
predicted=36.304472, expected=80.000000
predicted=46.013410, expected=36.000000
predicted=39.585751, expected=28.000000
predicted=29.951166, expected=28.000000
predicted=34.934242, expected=80.000000
predicted=61.570802, expected=52.000000
Test MSE: 626.263
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217])]
predicted=18.086838, expected=36.000000
predicted=24.948864, expected=56.000000
predicted=27.250237, expected=32.000000
predicted=25.709103, expected=12.000000
predicted=25.744067, expected=24.000000
predicted=28.339859, expected=48.000000
predicted=35.177147, expected=28.000000
predicted=33.273917, expected=28.000000
predicted=29.968670, expected=8.000000
predicted=22.299953, expected=8.000000
predicted=21.509611, expected=16.000000
predicted=23.147870, expected=12.000000
predicted=15.921716, expected=20.000000
predicted=16.913696, expected=20.000000
predicted=14.485527, expected=72.000000
predicted=29.920058, expected=28.000000
predicted=26.951722, expected=40.000000
predicted=33.254507, expected=8.000000
predicted=28.771159, expected=8.000000
predicted=24.795061, expected=40.000000
predicted=36.153205, expected=40.000000
predicted=27.705671, expected=24.000000
predicted=27.672975, expected=48.000000
predicted=30.587085, expected=4.000000
predicted=22.504317, expected=44.000000
predicted=35.385766, expected=16.000000
predicted=28.267063, expected=20.000000
predicted=24.556272, expected=8.000000
predicted=23.912860, expected=40.000000
predicted=22.145171, expected=32.000000
predicted=28.308136, expected=4.000000
predicted=17.876887, expected=4.000000
predicted=17.541801, expected=8.000000
predicted=13.800760, expected=16.000000
predicted=17.661135, expected=28.000000
predicted=18.001219, expected=40.000000
predicted=18.947190, expected=36.000000
predicted=22.991439, expected=12.000000
predicted=21.395107, expected=36.000000
predicted=28.742840, expected=20.000000
predicted=26.913389, expected=28.000000
predicted=29.029748, expected=40.000000
predicted=31.151342, expected=32.000000
predicted=26.982584, expected=12.000000
predicted=27.023030, expected=40.000000
predicted=29.941555, expected=32.000000
predicted=29.931363, expected=24.000000
predicted=29.789245, expected=4.000000
predicted=22.904671, expected=20.000000
predicted=20.805612, expected=4.000000
predicted=19.184817, expected=8.000000
predicted=15.134295, expected=4.000000
predicted=10.966490, expected=16.000000
predicted=9.280068, expected=24.000000
predicted=14.626556, expected=16.000000
predicted=11.945739, expected=28.000000
predicted=17.613605, expected=20.000000
predicted=17.406298, expected=20.000000
predicted=20.211822, expected=12.000000
predicted=19.521906, expected=36.000000
predicted=23.156756, expected=52.000000
predicted=30.950798, expected=44.000000
predicted=31.793459, expected=52.000000
predicted=38.355537, expected=16.000000
predicted=31.612790, expected=24.000000
predicted=35.496225, expected=12.000000
predicted=31.433709, expected=32.000000
predicted=30.167044, expected=48.000000
predicted=34.634626, expected=4.000000
predicted=19.616916, expected=24.000000
predicted=25.059638, expected=20.000000
predicted=21.890443, expected=16.000000
predicted=22.424675, expected=32.000000
predicted=27.242427, expected=28.000000
predicted=20.279529, expected=12.000000
predicted=20.974188, expected=60.000000
predicted=32.120221, expected=12.000000
predicted=23.613151, expected=96.000000
predicted=46.294831, expected=44.000000
predicted=42.709889, expected=20.000000
predicted=36.630716, expected=24.000000
predicted=43.051010, expected=16.000000
predicted=29.848282, expected=32.000000
predicted=40.973974, expected=32.000000
predicted=29.512774, expected=20.000000
predicted=23.419198, expected=20.000000
predicted=23.840538, expected=28.000000
predicted=24.335118, expected=28.000000
predicted=26.921365, expected=32.000000
predicted=27.805068, expected=24.000000
predicted=25.091266, expected=20.000000
predicted=24.422005, expected=40.000000
predicted=29.940132, expected=8.000000
predicted=23.297482, expected=24.000000
predicted=25.135145, expected=8.000000
predicted=19.318478, expected=32.000000
predicted=22.470631, expected=20.000000
predicted=23.077908, expected=32.000000
predicted=21.220128, expected=16.000000
predicted=21.893429, expected=24.000000
predicted=21.204012, expected=80.000000
predicted=39.355604, expected=100.000000
predicted=51.283343, expected=100.000000
predicted=65.015518, expected=20.000000
predicted=50.629928, expected=68.000000
predicted=63.465666, expected=24.000000
predicted=60.390804, expected=16.000000
predicted=50.479457, expected=4.000000
predicted=37.157274, expected=48.000000
predicted=30.017588, expected=52.000000
predicted=39.968907, expected=44.000000
predicted=33.603389, expected=40.000000
predicted=35.354472, expected=48.000000
predicted=38.613845, expected=76.000000
predicted=54.774765, expected=60.000000
predicted=54.996982, expected=60.000000
predicted=55.732491, expected=44.000000
predicted=53.030807, expected=84.000000
predicted=63.892849, expected=16.000000
predicted=52.418183, expected=4.000000
predicted=38.419570, expected=56.000000
predicted=46.204010, expected=44.000000
predicted=39.893758, expected=88.000000
predicted=56.897053, expected=56.000000
predicted=46.654783, expected=16.000000
predicted=38.000588, expected=76.000000
predicted=58.745032, expected=36.000000
predicted=49.439633, expected=64.000000
predicted=58.311836, expected=44.000000
predicted=49.313100, expected=92.000000
predicted=57.490227, expected=40.000000
predicted=58.504495, expected=40.000000
predicted=49.817967, expected=56.000000
predicted=56.609922, expected=68.000000
predicted=56.704812, expected=36.000000
predicted=54.954847, expected=64.000000
predicted=52.226117, expected=72.000000
predicted=57.794843, expected=24.000000
predicted=49.491303, expected=16.000000
predicted=43.830312, expected=32.000000
predicted=38.370491, expected=80.000000
predicted=51.853544, expected=40.000000
predicted=45.328375, expected=44.000000
predicted=40.144162, expected=44.000000
predicted=42.753157, expected=52.000000
predicted=47.342134, expected=24.000000
predicted=45.871382, expected=80.000000
predicted=51.165921, expected=52.000000
predicted=50.142043, expected=108.000000
predicted=65.178405, expected=48.000000
predicted=61.660412, expected=88.000000
predicted=65.968741, expected=68.000000
predicted=75.923839, expected=24.000000
predicted=57.303609, expected=40.000000
predicted=61.910558, expected=44.000000
predicted=49.530335, expected=60.000000
predicted=55.110324, expected=72.000000
predicted=55.961906, expected=56.000000
predicted=50.021056, expected=28.000000
predicted=47.117728, expected=12.000000
predicted=40.206967, expected=12.000000
predicted=35.568122, expected=16.000000
predicted=30.857447, expected=36.000000
predicted=29.013806, expected=28.000000
predicted=23.811265, expected=12.000000
predicted=18.280976, expected=16.000000
predicted=19.103499, expected=36.000000
predicted=24.829704, expected=24.000000
predicted=25.737378, expected=12.000000
predicted=20.563548, expected=8.000000
predicted=16.408571, expected=48.000000
predicted=26.287051, expected=44.000000
predicted=31.708805, expected=16.000000
predicted=24.434335, expected=12.000000
predicted=21.875758, expected=36.000000
predicted=27.071533, expected=8.000000
predicted=25.017339, expected=4.000000
predicted=18.452784, expected=12.000000
predicted=14.611060, expected=40.000000
predicted=20.476849, expected=8.000000
predicted=17.927587, expected=20.000000
predicted=15.770418, expected=56.000000
predicted=27.910578, expected=20.000000
predicted=24.227916, expected=28.000000
predicted=29.574735, expected=48.000000
predicted=32.453167, expected=8.000000
predicted=25.620997, expected=8.000000
predicted=26.548364, expected=28.000000
predicted=23.735157, expected=12.000000
predicted=19.596527, expected=16.000000
predicted=20.958069, expected=20.000000
predicted=16.144366, expected=24.000000
predicted=17.869101, expected=32.000000
predicted=24.054480, expected=36.000000
predicted=25.040902, expected=32.000000
predicted=27.394829, expected=20.000000
predicted=26.308313, expected=44.000000
predicted=32.662791, expected=16.000000
predicted=28.153072, expected=36.000000
predicted=31.228331, expected=40.000000
predicted=33.324507, expected=36.000000
predicted=31.447044, expected=28.000000
predicted=33.997694, expected=16.000000
predicted=26.206764, expected=4.000000
predicted=23.269228, expected=24.000000
predicted=24.443303, expected=48.000000
predicted=29.299567, expected=4.000000
predicted=19.109987, expected=16.000000
predicted=18.741277, expected=24.000000
predicted=19.930611, expected=12.000000
predicted=18.771301, expected=4.000000
predicted=17.967700, expected=28.000000
predicted=15.891689, expected=84.000000
predicted=35.264230, expected=20.000000
predicted=28.281603, expected=24.000000
predicted=28.593875, expected=60.000000
predicted=39.467509, expected=56.000000
predicted=43.682070, expected=20.000000
predicted=43.562216, expected=4.000000
predicted=27.753715, expected=20.000000
predicted=27.852719, expected=32.000000
predicted=31.313951, expected=8.000000
predicted=21.997078, expected=4.000000
predicted=14.121812, expected=12.000000
predicted=12.863843, expected=4.000000
predicted=10.999599, expected=4.000000
predicted=10.321393, expected=20.000000
predicted=10.478777, expected=44.000000
predicted=18.302714, expected=36.000000
predicted=22.610797, expected=24.000000
predicted=22.864579, expected=4.000000
predicted=19.540961, expected=16.000000
predicted=21.899751, expected=16.000000
predicted=22.156766, expected=28.000000
predicted=21.628543, expected=44.000000
predicted=26.072978, expected=44.000000
predicted=27.706314, expected=28.000000
predicted=29.503537, expected=40.000000
predicted=34.327887, expected=24.000000
predicted=32.590519, expected=8.000000
predicted=27.638403, expected=60.000000
predicted=38.506910, expected=20.000000
predicted=27.815980, expected=20.000000
predicted=27.932935, expected=4.000000
predicted=21.595933, expected=16.000000
predicted=17.952933, expected=32.000000
predicted=27.507724, expected=4.000000
predicted=13.991239, expected=28.000000
predicted=19.613505, expected=16.000000
predicted=16.469196, expected=20.000000
predicted=18.416536, expected=24.000000
predicted=22.429519, expected=24.000000
predicted=19.045347, expected=28.000000
predicted=24.451615, expected=36.000000
predicted=26.260217, expected=4.000000
predicted=19.994249, expected=8.000000
predicted=18.980507, expected=32.000000
predicted=23.296015, expected=52.000000
predicted=29.318685, expected=20.000000
predicted=25.674045, expected=20.000000
predicted=22.808601, expected=24.000000
predicted=25.415277, expected=16.000000
predicted=24.458686, expected=8.000000
predicted=22.143901, expected=68.000000
predicted=31.928476, expected=28.000000
predicted=26.987263, expected=40.000000
predicted=32.265492, expected=48.000000
predicted=37.937925, expected=20.000000
predicted=30.508660, expected=48.000000
predicted=44.447052, expected=24.000000
predicted=32.918425, expected=56.000000
predicted=40.927589, expected=8.000000
predicted=32.031664, expected=28.000000
predicted=29.021812, expected=12.000000
predicted=28.327226, expected=12.000000
predicted=19.866274, expected=20.000000
predicted=24.019994, expected=12.000000
predicted=13.993268, expected=12.000000
predicted=15.902504, expected=52.000000
predicted=24.376922, expected=68.000000
predicted=34.477032, expected=8.000000
predicted=26.394281, expected=12.000000
predicted=26.166208, expected=32.000000
predicted=29.838501, expected=12.000000
predicted=26.378754, expected=12.000000
predicted=24.386615, expected=24.000000
predicted=17.888291, expected=44.000000
predicted=24.520681, expected=16.000000
predicted=23.000484, expected=24.000000
predicted=22.706408, expected=20.000000
predicted=22.864294, expected=8.000000
predicted=19.413254, expected=16.000000
predicted=21.619685, expected=28.000000
predicted=19.519794, expected=68.000000
predicted=32.884394, expected=32.000000
predicted=29.753225, expected=12.000000
predicted=25.437574, expected=28.000000
predicted=30.802588, expected=32.000000
predicted=31.044907, expected=40.000000
predicted=36.709548, expected=12.000000
predicted=25.010381, expected=24.000000
predicted=24.332201, expected=24.000000
predicted=26.290001, expected=16.000000
predicted=22.617357, expected=16.000000
predicted=22.259680, expected=4.000000
predicted=13.967654, expected=20.000000
predicted=17.517232, expected=24.000000
predicted=18.381505, expected=20.000000
predicted=16.864992, expected=12.000000
predicted=16.164379, expected=28.000000
predicted=19.055467, expected=12.000000
predicted=18.042276, expected=8.000000
predicted=16.032774, expected=52.000000
predicted=26.686711, expected=24.000000
predicted=21.865343, expected=16.000000
predicted=22.953552, expected=16.000000
predicted=21.713223, expected=40.000000
predicted=26.004621, expected=8.000000
predicted=24.050428, expected=8.000000
predicted=17.638793, expected=20.000000
predicted=18.798072, expected=4.000000
predicted=12.782365, expected=68.000000
predicted=31.423678, expected=24.000000
predicted=22.309076, expected=24.000000
predicted=24.269336, expected=24.000000
predicted=28.695143, expected=28.000000
predicted=25.915108, expected=20.000000
predicted=30.984082, expected=12.000000
predicted=20.704158, expected=24.000000
predicted=22.352363, expected=44.000000
predicted=27.473471, expected=4.000000
predicted=19.598860, expected=24.000000
predicted=22.405331, expected=52.000000
predicted=29.972247, expected=56.000000
predicted=35.391738, expected=200.000000
predicted=85.157475, expected=16.000000
predicted=54.986100, expected=16.000000
predicted=55.923896, expected=28.000000
predicted=59.759286, expected=28.000000
predicted=49.780102, expected=56.000000
predicted=62.366720, expected=28.000000
predicted=28.694858, expected=20.000000
predicted=28.034968, expected=8.000000
predicted=25.579744, expected=12.000000
predicted=23.095573, expected=36.000000
predicted=28.271995, expected=20.000000
predicted=20.656229, expected=40.000000
predicted=25.067827, expected=24.000000
predicted=23.462451, expected=4.000000
predicted=19.888219, expected=8.000000
predicted=20.485612, expected=8.000000
predicted=15.783351, expected=4.000000
predicted=13.462833, expected=28.000000
predicted=14.943974, expected=8.000000
predicted=9.672136, expected=12.000000
predicted=11.373916, expected=16.000000
predicted=13.161040, expected=44.000000
predicted=21.508569, expected=36.000000
predicted=25.917834, expected=8.000000
predicted=18.960412, expected=20.000000
predicted=22.326806, expected=20.000000
predicted=23.074402, expected=4.000000
predicted=19.725361, expected=20.000000
predicted=18.702051, expected=16.000000
predicted=14.633652, expected=8.000000
predicted=13.755698, expected=52.000000
predicted=24.389038, expected=52.000000
predicted=28.575227, expected=16.000000
predicted=25.945372, expected=8.000000
predicted=23.305067, expected=8.000000
predicted=21.196877, expected=24.000000
predicted=26.387594, expected=8.000000
predicted=18.386746, expected=32.000000
predicted=18.239876, expected=4.000000
predicted=12.675864, expected=8.000000
predicted=12.903527, expected=24.000000
predicted=17.918875, expected=12.000000
predicted=13.862487, expected=20.000000
Test MSE: 475.919
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682])]
predicted=28.068378, expected=20.000000
predicted=31.926360, expected=40.000000
predicted=29.642811, expected=48.000000
predicted=32.330269, expected=20.000000
predicted=27.557482, expected=40.000000
predicted=33.631290, expected=32.000000
predicted=33.472563, expected=88.000000
predicted=45.233998, expected=16.000000
predicted=38.827078, expected=40.000000
predicted=39.081143, expected=48.000000
predicted=47.986932, expected=8.000000
predicted=33.545507, expected=20.000000
predicted=39.292308, expected=48.000000
predicted=31.671364, expected=92.000000
predicted=42.088278, expected=60.000000
predicted=44.561282, expected=32.000000
predicted=42.373568, expected=48.000000
predicted=53.046902, expected=36.000000
predicted=51.196917, expected=88.000000
predicted=60.575923, expected=20.000000
predicted=45.569208, expected=28.000000
predicted=41.307069, expected=16.000000
predicted=42.687142, expected=156.000000
predicted=58.619430, expected=48.000000
predicted=55.104671, expected=96.000000
predicted=57.582811, expected=24.000000
predicted=68.333602, expected=16.000000
predicted=53.134676, expected=48.000000
predicted=72.452849, expected=28.000000
predicted=40.206074, expected=12.000000
predicted=36.689542, expected=20.000000
predicted=26.792872, expected=28.000000
predicted=25.035553, expected=8.000000
predicted=22.750647, expected=148.000000
predicted=44.831376, expected=48.000000
predicted=40.587627, expected=56.000000
predicted=46.934766, expected=132.000000
predicted=79.249973, expected=64.000000
predicted=68.606557, expected=16.000000
predicted=77.738493, expected=24.000000
predicted=61.378213, expected=88.000000
predicted=63.072734, expected=52.000000
predicted=59.844376, expected=52.000000
predicted=49.274184, expected=52.000000
predicted=50.626787, expected=12.000000
predicted=43.295839, expected=32.000000
predicted=49.622440, expected=88.000000
predicted=50.563863, expected=16.000000
predicted=37.290951, expected=40.000000
predicted=41.816993, expected=28.000000
predicted=38.633340, expected=44.000000
predicted=38.100252, expected=20.000000
predicted=40.780598, expected=64.000000
predicted=35.670793, expected=72.000000
predicted=45.704032, expected=12.000000
predicted=36.018848, expected=36.000000
predicted=44.741930, expected=40.000000
predicted=41.440383, expected=8.000000
predicted=35.029071, expected=60.000000
predicted=41.828641, expected=120.000000
predicted=47.244735, expected=48.000000
predicted=46.380207, expected=24.000000
predicted=51.468945, expected=68.000000
predicted=59.021615, expected=36.000000
predicted=54.501794, expected=52.000000
predicted=59.465825, expected=36.000000
predicted=46.010679, expected=52.000000
predicted=43.028131, expected=72.000000
predicted=54.697768, expected=36.000000
predicted=44.659388, expected=20.000000
predicted=45.370659, expected=104.000000
predicted=57.299254, expected=4.000000
predicted=42.460322, expected=36.000000
predicted=47.087235, expected=44.000000
predicted=45.524941, expected=4.000000
predicted=28.601638, expected=28.000000
predicted=41.606918, expected=16.000000
predicted=21.466556, expected=60.000000
predicted=30.752530, expected=32.000000
predicted=30.785695, expected=28.000000
predicted=26.709245, expected=28.000000
predicted=34.273596, expected=12.000000
predicted=27.324935, expected=28.000000
predicted=32.595777, expected=20.000000
predicted=24.520934, expected=40.000000
predicted=25.817736, expected=96.000000
predicted=39.228319, expected=68.000000
predicted=41.209566, expected=32.000000
predicted=46.629330, expected=60.000000
predicted=56.036994, expected=4.000000
predicted=46.675688, expected=56.000000
predicted=54.434829, expected=24.000000
predicted=41.546058, expected=36.000000
predicted=33.130312, expected=144.000000
predicted=59.466091, expected=28.000000
predicted=41.838836, expected=20.000000
predicted=53.163548, expected=8.000000
predicted=47.714897, expected=68.000000
predicted=48.101947, expected=12.000000
predicted=46.746910, expected=56.000000
predicted=32.730901, expected=52.000000
predicted=37.838227, expected=16.000000
predicted=31.069227, expected=76.000000
predicted=51.002809, expected=32.000000
predicted=38.187334, expected=24.000000
predicted=41.769137, expected=8.000000
predicted=37.565283, expected=92.000000
predicted=41.137715, expected=88.000000
predicted=52.285958, expected=32.000000
predicted=42.690879, expected=48.000000
predicted=52.860175, expected=36.000000
predicted=49.760381, expected=24.000000
predicted=52.098565, expected=8.000000
predicted=41.009621, expected=68.000000
predicted=37.363675, expected=48.000000
predicted=37.078892, expected=44.000000
predicted=36.954417, expected=64.000000
predicted=45.449214, expected=80.000000
predicted=50.320960, expected=128.000000
predicted=73.048153, expected=88.000000
predicted=74.068259, expected=104.000000
predicted=85.670225, expected=72.000000
predicted=90.248590, expected=28.000000
predicted=80.454911, expected=28.000000
predicted=76.576717, expected=120.000000
predicted=75.839189, expected=84.000000
predicted=69.812106, expected=24.000000
predicted=57.589320, expected=88.000000
predicted=68.510221, expected=88.000000
predicted=68.791682, expected=88.000000
predicted=80.002913, expected=76.000000
predicted=77.585849, expected=60.000000
predicted=69.476984, expected=140.000000
predicted=93.095327, expected=48.000000
predicted=79.237982, expected=112.000000
predicted=89.425226, expected=64.000000
predicted=85.481627, expected=20.000000
predicted=69.496489, expected=56.000000
predicted=78.954730, expected=120.000000
predicted=69.226659, expected=28.000000
predicted=62.047222, expected=12.000000
predicted=52.954544, expected=116.000000
predicted=64.657644, expected=72.000000
predicted=59.050914, expected=52.000000
predicted=67.098176, expected=52.000000
predicted=60.815862, expected=88.000000
predicted=63.463403, expected=60.000000
predicted=71.483123, expected=68.000000
predicted=66.280806, expected=56.000000
predicted=64.119690, expected=120.000000
predicted=74.231175, expected=20.000000
predicted=65.676750, expected=92.000000
predicted=72.337030, expected=124.000000
predicted=82.559657, expected=52.000000
predicted=68.995512, expected=24.000000
predicted=78.612906, expected=28.000000
predicted=59.515865, expected=60.000000
predicted=61.169468, expected=32.000000
predicted=51.224066, expected=48.000000
predicted=42.059534, expected=108.000000
predicted=52.638393, expected=36.000000
predicted=46.532314, expected=8.000000
predicted=51.044404, expected=44.000000
predicted=51.395071, expected=44.000000
predicted=43.167647, expected=20.000000
predicted=42.141545, expected=28.000000
predicted=33.100430, expected=24.000000
predicted=27.438530, expected=36.000000
predicted=31.893140, expected=48.000000
predicted=33.923787, expected=52.000000
predicted=33.906827, expected=64.000000
predicted=42.682892, expected=12.000000
predicted=38.028882, expected=40.000000
predicted=44.445589, expected=24.000000
predicted=39.824952, expected=80.000000
predicted=44.334434, expected=56.000000
predicted=45.697957, expected=16.000000
predicted=36.058261, expected=40.000000
predicted=47.773148, expected=64.000000
predicted=45.219365, expected=48.000000
predicted=47.634445, expected=32.000000
predicted=44.130868, expected=16.000000
predicted=37.309098, expected=32.000000
predicted=38.973901, expected=32.000000
predicted=36.509199, expected=40.000000
predicted=32.758670, expected=32.000000
predicted=31.069649, expected=28.000000
predicted=29.883991, expected=76.000000
predicted=41.778546, expected=68.000000
predicted=43.685463, expected=12.000000
predicted=40.806619, expected=32.000000
predicted=46.363988, expected=64.000000
predicted=46.765058, expected=12.000000
predicted=38.814124, expected=44.000000
predicted=42.616721, expected=52.000000
predicted=36.896941, expected=8.000000
predicted=30.823012, expected=44.000000
predicted=41.961997, expected=40.000000
predicted=32.353927, expected=36.000000
predicted=34.862171, expected=36.000000
predicted=38.392374, expected=24.000000
predicted=30.498234, expected=8.000000
predicted=31.385392, expected=72.000000
predicted=38.317288, expected=48.000000
predicted=33.836431, expected=16.000000
predicted=32.769841, expected=60.000000
predicted=43.633593, expected=32.000000
predicted=35.444235, expected=76.000000
predicted=51.064258, expected=144.000000
predicted=65.006702, expected=32.000000
predicted=52.137858, expected=28.000000
predicted=68.195251, expected=16.000000
predicted=58.487989, expected=28.000000
predicted=50.239333, expected=32.000000
predicted=48.542028, expected=48.000000
predicted=30.381510, expected=84.000000
predicted=40.253519, expected=76.000000
predicted=45.544789, expected=56.000000
predicted=53.871340, expected=56.000000
predicted=60.596330, expected=32.000000
predicted=57.328345, expected=44.000000
predicted=58.751113, expected=56.000000
predicted=54.009711, expected=72.000000
predicted=51.828110, expected=48.000000
predicted=50.870940, expected=24.000000
predicted=46.161379, expected=24.000000
predicted=46.175661, expected=44.000000
predicted=44.514667, expected=24.000000
predicted=37.695499, expected=16.000000
predicted=30.669563, expected=40.000000
predicted=30.627484, expected=28.000000
predicted=27.115312, expected=32.000000
predicted=31.039973, expected=44.000000
predicted=32.049030, expected=28.000000
predicted=29.489043, expected=52.000000
predicted=38.894848, expected=28.000000
predicted=34.313976, expected=16.000000
predicted=32.750079, expected=56.000000
predicted=40.406553, expected=84.000000
predicted=42.340400, expected=48.000000
predicted=44.840401, expected=84.000000
predicted=56.521196, expected=72.000000
predicted=59.106142, expected=20.000000
predicted=57.325165, expected=-64.000000
predicted=41.179875, expected=12.000000
predicted=32.963211, expected=24.000000
predicted=21.739320, expected=36.000000
predicted=14.406618, expected=84.000000
predicted=25.452317, expected=56.000000
predicted=20.815796, expected=12.000000
predicted=35.811825, expected=20.000000
predicted=41.227251, expected=20.000000
predicted=35.473663, expected=32.000000
predicted=37.268506, expected=40.000000
predicted=31.802546, expected=80.000000
predicted=35.682638, expected=12.000000
predicted=30.337028, expected=32.000000
predicted=38.023242, expected=36.000000
predicted=39.679885, expected=44.000000
predicted=37.453986, expected=60.000000
predicted=47.536050, expected=12.000000
predicted=29.552632, expected=60.000000
predicted=43.976495, expected=28.000000
predicted=38.023628, expected=8.000000
predicted=32.909961, expected=64.000000
predicted=44.666923, expected=44.000000
predicted=31.565742, expected=24.000000
predicted=37.793532, expected=32.000000
predicted=36.487059, expected=28.000000
predicted=30.710113, expected=4.000000
predicted=31.626930, expected=20.000000
predicted=27.402647, expected=28.000000
predicted=22.345178, expected=60.000000
predicted=29.400157, expected=20.000000
predicted=25.379488, expected=20.000000
predicted=25.811699, expected=52.000000
predicted=35.649736, expected=20.000000
predicted=28.980671, expected=40.000000
predicted=38.112993, expected=24.000000
predicted=29.215135, expected=4.000000
predicted=24.097296, expected=76.000000
predicted=41.232248, expected=8.000000
predicted=23.125653, expected=16.000000
predicted=29.665627, expected=4.000000
predicted=24.088826, expected=52.000000
predicted=24.849037, expected=32.000000
predicted=31.604842, expected=28.000000
predicted=22.851280, expected=128.000000
predicted=49.685418, expected=16.000000
predicted=34.682470, expected=24.000000
predicted=50.170016, expected=32.000000
predicted=46.695231, expected=40.000000
predicted=38.857934, expected=20.000000
predicted=45.714532, expected=40.000000
predicted=29.973456, expected=8.000000
predicted=25.596018, expected=4.000000
predicted=23.692886, expected=20.000000
predicted=23.869796, expected=28.000000
predicted=18.404656, expected=20.000000
predicted=20.226778, expected=48.000000
predicted=23.260382, expected=68.000000
predicted=31.443470, expected=72.000000
predicted=42.208085, expected=12.000000
predicted=39.847887, expected=12.000000
predicted=39.734331, expected=16.000000
predicted=37.626792, expected=68.000000
predicted=41.718804, expected=108.000000
predicted=50.781110, expected=4.000000
predicted=30.942803, expected=20.000000
predicted=42.184895, expected=36.000000
predicted=42.441277, expected=12.000000
predicted=36.212080, expected=24.000000
predicted=38.626844, expected=88.000000
predicted=33.152905, expected=24.000000
predicted=28.377884, expected=52.000000
predicted=42.946575, expected=40.000000
predicted=40.108847, expected=60.000000
predicted=45.398097, expected=64.000000
predicted=57.299541, expected=12.000000
predicted=38.426694, expected=12.000000
predicted=42.128416, expected=48.000000
predicted=40.672591, expected=28.000000
predicted=34.286913, expected=48.000000
predicted=38.256317, expected=64.000000
predicted=36.428876, expected=132.000000
predicted=56.682774, expected=4.000000
predicted=47.978569, expected=16.000000
predicted=51.803327, expected=44.000000
predicted=54.249748, expected=4.000000
predicted=36.271352, expected=12.000000
predicted=41.306860, expected=12.000000
predicted=15.466393, expected=28.000000
predicted=18.083398, expected=68.000000
predicted=31.035165, expected=4.000000
predicted=17.248766, expected=76.000000
predicted=38.427896, expected=4.000000
predicted=28.032003, expected=12.000000
predicted=31.014320, expected=24.000000
predicted=35.420493, expected=56.000000
predicted=26.373684, expected=16.000000
predicted=31.384623, expected=12.000000
predicted=21.377509, expected=28.000000
predicted=25.955990, expected=24.000000
predicted=24.095639, expected=16.000000
predicted=26.131663, expected=72.000000
predicted=31.156027, expected=28.000000
predicted=26.296890, expected=100.000000
predicted=48.586181, expected=208.000000
predicted=81.514718, expected=168.000000
predicted=95.558472, expected=256.000000
predicted=156.486210, expected=212.000000
predicted=168.317869, expected=48.000000
predicted=151.422524, expected=84.000000
predicted=163.597255, expected=156.000000
predicted=148.679016, expected=88.000000
predicted=131.436361, expected=48.000000
predicted=109.797201, expected=68.000000
predicted=82.255032, expected=32.000000
predicted=67.601457, expected=36.000000
predicted=69.189424, expected=40.000000
predicted=51.575823, expected=56.000000
predicted=45.819203, expected=116.000000
predicted=66.259094, expected=76.000000
predicted=60.173819, expected=16.000000
predicted=54.466850, expected=44.000000
predicted=59.125109, expected=100.000000
predicted=66.894152, expected=92.000000
predicted=73.982744, expected=12.000000
predicted=54.938718, expected=32.000000
predicted=51.447031, expected=48.000000
predicted=50.249361, expected=28.000000
predicted=45.855592, expected=32.000000
predicted=43.478354, expected=24.000000
predicted=28.313122, expected=112.000000
predicted=53.613740, expected=84.000000
predicted=55.833080, expected=24.000000
predicted=49.206560, expected=60.000000
predicted=62.242834, expected=32.000000
predicted=47.512364, expected=84.000000
predicted=68.263065, expected=28.000000
predicted=49.424423, expected=108.000000
predicted=63.232818, expected=36.000000
predicted=54.768972, expected=36.000000
predicted=51.977508, expected=24.000000
predicted=52.873460, expected=16.000000
predicted=33.842291, expected=4.000000
predicted=34.884678, expected=20.000000
predicted=22.026607, expected=16.000000
predicted=18.089080, expected=52.000000
predicted=25.815689, expected=80.000000
predicted=37.339788, expected=16.000000
predicted=28.543375, expected=28.000000
predicted=38.532147, expected=80.000000
predicted=48.667473, expected=40.000000
predicted=43.283624, expected=24.000000
predicted=46.329452, expected=4.000000
predicted=30.335397, expected=52.000000
predicted=37.338273, expected=28.000000
predicted=34.939203, expected=20.000000
predicted=28.008463, expected=28.000000
predicted=28.697882, expected=92.000000
predicted=41.777966, expected=40.000000
predicted=41.030011, expected=16.000000
predicted=38.023776, expected=32.000000
predicted=40.130599, expected=72.000000
predicted=45.249977, expected=36.000000
predicted=45.205818, expected=32.000000
predicted=40.397906, expected=36.000000
predicted=38.432232, expected=20.000000
predicted=33.021566, expected=24.000000
predicted=36.221927, expected=16.000000
predicted=25.761871, expected=8.000000
predicted=20.262734, expected=20.000000
predicted=21.208501, expected=28.000000
predicted=19.391242, expected=32.000000
predicted=22.339028, expected=48.000000
predicted=28.949759, expected=44.000000
predicted=31.467730, expected=4.000000
predicted=26.514454, expected=56.000000
predicted=40.027239, expected=52.000000
Test MSE: 1235.227
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933])]
predicted=69.563907, expected=84.000000
predicted=84.988052, expected=48.000000
predicted=36.666409, expected=24.000000
predicted=21.292773, expected=20.000000
predicted=40.040474, expected=64.000000
predicted=73.274994, expected=64.000000
predicted=66.791900, expected=68.000000
predicted=56.676505, expected=12.000000
predicted=16.431095, expected=72.000000
predicted=55.631839, expected=28.000000
predicted=40.106950, expected=32.000000
predicted=49.430372, expected=72.000000
predicted=65.292224, expected=28.000000
predicted=22.473604, expected=76.000000
predicted=73.217948, expected=116.000000
predicted=72.528902, expected=68.000000
predicted=51.995209, expected=28.000000
predicted=47.668645, expected=44.000000
predicted=43.243521, expected=40.000000
predicted=58.342046, expected=36.000000
predicted=68.585825, expected=124.000000
predicted=95.258725, expected=72.000000
predicted=46.699211, expected=60.000000
predicted=55.969385, expected=12.000000
predicted=25.098644, expected=32.000000
predicted=44.039406, expected=28.000000
predicted=66.224063, expected=56.000000
predicted=62.288996, expected=88.000000
predicted=69.096839, expected=96.000000
predicted=56.719539, expected=68.000000
predicted=50.464449, expected=44.000000
predicted=40.601811, expected=32.000000
predicted=46.943189, expected=104.000000
predicted=97.975223, expected=64.000000
predicted=71.359441, expected=76.000000
predicted=72.855378, expected=80.000000
predicted=61.569361, expected=64.000000
predicted=54.678334, expected=24.000000
predicted=58.487557, expected=32.000000
predicted=50.099833, expected=36.000000
predicted=53.830466, expected=60.000000
predicted=67.285327, expected=76.000000
predicted=65.435581, expected=180.000000
predicted=108.067931, expected=68.000000
predicted=44.988303, expected=60.000000
predicted=57.925381, expected=44.000000
predicted=53.389809, expected=36.000000
predicted=63.126021, expected=40.000000
predicted=96.180688, expected=64.000000
predicted=64.611804, expected=72.000000
predicted=63.466187, expected=44.000000
predicted=42.698513, expected=24.000000
predicted=31.430698, expected=28.000000
predicted=36.376152, expected=56.000000
predicted=59.648090, expected=72.000000
predicted=67.695310, expected=72.000000
predicted=56.336423, expected=104.000000
predicted=67.501607, expected=32.000000
predicted=30.288103, expected=36.000000
predicted=50.742854, expected=20.000000
predicted=43.528269, expected=40.000000
predicted=57.663635, expected=48.000000
predicted=66.638006, expected=84.000000
predicted=59.536866, expected=116.000000
predicted=75.732985, expected=64.000000
predicted=43.296402, expected=32.000000
predicted=39.392467, expected=12.000000
predicted=33.064253, expected=48.000000
predicted=67.872895, expected=48.000000
predicted=72.717408, expected=104.000000
predicted=82.853480, expected=88.000000
predicted=57.289990, expected=44.000000
predicted=32.747597, expected=32.000000
predicted=41.916717, expected=40.000000
predicted=48.413341, expected=28.000000
predicted=60.929543, expected=48.000000
predicted=63.486866, expected=80.000000
predicted=61.115016, expected=144.000000
predicted=91.194631, expected=40.000000
predicted=35.163909, expected=36.000000
predicted=39.855525, expected=12.000000
predicted=31.361499, expected=36.000000
predicted=61.844053, expected=52.000000
predicted=85.142528, expected=124.000000
predicted=83.613497, expected=120.000000
predicted=75.340776, expected=96.000000
predicted=58.987507, expected=40.000000
predicted=40.650391, expected=20.000000
predicted=42.783433, expected=56.000000
predicted=88.212396, expected=32.000000
predicted=68.368064, expected=100.000000
predicted=95.250970, expected=80.000000
predicted=56.350418, expected=60.000000
predicted=44.821189, expected=24.000000
predicted=38.174883, expected=44.000000
predicted=44.990834, expected=52.000000
predicted=71.457092, expected=48.000000
predicted=60.478831, expected=92.000000
predicted=74.739858, expected=100.000000
predicted=63.831295, expected=44.000000
predicted=43.803000, expected=44.000000
predicted=50.411149, expected=28.000000
predicted=40.212489, expected=48.000000
predicted=69.389917, expected=64.000000
predicted=75.400609, expected=96.000000
predicted=70.861158, expected=88.000000
predicted=64.691011, expected=68.000000
predicted=51.154882, expected=32.000000
predicted=41.433383, expected=24.000000
predicted=46.408201, expected=24.000000
predicted=56.870897, expected=60.000000
predicted=71.294678, expected=60.000000
predicted=59.023867, expected=92.000000
predicted=63.530015, expected=56.000000
predicted=39.377057, expected=24.000000
predicted=28.000150, expected=60.000000
predicted=61.664437, expected=52.000000
predicted=55.750780, expected=36.000000
predicted=59.432097, expected=84.000000
predicted=69.637345, expected=64.000000
predicted=45.186137, expected=68.000000
predicted=64.559636, expected=20.000000
predicted=33.356866, expected=40.000000
predicted=43.695597, expected=140.000000
predicted=111.677058, expected=40.000000
predicted=45.817763, expected=68.000000
predicted=69.723485, expected=92.000000
predicted=58.245513, expected=52.000000
predicted=52.294072, expected=8.000000
predicted=64.435245, expected=16.000000
predicted=31.286777, expected=44.000000
predicted=55.978801, expected=44.000000
predicted=61.337262, expected=88.000000
predicted=67.948774, expected=104.000000
predicted=57.677520, expected=40.000000
predicted=29.898562, expected=32.000000
predicted=41.000028, expected=24.000000
predicted=36.518306, expected=24.000000
predicted=54.795600, expected=96.000000
predicted=94.906484, expected=128.000000
predicted=82.607893, expected=132.000000
predicted=83.586780, expected=64.000000
predicted=45.054558, expected=36.000000
predicted=38.895447, expected=36.000000
predicted=67.272372, expected=48.000000
predicted=85.115946, expected=56.000000
predicted=85.531902, expected=132.000000
predicted=98.278817, expected=132.000000
predicted=83.580660, expected=100.000000
predicted=71.239447, expected=40.000000
predicted=45.493563, expected=36.000000
predicted=53.232137, expected=32.000000
predicted=78.157242, expected=68.000000
predicted=95.649818, expected=84.000000
predicted=85.460710, expected=132.000000
predicted=88.621738, expected=68.000000
predicted=50.148760, expected=36.000000
predicted=39.436052, expected=36.000000
predicted=53.184187, expected=52.000000
predicted=69.796902, expected=56.000000
predicted=86.031985, expected=108.000000
predicted=87.352416, expected=92.000000
predicted=63.259743, expected=44.000000
predicted=41.764596, expected=16.000000
predicted=34.934429, expected=12.000000
predicted=36.773147, expected=40.000000
predicted=70.632263, expected=24.000000
predicted=50.595852, expected=148.000000
predicted=99.236692, expected=80.000000
predicted=43.639589, expected=44.000000
predicted=33.904798, expected=16.000000
predicted=27.479587, expected=24.000000
predicted=32.828723, expected=76.000000
predicted=104.851034, expected=44.000000
predicted=55.521624, expected=124.000000
predicted=86.450413, expected=164.000000
predicted=92.183542, expected=52.000000
predicted=40.173889, expected=28.000000
predicted=53.377487, expected=32.000000
predicted=43.309648, expected=72.000000
predicted=98.947466, expected=68.000000
predicted=103.187822, expected=100.000000
predicted=76.386947, expected=64.000000
predicted=45.638287, expected=44.000000
predicted=42.550384, expected=24.000000
predicted=46.627428, expected=20.000000
predicted=45.074392, expected=36.000000
predicted=63.370693, expected=36.000000
predicted=46.655353, expected=72.000000
predicted=57.679818, expected=40.000000
predicted=30.213153, expected=52.000000
predicted=39.574461, expected=16.000000
predicted=24.260555, expected=16.000000
predicted=29.068177, expected=40.000000
predicted=52.530836, expected=56.000000
predicted=48.099820, expected=120.000000
predicted=85.534437, expected=68.000000
predicted=40.493677, expected=24.000000
predicted=23.893931, expected=12.000000
predicted=27.587174, expected=36.000000
predicted=50.066518, expected=12.000000
predicted=57.337221, expected=20.000000
predicted=40.235857, expected=84.000000
predicted=55.034603, expected=76.000000
predicted=44.672277, expected=44.000000
predicted=38.820385, expected=44.000000
predicted=30.912766, expected=28.000000
predicted=28.057431, expected=28.000000
predicted=53.971286, expected=28.000000
predicted=47.864391, expected=120.000000
predicted=85.086037, expected=44.000000
predicted=38.214964, expected=64.000000
predicted=50.675958, expected=28.000000
predicted=26.830176, expected=32.000000
predicted=37.303850, expected=28.000000
predicted=65.615779, expected=16.000000
predicted=30.145198, expected=64.000000
predicted=62.055714, expected=64.000000
predicted=45.183298, expected=40.000000
predicted=35.779745, expected=8.000000
predicted=17.216747, expected=28.000000
predicted=26.762516, expected=32.000000
predicted=45.704205, expected=28.000000
predicted=42.677653, expected=112.000000
predicted=76.659610, expected=24.000000
predicted=13.826317, expected=36.000000
predicted=36.218907, expected=20.000000
predicted=24.485128, expected=16.000000
predicted=27.629361, expected=16.000000
predicted=54.863700, expected=56.000000
predicted=41.595661, expected=8.000000
predicted=18.062225, expected=36.000000
predicted=30.014709, expected=24.000000
predicted=18.788280, expected=28.000000
predicted=25.223850, expected=16.000000
predicted=31.119740, expected=20.000000
predicted=16.420907, expected=52.000000
predicted=43.271095, expected=68.000000
predicted=46.155771, expected=20.000000
predicted=22.077637, expected=8.000000
predicted=13.772948, expected=40.000000
predicted=32.987104, expected=24.000000
predicted=36.454234, expected=44.000000
predicted=52.476567, expected=24.000000
predicted=20.252447, expected=44.000000
predicted=29.857727, expected=60.000000
predicted=48.515399, expected=20.000000
predicted=22.321578, expected=20.000000
predicted=31.336084, expected=32.000000
predicted=29.309367, expected=88.000000
predicted=67.733275, expected=68.000000
predicted=58.989640, expected=84.000000
predicted=54.801220, expected=32.000000
predicted=26.485497, expected=44.000000
predicted=44.066078, expected=36.000000
predicted=58.341898, expected=28.000000
predicted=47.776672, expected=56.000000
predicted=65.651038, expected=92.000000
predicted=63.382107, expected=128.000000
predicted=86.716933, expected=20.000000
predicted=25.386070, expected=36.000000
predicted=38.462460, expected=80.000000
predicted=70.445609, expected=92.000000
predicted=92.079736, expected=100.000000
predicted=105.021321, expected=128.000000
predicted=78.247906, expected=180.000000
predicted=114.977011, expected=16.000000
predicted=44.717040, expected=144.000000
predicted=125.858087, expected=60.000000
predicted=77.568770, expected=200.000000
predicted=166.730268, expected=48.000000
predicted=104.295457, expected=60.000000
predicted=48.115224, expected=64.000000
predicted=99.855613, expected=68.000000
predicted=71.690899, expected=84.000000
predicted=127.483394, expected=144.000000
predicted=97.545579, expected=204.000000
predicted=133.584440, expected=16.000000
predicted=40.845392, expected=48.000000
predicted=63.402466, expected=32.000000
predicted=63.599790, expected=8.000000
predicted=75.273268, expected=32.000000
predicted=100.984531, expected=48.000000
predicted=33.992695, expected=72.000000
predicted=57.809108, expected=116.000000
predicted=73.157441, expected=56.000000
predicted=35.187442, expected=36.000000
predicted=37.043696, expected=24.000000
predicted=38.710217, expected=12.000000
predicted=43.236198, expected=16.000000
predicted=58.493840, expected=84.000000
predicted=67.524535, expected=76.000000
predicted=54.384784, expected=12.000000
predicted=17.639051, expected=12.000000
predicted=14.646839, expected=12.000000
predicted=18.937351, expected=36.000000
predicted=56.491237, expected=24.000000
predicted=43.202042, expected=48.000000
predicted=30.370533, expected=32.000000
predicted=22.458960, expected=32.000000
predicted=24.116596, expected=20.000000
predicted=27.131831, expected=24.000000
predicted=25.486880, expected=64.000000
predicted=54.205501, expected=48.000000
predicted=39.333410, expected=32.000000
predicted=31.368845, expected=32.000000
predicted=27.495243, expected=20.000000
predicted=24.738950, expected=20.000000
predicted=39.416689, expected=56.000000
predicted=50.155884, expected=96.000000
predicted=63.709265, expected=36.000000
predicted=32.920395, expected=108.000000
predicted=66.406206, expected=276.000000
predicted=154.863032, expected=116.000000
predicted=87.334164, expected=92.000000
predicted=95.840872, expected=52.000000
predicted=54.523026, expected=72.000000
predicted=99.571146, expected=96.000000
predicted=167.604029, expected=148.000000
predicted=128.660158, expected=160.000000
predicted=123.637550, expected=88.000000
predicted=73.667912, expected=80.000000
predicted=81.027150, expected=80.000000
predicted=92.231525, expected=80.000000
predicted=111.652485, expected=68.000000
predicted=105.740208, expected=184.000000
predicted=136.347322, expected=196.000000
predicted=138.143034, expected=84.000000
predicted=82.831100, expected=52.000000
predicted=70.231407, expected=92.000000
predicted=90.419661, expected=68.000000
predicted=120.657859, expected=116.000000
predicted=144.851209, expected=100.000000
predicted=89.696881, expected=224.000000
predicted=143.560873, expected=88.000000
predicted=88.571294, expected=52.000000
predicted=66.422284, expected=4.000000
predicted=61.594840, expected=48.000000
predicted=79.116962, expected=80.000000
predicted=136.237627, expected=96.000000
predicted=86.871726, expected=84.000000
predicted=65.768429, expected=24.000000
predicted=19.530319, expected=36.000000
predicted=45.753690, expected=16.000000
predicted=47.432109, expected=28.000000
predicted=57.819713, expected=80.000000
predicted=76.494524, expected=40.000000
predicted=31.920631, expected=60.000000
predicted=47.537864, expected=32.000000
predicted=26.562187, expected=8.000000
predicted=21.265436, expected=28.000000
predicted=50.181102, expected=16.000000
predicted=27.865902, expected=104.000000
predicted=78.970845, expected=48.000000
predicted=37.790380, expected=12.000000
predicted=12.606671, expected=28.000000
predicted=29.654550, expected=28.000000
predicted=27.648011, expected=44.000000
predicted=66.616522, expected=136.000000
predicted=89.659503, expected=52.000000
predicted=33.246840, expected=60.000000
predicted=46.297639, expected=64.000000
predicted=49.998028, expected=20.000000
predicted=37.580135, expected=32.000000
predicted=75.624539, expected=64.000000
predicted=58.089286, expected=48.000000
predicted=52.468254, expected=68.000000
predicted=62.565228, expected=84.000000
predicted=54.261994, expected=48.000000
predicted=42.679261, expected=12.000000
predicted=37.135197, expected=4.000000
predicted=27.661421, expected=32.000000
predicted=49.257366, expected=76.000000
predicted=74.693000, expected=80.000000
predicted=60.408190, expected=64.000000
predicted=39.013159, expected=8.000000
predicted=10.217863, expected=44.000000
predicted=42.410022, expected=24.000000
predicted=48.301421, expected=28.000000
predicted=50.445233, expected=60.000000
predicted=57.361990, expected=16.000000
predicted=14.496219, expected=36.000000
predicted=38.604306, expected=28.000000
predicted=26.593744, expected=32.000000
predicted=31.666264, expected=36.000000
predicted=43.881460, expected=76.000000
predicted=47.834930, expected=56.000000
predicted=45.167927, expected=52.000000
predicted=41.193129, expected=56.000000
predicted=45.549349, expected=20.000000
predicted=30.835736, expected=40.000000
predicted=55.705874, expected=36.000000
predicted=44.783183, expected=28.000000
predicted=39.051783, expected=92.000000
predicted=71.119891, expected=68.000000
predicted=45.529460, expected=56.000000
predicted=48.393376, expected=44.000000
predicted=41.052015, expected=24.000000
predicted=31.128407, expected=96.000000
predicted=90.858494, expected=64.000000
predicted=63.633603, expected=68.000000
predicted=61.287004, expected=140.000000
predicted=92.199060, expected=72.000000
predicted=54.195781, expected=28.000000
predicted=60.269389, expected=16.000000
predicted=41.459174, expected=36.000000
predicted=55.821436, expected=52.000000
predicted=86.690453, expected=72.000000
predicted=67.236030, expected=28.000000
predicted=27.510309, expected=12.000000
predicted=16.909827, expected=16.000000
predicted=27.278823, expected=16.000000
predicted=33.759032, expected=4.000000
predicted=32.389840, expected=4.000000
Test MSE: 1219.127
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016])]
predicted=5.563794, expected=4.000000
predicted=4.740227, expected=4.000000
predicted=3.959519, expected=12.000000
predicted=5.692341, expected=4.000000
predicted=4.865658, expected=8.000000
predicted=6.276782, expected=4.000000
predicted=6.023981, expected=4.000000
predicted=6.286750, expected=4.000000
predicted=5.542157, expected=4.000000
predicted=4.755484, expected=4.000000
predicted=4.349009, expected=8.000000
predicted=4.819998, expected=4.000000
predicted=4.427676, expected=4.000000
predicted=4.683635, expected=4.000000
predicted=4.753915, expected=16.000000
predicted=7.313105, expected=4.000000
predicted=5.766672, expected=4.000000
predicted=6.128872, expected=4.000000
predicted=6.426744, expected=16.000000
predicted=8.792738, expected=4.000000
predicted=6.572360, expected=4.000000
predicted=6.094429, expected=8.000000
predicted=7.426223, expected=4.000000
predicted=6.721016, expected=8.000000
predicted=6.680355, expected=4.000000
predicted=5.293598, expected=4.000000
predicted=5.464994, expected=12.000000
predicted=6.820817, expected=8.000000
predicted=6.474073, expected=8.000000
predicted=7.072805, expected=4.000000
predicted=6.874410, expected=8.000000
predicted=7.947083, expected=8.000000
predicted=7.640896, expected=4.000000
predicted=6.311572, expected=8.000000
predicted=6.735741, expected=4.000000
predicted=6.087576, expected=4.000000
predicted=5.856978, expected=12.000000
predicted=6.797777, expected=4.000000
predicted=5.687841, expected=4.000000
predicted=5.823599, expected=4.000000
predicted=5.673873, expected=4.000000
predicted=5.576603, expected=4.000000
predicted=4.709677, expected=8.000000
predicted=4.761944, expected=4.000000
predicted=4.418691, expected=4.000000
predicted=4.701526, expected=4.000000
predicted=4.813534, expected=4.000000
predicted=4.763111, expected=12.000000
predicted=5.937590, expected=4.000000
predicted=4.874540, expected=4.000000
predicted=5.440235, expected=4.000000
predicted=5.662858, expected=4.000000
predicted=5.597134, expected=4.000000
predicted=4.732170, expected=8.000000
predicted=4.754409, expected=4.000000
predicted=4.416661, expected=4.000000
predicted=4.697637, expected=4.000000
predicted=4.808453, expected=4.000000
predicted=4.773719, expected=4.000000
predicted=4.360028, expected=4.000000
predicted=3.963573, expected=4.000000
predicted=3.963646, expected=8.000000
predicted=4.754531, expected=4.000000
predicted=4.417482, expected=4.000000
predicted=4.697971, expected=12.000000
predicted=6.381612, expected=8.000000
predicted=6.460057, expected=4.000000
predicted=6.297018, expected=8.000000
predicted=7.192260, expected=12.000000
predicted=8.434419, expected=4.000000
predicted=7.188169, expected=4.000000
predicted=6.743611, expected=4.000000
predicted=6.473822, expected=8.000000
predicted=6.732636, expected=8.000000
predicted=5.974474, expected=8.000000
predicted=5.941695, expected=8.000000
predicted=6.805648, expected=8.000000
predicted=7.597614, expected=4.000000
predicted=7.195248, expected=4.000000
predicted=6.757292, expected=4.000000
predicted=6.001634, expected=8.000000
predicted=5.952810, expected=4.000000
predicted=4.798689, expected=4.000000
predicted=4.714180, expected=8.000000
predicted=5.624089, expected=8.000000
predicted=5.984778, expected=8.000000
predicted=6.347972, expected=4.000000
predicted=6.010361, expected=8.000000
predicted=7.167833, expected=4.000000
predicted=6.443355, expected=4.000000
predicted=5.890276, expected=8.000000
predicted=6.017765, expected=4.000000
predicted=5.190061, expected=8.000000
predicted=5.905580, expected=4.000000
predicted=5.265604, expected=4.000000
predicted=5.512413, expected=8.000000
predicted=5.998884, expected=16.000000
predicted=7.594030, expected=8.000000
predicted=7.205167, expected=8.000000
predicted=8.305447, expected=4.000000
predicted=8.508247, expected=8.000000
predicted=9.140448, expected=4.000000
predicted=7.265161, expected=4.000000
predicted=5.871353, expected=4.000000
predicted=5.222230, expected=4.000000
predicted=4.739880, expected=4.000000
predicted=4.357131, expected=4.000000
predicted=3.967072, expected=4.000000
predicted=3.967133, expected=4.000000
predicted=3.967193, expected=8.000000
predicted=4.783719, expected=8.000000
predicted=5.235437, expected=8.000000
predicted=5.976565, expected=4.000000
predicted=6.010046, expected=4.000000
predicted=6.330895, expected=4.000000
predicted=5.988356, expected=8.000000
predicted=5.958302, expected=4.000000
predicted=4.808803, expected=4.000000
predicted=4.696629, expected=4.000000
predicted=4.830482, expected=16.000000
predicted=7.194587, expected=4.000000
predicted=5.710733, expected=4.000000
predicted=6.152618, expected=4.000000
predicted=6.631843, expected=12.000000
predicted=7.863494, expected=4.000000
predicted=6.057258, expected=8.000000
predicted=6.187504, expected=4.000000
predicted=6.260175, expected=4.000000
predicted=6.172313, expected=4.000000
predicted=5.707505, expected=12.000000
predicted=6.282745, expected=4.000000
predicted=5.297697, expected=4.000000
predicted=5.375029, expected=4.000000
predicted=5.821207, expected=4.000000
predicted=5.439818, expected=4.000000
predicted=4.836020, expected=16.000000
predicted=6.310977, expected=8.000000
predicted=6.069109, expected=12.000000
predicted=8.072716, expected=12.000000
predicted=9.899988, expected=8.000000
predicted=10.125554, expected=4.000000
predicted=9.734045, expected=4.000000
predicted=8.315767, expected=4.000000
predicted=7.158456, expected=4.000000
predicted=5.554192, expected=4.000000
predicted=4.414285, expected=8.000000
predicted=4.800441, expected=8.000000
predicted=5.274039, expected=8.000000
predicted=5.974618, expected=4.000000
predicted=6.023139, expected=4.000000
predicted=6.234514, expected=4.000000
predicted=5.992800, expected=8.000000
predicted=5.947543, expected=4.000000
predicted=4.893382, expected=8.000000
predicted=5.491622, expected=4.000000
predicted=5.335456, expected=8.000000
predicted=6.164404, expected=4.000000
predicted=5.804530, expected=8.000000
predicted=6.151868, expected=4.000000
predicted=5.817086, expected=4.000000
predicted=5.323770, expected=8.000000
predicted=6.151144, expected=4.000000
predicted=5.134789, expected=4.000000
predicted=5.111306, expected=4.000000
predicted=4.866313, expected=4.000000
predicted=4.651335, expected=8.000000
predicted=5.249393, expected=8.000000
predicted=5.277597, expected=8.000000
predicted=5.963046, expected=4.000000
predicted=6.022031, expected=4.000000
predicted=6.223079, expected=4.000000
predicted=6.005405, expected=4.000000
predicted=5.112777, expected=4.000000
predicted=4.429593, expected=8.000000
predicted=4.804266, expected=4.000000
predicted=4.453416, expected=4.000000
predicted=4.646620, expected=4.000000
predicted=4.858930, expected=16.000000
predicted=7.135588, expected=4.000000
predicted=5.887919, expected=4.000000
predicted=5.998009, expected=4.000000
predicted=6.705488, expected=4.000000
predicted=6.013061, expected=4.000000
predicted=5.382902, expected=4.000000
predicted=3.971252, expected=4.000000
predicted=3.971299, expected=4.000000
predicted=3.971345, expected=4.000000
predicted=3.971391, expected=4.000000
predicted=3.971436, expected=4.000000
predicted=3.971482, expected=4.000000
predicted=3.971527, expected=12.000000
predicted=5.623494, expected=4.000000
predicted=4.938668, expected=4.000000
predicted=5.319240, expected=4.000000
predicted=5.782048, expected=4.000000
predicted=5.324745, expected=4.000000
predicted=4.908748, expected=4.000000
predicted=3.971832, expected=8.000000
predicted=4.796596, expected=4.000000
predicted=4.455771, expected=8.000000
predicted=5.465704, expected=8.000000
predicted=6.184164, expected=8.000000
predicted=6.630304, expected=8.000000
predicted=7.322685, expected=12.000000
predicted=8.360866, expected=8.000000
predicted=8.483970, expected=4.000000
predicted=7.839054, expected=4.000000
predicted=7.574876, expected=4.000000
predicted=6.657350, expected=8.000000
predicted=6.404818, expected=8.000000
predicted=5.765396, expected=4.000000
predicted=5.124516, expected=4.000000
predicted=5.535525, expected=4.000000
predicted=5.537531, expected=4.000000
predicted=5.108620, expected=4.000000
predicted=4.439143, expected=4.000000
predicted=3.972771, expected=4.000000
predicted=3.972813, expected=4.000000
predicted=3.972854, expected=4.000000
predicted=3.972895, expected=12.000000
predicted=5.656821, expected=4.000000
predicted=4.945634, expected=12.000000
predicted=6.962672, expected=4.000000
predicted=6.785688, expected=4.000000
predicted=6.634338, expected=4.000000
predicted=6.701058, expected=8.000000
predicted=6.130128, expected=4.000000
predicted=5.432231, expected=8.000000
Test MSE: 10.250
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145])]
predicted=32.000550, expected=52.000000
predicted=35.471800, expected=36.000000
predicted=33.371466, expected=20.000000
predicted=29.792778, expected=44.000000
predicted=37.164225, expected=40.000000
predicted=33.036557, expected=20.000000
predicted=33.373449, expected=16.000000
predicted=29.370747, expected=36.000000
predicted=30.241801, expected=36.000000
predicted=33.709946, expected=24.000000
predicted=28.378068, expected=8.000000
predicted=20.491198, expected=36.000000
predicted=27.831574, expected=4.000000
predicted=20.989344, expected=24.000000
predicted=24.081932, expected=68.000000
predicted=37.247621, expected=32.000000
predicted=21.438776, expected=32.000000
predicted=33.199091, expected=32.000000
predicted=30.137016, expected=24.000000
predicted=29.728257, expected=32.000000
predicted=41.666855, expected=36.000000
predicted=32.481013, expected=24.000000
predicted=28.233872, expected=44.000000
predicted=35.139950, expected=16.000000
predicted=25.372526, expected=16.000000
predicted=26.043797, expected=24.000000
predicted=29.649585, expected=12.000000
predicted=19.446273, expected=36.000000
predicted=30.553969, expected=48.000000
predicted=28.195414, expected=20.000000
predicted=20.934788, expected=28.000000
predicted=28.549281, expected=20.000000
predicted=24.235196, expected=44.000000
predicted=34.901772, expected=16.000000
predicted=29.418414, expected=8.000000
predicted=18.950518, expected=68.000000
predicted=40.039155, expected=44.000000
predicted=30.005627, expected=16.000000
predicted=29.461885, expected=24.000000
predicted=30.060849, expected=36.000000
predicted=29.435961, expected=36.000000
predicted=40.512568, expected=24.000000
predicted=30.653775, expected=28.000000
predicted=26.547637, expected=52.000000
predicted=36.036324, expected=32.000000
predicted=32.461912, expected=40.000000
predicted=36.405464, expected=24.000000
predicted=31.128541, expected=20.000000
predicted=29.284062, expected=28.000000
predicted=36.086965, expected=40.000000
predicted=32.143417, expected=28.000000
predicted=30.031432, expected=36.000000
predicted=30.054473, expected=12.000000
predicted=23.462764, expected=36.000000
predicted=31.432953, expected=16.000000
predicted=27.739386, expected=36.000000
predicted=28.271816, expected=48.000000
predicted=35.573651, expected=16.000000
predicted=20.463884, expected=28.000000
predicted=32.087761, expected=24.000000
predicted=26.510151, expected=32.000000
predicted=30.689355, expected=16.000000
predicted=28.440634, expected=24.000000
predicted=22.589246, expected=40.000000
predicted=30.463338, expected=40.000000
predicted=28.955127, expected=4.000000
predicted=21.951116, expected=12.000000
predicted=21.828809, expected=36.000000
predicted=29.140601, expected=28.000000
predicted=26.342572, expected=12.000000
predicted=22.144115, expected=32.000000
predicted=22.191180, expected=24.000000
predicted=21.532770, expected=28.000000
predicted=27.341341, expected=12.000000
predicted=22.092624, expected=32.000000
predicted=23.699466, expected=8.000000
predicted=21.104392, expected=24.000000
predicted=22.032301, expected=44.000000
predicted=29.793018, expected=20.000000
predicted=18.207983, expected=20.000000
predicted=25.640650, expected=8.000000
predicted=18.005943, expected=24.000000
predicted=23.647640, expected=20.000000
predicted=25.158575, expected=32.000000
predicted=21.721518, expected=32.000000
predicted=23.915117, expected=28.000000
predicted=21.470159, expected=32.000000
predicted=28.646376, expected=16.000000
predicted=23.543918, expected=48.000000
predicted=35.161690, expected=28.000000
predicted=29.547118, expected=28.000000
predicted=28.289898, expected=52.000000
predicted=38.842202, expected=24.000000
predicted=26.763395, expected=40.000000
predicted=39.271011, expected=12.000000
predicted=27.994395, expected=20.000000
predicted=27.540699, expected=20.000000
predicted=31.378677, expected=24.000000
predicted=22.562464, expected=28.000000
predicted=26.938168, expected=44.000000
predicted=25.919629, expected=32.000000
predicted=26.596755, expected=28.000000
predicted=27.574677, expected=20.000000
predicted=27.931696, expected=20.000000
predicted=27.317808, expected=36.000000
predicted=33.497537, expected=16.000000
predicted=23.585107, expected=40.000000
predicted=29.442523, expected=28.000000
predicted=26.034797, expected=24.000000
predicted=24.648431, expected=36.000000
predicted=33.155590, expected=24.000000
predicted=24.934362, expected=24.000000
predicted=29.812762, expected=36.000000
predicted=30.667801, expected=36.000000
predicted=29.403574, expected=44.000000
predicted=35.052428, expected=20.000000
predicted=27.566749, expected=12.000000
predicted=25.746668, expected=20.000000
predicted=29.424707, expected=16.000000
predicted=24.310953, expected=16.000000
predicted=23.218489, expected=36.000000
predicted=23.210202, expected=28.000000
predicted=20.107243, expected=24.000000
predicted=22.351940, expected=32.000000
predicted=26.082942, expected=20.000000
predicted=23.080700, expected=20.000000
predicted=26.906950, expected=28.000000
predicted=26.878303, expected=32.000000
predicted=26.197691, expected=16.000000
predicted=23.528051, expected=36.000000
predicted=27.200173, expected=24.000000
predicted=24.572267, expected=28.000000
predicted=26.890558, expected=16.000000
predicted=25.302938, expected=36.000000
predicted=26.470459, expected=32.000000
predicted=30.019949, expected=36.000000
predicted=28.313229, expected=12.000000
predicted=24.547652, expected=28.000000
predicted=26.164344, expected=12.000000
predicted=25.424402, expected=28.000000
predicted=25.805020, expected=52.000000
predicted=33.844743, expected=36.000000
predicted=24.829288, expected=24.000000
predicted=28.459559, expected=28.000000
predicted=28.663339, expected=28.000000
predicted=31.215976, expected=20.000000
predicted=31.970516, expected=28.000000
predicted=29.194190, expected=36.000000
predicted=28.393382, expected=44.000000
predicted=31.801439, expected=28.000000
predicted=29.141714, expected=48.000000
predicted=34.977121, expected=28.000000
predicted=32.872973, expected=24.000000
predicted=32.591532, expected=16.000000
predicted=31.949679, expected=48.000000
predicted=34.432197, expected=20.000000
predicted=30.260392, expected=24.000000
predicted=25.943882, expected=32.000000
predicted=29.498754, expected=24.000000
predicted=23.764741, expected=36.000000
predicted=34.341352, expected=28.000000
predicted=26.312661, expected=36.000000
predicted=29.793854, expected=48.000000
predicted=36.488058, expected=48.000000
predicted=35.765875, expected=36.000000
predicted=37.417130, expected=16.000000
predicted=31.477894, expected=24.000000
predicted=34.385366, expected=32.000000
predicted=36.092979, expected=44.000000
predicted=36.394118, expected=36.000000
predicted=32.110217, expected=16.000000
predicted=23.872607, expected=20.000000
predicted=27.895258, expected=24.000000
predicted=28.964286, expected=8.000000
predicted=23.711348, expected=28.000000
predicted=25.813501, expected=48.000000
predicted=27.097992, expected=52.000000
predicted=30.438521, expected=24.000000
predicted=27.567420, expected=20.000000
predicted=26.167954, expected=28.000000
predicted=33.172088, expected=32.000000
predicted=35.079365, expected=16.000000
predicted=29.131985, expected=32.000000
predicted=27.105288, expected=36.000000
predicted=27.937327, expected=28.000000
predicted=27.094001, expected=20.000000
predicted=27.159163, expected=32.000000
predicted=27.323811, expected=4.000000
predicted=21.906813, expected=16.000000
predicted=24.004148, expected=32.000000
predicted=25.844049, expected=36.000000
predicted=23.210621, expected=32.000000
predicted=26.937197, expected=20.000000
predicted=19.951156, expected=32.000000
predicted=27.746874, expected=20.000000
predicted=27.420957, expected=24.000000
predicted=27.744179, expected=36.000000
predicted=30.352615, expected=52.000000
predicted=32.064718, expected=16.000000
predicted=26.339321, expected=28.000000
predicted=28.828165, expected=24.000000
predicted=29.442971, expected=28.000000
predicted=29.753985, expected=44.000000
predicted=37.727939, expected=48.000000
predicted=31.001401, expected=64.000000
predicted=41.536812, expected=24.000000
predicted=32.916081, expected=40.000000
predicted=40.145159, expected=24.000000
predicted=39.620051, expected=28.000000
predicted=36.744012, expected=36.000000
predicted=41.386491, expected=44.000000
predicted=32.574483, expected=40.000000
predicted=36.346346, expected=20.000000
predicted=28.362950, expected=16.000000
predicted=28.627097, expected=16.000000
predicted=28.396467, expected=28.000000
predicted=29.889770, expected=28.000000
predicted=27.127729, expected=32.000000
predicted=23.884683, expected=28.000000
predicted=23.974117, expected=32.000000
predicted=26.397166, expected=20.000000
predicted=26.509757, expected=36.000000
predicted=30.643402, expected=16.000000
predicted=25.833382, expected=28.000000
predicted=26.929153, expected=40.000000
predicted=32.156907, expected=76.000000
predicted=39.808888, expected=8.000000
predicted=27.549304, expected=28.000000
predicted=30.411859, expected=32.000000
predicted=36.942769, expected=24.000000
predicted=30.706994, expected=20.000000
predicted=37.291429, expected=24.000000
predicted=21.167727, expected=36.000000
predicted=28.887936, expected=20.000000
predicted=24.973616, expected=36.000000
predicted=28.203688, expected=48.000000
predicted=32.652403, expected=36.000000
predicted=30.657428, expected=20.000000
predicted=31.151141, expected=24.000000
predicted=29.248481, expected=40.000000
predicted=35.754036, expected=24.000000
predicted=31.666917, expected=24.000000
predicted=28.541529, expected=52.000000
predicted=34.248374, expected=40.000000
predicted=31.811393, expected=28.000000
predicted=33.480424, expected=16.000000
predicted=28.680281, expected=12.000000
predicted=25.439243, expected=36.000000
predicted=35.575144, expected=44.000000
predicted=32.662153, expected=44.000000
predicted=30.723255, expected=32.000000
predicted=28.732345, expected=60.000000
predicted=38.944450, expected=40.000000
predicted=40.422143, expected=12.000000
predicted=33.545432, expected=52.000000
predicted=46.057200, expected=24.000000
predicted=32.382342, expected=16.000000
predicted=33.521659, expected=56.000000
predicted=41.377124, expected=52.000000
predicted=32.242711, expected=52.000000
predicted=43.931976, expected=28.000000
predicted=35.039563, expected=28.000000
predicted=33.996204, expected=24.000000
predicted=40.555474, expected=20.000000
predicted=33.691777, expected=56.000000
predicted=42.022944, expected=52.000000
predicted=35.359854, expected=24.000000
predicted=29.580133, expected=20.000000
predicted=31.131293, expected=60.000000
predicted=41.122257, expected=16.000000
predicted=34.205134, expected=28.000000
predicted=35.878675, expected=48.000000
predicted=36.467040, expected=28.000000
predicted=27.273483, expected=36.000000
predicted=40.616960, expected=28.000000
predicted=28.642173, expected=44.000000
predicted=35.307756, expected=40.000000
predicted=39.325523, expected=20.000000
predicted=28.857353, expected=40.000000
predicted=37.479730, expected=52.000000
predicted=38.258826, expected=32.000000
predicted=35.888594, expected=40.000000
predicted=39.375831, expected=32.000000
predicted=33.360931, expected=16.000000
predicted=32.038903, expected=28.000000
predicted=36.731418, expected=32.000000
predicted=30.480213, expected=16.000000
predicted=26.144508, expected=20.000000
predicted=25.513740, expected=16.000000
predicted=19.922481, expected=32.000000
predicted=25.755290, expected=16.000000
predicted=21.883279, expected=24.000000
predicted=20.592004, expected=28.000000
predicted=23.836367, expected=44.000000
predicted=27.243036, expected=40.000000
predicted=31.893555, expected=32.000000
predicted=28.252625, expected=32.000000
predicted=32.581397, expected=28.000000
predicted=32.090713, expected=56.000000
predicted=42.802699, expected=44.000000
predicted=38.622408, expected=36.000000
predicted=36.082380, expected=20.000000
predicted=33.957372, expected=20.000000
predicted=31.221147, expected=20.000000
predicted=34.409383, expected=12.000000
predicted=25.231753, expected=44.000000
predicted=30.996239, expected=32.000000
predicted=24.014694, expected=44.000000
predicted=29.375313, expected=24.000000
predicted=27.533845, expected=48.000000
predicted=33.317788, expected=36.000000
predicted=38.564770, expected=40.000000
predicted=36.082643, expected=40.000000
predicted=40.722149, expected=48.000000
predicted=38.086923, expected=32.000000
predicted=39.939415, expected=12.000000
predicted=30.947230, expected=8.000000
predicted=29.013881, expected=40.000000
predicted=34.056695, expected=28.000000
predicted=29.215052, expected=16.000000
predicted=22.004206, expected=32.000000
predicted=24.757962, expected=28.000000
predicted=22.421794, expected=28.000000
predicted=29.512695, expected=32.000000
predicted=28.951897, expected=28.000000
predicted=25.357657, expected=16.000000
predicted=25.879676, expected=32.000000
predicted=29.172241, expected=24.000000
predicted=25.900238, expected=44.000000
predicted=31.981686, expected=28.000000
predicted=28.256727, expected=24.000000
predicted=25.077224, expected=24.000000
predicted=30.102048, expected=40.000000
predicted=31.083694, expected=24.000000
predicted=30.593060, expected=24.000000
predicted=26.917497, expected=56.000000
predicted=36.441743, expected=24.000000
predicted=27.177386, expected=16.000000
predicted=29.728485, expected=40.000000
predicted=33.935156, expected=36.000000
predicted=29.995614, expected=40.000000
predicted=38.560088, expected=40.000000
predicted=33.354451, expected=44.000000
predicted=34.103907, expected=28.000000
predicted=36.343364, expected=40.000000
predicted=38.720797, expected=16.000000
predicted=32.090951, expected=20.000000
predicted=30.759428, expected=20.000000
predicted=30.022944, expected=24.000000
predicted=24.120628, expected=40.000000
predicted=31.245410, expected=44.000000
predicted=27.832812, expected=28.000000
predicted=26.942230, expected=20.000000
predicted=27.133771, expected=16.000000
predicted=26.510415, expected=16.000000
predicted=27.111883, expected=56.000000
predicted=37.240070, expected=40.000000
predicted=29.112563, expected=32.000000
predicted=28.022208, expected=24.000000
predicted=29.073037, expected=28.000000
predicted=29.268538, expected=20.000000
predicted=34.335575, expected=32.000000
predicted=31.597083, expected=40.000000
predicted=31.683211, expected=36.000000
predicted=29.110403, expected=16.000000
predicted=26.293519, expected=28.000000
predicted=28.434345, expected=28.000000
predicted=29.983557, expected=20.000000
predicted=27.370873, expected=32.000000
predicted=29.977559, expected=52.000000
predicted=31.248946, expected=32.000000
predicted=29.655360, expected=36.000000
predicted=33.569872, expected=28.000000
predicted=31.178233, expected=32.000000
predicted=33.756607, expected=24.000000
predicted=35.278291, expected=40.000000
predicted=33.555696, expected=40.000000
predicted=34.741901, expected=16.000000
predicted=26.070438, expected=32.000000
predicted=32.795651, expected=16.000000
predicted=25.066671, expected=36.000000
predicted=32.284541, expected=28.000000
predicted=30.107663, expected=20.000000
predicted=21.478635, expected=24.000000
predicted=27.829357, expected=52.000000
predicted=31.347168, expected=28.000000
predicted=29.724791, expected=40.000000
predicted=33.104041, expected=28.000000
predicted=30.381133, expected=24.000000
predicted=28.939284, expected=36.000000
predicted=38.797688, expected=64.000000
predicted=39.699803, expected=60.000000
predicted=43.319284, expected=12.000000
predicted=30.224603, expected=16.000000
predicted=33.044292, expected=28.000000
predicted=36.185809, expected=20.000000
predicted=33.842719, expected=16.000000
predicted=29.373614, expected=28.000000
predicted=21.084246, expected=48.000000
predicted=28.000843, expected=24.000000
predicted=25.129202, expected=40.000000
predicted=30.703348, expected=32.000000
predicted=29.632392, expected=40.000000
predicted=34.045168, expected=20.000000
predicted=34.011232, expected=48.000000
predicted=35.466894, expected=36.000000
predicted=36.360830, expected=36.000000
predicted=33.727127, expected=28.000000
predicted=35.685242, expected=28.000000
predicted=29.576651, expected=20.000000
predicted=33.048821, expected=20.000000
predicted=27.836869, expected=52.000000
predicted=36.103946, expected=36.000000
predicted=29.426072, expected=28.000000
predicted=29.228489, expected=32.000000
predicted=31.628839, expected=40.000000
predicted=32.799356, expected=16.000000
predicted=32.670518, expected=52.000000
predicted=38.883374, expected=48.000000
predicted=36.403829, expected=36.000000
predicted=34.155775, expected=24.000000
predicted=36.383217, expected=16.000000
predicted=26.956469, expected=12.000000
predicted=31.460589, expected=24.000000
predicted=29.875952, expected=28.000000
predicted=25.733255, expected=48.000000
predicted=28.898045, expected=48.000000
predicted=30.156387, expected=28.000000
predicted=26.655250, expected=20.000000
predicted=30.169803, expected=24.000000
predicted=31.148986, expected=16.000000
Test MSE: 167.420
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864])]
predicted=12.175494, expected=4.000000
predicted=11.461041, expected=4.000000
predicted=10.302428, expected=8.000000
predicted=8.280549, expected=24.000000
predicted=9.254027, expected=8.000000
predicted=10.528157, expected=8.000000
predicted=9.760658, expected=4.000000
predicted=9.364050, expected=8.000000
predicted=10.622199, expected=12.000000
predicted=10.528663, expected=4.000000
predicted=7.555870, expected=12.000000
predicted=7.810608, expected=4.000000
predicted=7.321209, expected=4.000000
predicted=7.937564, expected=12.000000
predicted=7.506791, expected=4.000000
predicted=6.895049, expected=8.000000
predicted=7.442055, expected=12.000000
predicted=6.711488, expected=12.000000
predicted=8.581410, expected=4.000000
predicted=8.893207, expected=12.000000
predicted=8.547766, expected=8.000000
predicted=9.256577, expected=8.000000
predicted=9.723510, expected=12.000000
predicted=8.952453, expected=12.000000
predicted=9.172092, expected=8.000000
predicted=10.161590, expected=4.000000
predicted=9.008017, expected=8.000000
predicted=8.821284, expected=4.000000
predicted=8.270706, expected=12.000000
predicted=7.907923, expected=12.000000
predicted=7.444056, expected=12.000000
predicted=8.555628, expected=12.000000
predicted=9.697849, expected=16.000000
predicted=11.061669, expected=8.000000
predicted=12.217719, expected=8.000000
predicted=11.762261, expected=8.000000
predicted=10.747224, expected=12.000000
predicted=10.775220, expected=8.000000
predicted=10.066626, expected=16.000000
predicted=9.711224, expected=4.000000
predicted=9.459166, expected=4.000000
predicted=9.339997, expected=4.000000
predicted=8.070901, expected=8.000000
predicted=7.549791, expected=16.000000
predicted=8.159181, expected=8.000000
predicted=7.118505, expected=20.000000
predicted=9.447598, expected=4.000000
predicted=10.003270, expected=4.000000
predicted=10.899879, expected=32.000000
predicted=12.322350, expected=4.000000
predicted=12.512820, expected=8.000000
predicted=13.276694, expected=16.000000
predicted=9.867345, expected=12.000000
predicted=13.309279, expected=8.000000
predicted=13.938804, expected=4.000000
predicted=8.985030, expected=4.000000
predicted=9.243399, expected=16.000000
predicted=9.604665, expected=12.000000
predicted=8.855337, expected=8.000000
predicted=8.872560, expected=4.000000
predicted=8.117067, expected=8.000000
predicted=9.016499, expected=12.000000
predicted=9.821978, expected=8.000000
predicted=8.682023, expected=8.000000
predicted=8.008247, expected=8.000000
predicted=7.922647, expected=4.000000
predicted=8.446415, expected=4.000000
predicted=7.700281, expected=4.000000
predicted=6.139487, expected=8.000000
predicted=5.947611, expected=24.000000
predicted=7.398510, expected=12.000000
predicted=8.632602, expected=4.000000
predicted=9.940528, expected=4.000000
predicted=9.524131, expected=12.000000
predicted=11.125555, expected=8.000000
predicted=10.856556, expected=12.000000
predicted=8.523277, expected=4.000000
predicted=7.179531, expected=12.000000
predicted=8.831256, expected=16.000000
predicted=9.939608, expected=8.000000
predicted=10.221490, expected=8.000000
predicted=10.135879, expected=8.000000
predicted=9.403256, expected=4.000000
predicted=10.005381, expected=16.000000
predicted=9.732197, expected=12.000000
predicted=8.736595, expected=4.000000
predicted=9.187103, expected=8.000000
predicted=8.635067, expected=16.000000
predicted=9.664093, expected=4.000000
predicted=10.375266, expected=8.000000
predicted=9.006510, expected=8.000000
predicted=7.690684, expected=4.000000
predicted=8.679453, expected=12.000000
predicted=8.462970, expected=8.000000
predicted=6.988270, expected=8.000000
predicted=8.233418, expected=8.000000
predicted=7.757893, expected=4.000000
predicted=7.726848, expected=12.000000
predicted=8.595122, expected=20.000000
predicted=8.986981, expected=4.000000
predicted=9.439029, expected=4.000000
predicted=9.336100, expected=4.000000
predicted=8.209618, expected=4.000000
predicted=8.957177, expected=12.000000
predicted=7.792697, expected=16.000000
predicted=6.341528, expected=4.000000
predicted=7.216303, expected=12.000000
predicted=8.530975, expected=4.000000
predicted=8.601865, expected=8.000000
predicted=10.219956, expected=12.000000
predicted=8.837115, expected=24.000000
predicted=9.746178, expected=8.000000
predicted=10.861043, expected=8.000000
predicted=11.071645, expected=16.000000
predicted=12.145553, expected=4.000000
predicted=12.904422, expected=16.000000
predicted=13.098791, expected=4.000000
predicted=9.048737, expected=4.000000
predicted=9.886833, expected=12.000000
predicted=8.869555, expected=16.000000
predicted=8.939001, expected=20.000000
predicted=11.237524, expected=12.000000
predicted=10.598890, expected=8.000000
predicted=12.262458, expected=4.000000
predicted=12.665634, expected=4.000000
predicted=11.804809, expected=16.000000
predicted=10.821091, expected=4.000000
predicted=8.046612, expected=12.000000
predicted=8.042667, expected=36.000000
predicted=10.354244, expected=4.000000
predicted=12.569184, expected=4.000000
predicted=14.288938, expected=20.000000
predicted=11.905225, expected=8.000000
predicted=14.992263, expected=4.000000
predicted=14.503291, expected=4.000000
predicted=7.155085, expected=8.000000
predicted=8.406403, expected=4.000000
predicted=8.374229, expected=4.000000
predicted=5.635086, expected=8.000000
predicted=5.019706, expected=24.000000
predicted=7.656885, expected=24.000000
predicted=10.628958, expected=12.000000
predicted=12.458793, expected=4.000000
predicted=12.952413, expected=20.000000
predicted=15.616428, expected=4.000000
predicted=14.975933, expected=16.000000
predicted=14.412555, expected=16.000000
predicted=10.742770, expected=4.000000
predicted=11.458992, expected=4.000000
predicted=11.391978, expected=12.000000
predicted=9.135115, expected=12.000000
predicted=10.709345, expected=16.000000
predicted=10.518631, expected=4.000000
predicted=8.321079, expected=20.000000
predicted=11.380116, expected=4.000000
predicted=10.911310, expected=8.000000
predicted=11.975581, expected=4.000000
predicted=9.115695, expected=12.000000
predicted=9.053820, expected=16.000000
predicted=10.069100, expected=20.000000
predicted=9.993027, expected=8.000000
predicted=10.990586, expected=28.000000
predicted=14.187459, expected=8.000000
predicted=14.811153, expected=12.000000
predicted=16.734031, expected=4.000000
predicted=13.398678, expected=12.000000
predicted=12.698224, expected=8.000000
predicted=12.234837, expected=8.000000
predicted=9.029989, expected=12.000000
predicted=9.071689, expected=8.000000
predicted=8.566048, expected=8.000000
predicted=9.622121, expected=36.000000
predicted=11.909125, expected=12.000000
predicted=13.094273, expected=12.000000
predicted=15.806198, expected=8.000000
predicted=13.549386, expected=4.000000
predicted=14.440007, expected=12.000000
predicted=14.878775, expected=20.000000
predicted=10.788073, expected=12.000000
predicted=11.215134, expected=4.000000
predicted=10.309315, expected=8.000000
predicted=9.963762, expected=16.000000
predicted=11.916966, expected=16.000000
predicted=12.694525, expected=4.000000
predicted=10.217205, expected=4.000000
predicted=9.017268, expected=4.000000
predicted=8.948826, expected=20.000000
predicted=10.793203, expected=28.000000
predicted=11.481303, expected=4.000000
predicted=10.069057, expected=16.000000
predicted=12.625652, expected=8.000000
predicted=12.813785, expected=4.000000
predicted=15.203251, expected=8.000000
predicted=11.914116, expected=4.000000
predicted=7.532481, expected=4.000000
predicted=8.015091, expected=4.000000
predicted=5.343370, expected=12.000000
predicted=5.827639, expected=4.000000
predicted=5.817165, expected=8.000000
predicted=6.115504, expected=24.000000
predicted=8.203178, expected=4.000000
predicted=9.013893, expected=4.000000
predicted=10.297973, expected=8.000000
predicted=8.129694, expected=4.000000
predicted=9.366959, expected=4.000000
predicted=8.823206, expected=4.000000
predicted=4.545773, expected=4.000000
predicted=4.790629, expected=16.000000
predicted=6.332459, expected=4.000000
predicted=5.520075, expected=8.000000
predicted=6.996062, expected=4.000000
predicted=6.183148, expected=20.000000
predicted=9.256099, expected=12.000000
predicted=10.002232, expected=4.000000
predicted=9.129276, expected=12.000000
predicted=9.755879, expected=12.000000
predicted=10.433829, expected=8.000000
predicted=11.905573, expected=4.000000
predicted=8.872595, expected=24.000000
predicted=10.128746, expected=8.000000
predicted=10.768217, expected=28.000000
predicted=13.940997, expected=4.000000
predicted=11.887627, expected=16.000000
predicted=14.821233, expected=12.000000
predicted=15.003828, expected=8.000000
predicted=13.598038, expected=32.000000
predicted=15.698458, expected=4.000000
predicted=12.542351, expected=8.000000
predicted=14.806605, expected=4.000000
predicted=11.040782, expected=8.000000
predicted=12.030407, expected=4.000000
predicted=10.403682, expected=20.000000
predicted=7.383133, expected=4.000000
predicted=7.677380, expected=4.000000
predicted=8.032824, expected=4.000000
predicted=7.128423, expected=8.000000
predicted=7.756921, expected=4.000000
predicted=7.711207, expected=12.000000
predicted=5.652058, expected=4.000000
predicted=5.734031, expected=12.000000
predicted=7.259798, expected=4.000000
predicted=7.140506, expected=24.000000
predicted=9.290055, expected=32.000000
predicted=12.874802, expected=32.000000
predicted=17.230570, expected=16.000000
predicted=19.505568, expected=16.000000
predicted=20.643174, expected=28.000000
predicted=24.647194, expected=24.000000
predicted=25.081083, expected=8.000000
predicted=21.515133, expected=12.000000
predicted=17.745179, expected=8.000000
predicted=16.405106, expected=4.000000
predicted=14.955791, expected=12.000000
predicted=11.412050, expected=16.000000
predicted=9.694486, expected=4.000000
predicted=9.582156, expected=12.000000
predicted=9.350796, expected=12.000000
predicted=9.567081, expected=4.000000
predicted=10.526969, expected=8.000000
predicted=9.490066, expected=8.000000
predicted=7.823150, expected=12.000000
predicted=9.459680, expected=4.000000
predicted=8.020708, expected=4.000000
predicted=6.929345, expected=12.000000
predicted=7.749057, expected=32.000000
predicted=11.321250, expected=12.000000
predicted=12.195268, expected=4.000000
predicted=11.828220, expected=8.000000
predicted=11.936156, expected=8.000000
predicted=13.238575, expected=28.000000
predicted=15.397865, expected=8.000000
predicted=10.699720, expected=4.000000
predicted=10.585277, expected=4.000000
predicted=9.977059, expected=20.000000
predicted=12.479944, expected=4.000000
predicted=11.323377, expected=8.000000
predicted=8.290659, expected=8.000000
predicted=7.655090, expected=20.000000
predicted=10.658804, expected=4.000000
predicted=10.466908, expected=8.000000
predicted=9.022984, expected=4.000000
predicted=8.735129, expected=4.000000
predicted=8.650053, expected=4.000000
predicted=7.513690, expected=8.000000
predicted=5.316581, expected=8.000000
predicted=5.792275, expected=12.000000
predicted=6.373001, expected=8.000000
predicted=7.050938, expected=4.000000
predicted=7.496908, expected=8.000000
predicted=8.117818, expected=8.000000
predicted=8.043331, expected=4.000000
predicted=7.515730, expected=12.000000
predicted=7.203093, expected=4.000000
predicted=6.545236, expected=4.000000
predicted=7.008237, expected=4.000000
predicted=6.032890, expected=12.000000
predicted=6.639714, expected=12.000000
predicted=7.606719, expected=8.000000
predicted=7.125115, expected=20.000000
predicted=9.550818, expected=4.000000
predicted=9.871068, expected=4.000000
predicted=10.696621, expected=8.000000
Test MSE: 52.358
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061])]
predicted=12.826682, expected=8.000000
predicted=12.763723, expected=12.000000
predicted=14.686397, expected=8.000000
predicted=10.260631, expected=16.000000
predicted=10.461407, expected=20.000000
predicted=12.567476, expected=4.000000
predicted=10.046653, expected=20.000000
predicted=13.781128, expected=8.000000
predicted=11.686702, expected=4.000000
predicted=11.507300, expected=12.000000
predicted=11.953465, expected=8.000000
predicted=8.854999, expected=8.000000
predicted=10.667023, expected=12.000000
predicted=8.817204, expected=8.000000
predicted=8.153756, expected=8.000000
predicted=9.328046, expected=12.000000
predicted=9.411847, expected=16.000000
predicted=11.096870, expected=4.000000
predicted=9.385933, expected=8.000000
predicted=8.856383, expected=20.000000
predicted=12.011183, expected=4.000000
predicted=10.134689, expected=20.000000
predicted=13.140550, expected=12.000000
predicted=10.530000, expected=32.000000
predicted=17.262907, expected=20.000000
predicted=18.309210, expected=16.000000
predicted=15.923317, expected=8.000000
predicted=16.674927, expected=4.000000
predicted=13.775018, expected=20.000000
predicted=18.564451, expected=24.000000
predicted=17.079267, expected=16.000000
predicted=14.909760, expected=16.000000
predicted=13.756885, expected=24.000000
predicted=16.847712, expected=4.000000
predicted=16.150878, expected=8.000000
predicted=15.111102, expected=20.000000
predicted=15.358924, expected=16.000000
predicted=15.302058, expected=20.000000
predicted=16.592213, expected=16.000000
predicted=13.031899, expected=20.000000
predicted=16.247893, expected=16.000000
predicted=17.889133, expected=8.000000
predicted=15.022382, expected=8.000000
predicted=14.217841, expected=16.000000
predicted=14.501239, expected=24.000000
predicted=17.017343, expected=12.000000
predicted=13.884190, expected=4.000000
predicted=10.334881, expected=8.000000
predicted=10.991899, expected=8.000000
predicted=12.138661, expected=8.000000
predicted=11.683144, expected=8.000000
predicted=8.235469, expected=8.000000
predicted=7.027626, expected=16.000000
predicted=9.984537, expected=12.000000
predicted=10.019076, expected=36.000000
predicted=16.657692, expected=16.000000
predicted=15.220548, expected=12.000000
predicted=15.095934, expected=8.000000
predicted=15.140942, expected=20.000000
predicted=17.517086, expected=16.000000
predicted=19.599998, expected=8.000000
predicted=12.817032, expected=8.000000
predicted=11.245847, expected=16.000000
predicted=12.764123, expected=16.000000
predicted=14.907286, expected=4.000000
predicted=10.685966, expected=12.000000
predicted=10.401132, expected=12.000000
predicted=11.192713, expected=8.000000
predicted=11.394961, expected=12.000000
predicted=11.119605, expected=16.000000
predicted=10.728863, expected=12.000000
predicted=11.980415, expected=12.000000
predicted=11.850399, expected=8.000000
predicted=10.534973, expected=12.000000
predicted=12.013839, expected=8.000000
predicted=11.315049, expected=4.000000
predicted=8.855754, expected=16.000000
predicted=10.846528, expected=12.000000
predicted=10.119681, expected=8.000000
predicted=9.825349, expected=12.000000
predicted=9.861731, expected=4.000000
predicted=8.227406, expected=36.000000
predicted=17.361747, expected=12.000000
predicted=13.614751, expected=4.000000
predicted=11.039163, expected=4.000000
predicted=10.690819, expected=16.000000
predicted=12.865500, expected=8.000000
predicted=14.716426, expected=8.000000
predicted=8.655133, expected=20.000000
predicted=10.553488, expected=8.000000
predicted=9.824940, expected=8.000000
predicted=11.171929, expected=16.000000
predicted=11.509990, expected=16.000000
predicted=12.779466, expected=32.000000
predicted=18.669390, expected=4.000000
predicted=12.118033, expected=16.000000
predicted=14.637793, expected=8.000000
predicted=14.617797, expected=8.000000
predicted=13.814543, expected=16.000000
predicted=15.503868, expected=16.000000
predicted=11.379840, expected=4.000000
predicted=10.723730, expected=8.000000
predicted=9.417890, expected=12.000000
predicted=10.700642, expected=8.000000
predicted=10.909388, expected=8.000000
predicted=9.547580, expected=8.000000
predicted=7.588583, expected=8.000000
predicted=8.548589, expected=16.000000
predicted=10.795627, expected=20.000000
predicted=12.002197, expected=20.000000
predicted=13.537325, expected=8.000000
predicted=12.024909, expected=12.000000
predicted=13.186631, expected=20.000000
predicted=16.596572, expected=16.000000
predicted=16.442698, expected=16.000000
predicted=15.580009, expected=16.000000
predicted=14.154094, expected=12.000000
predicted=14.720131, expected=12.000000
predicted=15.304758, expected=8.000000
predicted=12.937944, expected=8.000000
predicted=11.890606, expected=8.000000
predicted=10.780636, expected=12.000000
predicted=10.416911, expected=8.000000
predicted=9.323392, expected=12.000000
predicted=9.439924, expected=8.000000
predicted=8.982541, expected=4.000000
predicted=8.034013, expected=8.000000
predicted=8.784381, expected=16.000000
predicted=10.072395, expected=16.000000
predicted=11.354362, expected=20.000000
predicted=12.407671, expected=4.000000
predicted=9.646123, expected=16.000000
predicted=13.148894, expected=12.000000
predicted=14.018998, expected=8.000000
predicted=12.500303, expected=28.000000
predicted=16.414473, expected=16.000000
predicted=13.473522, expected=16.000000
predicted=15.837496, expected=12.000000
predicted=14.373362, expected=8.000000
predicted=13.597215, expected=16.000000
predicted=16.996676, expected=4.000000
predicted=11.477404, expected=20.000000
predicted=13.709326, expected=12.000000
predicted=11.919854, expected=4.000000
predicted=9.762185, expected=4.000000
predicted=9.460158, expected=8.000000
predicted=8.459017, expected=16.000000
predicted=12.132418, expected=8.000000
predicted=8.716126, expected=8.000000
predicted=7.439080, expected=8.000000
predicted=8.095835, expected=16.000000
predicted=11.217752, expected=8.000000
predicted=10.700144, expected=8.000000
predicted=8.928550, expected=12.000000
predicted=9.947795, expected=4.000000
predicted=8.765512, expected=4.000000
predicted=8.590778, expected=12.000000
predicted=8.405773, expected=12.000000
predicted=9.106516, expected=4.000000
predicted=7.676452, expected=4.000000
predicted=5.935284, expected=4.000000
predicted=6.215241, expected=24.000000
predicted=11.868809, expected=4.000000
predicted=8.264974, expected=8.000000
predicted=7.393374, expected=4.000000
predicted=7.050754, expected=12.000000
predicted=9.601214, expected=8.000000
predicted=10.702332, expected=16.000000
predicted=9.023216, expected=4.000000
predicted=7.921898, expected=4.000000
predicted=7.190710, expected=24.000000
predicted=12.716514, expected=4.000000
predicted=9.380591, expected=16.000000
predicted=11.837826, expected=12.000000
predicted=10.068505, expected=8.000000
predicted=10.736685, expected=24.000000
predicted=15.975228, expected=12.000000
predicted=12.091134, expected=4.000000
predicted=11.896969, expected=4.000000
predicted=9.813124, expected=12.000000
predicted=11.049405, expected=4.000000
predicted=10.504339, expected=12.000000
predicted=8.536292, expected=12.000000
predicted=7.947033, expected=20.000000
predicted=11.193013, expected=16.000000
predicted=12.697477, expected=4.000000
predicted=9.900707, expected=12.000000
predicted=12.410205, expected=20.000000
predicted=14.717854, expected=20.000000
predicted=16.254440, expected=8.000000
predicted=12.559367, expected=8.000000
predicted=10.862202, expected=12.000000
predicted=13.309930, expected=20.000000
predicted=15.857059, expected=8.000000
predicted=12.489569, expected=28.000000
predicted=14.775843, expected=20.000000
predicted=15.733054, expected=4.000000
predicted=13.935562, expected=4.000000
predicted=13.118916, expected=8.000000
predicted=11.789904, expected=12.000000
predicted=14.049726, expected=12.000000
predicted=10.752973, expected=16.000000
predicted=9.422990, expected=4.000000
predicted=8.199064, expected=4.000000
predicted=8.632660, expected=4.000000
predicted=8.488111, expected=8.000000
predicted=8.559953, expected=12.000000
predicted=8.922967, expected=24.000000
predicted=10.359586, expected=8.000000
predicted=9.010896, expected=8.000000
predicted=9.584956, expected=8.000000
predicted=10.666380, expected=12.000000
predicted=12.400531, expected=20.000000
predicted=14.798166, expected=12.000000
predicted=10.964318, expected=4.000000
predicted=9.472148, expected=12.000000
predicted=11.116835, expected=16.000000
predicted=13.280464, expected=12.000000
predicted=13.127021, expected=4.000000
predicted=9.169207, expected=20.000000
predicted=11.716343, expected=12.000000
predicted=12.643242, expected=4.000000
predicted=10.814093, expected=4.000000
predicted=8.746519, expected=12.000000
predicted=9.573934, expected=12.000000
predicted=11.578699, expected=4.000000
predicted=7.615840, expected=12.000000
predicted=7.959217, expected=4.000000
predicted=7.324869, expected=8.000000
predicted=8.905655, expected=12.000000
predicted=9.131735, expected=8.000000
predicted=7.729722, expected=4.000000
predicted=7.661808, expected=4.000000
predicted=6.163027, expected=12.000000
predicted=8.571482, expected=20.000000
predicted=11.171444, expected=8.000000
predicted=8.736323, expected=16.000000
predicted=10.434487, expected=12.000000
predicted=11.354679, expected=4.000000
predicted=11.308538, expected=8.000000
predicted=11.547644, expected=8.000000
predicted=9.290301, expected=20.000000
predicted=12.678075, expected=28.000000
predicted=14.535763, expected=16.000000
predicted=13.054667, expected=8.000000
predicted=12.996385, expected=8.000000
predicted=13.565178, expected=8.000000
predicted=14.874291, expected=12.000000
predicted=14.518036, expected=8.000000
predicted=10.132121, expected=8.000000
predicted=8.440325, expected=8.000000
predicted=8.469479, expected=12.000000
predicted=9.600456, expected=20.000000
predicted=12.265950, expected=12.000000
predicted=10.922670, expected=12.000000
predicted=11.441779, expected=4.000000
predicted=10.177661, expected=16.000000
predicted=13.289374, expected=16.000000
predicted=14.154033, expected=8.000000
predicted=10.904673, expected=8.000000
predicted=10.158876, expected=4.000000
predicted=8.512961, expected=28.000000
predicted=15.404553, expected=4.000000
predicted=10.655650, expected=12.000000
predicted=10.325578, expected=20.000000
predicted=12.853271, expected=4.000000
predicted=11.051617, expected=8.000000
predicted=12.983016, expected=12.000000
predicted=9.832327, expected=8.000000
predicted=10.795731, expected=8.000000
predicted=10.273804, expected=12.000000
predicted=8.609242, expected=8.000000
predicted=9.122202, expected=4.000000
predicted=8.319668, expected=4.000000
predicted=7.001735, expected=16.000000
predicted=9.562081, expected=8.000000
predicted=8.732656, expected=12.000000
predicted=8.732385, expected=16.000000
predicted=9.927394, expected=16.000000
predicted=11.914469, expected=12.000000
predicted=13.130849, expected=4.000000
predicted=10.219700, expected=8.000000
predicted=11.197954, expected=8.000000
predicted=10.973228, expected=20.000000
predicted=12.690504, expected=16.000000
predicted=11.543052, expected=8.000000
predicted=9.617123, expected=12.000000
predicted=11.516016, expected=8.000000
predicted=11.530068, expected=28.000000
predicted=17.172316, expected=12.000000
predicted=13.592024, expected=16.000000
predicted=13.575708, expected=20.000000
predicted=15.817755, expected=8.000000
predicted=14.450849, expected=4.000000
predicted=14.399234, expected=4.000000
predicted=10.231301, expected=4.000000
predicted=9.653536, expected=8.000000
predicted=8.882886, expected=12.000000
predicted=7.221933, expected=4.000000
predicted=5.444604, expected=4.000000
predicted=5.467368, expected=8.000000
predicted=6.634830, expected=8.000000
predicted=7.603782, expected=16.000000
predicted=9.529520, expected=24.000000
predicted=11.390278, expected=8.000000
predicted=10.128350, expected=8.000000
predicted=11.002661, expected=16.000000
predicted=13.341068, expected=12.000000
predicted=14.305556, expected=4.000000
predicted=11.797811, expected=12.000000
predicted=9.993443, expected=4.000000
predicted=8.812469, expected=8.000000
predicted=9.783791, expected=4.000000
predicted=7.122400, expected=24.000000
predicted=10.683569, expected=16.000000
predicted=11.562007, expected=12.000000
predicted=10.610697, expected=12.000000
predicted=11.870540, expected=16.000000
predicted=13.818667, expected=8.000000
predicted=14.637214, expected=28.000000
predicted=16.727263, expected=16.000000
predicted=14.959741, expected=8.000000
predicted=13.672677, expected=8.000000
predicted=13.275393, expected=4.000000
predicted=11.338981, expected=12.000000
predicted=13.981371, expected=8.000000
predicted=9.614141, expected=4.000000
predicted=6.956664, expected=12.000000
predicted=8.280837, expected=8.000000
predicted=7.774695, expected=4.000000
predicted=7.796590, expected=4.000000
predicted=6.316023, expected=20.000000
predicted=9.718679, expected=4.000000
predicted=8.268131, expected=12.000000
predicted=8.776600, expected=12.000000
predicted=8.974450, expected=8.000000
predicted=9.596754, expected=16.000000
predicted=12.773791, expected=4.000000
predicted=8.343419, expected=12.000000
predicted=10.952139, expected=4.000000
predicted=8.840775, expected=12.000000
predicted=9.747913, expected=4.000000
predicted=8.496149, expected=12.000000
Test MSE: 45.502
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889])]
predicted=31.746004, expected=24.000000
predicted=25.326204, expected=12.000000
predicted=25.043174, expected=12.000000
predicted=18.088310, expected=32.000000
predicted=24.604949, expected=48.000000
predicted=24.406682, expected=28.000000
predicted=26.223258, expected=32.000000
predicted=29.055778, expected=56.000000
predicted=36.647924, expected=40.000000
predicted=36.246313, expected=16.000000
predicted=35.957688, expected=24.000000
predicted=33.308859, expected=32.000000
predicted=30.573259, expected=28.000000
predicted=32.094787, expected=20.000000
predicted=28.146041, expected=32.000000
predicted=26.283176, expected=20.000000
predicted=23.896471, expected=20.000000
predicted=24.895521, expected=44.000000
predicted=31.095481, expected=40.000000
predicted=28.268849, expected=24.000000
predicted=29.917579, expected=28.000000
predicted=30.812409, expected=36.000000
predicted=30.407429, expected=24.000000
predicted=30.764020, expected=28.000000
predicted=31.699292, expected=52.000000
predicted=34.863741, expected=56.000000
predicted=37.723359, expected=44.000000
predicted=41.205745, expected=32.000000
predicted=39.257084, expected=32.000000
predicted=38.173568, expected=24.000000
predicted=37.132741, expected=12.000000
predicted=31.128422, expected=28.000000
predicted=30.357225, expected=40.000000
predicted=29.043278, expected=64.000000
predicted=37.582046, expected=16.000000
predicted=28.743760, expected=36.000000
predicted=33.707467, expected=24.000000
predicted=33.042712, expected=48.000000
predicted=35.543003, expected=48.000000
predicted=45.108653, expected=20.000000
predicted=27.439072, expected=24.000000
predicted=35.141774, expected=28.000000
predicted=29.793184, expected=12.000000
predicted=26.119070, expected=32.000000
predicted=31.329366, expected=16.000000
predicted=20.361812, expected=36.000000
predicted=25.612933, expected=32.000000
predicted=28.475444, expected=28.000000
predicted=23.672062, expected=24.000000
predicted=29.765757, expected=32.000000
predicted=26.923151, expected=36.000000
predicted=31.987766, expected=52.000000
predicted=36.532723, expected=48.000000
predicted=38.231928, expected=40.000000
predicted=38.120696, expected=32.000000
predicted=39.442190, expected=20.000000
predicted=34.278338, expected=52.000000
predicted=43.221493, expected=12.000000
predicted=30.238701, expected=16.000000
predicted=28.051488, expected=60.000000
predicted=38.790937, expected=40.000000
predicted=28.084821, expected=32.000000
predicted=38.550834, expected=16.000000
predicted=29.295568, expected=36.000000
predicted=30.225241, expected=32.000000
predicted=36.334105, expected=32.000000
predicted=31.284694, expected=20.000000
predicted=28.960005, expected=44.000000
predicted=30.728017, expected=24.000000
predicted=29.837865, expected=12.000000
predicted=25.055436, expected=24.000000
predicted=28.558997, expected=12.000000
predicted=18.106312, expected=28.000000
predicted=26.046600, expected=36.000000
predicted=25.515084, expected=20.000000
predicted=19.566835, expected=8.000000
predicted=21.480679, expected=20.000000
predicted=20.371345, expected=32.000000
predicted=23.650720, expected=32.000000
predicted=25.798636, expected=40.000000
predicted=28.549366, expected=20.000000
predicted=23.519485, expected=48.000000
predicted=34.008492, expected=36.000000
predicted=34.353674, expected=20.000000
predicted=29.451199, expected=20.000000
predicted=32.755547, expected=16.000000
predicted=22.769423, expected=12.000000
predicted=23.995783, expected=36.000000
predicted=26.757700, expected=24.000000
predicted=20.568307, expected=24.000000
predicted=22.466284, expected=24.000000
predicted=24.208427, expected=28.000000
predicted=22.729481, expected=36.000000
predicted=30.535094, expected=36.000000
predicted=29.281340, expected=60.000000
predicted=38.369227, expected=36.000000
predicted=35.499024, expected=8.000000
predicted=30.070107, expected=36.000000
predicted=38.061472, expected=24.000000
predicted=28.576914, expected=40.000000
predicted=35.975052, expected=64.000000
predicted=41.657689, expected=48.000000
predicted=34.098647, expected=32.000000
predicted=41.048633, expected=24.000000
predicted=36.778191, expected=36.000000
predicted=38.311707, expected=32.000000
predicted=39.004264, expected=20.000000
predicted=31.307617, expected=44.000000
predicted=34.875363, expected=44.000000
predicted=32.939998, expected=24.000000
predicted=31.441041, expected=40.000000
predicted=37.507976, expected=16.000000
predicted=26.669931, expected=16.000000
predicted=28.780369, expected=28.000000
predicted=30.700657, expected=40.000000
predicted=26.662342, expected=48.000000
predicted=35.171839, expected=24.000000
predicted=27.524037, expected=16.000000
predicted=26.842389, expected=32.000000
predicted=31.543982, expected=4.000000
predicted=22.077409, expected=12.000000
predicted=23.973679, expected=36.000000
predicted=24.264488, expected=24.000000
predicted=17.766711, expected=36.000000
predicted=28.510695, expected=44.000000
predicted=28.140095, expected=28.000000
predicted=26.613656, expected=52.000000
predicted=40.901487, expected=36.000000
predicted=34.913876, expected=16.000000
predicted=31.673988, expected=8.000000
predicted=30.349461, expected=44.000000
predicted=30.991223, expected=20.000000
predicted=27.487575, expected=36.000000
predicted=30.107537, expected=32.000000
predicted=28.121708, expected=32.000000
predicted=25.166003, expected=24.000000
predicted=32.882404, expected=32.000000
predicted=28.515540, expected=12.000000
predicted=25.764897, expected=8.000000
predicted=21.537721, expected=32.000000
predicted=26.127334, expected=20.000000
predicted=18.935795, expected=48.000000
predicted=30.580056, expected=48.000000
predicted=30.885355, expected=40.000000
predicted=30.792553, expected=28.000000
predicted=36.801051, expected=12.000000
predicted=27.443563, expected=24.000000
predicted=32.687435, expected=44.000000
predicted=34.869363, expected=36.000000
predicted=31.285739, expected=28.000000
predicted=30.189662, expected=36.000000
predicted=30.596355, expected=24.000000
predicted=28.514385, expected=28.000000
predicted=32.976158, expected=32.000000
predicted=31.852202, expected=24.000000
predicted=26.722833, expected=12.000000
predicted=25.295185, expected=32.000000
predicted=26.732293, expected=40.000000
predicted=28.719674, expected=20.000000
predicted=25.411158, expected=36.000000
predicted=30.872526, expected=16.000000
predicted=22.313174, expected=32.000000
predicted=29.216255, expected=36.000000
predicted=32.798612, expected=48.000000
predicted=31.527259, expected=32.000000
predicted=34.690869, expected=8.000000
predicted=24.392331, expected=40.000000
predicted=35.055627, expected=28.000000
predicted=29.132031, expected=48.000000
predicted=37.143345, expected=36.000000
predicted=34.679068, expected=32.000000
predicted=28.854098, expected=36.000000
predicted=38.419055, expected=44.000000
predicted=36.244269, expected=36.000000
predicted=38.929231, expected=36.000000
predicted=37.179164, expected=28.000000
predicted=34.151447, expected=44.000000
predicted=37.867067, expected=32.000000
predicted=36.226080, expected=68.000000
predicted=44.803344, expected=12.000000
predicted=32.936861, expected=44.000000
predicted=38.524083, expected=32.000000
predicted=39.558450, expected=20.000000
predicted=28.247572, expected=24.000000
predicted=38.485819, expected=32.000000
predicted=24.940933, expected=24.000000
predicted=29.127747, expected=28.000000
predicted=28.156490, expected=28.000000
predicted=26.026268, expected=36.000000
predicted=28.759316, expected=40.000000
predicted=33.063270, expected=28.000000
predicted=29.591010, expected=44.000000
predicted=35.927929, expected=36.000000
predicted=34.405117, expected=24.000000
predicted=32.601718, expected=16.000000
predicted=31.120785, expected=32.000000
predicted=29.247757, expected=12.000000
predicted=25.241717, expected=16.000000
predicted=23.102260, expected=44.000000
predicted=28.069995, expected=40.000000
predicted=25.587908, expected=8.000000
predicted=24.356436, expected=24.000000
predicted=25.441497, expected=36.000000
predicted=26.443365, expected=20.000000
predicted=26.420981, expected=60.000000
predicted=39.109005, expected=28.000000
predicted=26.475875, expected=40.000000
predicted=34.507889, expected=16.000000
predicted=33.283544, expected=36.000000
predicted=30.073768, expected=36.000000
predicted=38.978946, expected=40.000000
predicted=31.775301, expected=32.000000
predicted=35.561747, expected=44.000000
predicted=33.703377, expected=40.000000
predicted=38.082176, expected=20.000000
predicted=32.635970, expected=12.000000
predicted=30.418094, expected=36.000000
predicted=30.970499, expected=8.000000
predicted=23.394313, expected=32.000000
predicted=27.980086, expected=52.000000
predicted=30.921278, expected=36.000000
predicted=26.274951, expected=32.000000
predicted=35.857108, expected=36.000000
predicted=31.548734, expected=60.000000
predicted=41.758293, expected=48.000000
predicted=45.055189, expected=44.000000
predicted=43.331775, expected=20.000000
predicted=37.624338, expected=40.000000
predicted=39.741004, expected=24.000000
predicted=38.037713, expected=28.000000
predicted=33.308371, expected=36.000000
predicted=35.334883, expected=28.000000
predicted=26.629728, expected=24.000000
predicted=30.858248, expected=8.000000
predicted=22.353092, expected=28.000000
predicted=25.468816, expected=52.000000
predicted=32.795784, expected=20.000000
predicted=24.479687, expected=16.000000
predicted=25.992668, expected=48.000000
predicted=30.763627, expected=36.000000
predicted=29.677891, expected=16.000000
predicted=31.917364, expected=24.000000
predicted=28.384204, expected=32.000000
predicted=26.042170, expected=16.000000
predicted=27.061192, expected=32.000000
predicted=29.351918, expected=20.000000
predicted=21.925967, expected=36.000000
predicted=27.066274, expected=12.000000
predicted=24.291295, expected=28.000000
predicted=23.460825, expected=32.000000
predicted=28.652721, expected=16.000000
predicted=20.441258, expected=28.000000
predicted=28.764599, expected=32.000000
predicted=24.112438, expected=28.000000
predicted=26.319029, expected=44.000000
predicted=33.709769, expected=16.000000
predicted=24.224609, expected=36.000000
predicted=31.768168, expected=28.000000
predicted=30.725248, expected=16.000000
predicted=24.336630, expected=48.000000
predicted=37.018734, expected=56.000000
predicted=33.367322, expected=24.000000
predicted=32.822945, expected=16.000000
predicted=32.174440, expected=44.000000
predicted=33.637947, expected=16.000000
predicted=29.160985, expected=40.000000
predicted=37.102658, expected=28.000000
predicted=28.777033, expected=24.000000
predicted=24.463775, expected=24.000000
predicted=32.006707, expected=28.000000
predicted=24.510937, expected=56.000000
predicted=37.152048, expected=20.000000
predicted=27.804565, expected=28.000000
predicted=30.825734, expected=48.000000
predicted=36.310595, expected=40.000000
predicted=32.954783, expected=48.000000
predicted=44.314829, expected=28.000000
predicted=33.933124, expected=16.000000
predicted=31.122928, expected=20.000000
predicted=33.306739, expected=28.000000
predicted=28.736731, expected=44.000000
predicted=33.538090, expected=44.000000
predicted=32.113941, expected=20.000000
predicted=26.948268, expected=32.000000
predicted=32.013782, expected=44.000000
predicted=35.057137, expected=16.000000
predicted=29.938879, expected=28.000000
predicted=33.618295, expected=28.000000
predicted=27.148804, expected=36.000000
predicted=29.636125, expected=24.000000
predicted=30.900864, expected=52.000000
predicted=32.747020, expected=40.000000
predicted=34.528958, expected=24.000000
predicted=31.797828, expected=28.000000
predicted=35.694082, expected=52.000000
predicted=36.149678, expected=44.000000
predicted=40.153787, expected=28.000000
predicted=36.303921, expected=28.000000
predicted=34.217241, expected=32.000000
predicted=33.035881, expected=24.000000
predicted=33.511806, expected=48.000000
predicted=37.535056, expected=16.000000
predicted=26.766111, expected=64.000000
predicted=39.301975, expected=24.000000
predicted=33.226543, expected=44.000000
predicted=35.470770, expected=20.000000
predicted=37.959933, expected=20.000000
predicted=25.595496, expected=32.000000
predicted=38.019642, expected=36.000000
predicted=27.529559, expected=32.000000
predicted=32.459682, expected=32.000000
predicted=29.368805, expected=20.000000
predicted=26.747395, expected=40.000000
predicted=33.024371, expected=48.000000
predicted=36.097979, expected=24.000000
predicted=30.676670, expected=60.000000
predicted=42.198995, expected=16.000000
predicted=30.146317, expected=4.000000
predicted=28.686227, expected=40.000000
predicted=36.841851, expected=28.000000
predicted=23.661027, expected=28.000000
predicted=32.559330, expected=24.000000
predicted=25.143034, expected=24.000000
predicted=21.560690, expected=36.000000
predicted=31.743273, expected=28.000000
predicted=27.459525, expected=36.000000
predicted=30.532367, expected=24.000000
predicted=28.135814, expected=32.000000
predicted=29.458123, expected=48.000000
predicted=36.291199, expected=36.000000
predicted=32.644628, expected=40.000000
predicted=37.764840, expected=20.000000
predicted=31.461635, expected=36.000000
predicted=34.667158, expected=24.000000
predicted=33.629438, expected=20.000000
predicted=27.803175, expected=36.000000
predicted=32.287371, expected=56.000000
predicted=32.757313, expected=28.000000
predicted=32.564330, expected=16.000000
predicted=29.691478, expected=40.000000
predicted=33.567108, expected=28.000000
predicted=30.500351, expected=24.000000
predicted=33.220439, expected=24.000000
predicted=28.091969, expected=36.000000
predicted=26.861562, expected=40.000000
predicted=33.323252, expected=16.000000
predicted=26.538544, expected=16.000000
predicted=25.969967, expected=36.000000
predicted=28.501490, expected=8.000000
predicted=21.743477, expected=36.000000
predicted=29.227584, expected=32.000000
predicted=24.552114, expected=60.000000
predicted=32.176596, expected=24.000000
predicted=33.425179, expected=28.000000
predicted=29.582130, expected=16.000000
predicted=32.162563, expected=56.000000
predicted=35.721786, expected=28.000000
predicted=36.210346, expected=24.000000
predicted=28.442495, expected=32.000000
predicted=33.317716, expected=24.000000
predicted=25.406696, expected=36.000000
predicted=35.891428, expected=24.000000
predicted=27.710161, expected=16.000000
predicted=24.346381, expected=32.000000
predicted=29.244843, expected=20.000000
predicted=23.114460, expected=56.000000
predicted=34.302932, expected=24.000000
predicted=27.951478, expected=24.000000
predicted=27.225098, expected=48.000000
predicted=37.683006, expected=28.000000
predicted=28.597400, expected=32.000000
predicted=37.676150, expected=32.000000
predicted=32.073838, expected=40.000000
predicted=32.442879, expected=44.000000
predicted=39.262946, expected=44.000000
predicted=36.879497, expected=32.000000
predicted=36.870258, expected=16.000000
predicted=32.647762, expected=52.000000
predicted=40.059261, expected=24.000000
predicted=32.863104, expected=28.000000
predicted=33.173938, expected=24.000000
predicted=30.990663, expected=24.000000
predicted=24.554996, expected=28.000000
predicted=31.917157, expected=28.000000
predicted=25.684387, expected=36.000000
predicted=29.035107, expected=44.000000
predicted=31.840534, expected=28.000000
predicted=30.269249, expected=28.000000
predicted=32.209835, expected=28.000000
predicted=31.459007, expected=44.000000
predicted=34.775643, expected=20.000000
predicted=31.286213, expected=32.000000
predicted=30.825818, expected=44.000000
predicted=34.129209, expected=32.000000
predicted=30.928121, expected=28.000000
predicted=34.974357, expected=24.000000
predicted=29.151871, expected=24.000000
predicted=29.118369, expected=40.000000
predicted=33.661800, expected=32.000000
predicted=29.790466, expected=36.000000
predicted=31.518454, expected=40.000000
predicted=33.738228, expected=48.000000
predicted=36.371138, expected=24.000000
predicted=35.642819, expected=24.000000
predicted=33.552479, expected=20.000000
predicted=31.055414, expected=32.000000
predicted=30.515767, expected=32.000000
predicted=31.510988, expected=36.000000
predicted=28.535585, expected=20.000000
predicted=26.921927, expected=20.000000
predicted=25.644047, expected=12.000000
Test MSE: 175.197
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717])]
predicted=36.386426, expected=40.000000
predicted=35.524433, expected=16.000000
predicted=23.127703, expected=64.000000
predicted=36.774031, expected=16.000000
predicted=19.441134, expected=20.000000
predicted=19.965998, expected=36.000000
predicted=39.352319, expected=52.000000
predicted=28.739944, expected=8.000000
predicted=34.138635, expected=8.000000
predicted=20.493999, expected=48.000000
predicted=33.018104, expected=52.000000
predicted=33.511400, expected=48.000000
predicted=44.083681, expected=24.000000
predicted=26.441962, expected=12.000000
predicted=20.823269, expected=20.000000
predicted=34.009721, expected=40.000000
predicted=37.604421, expected=68.000000
predicted=46.418997, expected=72.000000
predicted=43.893819, expected=16.000000
predicted=25.570174, expected=8.000000
predicted=29.181445, expected=4.000000
predicted=27.781442, expected=16.000000
predicted=32.245714, expected=8.000000
predicted=30.280781, expected=96.000000
predicted=43.459950, expected=32.000000
predicted=19.463975, expected=28.000000
predicted=24.639694, expected=12.000000
predicted=29.489337, expected=20.000000
predicted=16.337795, expected=16.000000
predicted=46.270494, expected=56.000000
predicted=35.935748, expected=80.000000
predicted=45.251069, expected=76.000000
predicted=42.392210, expected=44.000000
predicted=42.604257, expected=20.000000
predicted=33.828905, expected=32.000000
predicted=47.639065, expected=20.000000
predicted=44.451353, expected=20.000000
predicted=41.231570, expected=60.000000
predicted=45.493142, expected=60.000000
predicted=35.166525, expected=28.000000
predicted=32.724740, expected=24.000000
predicted=32.435931, expected=20.000000
predicted=25.964113, expected=28.000000
predicted=38.273751, expected=28.000000
predicted=38.178884, expected=48.000000
predicted=34.274586, expected=36.000000
predicted=29.990733, expected=32.000000
predicted=28.953215, expected=28.000000
predicted=32.019565, expected=36.000000
predicted=32.059860, expected=12.000000
predicted=29.875929, expected=60.000000
predicted=43.354902, expected=56.000000
predicted=39.740002, expected=48.000000
predicted=36.919178, expected=28.000000
predicted=39.925419, expected=36.000000
predicted=30.725610, expected=56.000000
predicted=52.667728, expected=8.000000
predicted=31.679586, expected=48.000000
predicted=46.930918, expected=32.000000
predicted=31.553572, expected=64.000000
predicted=42.697951, expected=20.000000
predicted=40.261408, expected=20.000000
predicted=21.695023, expected=16.000000
predicted=35.336550, expected=32.000000
predicted=27.478092, expected=32.000000
predicted=40.313785, expected=28.000000
predicted=23.854161, expected=72.000000
predicted=42.701783, expected=32.000000
predicted=26.436558, expected=28.000000
predicted=34.485225, expected=16.000000
predicted=32.332876, expected=28.000000
predicted=27.148620, expected=20.000000
predicted=39.646442, expected=56.000000
predicted=37.696989, expected=40.000000
predicted=32.374143, expected=48.000000
predicted=33.100969, expected=28.000000
predicted=34.357743, expected=36.000000
predicted=31.324023, expected=28.000000
predicted=41.247353, expected=16.000000
predicted=28.267063, expected=12.000000
predicted=30.345834, expected=76.000000
predicted=43.729770, expected=12.000000
predicted=22.400725, expected=32.000000
predicted=32.298223, expected=20.000000
predicted=26.921767, expected=28.000000
predicted=18.357251, expected=28.000000
predicted=45.826669, expected=40.000000
predicted=25.049023, expected=64.000000
predicted=43.122005, expected=52.000000
predicted=36.053967, expected=68.000000
predicted=49.229624, expected=52.000000
predicted=45.842842, expected=24.000000
predicted=38.799498, expected=8.000000
predicted=41.982134, expected=28.000000
predicted=38.430576, expected=32.000000
predicted=40.575178, expected=36.000000
predicted=36.813035, expected=28.000000
predicted=27.678159, expected=32.000000
predicted=23.594722, expected=28.000000
predicted=29.170006, expected=52.000000
predicted=38.509602, expected=96.000000
predicted=57.385741, expected=72.000000
predicted=48.616122, expected=48.000000
predicted=49.306320, expected=40.000000
predicted=47.710875, expected=40.000000
predicted=48.667606, expected=32.000000
predicted=57.871541, expected=36.000000
predicted=49.755318, expected=52.000000
predicted=46.408373, expected=64.000000
predicted=47.594666, expected=20.000000
predicted=34.039802, expected=36.000000
predicted=39.727845, expected=32.000000
predicted=36.553738, expected=28.000000
predicted=35.425563, expected=12.000000
predicted=37.072370, expected=64.000000
predicted=38.417595, expected=64.000000
predicted=43.336534, expected=52.000000
predicted=40.811992, expected=88.000000
predicted=61.256603, expected=64.000000
predicted=44.239868, expected=16.000000
predicted=46.889236, expected=48.000000
predicted=60.974032, expected=88.000000
predicted=62.002709, expected=104.000000
predicted=79.339854, expected=44.000000
predicted=59.036281, expected=24.000000
predicted=39.695305, expected=32.000000
predicted=48.775108, expected=28.000000
predicted=49.863070, expected=60.000000
predicted=67.399912, expected=32.000000
predicted=36.667163, expected=92.000000
predicted=54.081446, expected=24.000000
predicted=34.981609, expected=32.000000
predicted=36.003959, expected=36.000000
predicted=52.375483, expected=12.000000
predicted=21.689225, expected=28.000000
predicted=52.522876, expected=44.000000
predicted=31.824795, expected=100.000000
predicted=54.175844, expected=32.000000
predicted=36.317602, expected=12.000000
predicted=26.601806, expected=20.000000
predicted=35.923503, expected=16.000000
predicted=26.182114, expected=24.000000
predicted=48.953081, expected=56.000000
predicted=37.671062, expected=88.000000
predicted=43.319713, expected=76.000000
predicted=47.404878, expected=20.000000
predicted=32.419533, expected=4.000000
predicted=30.787049, expected=52.000000
predicted=51.974756, expected=52.000000
predicted=54.504803, expected=72.000000
predicted=61.791122, expected=76.000000
predicted=50.952012, expected=32.000000
predicted=29.289278, expected=24.000000
predicted=46.619781, expected=28.000000
predicted=43.436581, expected=20.000000
predicted=40.139506, expected=20.000000
predicted=41.694014, expected=36.000000
predicted=31.555315, expected=108.000000
predicted=55.230797, expected=20.000000
predicted=26.312523, expected=16.000000
predicted=30.239468, expected=40.000000
predicted=40.536968, expected=20.000000
predicted=23.570206, expected=36.000000
predicted=60.072237, expected=20.000000
predicted=23.349790, expected=60.000000
predicted=34.885507, expected=16.000000
predicted=29.038271, expected=32.000000
predicted=28.276867, expected=48.000000
predicted=42.260636, expected=12.000000
predicted=17.381462, expected=16.000000
predicted=37.776663, expected=28.000000
predicted=24.493937, expected=44.000000
predicted=31.292691, expected=20.000000
predicted=31.044912, expected=52.000000
predicted=32.967096, expected=16.000000
predicted=21.156688, expected=8.000000
predicted=21.197145, expected=48.000000
predicted=43.323428, expected=36.000000
predicted=23.973750, expected=32.000000
predicted=37.794006, expected=40.000000
predicted=32.429433, expected=48.000000
predicted=29.675725, expected=52.000000
predicted=46.451430, expected=28.000000
predicted=35.311828, expected=28.000000
predicted=34.820014, expected=48.000000
predicted=43.062224, expected=108.000000
predicted=65.326738, expected=24.000000
predicted=39.085652, expected=60.000000
predicted=51.594996, expected=36.000000
predicted=43.211413, expected=20.000000
predicted=33.871585, expected=28.000000
predicted=62.729670, expected=104.000000
predicted=54.370693, expected=40.000000
predicted=44.569485, expected=40.000000
predicted=44.092537, expected=56.000000
predicted=48.586692, expected=16.000000
predicted=25.651448, expected=12.000000
predicted=54.619130, expected=40.000000
predicted=39.073489, expected=56.000000
predicted=38.844928, expected=84.000000
predicted=58.984035, expected=24.000000
predicted=28.457754, expected=16.000000
predicted=27.596048, expected=44.000000
predicted=45.535773, expected=12.000000
predicted=29.712227, expected=12.000000
predicted=42.388700, expected=36.000000
predicted=29.919824, expected=92.000000
predicted=43.008578, expected=56.000000
predicted=44.416919, expected=52.000000
predicted=40.215835, expected=68.000000
predicted=50.150358, expected=20.000000
predicted=34.231429, expected=16.000000
predicted=54.362911, expected=52.000000
predicted=51.528990, expected=72.000000
predicted=50.352316, expected=52.000000
predicted=53.684493, expected=44.000000
predicted=40.233963, expected=16.000000
predicted=28.016170, expected=12.000000
predicted=34.969625, expected=32.000000
predicted=45.975220, expected=68.000000
predicted=48.084945, expected=40.000000
predicted=37.448074, expected=16.000000
predicted=24.537001, expected=36.000000
predicted=32.033232, expected=16.000000
predicted=24.660290, expected=20.000000
predicted=38.427910, expected=28.000000
predicted=32.371255, expected=52.000000
predicted=29.638276, expected=64.000000
predicted=43.972571, expected=44.000000
predicted=32.979827, expected=28.000000
predicted=32.796640, expected=16.000000
predicted=30.009130, expected=36.000000
predicted=41.279233, expected=20.000000
predicted=36.757907, expected=32.000000
predicted=34.331082, expected=12.000000
predicted=22.563138, expected=20.000000
predicted=19.249504, expected=36.000000
predicted=32.778659, expected=56.000000
predicted=32.329717, expected=72.000000
predicted=46.626443, expected=24.000000
predicted=25.702708, expected=40.000000
predicted=38.262017, expected=40.000000
predicted=41.184575, expected=12.000000
predicted=32.287123, expected=44.000000
predicted=53.136863, expected=84.000000
predicted=47.609262, expected=108.000000
predicted=62.963749, expected=52.000000
predicted=51.648085, expected=16.000000
predicted=34.384071, expected=20.000000
predicted=43.995386, expected=40.000000
predicted=53.952569, expected=20.000000
predicted=51.560364, expected=68.000000
predicted=52.422328, expected=104.000000
predicted=54.332381, expected=24.000000
predicted=27.288163, expected=24.000000
predicted=45.243021, expected=40.000000
predicted=39.255440, expected=12.000000
predicted=34.217845, expected=32.000000
predicted=58.718426, expected=40.000000
predicted=31.153267, expected=84.000000
predicted=45.943378, expected=36.000000
predicted=38.563944, expected=20.000000
predicted=26.746638, expected=32.000000
predicted=39.646804, expected=4.000000
predicted=22.296109, expected=16.000000
predicted=43.086372, expected=60.000000
predicted=41.191615, expected=84.000000
predicted=42.078115, expected=68.000000
predicted=47.967302, expected=32.000000
predicted=31.833879, expected=40.000000
predicted=39.750175, expected=56.000000
predicted=55.828456, expected=52.000000
predicted=59.501362, expected=44.000000
predicted=54.073150, expected=32.000000
predicted=37.561700, expected=52.000000
predicted=46.346312, expected=40.000000
predicted=45.529821, expected=48.000000
predicted=47.609477, expected=12.000000
predicted=32.676156, expected=8.000000
predicted=24.866358, expected=40.000000
predicted=42.208567, expected=44.000000
predicted=33.806254, expected=12.000000
predicted=28.128502, expected=20.000000
predicted=22.666529, expected=36.000000
predicted=23.829995, expected=24.000000
predicted=27.359109, expected=32.000000
predicted=35.472203, expected=52.000000
predicted=32.229384, expected=44.000000
predicted=31.077333, expected=28.000000
predicted=34.395208, expected=24.000000
predicted=30.075146, expected=12.000000
predicted=24.968543, expected=40.000000
predicted=40.579648, expected=8.000000
predicted=23.947370, expected=80.000000
predicted=46.751088, expected=56.000000
predicted=37.873481, expected=48.000000
predicted=32.434115, expected=64.000000
predicted=57.623109, expected=48.000000
predicted=33.808274, expected=24.000000
predicted=52.224710, expected=12.000000
predicted=38.999441, expected=44.000000
predicted=42.999846, expected=60.000000
predicted=51.154888, expected=12.000000
predicted=29.072627, expected=16.000000
predicted=27.838515, expected=24.000000
predicted=22.890856, expected=8.000000
predicted=21.707210, expected=12.000000
predicted=31.508247, expected=24.000000
predicted=17.762292, expected=28.000000
predicted=18.874623, expected=16.000000
predicted=19.488028, expected=16.000000
predicted=15.531512, expected=4.000000
predicted=11.339588, expected=36.000000
predicted=26.200725, expected=8.000000
predicted=16.176731, expected=8.000000
predicted=13.162411, expected=40.000000
predicted=27.381955, expected=8.000000
predicted=6.205465, expected=8.000000
predicted=21.791477, expected=20.000000
predicted=17.150463, expected=12.000000
predicted=8.901816, expected=40.000000
predicted=33.416367, expected=48.000000
predicted=25.919458, expected=12.000000
predicted=13.835353, expected=24.000000
predicted=27.528688, expected=20.000000
predicted=19.743540, expected=28.000000
predicted=29.131182, expected=52.000000
predicted=43.415372, expected=32.000000
predicted=22.827417, expected=48.000000
predicted=37.065789, expected=24.000000
predicted=27.607610, expected=28.000000
predicted=30.254339, expected=32.000000
predicted=40.651736, expected=24.000000
predicted=27.006643, expected=4.000000
predicted=26.512360, expected=48.000000
predicted=33.957508, expected=24.000000
predicted=23.361369, expected=12.000000
predicted=22.110783, expected=20.000000
predicted=26.027219, expected=8.000000
predicted=8.580539, expected=20.000000
predicted=28.843979, expected=16.000000
predicted=18.644892, expected=8.000000
predicted=10.610999, expected=180.000000
predicted=80.728094, expected=132.000000
predicted=59.245577, expected=208.000000
predicted=113.579885, expected=100.000000
predicted=90.091778, expected=88.000000
predicted=75.535213, expected=68.000000
predicted=129.592654, expected=72.000000
predicted=95.623679, expected=36.000000
predicted=106.573292, expected=16.000000
predicted=56.116719, expected=32.000000
predicted=55.066646, expected=32.000000
predicted=42.004302, expected=44.000000
predicted=48.290798, expected=36.000000
predicted=35.896468, expected=68.000000
predicted=42.835137, expected=100.000000
predicted=63.763536, expected=28.000000
predicted=37.103285, expected=20.000000
predicted=42.545093, expected=68.000000
predicted=55.316894, expected=44.000000
predicted=46.956369, expected=48.000000
predicted=64.443447, expected=72.000000
predicted=54.088257, expected=44.000000
predicted=36.760781, expected=36.000000
predicted=52.326578, expected=36.000000
predicted=43.899167, expected=48.000000
predicted=45.100828, expected=40.000000
predicted=50.101837, expected=36.000000
predicted=40.111926, expected=52.000000
predicted=44.581521, expected=32.000000
predicted=35.166831, expected=20.000000
predicted=34.850588, expected=52.000000
predicted=44.961255, expected=4.000000
predicted=20.780350, expected=32.000000
predicted=38.157967, expected=12.000000
predicted=23.673235, expected=44.000000
predicted=27.780167, expected=48.000000
predicted=44.419074, expected=20.000000
predicted=16.943213, expected=16.000000
predicted=28.598995, expected=16.000000
predicted=18.474418, expected=16.000000
predicted=25.118722, expected=32.000000
predicted=33.196956, expected=32.000000
predicted=24.528667, expected=28.000000
predicted=23.226952, expected=48.000000
predicted=33.361085, expected=52.000000
predicted=35.071575, expected=4.000000
predicted=22.462950, expected=12.000000
predicted=26.842454, expected=4.000000
predicted=17.456398, expected=8.000000
predicted=20.077395, expected=40.000000
predicted=36.134701, expected=8.000000
predicted=7.318273, expected=8.000000
predicted=12.733858, expected=28.000000
predicted=18.858553, expected=8.000000
predicted=8.043518, expected=28.000000
predicted=29.012138, expected=24.000000
predicted=17.870732, expected=52.000000
predicted=28.370747, expected=24.000000
predicted=27.370414, expected=8.000000
predicted=14.884821, expected=12.000000
predicted=23.229784, expected=28.000000
predicted=22.772256, expected=20.000000
predicted=28.552744, expected=20.000000
predicted=21.355003, expected=24.000000
predicted=18.740243, expected=32.000000
predicted=22.180229, expected=16.000000
predicted=21.911128, expected=16.000000
predicted=19.902465, expected=20.000000
predicted=20.783156, expected=4.000000
predicted=13.496441, expected=16.000000
predicted=21.197313, expected=40.000000
predicted=25.017846, expected=12.000000
predicted=13.682758, expected=4.000000
predicted=14.990590, expected=44.000000
predicted=25.509901, expected=4.000000
Test MSE: 622.402
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014])]
predicted=19.610282, expected=20.000000
predicted=14.398314, expected=12.000000
predicted=15.690067, expected=8.000000
predicted=17.225213, expected=28.000000
predicted=20.698874, expected=20.000000
predicted=21.909747, expected=4.000000
predicted=15.089584, expected=20.000000
predicted=16.119576, expected=8.000000
predicted=14.375828, expected=12.000000
predicted=15.871914, expected=16.000000
predicted=14.035122, expected=16.000000
predicted=11.424281, expected=4.000000
predicted=13.060214, expected=16.000000
predicted=12.061305, expected=12.000000
predicted=12.563126, expected=4.000000
predicted=11.252070, expected=4.000000
predicted=10.420428, expected=4.000000
predicted=7.451221, expected=12.000000
predicted=8.906724, expected=8.000000
predicted=7.068117, expected=4.000000
predicted=5.503024, expected=28.000000
predicted=9.361650, expected=16.000000
predicted=10.232306, expected=4.000000
predicted=11.388030, expected=8.000000
predicted=12.360842, expected=8.000000
predicted=11.204519, expected=8.000000
predicted=12.816709, expected=4.000000
predicted=8.476019, expected=4.000000
predicted=5.945926, expected=8.000000
predicted=6.762300, expected=8.000000
predicted=6.338748, expected=4.000000
predicted=5.794868, expected=4.000000
predicted=5.315566, expected=24.000000
predicted=8.028852, expected=20.000000
predicted=9.747306, expected=8.000000
predicted=10.178983, expected=4.000000
predicted=11.127545, expected=16.000000
predicted=12.762949, expected=8.000000
predicted=13.568975, expected=8.000000
predicted=10.929268, expected=4.000000
predicted=8.416795, expected=8.000000
predicted=7.763794, expected=8.000000
predicted=8.997026, expected=4.000000
predicted=6.408594, expected=4.000000
predicted=6.224375, expected=4.000000
predicted=5.325333, expected=4.000000
predicted=5.339056, expected=8.000000
predicted=5.266934, expected=8.000000
predicted=4.810378, expected=48.000000
predicted=11.073658, expected=12.000000
predicted=11.317569, expected=12.000000
predicted=14.259849, expected=8.000000
predicted=17.677369, expected=4.000000
predicted=15.059060, expected=8.000000
predicted=17.871533, expected=24.000000
predicted=11.044481, expected=8.000000
predicted=9.684124, expected=24.000000
predicted=11.984084, expected=8.000000
predicted=12.161372, expected=8.000000
predicted=12.788738, expected=8.000000
predicted=14.909884, expected=8.000000
predicted=10.311945, expected=8.000000
predicted=11.497557, expected=20.000000
predicted=9.555228, expected=4.000000
predicted=8.651028, expected=12.000000
predicted=9.802584, expected=4.000000
predicted=9.665045, expected=28.000000
predicted=11.769742, expected=4.000000
predicted=12.041565, expected=4.000000
predicted=8.722043, expected=12.000000
predicted=11.923028, expected=4.000000
predicted=8.460976, expected=8.000000
predicted=11.113607, expected=28.000000
predicted=9.293482, expected=8.000000
predicted=8.961562, expected=8.000000
predicted=11.271832, expected=4.000000
predicted=10.599330, expected=4.000000
predicted=9.915099, expected=16.000000
predicted=12.561761, expected=20.000000
predicted=8.965617, expected=12.000000
predicted=9.526219, expected=8.000000
predicted=10.245391, expected=28.000000
predicted=14.062531, expected=12.000000
predicted=15.234193, expected=4.000000
predicted=14.284146, expected=20.000000
predicted=14.845188, expected=4.000000
predicted=11.938829, expected=24.000000
predicted=15.907014, expected=12.000000
predicted=12.425529, expected=4.000000
predicted=10.396580, expected=24.000000
predicted=15.629755, expected=48.000000
predicted=16.857207, expected=8.000000
predicted=18.288827, expected=4.000000
predicted=17.421032, expected=24.000000
predicted=19.755735, expected=12.000000
predicted=19.348492, expected=8.000000
predicted=19.516980, expected=24.000000
predicted=13.513380, expected=8.000000
predicted=11.785336, expected=36.000000
predicted=18.596711, expected=12.000000
predicted=15.741095, expected=28.000000
predicted=17.887285, expected=4.000000
predicted=20.065221, expected=8.000000
predicted=15.752775, expected=4.000000
predicted=18.214460, expected=12.000000
predicted=11.027911, expected=20.000000
predicted=13.372758, expected=12.000000
predicted=8.579893, expected=24.000000
predicted=12.610962, expected=28.000000
predicted=15.263797, expected=24.000000
predicted=18.486012, expected=20.000000
predicted=21.306122, expected=12.000000
predicted=19.888546, expected=16.000000
predicted=21.410701, expected=12.000000
predicted=19.506085, expected=12.000000
predicted=16.462245, expected=8.000000
predicted=13.987372, expected=40.000000
predicted=15.887490, expected=20.000000
predicted=16.523457, expected=16.000000
predicted=16.968635, expected=8.000000
predicted=18.389062, expected=16.000000
predicted=17.533329, expected=8.000000
predicted=19.695849, expected=4.000000
predicted=12.462131, expected=4.000000
predicted=10.333239, expected=28.000000
predicted=10.769891, expected=8.000000
predicted=10.536615, expected=8.000000
predicted=9.589408, expected=4.000000
predicted=10.086910, expected=8.000000
predicted=9.378271, expected=16.000000
predicted=12.949731, expected=4.000000
predicted=7.365203, expected=4.000000
predicted=7.502326, expected=48.000000
predicted=13.169463, expected=12.000000
predicted=12.646215, expected=8.000000
predicted=15.214673, expected=4.000000
predicted=15.114181, expected=4.000000
predicted=12.708718, expected=12.000000
predicted=17.114904, expected=4.000000
predicted=7.152413, expected=20.000000
predicted=8.292953, expected=4.000000
predicted=7.412380, expected=20.000000
predicted=9.828893, expected=4.000000
predicted=10.971662, expected=24.000000
predicted=11.495199, expected=8.000000
predicted=13.876795, expected=24.000000
predicted=12.536215, expected=4.000000
predicted=14.916488, expected=8.000000
predicted=11.287405, expected=8.000000
predicted=14.351479, expected=36.000000
predicted=13.109782, expected=8.000000
predicted=14.370903, expected=4.000000
predicted=10.700944, expected=4.000000
predicted=13.069862, expected=4.000000
predicted=10.302583, expected=12.000000
predicted=12.889671, expected=20.000000
predicted=7.920614, expected=8.000000
predicted=7.504826, expected=12.000000
predicted=9.594352, expected=24.000000
predicted=12.827491, expected=4.000000
predicted=12.504280, expected=8.000000
predicted=13.509821, expected=8.000000
predicted=11.330914, expected=36.000000
predicted=14.037303, expected=4.000000
predicted=13.795364, expected=4.000000
predicted=10.205422, expected=8.000000
predicted=13.085315, expected=36.000000
predicted=14.138353, expected=40.000000
predicted=20.361959, expected=8.000000
predicted=14.051047, expected=32.000000
predicted=21.495791, expected=4.000000
predicted=21.695097, expected=60.000000
predicted=28.524577, expected=4.000000
predicted=26.407495, expected=40.000000
predicted=20.869486, expected=8.000000
predicted=29.246522, expected=8.000000
predicted=18.753733, expected=12.000000
predicted=26.788868, expected=12.000000
predicted=13.147222, expected=24.000000
predicted=17.658442, expected=20.000000
predicted=13.002329, expected=16.000000
predicted=14.276373, expected=4.000000
predicted=15.409389, expected=28.000000
predicted=16.988634, expected=12.000000
predicted=17.853242, expected=12.000000
predicted=14.570300, expected=8.000000
predicted=14.758145, expected=12.000000
predicted=12.211659, expected=20.000000
predicted=15.660190, expected=4.000000
predicted=11.153198, expected=8.000000
predicted=10.747906, expected=4.000000
predicted=10.346686, expected=16.000000
predicted=10.090292, expected=16.000000
predicted=11.237325, expected=20.000000
predicted=9.686761, expected=4.000000
predicted=11.417661, expected=28.000000
predicted=13.574848, expected=8.000000
predicted=16.030639, expected=52.000000
predicted=18.055308, expected=8.000000
predicted=21.153343, expected=8.000000
predicted=16.191334, expected=12.000000
predicted=23.130720, expected=28.000000
predicted=17.895624, expected=32.000000
predicted=23.207141, expected=4.000000
predicted=14.475061, expected=32.000000
predicted=18.549541, expected=8.000000
predicted=20.998440, expected=24.000000
predicted=19.982586, expected=24.000000
predicted=21.916739, expected=4.000000
predicted=15.428564, expected=4.000000
predicted=17.761680, expected=24.000000
predicted=15.052844, expected=12.000000
predicted=15.217962, expected=12.000000
predicted=12.654732, expected=24.000000
predicted=12.951486, expected=20.000000
predicted=14.880918, expected=8.000000
predicted=16.758914, expected=24.000000
predicted=16.519768, expected=12.000000
predicted=17.069637, expected=4.000000
predicted=15.637826, expected=8.000000
predicted=14.184270, expected=4.000000
predicted=10.593420, expected=4.000000
predicted=9.914134, expected=16.000000
predicted=7.733349, expected=48.000000
predicted=11.017289, expected=8.000000
predicted=13.069773, expected=4.000000
predicted=13.277895, expected=12.000000
predicted=17.842264, expected=8.000000
predicted=16.364603, expected=32.000000
predicted=18.549634, expected=32.000000
predicted=14.044281, expected=4.000000
predicted=13.783540, expected=4.000000
predicted=16.588756, expected=20.000000
predicted=17.912813, expected=12.000000
predicted=17.911911, expected=12.000000
predicted=14.100641, expected=44.000000
predicted=14.005429, expected=24.000000
predicted=17.049721, expected=20.000000
predicted=20.535262, expected=24.000000
predicted=23.341247, expected=8.000000
predicted=22.328766, expected=20.000000
predicted=24.937383, expected=8.000000
predicted=18.756868, expected=28.000000
predicted=17.071808, expected=12.000000
predicted=17.396785, expected=16.000000
predicted=14.048993, expected=44.000000
predicted=20.662685, expected=4.000000
predicted=17.942987, expected=16.000000
predicted=20.158863, expected=4.000000
predicted=18.469406, expected=4.000000
predicted=15.113451, expected=20.000000
predicted=17.019267, expected=12.000000
predicted=9.089108, expected=4.000000
predicted=9.844086, expected=20.000000
predicted=10.244077, expected=8.000000
predicted=11.119767, expected=28.000000
predicted=14.095615, expected=60.000000
predicted=19.246645, expected=12.000000
predicted=19.614532, expected=12.000000
predicted=23.296583, expected=8.000000
predicted=23.850667, expected=40.000000
predicted=26.564670, expected=28.000000
predicted=27.489909, expected=4.000000
predicted=16.151210, expected=12.000000
predicted=18.669796, expected=24.000000
predicted=20.021860, expected=32.000000
predicted=22.718651, expected=24.000000
predicted=19.378855, expected=12.000000
predicted=17.259122, expected=8.000000
predicted=19.917266, expected=12.000000
predicted=20.413097, expected=40.000000
predicted=20.972265, expected=12.000000
predicted=17.151985, expected=8.000000
predicted=14.497972, expected=48.000000
predicted=20.761957, expected=180.000000
predicted=45.082436, expected=396.000000
predicted=237.032524, expected=188.000000
predicted=144.399080, expected=56.000000
predicted=73.249847, expected=40.000000
predicted=133.900151, expected=32.000000
predicted=148.645897, expected=68.000000
predicted=159.997598, expected=40.000000
predicted=61.310077, expected=20.000000
predicted=29.677222, expected=32.000000
predicted=37.080858, expected=28.000000
predicted=35.290330, expected=12.000000
predicted=23.511373, expected=28.000000
predicted=27.819938, expected=32.000000
predicted=29.578027, expected=76.000000
predicted=53.638862, expected=36.000000
predicted=33.154024, expected=64.000000
predicted=48.261373, expected=28.000000
predicted=37.485442, expected=8.000000
predicted=24.896539, expected=48.000000
predicted=48.552360, expected=24.000000
predicted=32.404478, expected=64.000000
predicted=48.956929, expected=48.000000
predicted=41.105352, expected=24.000000
predicted=28.134248, expected=40.000000
predicted=40.325591, expected=32.000000
predicted=38.270987, expected=32.000000
predicted=36.572333, expected=60.000000
predicted=48.765052, expected=28.000000
predicted=32.114595, expected=44.000000
predicted=39.577195, expected=20.000000
predicted=29.432666, expected=20.000000
predicted=28.489774, expected=32.000000
predicted=34.327822, expected=28.000000
predicted=29.630053, expected=32.000000
predicted=29.589913, expected=24.000000
predicted=24.511308, expected=8.000000
predicted=16.581160, expected=20.000000
predicted=22.869341, expected=20.000000
predicted=22.776639, expected=24.000000
predicted=22.510095, expected=16.000000
predicted=16.539035, expected=4.000000
predicted=9.779703, expected=24.000000
predicted=21.359701, expected=72.000000
predicted=48.795410, expected=12.000000
predicted=17.212172, expected=4.000000
predicted=9.396499, expected=8.000000
predicted=17.280830, expected=4.000000
predicted=17.528910, expected=12.000000
predicted=16.117510, expected=8.000000
predicted=7.834376, expected=16.000000
predicted=11.540334, expected=12.000000
predicted=10.475471, expected=12.000000
predicted=10.788233, expected=4.000000
predicted=7.364682, expected=112.000000
predicted=66.107877, expected=24.000000
predicted=26.418976, expected=16.000000
predicted=16.513375, expected=32.000000
predicted=33.437391, expected=28.000000
predicted=37.929576, expected=20.000000
predicted=30.622469, expected=20.000000
predicted=21.394839, expected=36.000000
predicted=30.735881, expected=20.000000
predicted=23.486025, expected=20.000000
predicted=21.285211, expected=36.000000
predicted=30.286585, expected=32.000000
predicted=29.802404, expected=84.000000
predicted=56.985430, expected=12.000000
predicted=23.023044, expected=24.000000
predicted=27.245284, expected=12.000000
predicted=26.776032, expected=8.000000
Test MSE: 772.617
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191])]
predicted=5.137272, expected=4.000000
predicted=5.503920, expected=8.000000
predicted=7.333129, expected=8.000000
predicted=7.873362, expected=16.000000
predicted=8.395435, expected=4.000000
predicted=6.592803, expected=16.000000
predicted=9.062087, expected=8.000000
predicted=10.194221, expected=16.000000
predicted=11.116223, expected=8.000000
predicted=10.985031, expected=8.000000
predicted=10.403652, expected=4.000000
predicted=10.613506, expected=16.000000
predicted=10.599521, expected=4.000000
predicted=9.122312, expected=8.000000
predicted=7.567350, expected=20.000000
predicted=9.938344, expected=16.000000
predicted=10.655056, expected=4.000000
predicted=10.128503, expected=4.000000
predicted=10.388112, expected=16.000000
predicted=13.074896, expected=8.000000
predicted=11.093417, expected=4.000000
predicted=7.792314, expected=4.000000
predicted=7.518275, expected=4.000000
predicted=7.850936, expected=4.000000
predicted=6.753187, expected=8.000000
predicted=5.118003, expected=4.000000
predicted=4.354006, expected=12.000000
predicted=5.561995, expected=12.000000
predicted=6.848168, expected=4.000000
predicted=6.757368, expected=4.000000
predicted=7.629434, expected=8.000000
predicted=8.407744, expected=4.000000
predicted=7.481260, expected=4.000000
predicted=5.725411, expected=4.000000
predicted=4.960614, expected=4.000000
predicted=4.904329, expected=8.000000
predicted=5.124635, expected=16.000000
predicted=6.024151, expected=4.000000
predicted=5.652441, expected=4.000000
predicted=6.550396, expected=4.000000
predicted=7.892811, expected=4.000000
predicted=7.417121, expected=8.000000
predicted=6.396973, expected=8.000000
predicted=4.904861, expected=4.000000
predicted=4.873846, expected=8.000000
predicted=6.032307, expected=20.000000
predicted=8.526840, expected=12.000000
predicted=8.710479, expected=12.000000
predicted=9.613161, expected=4.000000
predicted=10.671388, expected=8.000000
predicted=11.932165, expected=8.000000
predicted=11.261298, expected=24.000000
predicted=10.866034, expected=4.000000
predicted=8.710019, expected=12.000000
predicted=9.461397, expected=8.000000
predicted=11.901954, expected=8.000000
predicted=11.244873, expected=16.000000
predicted=11.728615, expected=4.000000
predicted=8.603775, expected=8.000000
predicted=9.236873, expected=8.000000
predicted=9.440209, expected=4.000000
predicted=8.429554, expected=12.000000
predicted=8.404632, expected=4.000000
predicted=6.737106, expected=4.000000
predicted=6.605493, expected=12.000000
predicted=7.561439, expected=8.000000
predicted=7.264455, expected=8.000000
predicted=7.196767, expected=4.000000
predicted=6.813271, expected=12.000000
predicted=8.463240, expected=12.000000
predicted=9.020331, expected=4.000000
predicted=7.424958, expected=8.000000
predicted=8.093446, expected=12.000000
predicted=9.321694, expected=8.000000
predicted=9.020853, expected=8.000000
predicted=8.156400, expected=4.000000
predicted=7.826441, expected=12.000000
predicted=9.098219, expected=12.000000
predicted=8.990516, expected=4.000000
predicted=7.421205, expected=8.000000
predicted=8.115159, expected=24.000000
predicted=10.872647, expected=8.000000
predicted=10.106575, expected=8.000000
predicted=9.848439, expected=4.000000
predicted=10.856138, expected=12.000000
predicted=12.064595, expected=4.000000
predicted=9.801001, expected=8.000000
predicted=7.135196, expected=12.000000
predicted=8.001865, expected=4.000000
predicted=7.214398, expected=8.000000
predicted=7.803126, expected=8.000000
predicted=7.826144, expected=16.000000
predicted=8.972075, expected=12.000000
predicted=8.914305, expected=4.000000
predicted=8.345552, expected=4.000000
predicted=9.651974, expected=4.000000
predicted=9.499712, expected=8.000000
predicted=8.259638, expected=12.000000
predicted=6.623723, expected=12.000000
predicted=6.317086, expected=4.000000
predicted=6.773216, expected=4.000000
predicted=7.983146, expected=8.000000
predicted=9.057589, expected=4.000000
predicted=7.535641, expected=12.000000
predicted=6.804696, expected=4.000000
predicted=5.714927, expected=4.000000
predicted=6.005623, expected=16.000000
predicted=8.104893, expected=12.000000
predicted=8.091211, expected=8.000000
predicted=8.098118, expected=8.000000
predicted=8.894538, expected=4.000000
predicted=9.786436, expected=4.000000
predicted=9.331399, expected=8.000000
predicted=7.711543, expected=12.000000
predicted=7.015949, expected=8.000000
predicted=6.409841, expected=4.000000
predicted=6.376046, expected=20.000000
predicted=9.555643, expected=12.000000
predicted=10.047130, expected=4.000000
predicted=9.132504, expected=4.000000
predicted=9.645129, expected=8.000000
predicted=10.358859, expected=8.000000
predicted=9.310369, expected=4.000000
predicted=6.110880, expected=4.000000
predicted=5.510948, expected=16.000000
predicted=7.556509, expected=4.000000
predicted=6.611244, expected=8.000000
predicted=6.796688, expected=4.000000
predicted=7.320938, expected=4.000000
predicted=7.413748, expected=8.000000
predicted=7.338160, expected=4.000000
predicted=5.298595, expected=4.000000
predicted=5.135717, expected=12.000000
predicted=6.024674, expected=8.000000
predicted=6.187584, expected=8.000000
predicted=6.601996, expected=4.000000
predicted=6.866279, expected=8.000000
predicted=7.984794, expected=8.000000
predicted=8.040858, expected=4.000000
predicted=6.463664, expected=4.000000
predicted=6.126318, expected=12.000000
predicted=6.996729, expected=8.000000
predicted=6.790832, expected=4.000000
predicted=6.062202, expected=8.000000
predicted=7.062035, expected=4.000000
predicted=7.241415, expected=4.000000
predicted=6.719601, expected=8.000000
predicted=6.107862, expected=4.000000
predicted=5.284228, expected=4.000000
predicted=5.152441, expected=8.000000
predicted=5.491701, expected=4.000000
predicted=5.281798, expected=4.000000
predicted=5.157858, expected=4.000000
predicted=4.956785, expected=12.000000
predicted=5.993717, expected=4.000000
predicted=5.291098, expected=4.000000
predicted=5.114174, expected=4.000000
predicted=5.958502, expected=8.000000
predicted=6.413715, expected=4.000000
predicted=5.553466, expected=8.000000
predicted=5.067896, expected=8.000000
predicted=5.849727, expected=4.000000
predicted=5.845793, expected=16.000000
predicted=7.727912, expected=8.000000
predicted=7.511997, expected=8.000000
predicted=8.152778, expected=4.000000
predicted=8.499077, expected=4.000000
predicted=8.413562, expected=12.000000
predicted=8.814485, expected=8.000000
predicted=6.787542, expected=4.000000
predicted=6.080366, expected=4.000000
predicted=6.523221, expected=4.000000
predicted=6.899515, expected=4.000000
predicted=6.159261, expected=8.000000
predicted=5.112154, expected=8.000000
predicted=4.852854, expected=8.000000
predicted=5.426465, expected=4.000000
predicted=5.878376, expected=8.000000
predicted=7.022113, expected=4.000000
predicted=6.893120, expected=8.000000
predicted=6.648270, expected=8.000000
predicted=6.457278, expected=4.000000
predicted=5.862784, expected=4.000000
predicted=6.141326, expected=4.000000
predicted=5.921591, expected=8.000000
predicted=6.083195, expected=12.000000
predicted=6.003637, expected=8.000000
predicted=5.774936, expected=4.000000
predicted=6.432473, expected=4.000000
predicted=7.468533, expected=12.000000
predicted=8.585917, expected=8.000000
predicted=7.408293, expected=12.000000
predicted=7.124915, expected=8.000000
predicted=7.732421, expected=4.000000
predicted=8.370278, expected=8.000000
predicted=9.249310, expected=4.000000
predicted=7.874104, expected=4.000000
predicted=6.747660, expected=12.000000
predicted=6.634940, expected=8.000000
predicted=6.174520, expected=4.000000
predicted=6.078134, expected=4.000000
predicted=6.485344, expected=16.000000
predicted=8.487492, expected=8.000000
predicted=7.748215, expected=4.000000
predicted=6.643407, expected=8.000000
predicted=8.041259, expected=4.000000
predicted=8.205622, expected=4.000000
predicted=7.399495, expected=4.000000
predicted=5.577703, expected=12.000000
predicted=5.998321, expected=4.000000
predicted=5.278567, expected=4.000000
predicted=5.119809, expected=4.000000
predicted=5.949933, expected=4.000000
predicted=5.893559, expected=8.000000
predicted=5.758259, expected=4.000000
predicted=4.310435, expected=12.000000
predicted=5.602675, expected=4.000000
predicted=5.648776, expected=4.000000
predicted=6.081866, expected=4.000000
predicted=6.571431, expected=4.000000
predicted=5.903159, expected=16.000000
predicted=6.793197, expected=4.000000
predicted=5.006751, expected=8.000000
predicted=6.197415, expected=8.000000
predicted=7.780053, expected=8.000000
predicted=8.357268, expected=4.000000
predicted=7.739852, expected=4.000000
predicted=6.503235, expected=4.000000
predicted=6.544075, expected=4.000000
predicted=5.559209, expected=8.000000
predicted=5.112280, expected=12.000000
predicted=5.380368, expected=8.000000
predicted=5.775880, expected=12.000000
predicted=7.517154, expected=4.000000
predicted=8.177574, expected=4.000000
predicted=8.642157, expected=8.000000
predicted=8.660902, expected=8.000000
predicted=7.423389, expected=4.000000
predicted=6.133948, expected=8.000000
predicted=6.050007, expected=4.000000
predicted=6.267371, expected=8.000000
predicted=6.662809, expected=4.000000
predicted=5.924802, expected=8.000000
predicted=6.036832, expected=8.000000
predicted=6.456762, expected=8.000000
predicted=6.396932, expected=4.000000
predicted=6.495070, expected=4.000000
predicted=6.480723, expected=4.000000
predicted=6.535127, expected=8.000000
predicted=6.095017, expected=4.000000
predicted=4.953347, expected=8.000000
predicted=5.067943, expected=8.000000
predicted=5.839717, expected=4.000000
predicted=5.862668, expected=8.000000
predicted=6.666836, expected=4.000000
predicted=6.273283, expected=12.000000
predicted=7.182004, expected=8.000000
predicted=6.821069, expected=8.000000
predicted=6.962156, expected=4.000000
predicted=7.471584, expected=16.000000
predicted=9.010638, expected=4.000000
predicted=8.286162, expected=8.000000
predicted=7.759401, expected=4.000000
predicted=7.941922, expected=4.000000
predicted=7.418751, expected=4.000000
predicted=6.846624, expected=12.000000
predicted=5.957168, expected=8.000000
predicted=5.869850, expected=4.000000
predicted=5.448718, expected=4.000000
predicted=6.499221, expected=8.000000
predicted=7.388055, expected=16.000000
predicted=8.127280, expected=12.000000
predicted=7.290867, expected=8.000000
predicted=7.846998, expected=4.000000
predicted=9.340621, expected=4.000000
predicted=10.013723, expected=4.000000
predicted=8.798653, expected=8.000000
predicted=6.754703, expected=16.000000
predicted=6.606414, expected=8.000000
predicted=6.131203, expected=4.000000
Test MSE: 18.305
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303])]
predicted=37.210010, expected=64.000000
predicted=39.335510, expected=60.000000
predicted=43.359687, expected=40.000000
predicted=47.473347, expected=44.000000
predicted=49.055404, expected=36.000000
predicted=45.440223, expected=64.000000
predicted=51.915612, expected=36.000000
predicted=47.119262, expected=44.000000
predicted=43.181756, expected=64.000000
predicted=49.732843, expected=8.000000
predicted=38.741910, expected=12.000000
predicted=39.886392, expected=4.000000
predicted=29.081212, expected=88.000000
predicted=36.598335, expected=20.000000
predicted=33.460755, expected=4.000000
predicted=19.813409, expected=40.000000
predicted=32.492863, expected=72.000000
predicted=33.082890, expected=52.000000
predicted=46.232747, expected=52.000000
predicted=40.102109, expected=44.000000
predicted=43.263249, expected=48.000000
predicted=49.771844, expected=44.000000
predicted=53.080632, expected=60.000000
predicted=50.031780, expected=64.000000
predicted=52.242828, expected=4.000000
predicted=41.912179, expected=40.000000
predicted=45.581319, expected=60.000000
predicted=46.557956, expected=28.000000
predicted=39.069895, expected=36.000000
predicted=42.028271, expected=60.000000
predicted=37.811485, expected=52.000000
predicted=43.339079, expected=76.000000
predicted=53.169081, expected=44.000000
predicted=48.342955, expected=68.000000
predicted=54.959595, expected=48.000000
predicted=59.097345, expected=56.000000
predicted=55.393395, expected=32.000000
predicted=56.085699, expected=8.000000
predicted=40.974304, expected=40.000000
predicted=44.929271, expected=44.000000
predicted=37.386432, expected=28.000000
predicted=33.560378, expected=60.000000
predicted=37.573732, expected=20.000000
predicted=31.005334, expected=56.000000
predicted=41.042077, expected=48.000000
predicted=44.298856, expected=48.000000
predicted=40.083589, expected=32.000000
predicted=46.256885, expected=20.000000
predicted=35.731902, expected=40.000000
predicted=42.064154, expected=20.000000
predicted=33.941815, expected=24.000000
predicted=30.706480, expected=20.000000
predicted=27.186644, expected=40.000000
predicted=26.268318, expected=52.000000
predicted=33.328165, expected=4.000000
predicted=24.536481, expected=40.000000
predicted=31.489026, expected=28.000000
predicted=30.697363, expected=32.000000
predicted=30.264346, expected=16.000000
predicted=31.075160, expected=8.000000
predicted=19.694370, expected=56.000000
predicted=31.696855, expected=28.000000
predicted=26.213638, expected=16.000000
predicted=25.003647, expected=8.000000
predicted=24.156986, expected=8.000000
predicted=18.984141, expected=36.000000
predicted=26.532521, expected=64.000000
predicted=26.550146, expected=44.000000
predicted=27.409977, expected=32.000000
predicted=31.374245, expected=48.000000
predicted=39.260627, expected=24.000000
predicted=39.617918, expected=20.000000
predicted=38.949831, expected=48.000000
predicted=37.983050, expected=76.000000
predicted=40.357412, expected=24.000000
predicted=38.123493, expected=36.000000
predicted=38.789338, expected=48.000000
predicted=43.127445, expected=72.000000
predicted=48.393092, expected=24.000000
predicted=46.846010, expected=44.000000
predicted=41.605752, expected=28.000000
predicted=43.064454, expected=56.000000
predicted=43.536180, expected=40.000000
predicted=45.755530, expected=44.000000
predicted=37.490961, expected=36.000000
predicted=42.762454, expected=28.000000
predicted=37.151841, expected=36.000000
predicted=41.216237, expected=36.000000
predicted=36.388095, expected=20.000000
predicted=32.755171, expected=40.000000
predicted=33.675263, expected=56.000000
predicted=35.986516, expected=24.000000
predicted=33.166715, expected=16.000000
predicted=32.856280, expected=24.000000
predicted=31.076657, expected=76.000000
predicted=39.049464, expected=44.000000
predicted=38.513114, expected=48.000000
predicted=37.560207, expected=24.000000
predicted=40.087477, expected=12.000000
predicted=35.742176, expected=24.000000
predicted=40.867328, expected=28.000000
predicted=29.650430, expected=48.000000
predicted=31.013071, expected=20.000000
predicted=25.234372, expected=4.000000
predicted=21.573848, expected=48.000000
predicted=31.132881, expected=16.000000
predicted=25.044094, expected=24.000000
predicted=26.346278, expected=36.000000
predicted=27.068862, expected=44.000000
predicted=25.816875, expected=24.000000
predicted=32.076208, expected=24.000000
predicted=27.894999, expected=4.000000
predicted=26.063985, expected=12.000000
predicted=23.939689, expected=12.000000
predicted=21.258377, expected=64.000000
predicted=23.456200, expected=44.000000
predicted=25.654450, expected=36.000000
predicted=26.072509, expected=48.000000
predicted=37.881447, expected=32.000000
predicted=36.595921, expected=16.000000
predicted=40.151749, expected=52.000000
predicted=40.206484, expected=60.000000
predicted=39.849043, expected=8.000000
predicted=33.519216, expected=4.000000
predicted=30.619829, expected=28.000000
predicted=29.430967, expected=64.000000
predicted=35.265984, expected=24.000000
predicted=30.136943, expected=24.000000
predicted=25.023611, expected=40.000000
predicted=32.377321, expected=8.000000
predicted=28.024740, expected=28.000000
predicted=33.512087, expected=32.000000
predicted=27.049039, expected=28.000000
predicted=24.257146, expected=12.000000
predicted=25.684870, expected=12.000000
predicted=19.714951, expected=16.000000
predicted=21.798701, expected=40.000000
predicted=23.520956, expected=52.000000
predicted=26.517558, expected=24.000000
predicted=23.652848, expected=40.000000
predicted=31.239414, expected=4.000000
predicted=28.410871, expected=72.000000
predicted=39.311267, expected=40.000000
predicted=39.047652, expected=20.000000
predicted=29.317880, expected=48.000000
predicted=42.097880, expected=56.000000
predicted=37.021889, expected=36.000000
predicted=44.267944, expected=48.000000
predicted=42.826054, expected=32.000000
predicted=39.180300, expected=52.000000
predicted=45.004096, expected=36.000000
predicted=44.049128, expected=12.000000
predicted=34.357569, expected=24.000000
predicted=36.565189, expected=4.000000
predicted=25.969888, expected=4.000000
predicted=22.104378, expected=36.000000
predicted=21.783693, expected=16.000000
predicted=13.710206, expected=32.000000
predicted=19.318700, expected=16.000000
predicted=18.338716, expected=36.000000
predicted=21.818206, expected=28.000000
predicted=28.126813, expected=28.000000
predicted=24.349287, expected=36.000000
predicted=30.563005, expected=16.000000
predicted=25.064387, expected=8.000000
predicted=25.519483, expected=36.000000
predicted=26.969782, expected=64.000000
predicted=30.747903, expected=12.000000
predicted=25.924882, expected=64.000000
predicted=35.060082, expected=56.000000
predicted=39.834758, expected=20.000000
predicted=37.448522, expected=24.000000
predicted=44.274799, expected=36.000000
predicted=34.765625, expected=16.000000
predicted=34.762710, expected=32.000000
predicted=32.439414, expected=48.000000
predicted=29.862381, expected=4.000000
predicted=23.732920, expected=24.000000
predicted=28.667970, expected=32.000000
predicted=26.763115, expected=52.000000
predicted=29.844983, expected=40.000000
predicted=34.052120, expected=24.000000
predicted=27.665973, expected=8.000000
predicted=30.512846, expected=20.000000
predicted=29.706795, expected=36.000000
predicted=30.878607, expected=28.000000
predicted=25.116178, expected=40.000000
predicted=26.405067, expected=48.000000
predicted=29.667542, expected=40.000000
predicted=33.506923, expected=12.000000
predicted=33.658565, expected=32.000000
predicted=34.444461, expected=80.000000
predicted=43.124049, expected=16.000000
predicted=34.072031, expected=40.000000
predicted=38.474002, expected=32.000000
predicted=36.886007, expected=36.000000
predicted=35.742529, expected=8.000000
predicted=38.046618, expected=56.000000
predicted=31.631498, expected=16.000000
predicted=30.604114, expected=40.000000
predicted=30.161130, expected=24.000000
predicted=32.579874, expected=60.000000
predicted=30.994541, expected=44.000000
predicted=41.339073, expected=12.000000
predicted=29.592125, expected=4.000000
predicted=33.540652, expected=20.000000
predicted=27.506805, expected=56.000000
predicted=33.416359, expected=20.000000
predicted=24.407238, expected=8.000000
predicted=19.606344, expected=24.000000
predicted=24.177999, expected=36.000000
predicted=25.425959, expected=32.000000
predicted=29.199747, expected=12.000000
predicted=21.707435, expected=24.000000
predicted=23.181650, expected=44.000000
predicted=28.907854, expected=32.000000
predicted=28.119377, expected=32.000000
predicted=29.557451, expected=24.000000
predicted=28.145339, expected=20.000000
predicted=28.482725, expected=68.000000
predicted=38.379447, expected=76.000000
predicted=40.267627, expected=40.000000
predicted=39.875512, expected=20.000000
predicted=42.515284, expected=20.000000
predicted=41.507890, expected=28.000000
predicted=42.640571, expected=68.000000
predicted=43.974024, expected=44.000000
predicted=34.835440, expected=20.000000
predicted=31.265859, expected=80.000000
predicted=46.643342, expected=4.000000
predicted=36.441731, expected=16.000000
predicted=39.741095, expected=56.000000
predicted=42.325113, expected=32.000000
predicted=28.691228, expected=32.000000
predicted=39.002249, expected=40.000000
predicted=30.788042, expected=48.000000
predicted=35.041683, expected=4.000000
predicted=34.945580, expected=12.000000
predicted=29.623404, expected=16.000000
predicted=27.066399, expected=28.000000
predicted=23.571940, expected=52.000000
predicted=28.258810, expected=20.000000
predicted=19.087014, expected=24.000000
predicted=25.118513, expected=44.000000
predicted=31.969986, expected=56.000000
predicted=35.077525, expected=12.000000
predicted=33.636704, expected=40.000000
predicted=34.226710, expected=48.000000
predicted=37.668046, expected=20.000000
predicted=33.437397, expected=44.000000
predicted=39.984523, expected=32.000000
predicted=31.508516, expected=16.000000
predicted=31.774957, expected=8.000000
predicted=30.617161, expected=16.000000
predicted=22.753275, expected=8.000000
predicted=20.948382, expected=40.000000
predicted=21.012891, expected=16.000000
predicted=16.117845, expected=20.000000
predicted=16.787475, expected=8.000000
predicted=19.279819, expected=24.000000
predicted=18.139310, expected=40.000000
predicted=25.845183, expected=56.000000
predicted=25.569122, expected=12.000000
predicted=24.704949, expected=20.000000
predicted=27.022930, expected=32.000000
predicted=32.187886, expected=56.000000
predicted=34.399689, expected=32.000000
predicted=34.414636, expected=56.000000
predicted=34.225245, expected=32.000000
predicted=37.232867, expected=20.000000
predicted=36.212150, expected=36.000000
predicted=42.095069, expected=16.000000
predicted=30.323104, expected=44.000000
predicted=35.521586, expected=12.000000
predicted=26.515376, expected=20.000000
predicted=23.706546, expected=4.000000
predicted=24.132409, expected=12.000000
predicted=16.842005, expected=20.000000
predicted=20.739159, expected=72.000000
predicted=22.744809, expected=16.000000
predicted=20.842659, expected=32.000000
predicted=25.067084, expected=52.000000
predicted=36.362178, expected=16.000000
predicted=29.549188, expected=12.000000
predicted=36.633414, expected=44.000000
predicted=30.455759, expected=68.000000
predicted=35.260580, expected=8.000000
predicted=31.068148, expected=68.000000
predicted=38.445813, expected=28.000000
predicted=36.310053, expected=32.000000
predicted=38.437060, expected=40.000000
predicted=46.109461, expected=48.000000
predicted=33.409794, expected=28.000000
predicted=41.684758, expected=68.000000
predicted=41.282088, expected=48.000000
predicted=42.415064, expected=32.000000
predicted=41.947073, expected=36.000000
predicted=46.428972, expected=8.000000
predicted=34.785061, expected=4.000000
predicted=34.765559, expected=52.000000
predicted=33.264095, expected=44.000000
predicted=26.796363, expected=28.000000
predicted=27.550062, expected=4.000000
predicted=24.193906, expected=8.000000
predicted=22.607906, expected=88.000000
predicted=40.087524, expected=20.000000
predicted=27.515898, expected=4.000000
predicted=24.996190, expected=56.000000
predicted=35.049816, expected=56.000000
predicted=32.226910, expected=4.000000
predicted=37.949701, expected=88.000000
predicted=42.434311, expected=24.000000
predicted=33.000650, expected=4.000000
predicted=37.829367, expected=4.000000
predicted=38.370187, expected=12.000000
predicted=18.930671, expected=44.000000
predicted=33.050731, expected=60.000000
predicted=23.342737, expected=48.000000
predicted=25.238279, expected=28.000000
predicted=31.155883, expected=36.000000
predicted=37.717947, expected=48.000000
predicted=43.939511, expected=76.000000
predicted=49.303883, expected=8.000000
predicted=38.665727, expected=4.000000
predicted=35.001827, expected=20.000000
predicted=35.877196, expected=40.000000
predicted=31.022884, expected=36.000000
predicted=32.522126, expected=44.000000
predicted=24.211054, expected=60.000000
predicted=32.692645, expected=40.000000
predicted=36.955269, expected=56.000000
predicted=46.498343, expected=48.000000
predicted=46.892303, expected=16.000000
Test MSE: 407.372
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027])]
predicted=19.871641, expected=12.000000
predicted=18.183254, expected=8.000000
predicted=14.643219, expected=20.000000
predicted=18.133549, expected=20.000000
predicted=17.541472, expected=32.000000
predicted=21.124652, expected=4.000000
predicted=13.984451, expected=12.000000
predicted=16.943246, expected=8.000000
predicted=13.261930, expected=12.000000
predicted=13.602047, expected=24.000000
predicted=16.938853, expected=12.000000
predicted=11.657214, expected=8.000000
predicted=13.082904, expected=12.000000
predicted=12.495362, expected=4.000000
predicted=9.738816, expected=28.000000
predicted=17.408130, expected=12.000000
predicted=11.470916, expected=24.000000
predicted=17.834953, expected=12.000000
predicted=14.459336, expected=12.000000
predicted=15.170878, expected=24.000000
predicted=19.407622, expected=12.000000
predicted=14.530527, expected=32.000000
predicted=22.543522, expected=20.000000
predicted=18.117144, expected=12.000000
predicted=18.646038, expected=28.000000
predicted=22.745837, expected=8.000000
predicted=15.634488, expected=24.000000
predicted=22.417135, expected=8.000000
predicted=14.192918, expected=24.000000
predicted=19.141899, expected=16.000000
predicted=16.854811, expected=8.000000
predicted=14.265918, expected=12.000000
predicted=15.012643, expected=8.000000
predicted=11.169857, expected=8.000000
predicted=11.861560, expected=20.000000
predicted=13.174790, expected=20.000000
predicted=13.477666, expected=4.000000
predicted=11.371898, expected=12.000000
predicted=12.869619, expected=16.000000
predicted=12.722764, expected=4.000000
predicted=11.025714, expected=28.000000
predicted=17.026964, expected=8.000000
predicted=10.257324, expected=8.000000
predicted=13.477401, expected=12.000000
predicted=12.146369, expected=16.000000
predicted=12.547227, expected=8.000000
predicted=12.516504, expected=24.000000
predicted=15.060306, expected=4.000000
predicted=10.053011, expected=12.000000
predicted=13.727497, expected=8.000000
predicted=10.560977, expected=12.000000
predicted=11.347111, expected=16.000000
predicted=13.080687, expected=48.000000
predicted=21.643988, expected=4.000000
predicted=14.428424, expected=16.000000
predicted=20.069169, expected=32.000000
predicted=21.232822, expected=4.000000
predicted=16.482800, expected=16.000000
predicted=21.663224, expected=16.000000
predicted=13.367532, expected=8.000000
predicted=14.075219, expected=12.000000
predicted=14.926397, expected=24.000000
predicted=14.282534, expected=16.000000
predicted=15.148270, expected=4.000000
predicted=13.079448, expected=12.000000
predicted=12.778928, expected=20.000000
predicted=14.218468, expected=20.000000
predicted=16.514787, expected=8.000000
predicted=13.341551, expected=20.000000
predicted=15.487875, expected=12.000000
predicted=13.793191, expected=12.000000
predicted=15.396381, expected=12.000000
predicted=13.676463, expected=20.000000
predicted=14.585909, expected=20.000000
predicted=16.423250, expected=12.000000
predicted=14.783103, expected=12.000000
predicted=14.786683, expected=16.000000
predicted=14.949736, expected=4.000000
predicted=12.154033, expected=36.000000
predicted=20.059549, expected=8.000000
predicted=12.372401, expected=20.000000
predicted=18.762566, expected=8.000000
predicted=13.569765, expected=32.000000
predicted=19.678977, expected=12.000000
predicted=17.839360, expected=16.000000
predicted=17.288401, expected=12.000000
predicted=15.845488, expected=20.000000
predicted=16.520518, expected=16.000000
predicted=17.641978, expected=28.000000
predicted=19.127444, expected=28.000000
predicted=21.013016, expected=4.000000
predicted=16.645404, expected=16.000000
predicted=19.309255, expected=16.000000
predicted=16.092796, expected=24.000000
predicted=19.750263, expected=12.000000
predicted=16.524701, expected=12.000000
predicted=14.373073, expected=4.000000
predicted=12.341358, expected=12.000000
predicted=12.817120, expected=24.000000
predicted=15.412844, expected=8.000000
predicted=11.370193, expected=16.000000
predicted=14.429468, expected=20.000000
predicted=14.179067, expected=8.000000
predicted=13.505034, expected=8.000000
predicted=14.090933, expected=12.000000
predicted=11.452926, expected=24.000000
predicted=15.361832, expected=24.000000
predicted=17.115058, expected=20.000000
predicted=17.344377, expected=12.000000
predicted=16.557283, expected=12.000000
predicted=16.531797, expected=8.000000
predicted=14.971985, expected=8.000000
predicted=13.033280, expected=16.000000
predicted=12.976229, expected=16.000000
predicted=12.244347, expected=12.000000
predicted=12.461903, expected=8.000000
predicted=11.250651, expected=16.000000
predicted=12.942285, expected=8.000000
predicted=11.533634, expected=20.000000
predicted=14.717219, expected=20.000000
predicted=14.462141, expected=28.000000
predicted=18.511459, expected=8.000000
predicted=15.862797, expected=20.000000
predicted=18.412170, expected=8.000000
predicted=15.155549, expected=36.000000
predicted=22.122325, expected=16.000000
predicted=18.525508, expected=4.000000
predicted=15.127076, expected=8.000000
predicted=14.774751, expected=4.000000
predicted=9.950232, expected=8.000000
predicted=12.110265, expected=12.000000
predicted=9.081310, expected=20.000000
predicted=10.689634, expected=8.000000
predicted=9.966238, expected=12.000000
predicted=11.545630, expected=24.000000
predicted=14.903837, expected=28.000000
predicted=18.264300, expected=20.000000
predicted=19.644888, expected=8.000000
predicted=16.255951, expected=28.000000
predicted=20.994023, expected=12.000000
predicted=17.705659, expected=20.000000
predicted=20.357211, expected=8.000000
predicted=14.897489, expected=28.000000
predicted=18.540553, expected=8.000000
predicted=15.747821, expected=8.000000
predicted=14.006099, expected=16.000000
predicted=14.756767, expected=32.000000
predicted=17.539782, expected=24.000000
predicted=20.235211, expected=32.000000
predicted=22.802418, expected=60.000000
predicted=33.148349, expected=12.000000
predicted=26.725687, expected=16.000000
predicted=30.382624, expected=12.000000
predicted=22.780863, expected=32.000000
predicted=26.056952, expected=20.000000
predicted=24.895371, expected=12.000000
predicted=17.617237, expected=24.000000
predicted=20.421466, expected=24.000000
predicted=19.918961, expected=24.000000
predicted=23.171413, expected=28.000000
predicted=23.410519, expected=28.000000
predicted=23.877260, expected=44.000000
predicted=30.976498, expected=4.000000
predicted=22.631857, expected=8.000000
predicted=22.201712, expected=16.000000
predicted=19.379325, expected=4.000000
predicted=13.786458, expected=48.000000
predicted=25.125844, expected=20.000000
predicted=16.196810, expected=4.000000
predicted=17.227239, expected=24.000000
predicted=20.399177, expected=48.000000
predicted=25.266756, expected=32.000000
predicted=29.551633, expected=48.000000
predicted=34.064819, expected=48.000000
predicted=35.683552, expected=44.000000
predicted=41.288798, expected=44.000000
predicted=44.908823, expected=68.000000
predicted=49.949018, expected=24.000000
predicted=42.766452, expected=52.000000
predicted=49.383950, expected=20.000000
predicted=37.972207, expected=16.000000
predicted=34.499925, expected=16.000000
predicted=30.318480, expected=8.000000
predicted=18.763688, expected=52.000000
predicted=30.405823, expected=20.000000
predicted=21.189838, expected=20.000000
predicted=24.287937, expected=12.000000
predicted=20.218833, expected=16.000000
predicted=19.454806, expected=12.000000
predicted=20.152467, expected=20.000000
predicted=16.999328, expected=20.000000
predicted=17.030641, expected=36.000000
predicted=21.849542, expected=8.000000
predicted=17.704546, expected=20.000000
predicted=20.420980, expected=16.000000
predicted=18.574097, expected=16.000000
predicted=18.414757, expected=16.000000
predicted=18.627894, expected=12.000000
predicted=14.190848, expected=20.000000
predicted=17.094262, expected=20.000000
predicted=16.878280, expected=12.000000
predicted=15.821830, expected=12.000000
predicted=15.279611, expected=4.000000
predicted=11.689509, expected=4.000000
predicted=10.601485, expected=16.000000
predicted=11.428394, expected=8.000000
predicted=8.816353, expected=8.000000
predicted=9.288148, expected=20.000000
predicted=11.328796, expected=24.000000
predicted=14.395944, expected=24.000000
predicted=18.379086, expected=40.000000
predicted=24.094545, expected=24.000000
predicted=23.752577, expected=16.000000
predicted=24.565491, expected=24.000000
predicted=24.904320, expected=12.000000
predicted=20.667595, expected=20.000000
predicted=22.443149, expected=20.000000
predicted=19.048561, expected=28.000000
predicted=21.071824, expected=16.000000
predicted=19.894236, expected=24.000000
predicted=21.040987, expected=20.000000
predicted=20.820067, expected=36.000000
predicted=25.562472, expected=36.000000
predicted=28.131616, expected=20.000000
predicted=25.538528, expected=20.000000
predicted=25.930497, expected=40.000000
predicted=29.226343, expected=24.000000
predicted=27.986990, expected=32.000000
predicted=30.382814, expected=80.000000
predicted=41.784757, expected=36.000000
predicted=38.167937, expected=4.000000
predicted=35.675079, expected=28.000000
predicted=33.032084, expected=24.000000
predicted=28.452997, expected=28.000000
predicted=33.411453, expected=40.000000
predicted=29.533226, expected=28.000000
predicted=25.367796, expected=16.000000
predicted=26.855003, expected=40.000000
predicted=30.645663, expected=12.000000
predicted=23.820025, expected=36.000000
predicted=31.117068, expected=24.000000
predicted=24.963522, expected=8.000000
predicted=21.108329, expected=16.000000
predicted=22.481645, expected=20.000000
predicted=17.701646, expected=16.000000
predicted=19.599503, expected=4.000000
predicted=14.039441, expected=24.000000
predicted=15.805298, expected=12.000000
predicted=13.822758, expected=12.000000
predicted=15.282584, expected=4.000000
predicted=11.129483, expected=12.000000
predicted=10.808772, expected=20.000000
predicted=14.386287, expected=8.000000
predicted=11.021516, expected=12.000000
predicted=12.396842, expected=24.000000
predicted=14.165174, expected=16.000000
predicted=15.028234, expected=4.000000
predicted=13.810736, expected=16.000000
predicted=13.740601, expected=12.000000
predicted=12.470309, expected=8.000000
predicted=13.068288, expected=8.000000
predicted=10.719292, expected=8.000000
predicted=8.632414, expected=20.000000
predicted=12.934243, expected=8.000000
predicted=10.242068, expected=40.000000
predicted=19.338624, expected=8.000000
predicted=13.941114, expected=8.000000
predicted=16.058534, expected=12.000000
predicted=14.945539, expected=16.000000
predicted=13.821047, expected=4.000000
predicted=13.959370, expected=8.000000
predicted=9.665623, expected=20.000000
predicted=11.780590, expected=4.000000
predicted=9.453069, expected=12.000000
predicted=12.002776, expected=20.000000
predicted=11.802027, expected=12.000000
predicted=12.233655, expected=8.000000
predicted=13.170597, expected=12.000000
predicted=11.197879, expected=8.000000
predicted=10.808144, expected=16.000000
predicted=13.307846, expected=20.000000
predicted=13.483980, expected=24.000000
predicted=16.104711, expected=12.000000
predicted=15.507930, expected=12.000000
predicted=15.339557, expected=8.000000
predicted=13.806158, expected=32.000000
predicted=19.292560, expected=16.000000
predicted=16.889033, expected=28.000000
predicted=20.652807, expected=8.000000
predicted=16.183104, expected=12.000000
predicted=16.599858, expected=24.000000
predicted=20.002834, expected=16.000000
predicted=16.419370, expected=12.000000
predicted=17.298966, expected=8.000000
predicted=12.670709, expected=8.000000
predicted=12.043197, expected=4.000000
predicted=10.739805, expected=20.000000
predicted=12.341864, expected=12.000000
predicted=10.526349, expected=4.000000
predicted=9.519163, expected=12.000000
predicted=10.505685, expected=4.000000
predicted=7.643035, expected=16.000000
predicted=12.245692, expected=24.000000
predicted=13.305540, expected=8.000000
predicted=11.148585, expected=20.000000
predicted=15.876306, expected=20.000000
predicted=15.009774, expected=16.000000
predicted=17.213797, expected=4.000000
predicted=14.659650, expected=24.000000
predicted=16.105708, expected=20.000000
predicted=16.653808, expected=8.000000
predicted=15.268601, expected=12.000000
predicted=14.573123, expected=12.000000
predicted=12.037199, expected=60.000000
predicted=27.000195, expected=48.000000
predicted=29.160906, expected=12.000000
predicted=26.239379, expected=20.000000
predicted=27.986822, expected=16.000000
predicted=23.762997, expected=20.000000
predicted=27.875879, expected=4.000000
predicted=18.274549, expected=8.000000
predicted=12.880412, expected=24.000000
predicted=15.750345, expected=24.000000
predicted=16.446615, expected=16.000000
predicted=17.086138, expected=20.000000
predicted=17.211431, expected=4.000000
predicted=13.852608, expected=12.000000
predicted=16.250204, expected=8.000000
predicted=12.479411, expected=20.000000
predicted=14.109775, expected=20.000000
predicted=14.826829, expected=32.000000
predicted=18.544557, expected=16.000000
predicted=18.037865, expected=4.000000
predicted=15.702894, expected=4.000000
predicted=14.179954, expected=12.000000
predicted=13.125669, expected=36.000000
predicted=19.624501, expected=28.000000
predicted=18.335346, expected=20.000000
predicted=19.078570, expected=8.000000
predicted=16.886989, expected=12.000000
predicted=17.701523, expected=8.000000
predicted=16.633158, expected=8.000000
predicted=13.265781, expected=36.000000
predicted=18.323534, expected=24.000000
predicted=16.484267, expected=16.000000
predicted=18.578759, expected=12.000000
predicted=16.813725, expected=4.000000
predicted=13.928109, expected=28.000000
predicted=21.228841, expected=12.000000
predicted=14.811058, expected=32.000000
predicted=20.460916, expected=8.000000
predicted=14.601309, expected=4.000000
predicted=13.690542, expected=12.000000
predicted=15.258698, expected=4.000000
predicted=9.932726, expected=12.000000
predicted=12.793748, expected=24.000000
predicted=12.233574, expected=16.000000
predicted=12.401319, expected=28.000000
predicted=18.506595, expected=12.000000
predicted=15.013339, expected=24.000000
predicted=20.347499, expected=4.000000
predicted=15.707428, expected=16.000000
predicted=16.840068, expected=16.000000
predicted=16.153325, expected=8.000000
predicted=12.584701, expected=12.000000
predicted=13.804234, expected=16.000000
predicted=11.961018, expected=8.000000
predicted=12.037700, expected=4.000000
predicted=10.241162, expected=16.000000
predicted=11.106102, expected=32.000000
predicted=16.510843, expected=4.000000
predicted=12.425321, expected=20.000000
predicted=16.083167, expected=8.000000
predicted=11.965173, expected=4.000000
predicted=12.746612, expected=24.000000
predicted=16.808192, expected=4.000000
predicted=8.951851, expected=20.000000
predicted=15.394273, expected=24.000000
predicted=14.631729, expected=12.000000
predicted=14.356513, expected=4.000000
predicted=14.183728, expected=8.000000
predicted=10.875574, expected=20.000000
predicted=14.771529, expected=16.000000
predicted=14.363107, expected=8.000000
predicted=11.621947, expected=8.000000
predicted=10.376875, expected=8.000000
predicted=10.342166, expected=12.000000
predicted=11.962215, expected=4.000000
predicted=8.707277, expected=12.000000
predicted=9.365950, expected=24.000000
predicted=12.620686, expected=8.000000
predicted=10.882864, expected=8.000000
predicted=11.849318, expected=8.000000
predicted=9.731732, expected=8.000000
predicted=10.496641, expected=32.000000
predicted=17.179792, expected=16.000000
predicted=13.334753, expected=8.000000
predicted=13.813614, expected=4.000000
predicted=11.340917, expected=8.000000
predicted=11.291165, expected=12.000000
predicted=13.142287, expected=20.000000
predicted=12.650683, expected=20.000000
predicted=13.175781, expected=12.000000
predicted=12.834436, expected=8.000000
predicted=12.764998, expected=12.000000
predicted=13.392300, expected=12.000000
predicted=13.484640, expected=8.000000
predicted=11.733855, expected=8.000000
Test MSE: 118.728
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497])]
predicted=103.450014, expected=92.000000
predicted=89.406387, expected=60.000000
predicted=78.246903, expected=60.000000
predicted=88.113145, expected=76.000000
predicted=95.014754, expected=120.000000
predicted=102.679505, expected=88.000000
predicted=85.905334, expected=132.000000
predicted=97.135782, expected=96.000000
predicted=89.508242, expected=84.000000
predicted=91.392266, expected=88.000000
predicted=100.890348, expected=92.000000
predicted=93.700713, expected=68.000000
predicted=92.982004, expected=156.000000
predicted=113.972794, expected=68.000000
predicted=84.451323, expected=52.000000
predicted=78.647657, expected=72.000000
predicted=82.138392, expected=108.000000
predicted=88.929271, expected=40.000000
predicted=84.307004, expected=56.000000
predicted=64.426741, expected=120.000000
predicted=83.017467, expected=160.000000
predicted=107.196325, expected=68.000000
predicted=88.590974, expected=96.000000
predicted=85.087187, expected=124.000000
predicted=101.151367, expected=76.000000
predicted=99.142983, expected=76.000000
predicted=105.516253, expected=92.000000
predicted=86.219984, expected=108.000000
predicted=98.034766, expected=100.000000
predicted=102.213451, expected=84.000000
predicted=86.216909, expected=88.000000
predicted=88.328239, expected=52.000000
predicted=77.907025, expected=120.000000
predicted=102.946500, expected=112.000000
predicted=98.609551, expected=132.000000
predicted=105.231638, expected=92.000000
predicted=96.603324, expected=72.000000
predicted=82.393052, expected=92.000000
predicted=103.604114, expected=100.000000
predicted=101.249894, expected=132.000000
predicted=116.361516, expected=132.000000
predicted=109.702374, expected=156.000000
predicted=119.184403, expected=84.000000
predicted=103.265940, expected=100.000000
predicted=110.370464, expected=32.000000
predicted=89.778860, expected=20.000000
predicted=74.878673, expected=120.000000
predicted=108.140263, expected=92.000000
predicted=79.658791, expected=36.000000
predicted=64.985355, expected=80.000000
predicted=64.516068, expected=52.000000
predicted=52.543610, expected=12.000000
predicted=59.990511, expected=44.000000
predicted=58.280758, expected=44.000000
predicted=41.449126, expected=4.000000
predicted=36.252247, expected=68.000000
predicted=49.873770, expected=36.000000
predicted=29.571102, expected=40.000000
predicted=40.926745, expected=48.000000
predicted=43.690886, expected=48.000000
predicted=35.321501, expected=48.000000
predicted=51.910218, expected=48.000000
predicted=44.179622, expected=56.000000
predicted=48.829876, expected=92.000000
predicted=65.210629, expected=84.000000
predicted=66.057247, expected=148.000000
predicted=94.604895, expected=60.000000
predicted=69.569594, expected=36.000000
predicted=64.198661, expected=148.000000
predicted=109.115086, expected=92.000000
predicted=88.909713, expected=100.000000
predicted=109.894331, expected=116.000000
predicted=93.711871, expected=152.000000
predicted=106.238966, expected=144.000000
predicted=134.974787, expected=112.000000
predicted=113.879684, expected=92.000000
predicted=109.329717, expected=60.000000
predicted=97.861312, expected=84.000000
predicted=108.050472, expected=96.000000
predicted=104.426634, expected=124.000000
predicted=106.148962, expected=124.000000
predicted=104.312438, expected=52.000000
predicted=74.612211, expected=84.000000
predicted=90.747663, expected=56.000000
predicted=79.484882, expected=84.000000
predicted=92.747267, expected=88.000000
predicted=90.597160, expected=100.000000
predicted=79.520424, expected=96.000000
predicted=88.334435, expected=72.000000
predicted=75.357255, expected=92.000000
predicted=89.246397, expected=48.000000
predicted=73.162012, expected=80.000000
predicted=84.683778, expected=156.000000
predicted=109.604552, expected=80.000000
predicted=82.372760, expected=116.000000
predicted=103.281472, expected=76.000000
predicted=79.467913, expected=92.000000
predicted=94.560846, expected=52.000000
predicted=93.702126, expected=152.000000
predicted=107.759927, expected=152.000000
predicted=120.349864, expected=68.000000
predicted=87.471520, expected=164.000000
predicted=125.493149, expected=116.000000
predicted=103.153696, expected=152.000000
predicted=143.532822, expected=76.000000
predicted=115.121179, expected=96.000000
predicted=100.759060, expected=136.000000
predicted=132.553647, expected=92.000000
predicted=106.679654, expected=72.000000
predicted=104.580236, expected=80.000000
predicted=86.093977, expected=100.000000
predicted=96.362350, expected=104.000000
predicted=105.230428, expected=104.000000
predicted=95.791966, expected=136.000000
predicted=105.346446, expected=104.000000
predicted=100.681827, expected=96.000000
predicted=104.091469, expected=104.000000
predicted=106.289325, expected=72.000000
predicted=94.288169, expected=68.000000
predicted=95.550654, expected=96.000000
predicted=93.453890, expected=132.000000
predicted=104.583167, expected=112.000000
predicted=102.856796, expected=116.000000
predicted=100.767680, expected=136.000000
predicted=110.621301, expected=140.000000
predicted=122.801428, expected=76.000000
predicted=109.867089, expected=104.000000
predicted=111.871391, expected=144.000000
predicted=124.358569, expected=144.000000
predicted=131.001524, expected=60.000000
predicted=103.287862, expected=68.000000
predicted=88.766385, expected=64.000000
predicted=88.024401, expected=36.000000
predicted=80.259694, expected=68.000000
predicted=83.347353, expected=96.000000
predicted=72.207181, expected=104.000000
predicted=80.728898, expected=72.000000
predicted=72.569427, expected=60.000000
predicted=64.243148, expected=64.000000
predicted=71.855766, expected=56.000000
predicted=72.513986, expected=104.000000
predicted=88.745823, expected=108.000000
predicted=84.688672, expected=124.000000
predicted=93.412401, expected=156.000000
predicted=112.291602, expected=20.000000
predicted=67.816651, expected=92.000000
predicted=100.702834, expected=64.000000
predicted=85.549306, expected=72.000000
predicted=89.426683, expected=156.000000
predicted=120.588999, expected=108.000000
predicted=80.892127, expected=80.000000
predicted=92.934600, expected=68.000000
predicted=80.162615, expected=84.000000
predicted=87.554630, expected=100.000000
predicted=108.303966, expected=152.000000
predicted=115.200103, expected=148.000000
predicted=113.323638, expected=140.000000
predicted=115.840804, expected=100.000000
predicted=109.226887, expected=92.000000
predicted=110.209970, expected=80.000000
predicted=112.791583, expected=60.000000
predicted=98.318539, expected=72.000000
predicted=93.290396, expected=92.000000
predicted=87.727520, expected=116.000000
predicted=95.448545, expected=100.000000
predicted=89.991985, expected=80.000000
predicted=81.156694, expected=108.000000
predicted=94.656571, expected=64.000000
predicted=84.383987, expected=80.000000
predicted=92.924804, expected=88.000000
predicted=88.429913, expected=156.000000
predicted=110.645551, expected=56.000000
predicted=85.142201, expected=132.000000
predicted=102.037657, expected=124.000000
predicted=105.168381, expected=40.000000
predicted=82.597675, expected=64.000000
predicted=97.543782, expected=140.000000
predicted=97.004772, expected=148.000000
predicted=123.060923, expected=92.000000
predicted=104.726444, expected=88.000000
predicted=85.318179, expected=92.000000
predicted=92.978647, expected=72.000000
predicted=101.376846, expected=76.000000
predicted=98.785576, expected=84.000000
predicted=85.027828, expected=104.000000
predicted=91.341486, expected=96.000000
predicted=90.805212, expected=164.000000
predicted=113.729524, expected=108.000000
predicted=101.074968, expected=104.000000
predicted=105.858290, expected=96.000000
predicted=105.873502, expected=176.000000
predicted=133.139123, expected=152.000000
predicted=143.435546, expected=96.000000
predicted=114.266282, expected=80.000000
predicted=105.858884, expected=116.000000
predicted=113.633355, expected=88.000000
predicted=118.129144, expected=56.000000
predicted=95.809661, expected=104.000000
predicted=95.422760, expected=192.000000
predicted=124.840483, expected=80.000000
predicted=99.681009, expected=84.000000
predicted=98.146310, expected=100.000000
predicted=93.946703, expected=72.000000
predicted=93.591308, expected=100.000000
predicted=119.004914, expected=140.000000
predicted=105.206895, expected=132.000000
predicted=108.529483, expected=100.000000
predicted=105.598799, expected=104.000000
predicted=101.974110, expected=112.000000
predicted=110.799548, expected=72.000000
predicted=103.859287, expected=68.000000
predicted=96.214987, expected=72.000000
predicted=84.979903, expected=136.000000
predicted=106.919530, expected=84.000000
predicted=91.589891, expected=144.000000
predicted=107.646092, expected=136.000000
predicted=108.191243, expected=52.000000
predicted=84.261481, expected=108.000000
predicted=116.246095, expected=112.000000
predicted=101.224309, expected=120.000000
predicted=119.529148, expected=108.000000
predicted=112.893280, expected=132.000000
predicted=104.319116, expected=88.000000
predicted=103.973401, expected=76.000000
predicted=99.627867, expected=104.000000
predicted=106.967598, expected=128.000000
predicted=111.201251, expected=164.000000
predicted=132.281303, expected=112.000000
predicted=108.517229, expected=96.000000
predicted=104.077415, expected=120.000000
predicted=117.718412, expected=128.000000
predicted=124.819092, expected=96.000000
predicted=120.669422, expected=132.000000
predicted=120.062278, expected=124.000000
predicted=113.969679, expected=104.000000
predicted=114.482549, expected=112.000000
predicted=118.002440, expected=156.000000
predicted=125.897562, expected=84.000000
predicted=110.539753, expected=120.000000
predicted=121.314835, expected=96.000000
predicted=105.223259, expected=76.000000
predicted=99.214825, expected=116.000000
predicted=119.269151, expected=144.000000
predicted=111.420789, expected=48.000000
predicted=89.310249, expected=108.000000
predicted=103.586376, expected=212.000000
predicted=133.618245, expected=80.000000
predicted=104.411447, expected=72.000000
predicted=113.944938, expected=124.000000
predicted=100.763011, expected=80.000000
predicted=97.935688, expected=152.000000
predicted=147.933039, expected=116.000000
predicted=101.362287, expected=172.000000
predicted=127.046779, expected=32.000000
predicted=93.732080, expected=104.000000
predicted=105.484083, expected=80.000000
predicted=106.780176, expected=76.000000
predicted=93.248786, expected=112.000000
predicted=115.349771, expected=152.000000
predicted=95.958506, expected=160.000000
predicted=125.037486, expected=148.000000
predicted=123.271054, expected=92.000000
predicted=107.949218, expected=80.000000
predicted=110.810605, expected=96.000000
predicted=118.722135, expected=144.000000
predicted=132.214984, expected=132.000000
predicted=125.503244, expected=112.000000
predicted=108.780599, expected=120.000000
predicted=110.752726, expected=100.000000
predicted=108.019460, expected=76.000000
predicted=109.446938, expected=92.000000
predicted=106.852809, expected=96.000000
predicted=99.573375, expected=112.000000
predicted=106.509996, expected=172.000000
predicted=124.472951, expected=84.000000
predicted=93.925636, expected=48.000000
predicted=88.121449, expected=108.000000
predicted=103.293751, expected=44.000000
predicted=80.430632, expected=120.000000
predicted=118.625591, expected=80.000000
predicted=79.819798, expected=120.000000
predicted=89.446862, expected=108.000000
predicted=102.054414, expected=104.000000
predicted=89.062743, expected=116.000000
predicted=113.030149, expected=72.000000
predicted=88.670219, expected=96.000000
predicted=104.896217, expected=76.000000
predicted=91.457078, expected=76.000000
predicted=88.920250, expected=80.000000
predicted=89.831654, expected=68.000000
predicted=73.947136, expected=72.000000
predicted=79.937839, expected=72.000000
predicted=73.616264, expected=128.000000
predicted=93.456833, expected=108.000000
predicted=91.536700, expected=124.000000
predicted=99.947296, expected=40.000000
predicted=74.488209, expected=76.000000
predicted=84.652737, expected=76.000000
predicted=92.271999, expected=60.000000
predicted=79.514494, expected=68.000000
predicted=82.263488, expected=136.000000
predicted=84.920864, expected=148.000000
predicted=104.738257, expected=48.000000
predicted=77.789003, expected=64.000000
predicted=79.150220, expected=80.000000
predicted=81.464751, expected=80.000000
predicted=95.382590, expected=72.000000
predicted=92.069266, expected=116.000000
predicted=82.518967, expected=144.000000
predicted=100.760446, expected=76.000000
predicted=87.683037, expected=68.000000
predicted=86.452933, expected=92.000000
predicted=89.071525, expected=56.000000
predicted=84.679977, expected=120.000000
predicted=110.428462, expected=140.000000
predicted=100.875915, expected=132.000000
predicted=104.232546, expected=88.000000
predicted=99.997621, expected=100.000000
predicted=96.062974, expected=92.000000
predicted=106.820878, expected=76.000000
predicted=103.002113, expected=140.000000
predicted=119.790184, expected=108.000000
predicted=99.053946, expected=108.000000
predicted=106.198429, expected=56.000000
predicted=85.587632, expected=104.000000
predicted=95.892662, expected=132.000000
predicted=118.741478, expected=4.000000
predicted=67.635431, expected=64.000000
predicted=83.488574, expected=100.000000
predicted=75.542042, expected=100.000000
predicted=90.040979, expected=64.000000
predicted=85.918614, expected=108.000000
predicted=71.534685, expected=96.000000
predicted=84.678955, expected=44.000000
predicted=77.475092, expected=148.000000
predicted=110.731635, expected=76.000000
predicted=78.055356, expected=164.000000
predicted=123.723750, expected=28.000000
predicted=77.715156, expected=44.000000
predicted=68.567564, expected=88.000000
predicted=99.182524, expected=68.000000
predicted=72.381052, expected=64.000000
predicted=89.798850, expected=132.000000
predicted=79.157176, expected=120.000000
predicted=86.108562, expected=112.000000
predicted=101.405799, expected=60.000000
predicted=81.529157, expected=84.000000
predicted=87.187362, expected=88.000000
predicted=100.602361, expected=132.000000
predicted=110.748104, expected=116.000000
predicted=105.736205, expected=152.000000
predicted=110.697815, expected=80.000000
predicted=97.553963, expected=64.000000
predicted=92.991038, expected=104.000000
predicted=110.728584, expected=64.000000
predicted=89.584924, expected=76.000000
predicted=98.538486, expected=136.000000
predicted=98.282762, expected=128.000000
predicted=97.037051, expected=112.000000
predicted=107.763534, expected=72.000000
predicted=86.654777, expected=72.000000
predicted=88.067550, expected=20.000000
predicted=78.913937, expected=92.000000
predicted=92.911976, expected=80.000000
predicted=81.095406, expected=160.000000
predicted=101.421315, expected=68.000000
predicted=77.887059, expected=132.000000
predicted=90.620647, expected=160.000000
predicted=122.184802, expected=48.000000
predicted=87.463848, expected=88.000000
predicted=116.195809, expected=104.000000
predicted=92.502067, expected=24.000000
predicted=81.115952, expected=96.000000
predicted=104.355396, expected=88.000000
predicted=70.625821, expected=124.000000
predicted=97.333013, expected=68.000000
predicted=85.191320, expected=108.000000
predicted=80.626462, expected=76.000000
predicted=88.687193, expected=172.000000
predicted=118.934991, expected=136.000000
predicted=121.688460, expected=116.000000
predicted=107.776902, expected=136.000000
predicted=125.661031, expected=56.000000
predicted=92.256319, expected=116.000000
predicted=129.684011, expected=116.000000
predicted=115.735635, expected=136.000000
predicted=119.341401, expected=96.000000
predicted=112.448411, expected=92.000000
predicted=92.083786, expected=72.000000
predicted=97.973739, expected=72.000000
predicted=93.443238, expected=92.000000
predicted=99.988020, expected=76.000000
predicted=83.478371, expected=104.000000
predicted=91.432775, expected=104.000000
predicted=88.477267, expected=120.000000
predicted=97.606125, expected=132.000000
predicted=110.072526, expected=92.000000
predicted=97.210160, expected=60.000000
predicted=92.677977, expected=128.000000
predicted=110.109707, expected=148.000000
predicted=121.514419, expected=68.000000
predicted=102.056595, expected=92.000000
predicted=97.846550, expected=76.000000
predicted=82.410361, expected=104.000000
predicted=106.549264, expected=96.000000
predicted=106.091625, expected=124.000000
predicted=97.012964, expected=112.000000
predicted=102.495387, expected=100.000000
predicted=97.739376, expected=88.000000
predicted=100.474827, expected=76.000000
predicted=92.475859, expected=56.000000
predicted=88.574905, expected=128.000000
predicted=104.675819, expected=156.000000
predicted=113.598835, expected=76.000000
predicted=91.755961, expected=128.000000
predicted=107.201578, expected=56.000000
predicted=79.707937, expected=112.000000
predicted=113.181842, expected=32.000000
predicted=89.187099, expected=108.000000
predicted=88.493990, expected=160.000000
predicted=118.317640, expected=116.000000
predicted=95.377065, expected=128.000000
predicted=117.482489, expected=52.000000
predicted=76.131126, expected=76.000000
predicted=98.945503, expected=100.000000
Test MSE: 1252.436
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297])]
predicted=15.302958, expected=12.000000
predicted=20.911140, expected=12.000000
predicted=10.186832, expected=36.000000
predicted=20.598542, expected=24.000000
predicted=17.652474, expected=20.000000
predicted=19.282663, expected=40.000000
predicted=25.581048, expected=24.000000
predicted=21.957967, expected=24.000000
predicted=28.932019, expected=24.000000
predicted=26.035470, expected=32.000000
predicted=26.042701, expected=16.000000
predicted=27.196842, expected=36.000000
predicted=27.659489, expected=24.000000
predicted=25.214575, expected=16.000000
predicted=22.428928, expected=8.000000
predicted=22.381709, expected=32.000000
predicted=22.202107, expected=20.000000
predicted=24.069282, expected=16.000000
predicted=19.431658, expected=12.000000
predicted=17.152189, expected=4.000000
predicted=11.266241, expected=16.000000
predicted=19.521477, expected=8.000000
predicted=12.817307, expected=52.000000
predicted=23.478557, expected=16.000000
predicted=16.211727, expected=16.000000
predicted=15.305457, expected=12.000000
predicted=19.638722, expected=20.000000
predicted=16.500419, expected=8.000000
predicted=24.535263, expected=16.000000
predicted=15.083573, expected=36.000000
predicted=21.029428, expected=28.000000
predicted=18.942815, expected=8.000000
predicted=17.771894, expected=32.000000
predicted=21.749148, expected=12.000000
predicted=18.233263, expected=16.000000
predicted=23.110043, expected=52.000000
predicted=31.158069, expected=32.000000
predicted=21.481509, expected=28.000000
predicted=29.727684, expected=48.000000
predicted=31.943475, expected=16.000000
predicted=24.669202, expected=24.000000
predicted=35.926850, expected=40.000000
predicted=33.579660, expected=48.000000
predicted=33.657413, expected=36.000000
predicted=38.327299, expected=4.000000
predicted=22.097540, expected=12.000000
predicted=24.809541, expected=48.000000
predicted=35.575982, expected=20.000000
predicted=28.533199, expected=44.000000
predicted=32.812450, expected=40.000000
predicted=26.124329, expected=20.000000
predicted=23.946448, expected=28.000000
predicted=36.709656, expected=4.000000
predicted=20.595824, expected=8.000000
predicted=24.871770, expected=20.000000
predicted=24.144811, expected=12.000000
predicted=14.515159, expected=20.000000
predicted=18.931653, expected=16.000000
predicted=12.136266, expected=36.000000
predicted=19.364511, expected=12.000000
predicted=18.067041, expected=16.000000
predicted=17.113107, expected=4.000000
predicted=16.062489, expected=8.000000
predicted=13.398248, expected=16.000000
predicted=19.536982, expected=16.000000
predicted=12.064946, expected=32.000000
predicted=18.525014, expected=36.000000
predicted=18.860392, expected=24.000000
predicted=19.536135, expected=28.000000
predicted=24.718986, expected=16.000000
predicted=21.799789, expected=44.000000
predicted=32.622794, expected=56.000000
predicted=38.046492, expected=20.000000
predicted=27.303610, expected=24.000000
predicted=30.977061, expected=44.000000
predicted=32.516267, expected=20.000000
predicted=32.255349, expected=28.000000
predicted=36.693738, expected=56.000000
predicted=34.332300, expected=32.000000
predicted=30.238458, expected=12.000000
predicted=31.791034, expected=40.000000
predicted=31.946582, expected=16.000000
predicted=25.875106, expected=16.000000
predicted=31.897520, expected=4.000000
predicted=20.441131, expected=16.000000
predicted=15.210193, expected=40.000000
predicted=28.446674, expected=24.000000
predicted=18.573660, expected=12.000000
predicted=17.790147, expected=20.000000
predicted=17.438385, expected=16.000000
predicted=18.441267, expected=16.000000
predicted=23.698182, expected=24.000000
predicted=20.896901, expected=28.000000
predicted=19.053601, expected=8.000000
predicted=16.918889, expected=12.000000
predicted=16.803038, expected=12.000000
predicted=15.592878, expected=8.000000
predicted=14.929530, expected=24.000000
predicted=19.574121, expected=20.000000
predicted=13.437632, expected=44.000000
predicted=22.701638, expected=16.000000
predicted=18.166091, expected=20.000000
predicted=19.346483, expected=20.000000
predicted=23.912571, expected=4.000000
predicted=16.488510, expected=12.000000
predicted=23.308424, expected=4.000000
predicted=11.406947, expected=12.000000
predicted=13.090138, expected=12.000000
predicted=12.730613, expected=20.000000
predicted=10.714116, expected=24.000000
predicted=15.494169, expected=4.000000
predicted=9.320176, expected=20.000000
predicted=16.132263, expected=28.000000
predicted=18.258067, expected=20.000000
predicted=18.764230, expected=4.000000
predicted=16.559672, expected=12.000000
predicted=12.592179, expected=16.000000
predicted=16.566997, expected=20.000000
predicted=18.780263, expected=24.000000
predicted=18.391480, expected=16.000000
predicted=13.273734, expected=20.000000
predicted=17.464481, expected=12.000000
predicted=16.488923, expected=12.000000
predicted=16.714005, expected=24.000000
predicted=20.276476, expected=12.000000
predicted=14.689282, expected=20.000000
predicted=18.155415, expected=24.000000
predicted=17.630976, expected=20.000000
predicted=17.096807, expected=12.000000
predicted=18.843728, expected=24.000000
predicted=18.544664, expected=16.000000
predicted=18.374113, expected=8.000000
predicted=16.837004, expected=24.000000
predicted=19.524306, expected=28.000000
predicted=18.312312, expected=16.000000
predicted=19.327090, expected=28.000000
predicted=21.466796, expected=4.000000
predicted=13.314780, expected=4.000000
predicted=16.308687, expected=4.000000
predicted=15.116918, expected=24.000000
predicted=14.811571, expected=20.000000
predicted=17.380237, expected=44.000000
predicted=19.272959, expected=12.000000
predicted=14.367700, expected=16.000000
predicted=16.600991, expected=24.000000
predicted=24.117863, expected=12.000000
predicted=18.059391, expected=8.000000
predicted=22.573849, expected=8.000000
predicted=12.287898, expected=36.000000
predicted=19.895863, expected=16.000000
predicted=17.701910, expected=8.000000
predicted=13.450322, expected=52.000000
predicted=25.177110, expected=16.000000
predicted=16.903429, expected=12.000000
predicted=24.661443, expected=8.000000
predicted=17.605730, expected=44.000000
predicted=22.530669, expected=24.000000
predicted=29.780085, expected=8.000000
predicted=16.722844, expected=12.000000
predicted=17.411356, expected=16.000000
predicted=15.144449, expected=16.000000
predicted=23.121263, expected=40.000000
predicted=24.004161, expected=48.000000
predicted=24.375097, expected=36.000000
predicted=26.311009, expected=8.000000
predicted=22.821101, expected=16.000000
predicted=23.915987, expected=16.000000
predicted=26.973080, expected=12.000000
predicted=24.574700, expected=16.000000
predicted=21.076457, expected=36.000000
predicted=18.760947, expected=12.000000
predicted=15.888093, expected=12.000000
predicted=16.843772, expected=16.000000
predicted=16.636092, expected=12.000000
predicted=14.961391, expected=12.000000
predicted=19.678621, expected=20.000000
predicted=14.772320, expected=68.000000
predicted=29.021438, expected=28.000000
predicted=23.380919, expected=24.000000
predicted=25.173589, expected=28.000000
predicted=27.876676, expected=12.000000
predicted=22.913321, expected=48.000000
predicted=43.854310, expected=40.000000
predicted=30.683051, expected=28.000000
predicted=28.274826, expected=16.000000
predicted=27.733235, expected=40.000000
predicted=28.608787, expected=12.000000
predicted=29.653701, expected=20.000000
predicted=27.930149, expected=12.000000
predicted=21.497035, expected=60.000000
predicted=29.565663, expected=52.000000
predicted=36.911071, expected=40.000000
predicted=29.977049, expected=36.000000
predicted=35.402047, expected=40.000000
predicted=34.261643, expected=44.000000
predicted=47.386392, expected=8.000000
predicted=34.088476, expected=60.000000
predicted=43.252384, expected=40.000000
predicted=36.921838, expected=28.000000
predicted=35.020647, expected=8.000000
predicted=31.944076, expected=28.000000
predicted=24.107809, expected=16.000000
predicted=32.225323, expected=24.000000
predicted=26.478180, expected=56.000000
predicted=32.864271, expected=12.000000
predicted=17.629895, expected=8.000000
predicted=23.322526, expected=32.000000
predicted=25.443195, expected=36.000000
predicted=26.219869, expected=28.000000
predicted=33.644321, expected=24.000000
predicted=22.429565, expected=28.000000
predicted=23.123321, expected=16.000000
predicted=25.733583, expected=16.000000
predicted=25.385467, expected=28.000000
predicted=25.156303, expected=24.000000
predicted=22.332579, expected=12.000000
predicted=20.611864, expected=28.000000
predicted=21.819900, expected=32.000000
predicted=22.834680, expected=8.000000
predicted=20.057215, expected=16.000000
predicted=21.311780, expected=24.000000
predicted=19.000160, expected=20.000000
predicted=21.131014, expected=8.000000
predicted=19.326060, expected=36.000000
predicted=20.291981, expected=24.000000
predicted=19.785473, expected=12.000000
predicted=19.617014, expected=32.000000
predicted=24.857659, expected=16.000000
predicted=16.639936, expected=20.000000
predicted=25.148944, expected=36.000000
predicted=26.356258, expected=16.000000
predicted=17.872562, expected=44.000000
predicted=31.898759, expected=12.000000
predicted=20.248057, expected=32.000000
predicted=26.335017, expected=32.000000
predicted=31.130809, expected=32.000000
predicted=25.166794, expected=12.000000
predicted=28.714349, expected=24.000000
predicted=22.143720, expected=36.000000
predicted=29.725338, expected=28.000000
predicted=27.230363, expected=32.000000
predicted=29.759320, expected=24.000000
predicted=23.346129, expected=32.000000
predicted=28.643925, expected=32.000000
predicted=31.824533, expected=16.000000
predicted=25.195114, expected=20.000000
predicted=26.792187, expected=28.000000
predicted=25.336473, expected=44.000000
predicted=31.069581, expected=40.000000
predicted=31.888867, expected=32.000000
predicted=28.182919, expected=52.000000
predicted=36.637681, expected=16.000000
predicted=29.968641, expected=44.000000
predicted=40.741196, expected=32.000000
predicted=36.097461, expected=20.000000
predicted=29.375053, expected=28.000000
predicted=36.372719, expected=20.000000
predicted=22.820206, expected=52.000000
predicted=37.711313, expected=28.000000
predicted=29.580756, expected=8.000000
predicted=22.310204, expected=64.000000
predicted=38.868370, expected=12.000000
predicted=23.526660, expected=8.000000
predicted=30.629385, expected=24.000000
predicted=26.371336, expected=24.000000
predicted=18.339184, expected=20.000000
predicted=31.311810, expected=24.000000
predicted=18.972769, expected=20.000000
predicted=17.713202, expected=12.000000
predicted=19.814857, expected=8.000000
predicted=17.707560, expected=4.000000
predicted=13.701622, expected=32.000000
predicted=20.124151, expected=24.000000
predicted=17.503690, expected=4.000000
predicted=12.268427, expected=32.000000
predicted=19.406959, expected=28.000000
predicted=17.664338, expected=16.000000
predicted=22.840616, expected=24.000000
predicted=23.483765, expected=16.000000
predicted=16.053122, expected=60.000000
predicted=34.427349, expected=36.000000
predicted=29.668233, expected=12.000000
predicted=23.669610, expected=4.000000
predicted=23.721325, expected=16.000000
predicted=20.662980, expected=12.000000
predicted=26.651699, expected=8.000000
predicted=17.057081, expected=36.000000
predicted=18.061978, expected=24.000000
predicted=14.688919, expected=12.000000
predicted=17.028191, expected=8.000000
predicted=15.632940, expected=12.000000
predicted=13.983944, expected=40.000000
predicted=26.715455, expected=40.000000
predicted=24.748532, expected=52.000000
predicted=29.013584, expected=24.000000
predicted=25.341839, expected=16.000000
predicted=25.805375, expected=28.000000
predicted=34.088377, expected=12.000000
predicted=26.608000, expected=32.000000
predicted=32.587104, expected=40.000000
predicted=27.238018, expected=16.000000
predicted=20.685234, expected=8.000000
predicted=22.464656, expected=28.000000
predicted=21.976329, expected=16.000000
predicted=22.262119, expected=8.000000
predicted=21.240538, expected=20.000000
predicted=17.391512, expected=32.000000
predicted=18.171052, expected=8.000000
predicted=17.972022, expected=52.000000
predicted=27.367073, expected=16.000000
predicted=18.049610, expected=4.000000
predicted=19.247318, expected=40.000000
predicted=30.229638, expected=48.000000
predicted=25.274262, expected=36.000000
predicted=36.289334, expected=36.000000
predicted=30.053090, expected=4.000000
predicted=19.968262, expected=20.000000
predicted=31.185284, expected=16.000000
predicted=28.043944, expected=8.000000
predicted=20.077069, expected=16.000000
predicted=20.582859, expected=48.000000
predicted=20.383812, expected=8.000000
predicted=16.487731, expected=12.000000
predicted=18.300124, expected=16.000000
predicted=16.405590, expected=8.000000
predicted=14.590088, expected=16.000000
predicted=23.415594, expected=28.000000
predicted=15.401167, expected=44.000000
predicted=22.390715, expected=20.000000
predicted=20.474686, expected=28.000000
predicted=22.952479, expected=16.000000
predicted=22.161815, expected=20.000000
predicted=24.965756, expected=8.000000
predicted=24.115143, expected=20.000000
predicted=19.026301, expected=28.000000
predicted=22.415159, expected=20.000000
predicted=17.865648, expected=32.000000
predicted=23.510383, expected=24.000000
predicted=19.638160, expected=20.000000
predicted=22.658637, expected=40.000000
predicted=29.930743, expected=48.000000
predicted=30.768780, expected=36.000000
predicted=33.405790, expected=24.000000
predicted=30.288858, expected=12.000000
predicted=25.637001, expected=32.000000
predicted=33.275153, expected=24.000000
predicted=30.748790, expected=24.000000
predicted=27.014028, expected=24.000000
predicted=24.106756, expected=16.000000
predicted=18.916035, expected=8.000000
predicted=21.197494, expected=8.000000
predicted=17.042175, expected=52.000000
predicted=26.993100, expected=20.000000
predicted=20.079622, expected=16.000000
predicted=19.851312, expected=48.000000
predicted=27.148786, expected=40.000000
predicted=26.082069, expected=12.000000
predicted=32.296051, expected=12.000000
predicted=23.587151, expected=8.000000
predicted=18.431505, expected=32.000000
predicted=29.662292, expected=16.000000
predicted=22.057907, expected=52.000000
predicted=25.691055, expected=44.000000
predicted=27.042963, expected=8.000000
predicted=20.198227, expected=4.000000
predicted=25.568158, expected=20.000000
predicted=21.393897, expected=16.000000
predicted=25.987010, expected=60.000000
predicted=34.818679, expected=48.000000
predicted=25.546226, expected=12.000000
predicted=20.380385, expected=24.000000
predicted=29.403467, expected=12.000000
predicted=22.392886, expected=4.000000
predicted=28.481391, expected=8.000000
predicted=22.330883, expected=12.000000
predicted=11.351225, expected=4.000000
predicted=11.600841, expected=12.000000
predicted=10.200503, expected=36.000000
predicted=14.902941, expected=32.000000
predicted=17.310805, expected=8.000000
predicted=15.262796, expected=8.000000
predicted=14.104665, expected=28.000000
predicted=19.930581, expected=48.000000
predicted=30.830301, expected=12.000000
predicted=21.980995, expected=16.000000
predicted=18.977669, expected=20.000000
predicted=19.270835, expected=12.000000
predicted=20.506548, expected=8.000000
predicted=23.000446, expected=60.000000
predicted=26.554860, expected=52.000000
predicted=28.008486, expected=24.000000
predicted=27.103553, expected=16.000000
predicted=25.784407, expected=20.000000
predicted=23.823049, expected=8.000000
predicted=30.629371, expected=24.000000
predicted=29.534432, expected=60.000000
predicted=30.961418, expected=16.000000
predicted=19.400102, expected=28.000000
predicted=27.494811, expected=48.000000
predicted=29.747442, expected=24.000000
predicted=27.709030, expected=8.000000
predicted=33.819459, expected=12.000000
predicted=20.396393, expected=52.000000
predicted=31.698675, expected=36.000000
predicted=32.533990, expected=8.000000
predicted=21.609248, expected=16.000000
predicted=20.625875, expected=8.000000
predicted=16.475220, expected=24.000000
predicted=28.775637, expected=12.000000
predicted=19.445317, expected=40.000000
predicted=20.316922, expected=24.000000
predicted=19.757451, expected=8.000000
predicted=15.398398, expected=4.000000
predicted=18.476464, expected=16.000000
predicted=15.567598, expected=8.000000
predicted=18.473903, expected=20.000000
predicted=16.783342, expected=44.000000
predicted=19.899586, expected=12.000000
predicted=12.546982, expected=12.000000
predicted=18.674820, expected=16.000000
predicted=16.717162, expected=8.000000
predicted=15.663601, expected=20.000000
predicted=24.140743, expected=56.000000
predicted=25.077593, expected=48.000000
predicted=26.134477, expected=16.000000
predicted=23.805717, expected=16.000000
predicted=23.784235, expected=36.000000
predicted=29.988074, expected=20.000000
Test MSE: 204.560
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404])]
predicted=21.038091, expected=24.000000
predicted=25.409560, expected=24.000000
predicted=22.930468, expected=4.000000
predicted=17.814249, expected=8.000000
predicted=17.855071, expected=44.000000
predicted=19.850863, expected=20.000000
predicted=19.980422, expected=24.000000
predicted=23.347377, expected=48.000000
predicted=26.164392, expected=48.000000
predicted=29.532673, expected=40.000000
predicted=40.100217, expected=44.000000
predicted=38.517786, expected=40.000000
predicted=38.839749, expected=28.000000
predicted=40.451644, expected=16.000000
predicted=35.465872, expected=28.000000
predicted=31.426204, expected=52.000000
predicted=34.892666, expected=56.000000
predicted=38.505624, expected=28.000000
predicted=36.449317, expected=40.000000
predicted=37.174240, expected=24.000000
predicted=34.951206, expected=40.000000
predicted=38.879809, expected=28.000000
predicted=37.533003, expected=20.000000
predicted=28.448177, expected=56.000000
predicted=37.051045, expected=44.000000
predicted=34.073857, expected=44.000000
predicted=40.582608, expected=28.000000
predicted=37.933309, expected=16.000000
predicted=30.772383, expected=24.000000
predicted=34.951344, expected=40.000000
predicted=32.064209, expected=60.000000
predicted=37.628324, expected=56.000000
predicted=40.074695, expected=20.000000
predicted=35.568642, expected=16.000000
predicted=34.210839, expected=32.000000
predicted=34.699541, expected=16.000000
predicted=31.404021, expected=36.000000
predicted=32.611158, expected=32.000000
predicted=26.093648, expected=20.000000
predicted=23.821606, expected=24.000000
predicted=28.145017, expected=24.000000
predicted=23.345349, expected=56.000000
predicted=33.417064, expected=32.000000
predicted=32.358359, expected=36.000000
predicted=32.667865, expected=48.000000
predicted=37.719503, expected=32.000000
predicted=34.776261, expected=56.000000
predicted=46.161857, expected=32.000000
predicted=38.682088, expected=28.000000
predicted=37.362460, expected=20.000000
predicted=36.300167, expected=32.000000
predicted=30.744846, expected=44.000000
predicted=37.203585, expected=16.000000
predicted=28.288741, expected=28.000000
predicted=29.140622, expected=52.000000
predicted=31.967535, expected=36.000000
predicted=33.383879, expected=16.000000
predicted=33.964817, expected=44.000000
predicted=32.254911, expected=32.000000
predicted=31.830366, expected=40.000000
predicted=38.003428, expected=20.000000
predicted=32.655033, expected=16.000000
predicted=25.303066, expected=12.000000
predicted=26.980885, expected=36.000000
predicted=25.262554, expected=12.000000
predicted=23.117780, expected=40.000000
predicted=24.288095, expected=56.000000
predicted=30.658424, expected=20.000000
predicted=27.112814, expected=28.000000
predicted=34.758759, expected=40.000000
predicted=30.722164, expected=20.000000
predicted=31.160372, expected=40.000000
predicted=37.409886, expected=44.000000
predicted=31.902962, expected=40.000000
predicted=34.681563, expected=16.000000
predicted=34.505652, expected=20.000000
predicted=28.088018, expected=40.000000
predicted=32.702608, expected=36.000000
predicted=32.432864, expected=40.000000
predicted=34.727771, expected=32.000000
predicted=30.934569, expected=40.000000
predicted=33.589440, expected=48.000000
predicted=40.021090, expected=12.000000
predicted=33.073515, expected=48.000000
predicted=38.360464, expected=20.000000
predicted=31.382974, expected=28.000000
predicted=31.724195, expected=48.000000
predicted=37.452634, expected=36.000000
predicted=29.137421, expected=28.000000
predicted=37.004425, expected=76.000000
predicted=40.937290, expected=72.000000
predicted=47.322301, expected=24.000000
predicted=48.042341, expected=8.000000
predicted=41.055052, expected=20.000000
predicted=32.556161, expected=40.000000
predicted=38.789032, expected=20.000000
predicted=32.894856, expected=12.000000
predicted=22.091191, expected=20.000000
predicted=19.460355, expected=28.000000
predicted=21.412601, expected=44.000000
predicted=29.480065, expected=36.000000
predicted=28.029825, expected=64.000000
predicted=36.173447, expected=28.000000
predicted=35.804024, expected=28.000000
predicted=36.918964, expected=24.000000
predicted=37.106377, expected=16.000000
predicted=28.596210, expected=32.000000
predicted=34.276156, expected=28.000000
predicted=25.718012, expected=40.000000
predicted=29.188265, expected=28.000000
predicted=28.858183, expected=24.000000
predicted=26.887895, expected=32.000000
predicted=31.108060, expected=20.000000
predicted=26.796027, expected=36.000000
predicted=31.261907, expected=12.000000
predicted=24.592707, expected=20.000000
predicted=23.280704, expected=12.000000
predicted=21.953686, expected=8.000000
predicted=15.717637, expected=16.000000
predicted=18.741738, expected=20.000000
predicted=14.077985, expected=24.000000
predicted=17.665056, expected=36.000000
predicted=21.023039, expected=44.000000
predicted=25.723865, expected=20.000000
predicted=26.367248, expected=28.000000
predicted=28.988697, expected=16.000000
predicted=26.001066, expected=16.000000
predicted=24.835239, expected=36.000000
predicted=28.756993, expected=52.000000
predicted=28.765435, expected=40.000000
predicted=33.215859, expected=28.000000
predicted=32.065923, expected=32.000000
predicted=32.730493, expected=24.000000
predicted=32.813718, expected=32.000000
predicted=35.051216, expected=52.000000
predicted=36.646767, expected=36.000000
predicted=33.791249, expected=44.000000
predicted=38.468968, expected=36.000000
predicted=36.846194, expected=28.000000
predicted=35.708320, expected=52.000000
predicted=43.244283, expected=28.000000
predicted=35.707847, expected=52.000000
predicted=41.783642, expected=20.000000
predicted=35.519506, expected=48.000000
predicted=36.982840, expected=4.000000
predicted=33.685269, expected=40.000000
predicted=30.437752, expected=16.000000
predicted=31.254567, expected=12.000000
predicted=20.180264, expected=40.000000
predicted=30.743327, expected=16.000000
predicted=18.005958, expected=12.000000
predicted=24.039669, expected=20.000000
predicted=19.724102, expected=28.000000
predicted=19.137839, expected=28.000000
predicted=25.866121, expected=28.000000
predicted=23.047247, expected=28.000000
predicted=23.955703, expected=36.000000
predicted=27.988999, expected=24.000000
predicted=28.394412, expected=16.000000
predicted=26.127333, expected=8.000000
predicted=22.175166, expected=20.000000
predicted=20.700214, expected=44.000000
predicted=26.262294, expected=28.000000
predicted=24.276911, expected=52.000000
predicted=30.972863, expected=24.000000
predicted=28.599769, expected=16.000000
predicted=28.193663, expected=36.000000
predicted=34.396404, expected=28.000000
predicted=28.087328, expected=32.000000
predicted=33.451291, expected=16.000000
predicted=25.559216, expected=40.000000
predicted=27.282530, expected=44.000000
predicted=33.693168, expected=12.000000
predicted=27.569622, expected=28.000000
predicted=30.240937, expected=36.000000
predicted=27.573912, expected=20.000000
predicted=28.668632, expected=16.000000
predicted=27.936155, expected=24.000000
predicted=21.520499, expected=28.000000
predicted=24.428513, expected=20.000000
predicted=24.793734, expected=16.000000
predicted=20.893060, expected=24.000000
predicted=20.869382, expected=36.000000
predicted=24.790306, expected=24.000000
predicted=25.201819, expected=48.000000
predicted=30.034813, expected=48.000000
predicted=33.317925, expected=20.000000
predicted=32.062147, expected=16.000000
predicted=32.331684, expected=24.000000
predicted=27.348329, expected=16.000000
predicted=26.881368, expected=40.000000
predicted=29.989581, expected=32.000000
predicted=25.451659, expected=24.000000
predicted=25.112516, expected=36.000000
predicted=30.063460, expected=8.000000
predicted=22.894942, expected=20.000000
predicted=26.733949, expected=24.000000
predicted=24.056589, expected=20.000000
predicted=20.673698, expected=32.000000
predicted=26.038002, expected=20.000000
predicted=19.869687, expected=28.000000
predicted=24.166699, expected=24.000000
predicted=24.852852, expected=28.000000
predicted=24.626098, expected=24.000000
predicted=26.704109, expected=20.000000
predicted=23.203082, expected=36.000000
predicted=27.472115, expected=40.000000
predicted=28.988469, expected=24.000000
predicted=28.951327, expected=24.000000
predicted=28.448423, expected=40.000000
predicted=29.939289, expected=24.000000
predicted=30.217942, expected=24.000000
predicted=30.363656, expected=68.000000
predicted=36.155096, expected=44.000000
predicted=36.418607, expected=36.000000
predicted=41.367003, expected=8.000000
predicted=32.783496, expected=48.000000
predicted=35.048322, expected=44.000000
predicted=42.148403, expected=52.000000
predicted=40.228022, expected=24.000000
predicted=37.297956, expected=20.000000
predicted=29.449485, expected=60.000000
predicted=42.409090, expected=36.000000
predicted=37.785830, expected=64.000000
predicted=46.374239, expected=24.000000
predicted=37.933715, expected=40.000000
predicted=38.306136, expected=32.000000
predicted=43.385652, expected=28.000000
predicted=34.547879, expected=20.000000
predicted=36.296252, expected=24.000000
predicted=26.534979, expected=28.000000
predicted=28.779417, expected=12.000000
predicted=23.338637, expected=16.000000
predicted=21.563648, expected=16.000000
predicted=18.622342, expected=20.000000
predicted=18.757260, expected=24.000000
predicted=20.561699, expected=44.000000
predicted=23.204743, expected=12.000000
predicted=21.603336, expected=44.000000
predicted=27.905721, expected=32.000000
predicted=29.194248, expected=36.000000
predicted=30.935023, expected=44.000000
predicted=38.219613, expected=48.000000
predicted=34.782170, expected=88.000000
predicted=52.174796, expected=40.000000
predicted=47.997404, expected=40.000000
predicted=49.314399, expected=32.000000
predicted=47.453527, expected=36.000000
predicted=43.204389, expected=36.000000
predicted=47.067142, expected=72.000000
predicted=44.424087, expected=76.000000
predicted=51.328269, expected=76.000000
predicted=56.955847, expected=28.000000
predicted=53.164733, expected=36.000000
predicted=50.465458, expected=40.000000
predicted=52.647966, expected=16.000000
predicted=42.341230, expected=12.000000
predicted=35.712179, expected=44.000000
predicted=29.402037, expected=16.000000
predicted=25.749108, expected=20.000000
predicted=26.190162, expected=48.000000
predicted=28.005728, expected=32.000000
predicted=26.588207, expected=32.000000
predicted=34.430136, expected=16.000000
predicted=26.561500, expected=28.000000
predicted=26.996672, expected=24.000000
predicted=30.105620, expected=28.000000
predicted=26.590456, expected=52.000000
predicted=32.857790, expected=40.000000
predicted=31.533138, expected=32.000000
predicted=34.769816, expected=20.000000
predicted=31.686469, expected=28.000000
predicted=30.854590, expected=12.000000
predicted=29.424777, expected=40.000000
predicted=29.749924, expected=24.000000
predicted=26.600227, expected=12.000000
predicted=21.540005, expected=16.000000
predicted=22.639157, expected=32.000000
predicted=20.956121, expected=8.000000
predicted=21.786565, expected=48.000000
predicted=26.197087, expected=20.000000
predicted=22.368830, expected=48.000000
predicted=29.215467, expected=56.000000
predicted=38.958991, expected=40.000000
predicted=34.730701, expected=24.000000
predicted=40.701616, expected=16.000000
predicted=30.464883, expected=48.000000
predicted=37.964760, expected=36.000000
predicted=37.277489, expected=24.000000
predicted=32.248556, expected=24.000000
predicted=29.182370, expected=20.000000
predicted=24.863777, expected=12.000000
predicted=26.455148, expected=28.000000
predicted=24.779568, expected=16.000000
predicted=20.111067, expected=44.000000
predicted=25.825664, expected=24.000000
predicted=24.874980, expected=20.000000
predicted=22.965072, expected=36.000000
predicted=29.418538, expected=24.000000
predicted=24.977895, expected=40.000000
predicted=33.329273, expected=16.000000
predicted=26.367765, expected=20.000000
predicted=24.473890, expected=20.000000
predicted=25.983236, expected=28.000000
predicted=23.454154, expected=36.000000
predicted=28.897855, expected=24.000000
predicted=24.078766, expected=28.000000
predicted=26.422727, expected=12.000000
predicted=23.162207, expected=24.000000
predicted=24.357024, expected=32.000000
predicted=26.896671, expected=24.000000
predicted=23.772071, expected=28.000000
predicted=26.219606, expected=20.000000
predicted=22.415807, expected=52.000000
predicted=30.978556, expected=36.000000
predicted=33.015744, expected=52.000000
predicted=36.857231, expected=40.000000
predicted=39.236987, expected=40.000000
predicted=38.143322, expected=36.000000
predicted=43.146597, expected=28.000000
predicted=36.622923, expected=20.000000
predicted=35.191365, expected=24.000000
predicted=30.273313, expected=28.000000
predicted=29.015961, expected=16.000000
predicted=24.967519, expected=4.000000
predicted=19.188508, expected=8.000000
predicted=15.266753, expected=20.000000
predicted=15.991452, expected=12.000000
predicted=14.981996, expected=36.000000
predicted=18.528341, expected=24.000000
predicted=18.089202, expected=40.000000
predicted=24.338263, expected=4.000000
predicted=22.234162, expected=12.000000
predicted=18.802291, expected=24.000000
predicted=23.470421, expected=36.000000
predicted=22.843274, expected=28.000000
predicted=27.012071, expected=16.000000
predicted=19.779363, expected=4.000000
predicted=17.949805, expected=32.000000
predicted=22.609801, expected=8.000000
predicted=19.838550, expected=12.000000
predicted=16.987598, expected=16.000000
predicted=15.517109, expected=16.000000
predicted=12.723999, expected=8.000000
predicted=16.218240, expected=32.000000
predicted=16.346285, expected=16.000000
predicted=16.495277, expected=48.000000
predicted=24.797085, expected=20.000000
predicted=24.271201, expected=16.000000
predicted=21.453430, expected=32.000000
predicted=28.533477, expected=32.000000
predicted=25.311199, expected=48.000000
predicted=35.664817, expected=20.000000
predicted=28.308118, expected=36.000000
predicted=30.232796, expected=40.000000
predicted=34.978399, expected=36.000000
predicted=34.308650, expected=40.000000
predicted=38.847606, expected=28.000000
predicted=32.203472, expected=12.000000
predicted=30.070803, expected=24.000000
predicted=29.217041, expected=8.000000
predicted=22.526280, expected=12.000000
predicted=20.156228, expected=32.000000
predicted=20.999717, expected=36.000000
predicted=21.242033, expected=20.000000
predicted=23.429261, expected=20.000000
predicted=21.397537, expected=16.000000
predicted=20.711311, expected=12.000000
predicted=21.072009, expected=28.000000
predicted=23.083350, expected=12.000000
predicted=17.539573, expected=16.000000
predicted=17.482346, expected=40.000000
predicted=22.365151, expected=20.000000
predicted=20.464023, expected=8.000000
predicted=20.990765, expected=12.000000
predicted=17.136976, expected=16.000000
predicted=16.325947, expected=12.000000
predicted=18.383520, expected=20.000000
predicted=15.825039, expected=12.000000
predicted=13.086613, expected=24.000000
predicted=16.367870, expected=36.000000
predicted=21.613549, expected=24.000000
predicted=21.443395, expected=20.000000
predicted=23.339480, expected=16.000000
predicted=20.768564, expected=28.000000
predicted=23.767737, expected=8.000000
predicted=21.449969, expected=12.000000
predicted=17.603371, expected=24.000000
predicted=18.429480, expected=20.000000
predicted=17.250266, expected=24.000000
predicted=21.107672, expected=12.000000
predicted=16.332084, expected=20.000000
predicted=17.928805, expected=20.000000
predicted=20.044956, expected=36.000000
predicted=22.774100, expected=16.000000
predicted=21.988256, expected=8.000000
predicted=17.529280, expected=12.000000
predicted=17.825253, expected=4.000000
predicted=13.447341, expected=32.000000
predicted=19.855582, expected=24.000000
predicted=17.322713, expected=40.000000
predicted=21.824145, expected=24.000000
predicted=23.948113, expected=28.000000
predicted=24.056970, expected=12.000000
predicted=25.921320, expected=12.000000
predicted=20.959569, expected=24.000000
predicted=23.828576, expected=20.000000
predicted=19.552738, expected=8.000000
predicted=17.654294, expected=16.000000
predicted=15.324437, expected=24.000000
predicted=16.882918, expected=8.000000
predicted=16.187394, expected=20.000000
predicted=17.070719, expected=32.000000
predicted=18.611478, expected=20.000000
predicted=19.681511, expected=16.000000
predicted=20.958139, expected=20.000000
predicted=18.618797, expected=24.000000
predicted=21.125469, expected=12.000000
predicted=20.636403, expected=24.000000
predicted=19.904865, expected=32.000000
predicted=21.905157, expected=16.000000
predicted=20.826994, expected=20.000000
predicted=22.126649, expected=32.000000
predicted=22.562393, expected=16.000000
predicted=22.171878, expected=12.000000
predicted=21.609260, expected=12.000000
predicted=17.047436, expected=16.000000
predicted=16.596707, expected=4.000000
predicted=15.156559, expected=20.000000
predicted=13.951424, expected=20.000000
Test MSE: 192.947
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447])]
predicted=158.532296, expected=192.000000
predicted=166.598720, expected=80.000000
predicted=157.029479, expected=168.000000
predicted=181.501149, expected=172.000000
predicted=153.792188, expected=152.000000
predicted=141.582331, expected=148.000000
predicted=167.924265, expected=132.000000
predicted=128.056283, expected=172.000000
predicted=162.599073, expected=172.000000
predicted=160.822994, expected=168.000000
predicted=156.933426, expected=228.000000
predicted=182.955108, expected=184.000000
predicted=164.586814, expected=128.000000
predicted=165.916888, expected=160.000000
predicted=179.868042, expected=144.000000
predicted=157.378615, expected=156.000000
predicted=172.744959, expected=112.000000
predicted=148.033607, expected=196.000000
predicted=158.019308, expected=108.000000
predicted=134.954974, expected=228.000000
predicted=172.747983, expected=120.000000
predicted=145.905043, expected=132.000000
predicted=136.777083, expected=104.000000
predicted=158.299443, expected=184.000000
predicted=139.515649, expected=196.000000
predicted=177.813084, expected=156.000000
predicted=140.202394, expected=212.000000
predicted=178.104308, expected=148.000000
predicted=147.641649, expected=152.000000
predicted=171.957630, expected=128.000000
predicted=168.100658, expected=128.000000
predicted=144.796310, expected=156.000000
predicted=166.417390, expected=228.000000
predicted=167.348056, expected=216.000000
predicted=170.494164, expected=112.000000
predicted=145.407920, expected=140.000000
predicted=164.576621, expected=88.000000
predicted=139.204968, expected=112.000000
predicted=151.302947, expected=184.000000
predicted=167.922597, expected=236.000000
predicted=150.105245, expected=192.000000
predicted=159.978094, expected=168.000000
predicted=157.068974, expected=252.000000
predicted=195.952996, expected=120.000000
predicted=164.412822, expected=160.000000
predicted=197.650132, expected=120.000000
predicted=167.709521, expected=204.000000
predicted=169.066200, expected=148.000000
predicted=178.469761, expected=108.000000
predicted=129.825626, expected=124.000000
predicted=152.781938, expected=116.000000
predicted=123.203705, expected=152.000000
predicted=153.638243, expected=208.000000
predicted=157.988253, expected=248.000000
predicted=165.370000, expected=148.000000
predicted=152.866946, expected=152.000000
predicted=165.978878, expected=176.000000
predicted=178.056538, expected=144.000000
predicted=166.962731, expected=168.000000
predicted=189.081958, expected=208.000000
predicted=173.089897, expected=152.000000
predicted=154.683111, expected=172.000000
predicted=177.024076, expected=192.000000
predicted=174.001576, expected=200.000000
predicted=177.379167, expected=88.000000
predicted=158.551097, expected=132.000000
predicted=158.570421, expected=132.000000
predicted=150.594540, expected=208.000000
predicted=167.360444, expected=132.000000
predicted=153.845252, expected=132.000000
predicted=130.047090, expected=204.000000
predicted=170.155187, expected=128.000000
predicted=133.448333, expected=176.000000
predicted=179.466656, expected=252.000000
predicted=185.470845, expected=232.000000
predicted=174.943466, expected=192.000000
predicted=202.134408, expected=148.000000
predicted=175.727878, expected=100.000000
predicted=163.758189, expected=184.000000
predicted=198.920498, expected=128.000000
predicted=160.468062, expected=176.000000
predicted=166.096688, expected=148.000000
predicted=151.912990, expected=136.000000
predicted=130.790477, expected=120.000000
predicted=153.879585, expected=140.000000
predicted=137.184870, expected=92.000000
predicted=130.998481, expected=164.000000
predicted=145.028684, expected=176.000000
predicted=144.014337, expected=192.000000
predicted=147.007263, expected=224.000000
predicted=178.774813, expected=140.000000
predicted=142.976372, expected=140.000000
predicted=169.495971, expected=176.000000
predicted=178.659182, expected=144.000000
predicted=158.848103, expected=152.000000
predicted=174.194456, expected=220.000000
predicted=174.092790, expected=180.000000
predicted=158.636233, expected=120.000000
predicted=159.349033, expected=196.000000
predicted=179.915078, expected=128.000000
predicted=146.468190, expected=164.000000
predicted=176.612694, expected=108.000000
predicted=150.189052, expected=144.000000
predicted=136.388869, expected=136.000000
predicted=154.774829, expected=192.000000
predicted=148.450007, expected=128.000000
predicted=144.589163, expected=96.000000
predicted=122.545411, expected=120.000000
predicted=140.834470, expected=124.000000
predicted=124.766352, expected=148.000000
predicted=146.290743, expected=140.000000
predicted=130.007218, expected=4.000000
predicted=79.995078, expected=140.000000
predicted=130.854376, expected=68.000000
predicted=91.809459, expected=104.000000
predicted=103.006358, expected=220.000000
predicted=151.210533, expected=148.000000
predicted=86.730265, expected=136.000000
predicted=143.164550, expected=48.000000
predicted=103.174628, expected=172.000000
predicted=139.049565, expected=152.000000
predicted=154.229485, expected=164.000000
predicted=138.462879, expected=220.000000
predicted=170.775845, expected=184.000000
predicted=136.822180, expected=200.000000
predicted=186.870496, expected=144.000000
predicted=168.355925, expected=196.000000
predicted=183.907998, expected=132.000000
predicted=175.099065, expected=184.000000
predicted=176.970610, expected=160.000000
predicted=174.502156, expected=208.000000
predicted=170.221777, expected=172.000000
predicted=179.983206, expected=124.000000
predicted=148.408598, expected=228.000000
predicted=197.619859, expected=104.000000
predicted=143.258828, expected=160.000000
predicted=175.273753, expected=236.000000
predicted=190.132544, expected=208.000000
predicted=160.299327, expected=160.000000
predicted=191.481178, expected=112.000000
predicted=149.143284, expected=72.000000
predicted=140.330633, expected=120.000000
predicted=159.661315, expected=120.000000
predicted=137.787349, expected=148.000000
predicted=131.853800, expected=168.000000
predicted=132.927918, expected=136.000000
predicted=117.463443, expected=120.000000
predicted=132.453180, expected=168.000000
predicted=146.856328, expected=124.000000
predicted=135.454093, expected=232.000000
predicted=177.452163, expected=152.000000
predicted=148.756927, expected=180.000000
predicted=159.063324, expected=96.000000
predicted=153.168829, expected=148.000000
predicted=146.266843, expected=164.000000
predicted=175.524259, expected=56.000000
predicted=112.470032, expected=208.000000
predicted=172.028583, expected=152.000000
predicted=126.645733, expected=196.000000
predicted=156.795630, expected=128.000000
predicted=156.546386, expected=128.000000
predicted=124.460769, expected=144.000000
predicted=167.998951, expected=172.000000
predicted=151.895770, expected=144.000000
predicted=156.708412, expected=252.000000
predicted=176.873471, expected=192.000000
predicted=165.201202, expected=128.000000
predicted=158.098853, expected=52.000000
predicted=147.364632, expected=104.000000
predicted=136.205142, expected=184.000000
predicted=171.624143, expected=200.000000
predicted=155.576634, expected=136.000000
predicted=134.718783, expected=180.000000
predicted=142.007722, expected=124.000000
predicted=137.927585, expected=156.000000
predicted=163.915455, expected=176.000000
predicted=173.840098, expected=108.000000
predicted=131.538856, expected=176.000000
predicted=168.226443, expected=168.000000
predicted=148.362739, expected=208.000000
predicted=168.479836, expected=124.000000
predicted=157.520290, expected=140.000000
predicted=145.766628, expected=188.000000
predicted=175.886748, expected=124.000000
predicted=145.324305, expected=152.000000
predicted=168.215403, expected=128.000000
predicted=138.262463, expected=212.000000
predicted=162.861518, expected=132.000000
predicted=154.564049, expected=144.000000
predicted=144.761271, expected=136.000000
predicted=153.175110, expected=68.000000
predicted=115.956003, expected=84.000000
predicted=138.388460, expected=228.000000
predicted=151.776354, expected=128.000000
predicted=121.410547, expected=176.000000
predicted=149.272494, expected=172.000000
predicted=142.419463, expected=172.000000
predicted=142.329591, expected=132.000000
predicted=174.386075, expected=220.000000
predicted=172.460549, expected=200.000000
predicted=178.933501, expected=236.000000
predicted=193.512207, expected=184.000000
predicted=190.018771, expected=128.000000
predicted=163.081315, expected=216.000000
predicted=210.816823, expected=140.000000
predicted=170.947107, expected=176.000000
predicted=188.814429, expected=156.000000
predicted=171.890448, expected=244.000000
predicted=177.818454, expected=172.000000
predicted=185.917397, expected=136.000000
predicted=159.265338, expected=120.000000
predicted=166.749996, expected=128.000000
predicted=148.726567, expected=228.000000
predicted=193.986799, expected=164.000000
predicted=156.106972, expected=212.000000
predicted=171.757790, expected=164.000000
predicted=163.885806, expected=176.000000
predicted=166.965042, expected=252.000000
predicted=218.090187, expected=152.000000
predicted=169.482763, expected=100.000000
predicted=171.285746, expected=196.000000
predicted=184.196408, expected=224.000000
predicted=180.676478, expected=176.000000
predicted=188.545969, expected=152.000000
predicted=168.668202, expected=248.000000
predicted=185.179530, expected=124.000000
predicted=168.326646, expected=120.000000
predicted=175.541981, expected=144.000000
predicted=167.218284, expected=232.000000
predicted=170.806920, expected=204.000000
predicted=191.277374, expected=144.000000
predicted=152.916259, expected=116.000000
predicted=152.634704, expected=176.000000
predicted=167.040872, expected=164.000000
predicted=175.020829, expected=248.000000
predicted=193.451392, expected=212.000000
predicted=177.621117, expected=204.000000
predicted=177.688719, expected=212.000000
predicted=205.951159, expected=212.000000
predicted=199.257924, expected=204.000000
predicted=218.309910, expected=172.000000
predicted=198.959342, expected=288.000000
predicted=230.232429, expected=232.000000
predicted=215.391184, expected=12.000000
predicted=154.703853, expected=200.000000
predicted=211.398145, expected=88.000000
predicted=140.949607, expected=36.000000
predicted=137.669200, expected=220.000000
predicted=180.824316, expected=156.000000
predicted=91.293029, expected=160.000000
predicted=156.429874, expected=224.000000
predicted=162.144392, expected=204.000000
predicted=144.726964, expected=140.000000
predicted=182.836355, expected=188.000000
predicted=183.394517, expected=108.000000
predicted=152.610864, expected=200.000000
predicted=190.317183, expected=264.000000
predicted=201.695743, expected=196.000000
predicted=170.581152, expected=112.000000
predicted=175.046152, expected=168.000000
predicted=169.311301, expected=244.000000
predicted=200.850100, expected=168.000000
predicted=191.138289, expected=168.000000
predicted=184.967604, expected=160.000000
predicted=162.327967, expected=212.000000
predicted=184.823781, expected=112.000000
predicted=173.226372, expected=128.000000
predicted=158.481168, expected=112.000000
predicted=147.006653, expected=180.000000
predicted=153.170962, expected=200.000000
predicted=172.642560, expected=192.000000
predicted=152.145933, expected=148.000000
predicted=156.205187, expected=128.000000
predicted=148.722261, expected=136.000000
predicted=161.969775, expected=140.000000
predicted=158.450506, expected=132.000000
predicted=149.736675, expected=244.000000
predicted=172.395570, expected=204.000000
predicted=160.181342, expected=152.000000
predicted=160.401097, expected=184.000000
predicted=180.522387, expected=116.000000
predicted=149.912013, expected=156.000000
predicted=184.587329, expected=208.000000
predicted=183.580768, expected=188.000000
predicted=162.308303, expected=172.000000
predicted=176.391656, expected=164.000000
predicted=161.322702, expected=176.000000
predicted=172.760314, expected=168.000000
predicted=180.683805, expected=148.000000
predicted=168.271529, expected=164.000000
predicted=167.984204, expected=180.000000
predicted=167.719273, expected=156.000000
predicted=163.362243, expected=172.000000
predicted=168.844234, expected=184.000000
predicted=167.439057, expected=192.000000
predicted=174.383192, expected=108.000000
predicted=156.726196, expected=140.000000
predicted=159.489310, expected=100.000000
predicted=142.287251, expected=200.000000
predicted=165.954438, expected=140.000000
predicted=150.079530, expected=168.000000
predicted=142.034956, expected=148.000000
predicted=151.720008, expected=88.000000
predicted=120.536259, expected=168.000000
predicted=168.216521, expected=232.000000
predicted=164.280903, expected=188.000000
predicted=163.479794, expected=148.000000
predicted=162.892997, expected=160.000000
predicted=155.502301, expected=172.000000
predicted=172.375915, expected=144.000000
predicted=175.402836, expected=156.000000
predicted=167.021141, expected=188.000000
predicted=164.527755, expected=256.000000
predicted=188.303675, expected=120.000000
predicted=158.819546, expected=120.000000
predicted=160.297385, expected=168.000000
predicted=170.483521, expected=96.000000
predicted=140.974197, expected=172.000000
predicted=180.096114, expected=204.000000
predicted=152.125587, expected=172.000000
predicted=146.573219, expected=140.000000
predicted=162.116751, expected=136.000000
predicted=143.184791, expected=208.000000
predicted=178.047924, expected=96.000000
predicted=148.985159, expected=112.000000
predicted=148.020090, expected=172.000000
predicted=152.299327, expected=252.000000
predicted=166.567809, expected=152.000000
predicted=166.104839, expected=164.000000
predicted=156.583429, expected=204.000000
predicted=174.846931, expected=192.000000
predicted=179.113912, expected=108.000000
predicted=178.424037, expected=180.000000
predicted=173.963342, expected=136.000000
predicted=154.133718, expected=176.000000
predicted=171.959021, expected=124.000000
predicted=155.954621, expected=132.000000
predicted=134.604340, expected=104.000000
predicted=143.130452, expected=160.000000
predicted=140.934498, expected=252.000000
predicted=177.591636, expected=264.000000
predicted=175.789974, expected=192.000000
predicted=178.360280, expected=156.000000
predicted=175.654066, expected=144.000000
predicted=181.365625, expected=176.000000
predicted=199.794490, expected=124.000000
predicted=177.055072, expected=240.000000
predicted=191.621062, expected=172.000000
predicted=163.033473, expected=128.000000
predicted=153.047365, expected=164.000000
predicted=177.579497, expected=100.000000
predicted=132.559919, expected=84.000000
predicted=152.006611, expected=160.000000
predicted=149.710652, expected=240.000000
predicted=154.702907, expected=200.000000
predicted=162.186066, expected=156.000000
predicted=152.062657, expected=68.000000
predicted=128.350969, expected=220.000000
predicted=184.367806, expected=164.000000
predicted=174.286018, expected=108.000000
predicted=148.928368, expected=136.000000
predicted=155.224740, expected=200.000000
predicted=141.067721, expected=120.000000
predicted=154.125795, expected=116.000000
predicted=145.341715, expected=120.000000
predicted=130.607470, expected=148.000000
predicted=136.185749, expected=196.000000
predicted=166.486338, expected=248.000000
predicted=167.178679, expected=152.000000
predicted=150.421612, expected=80.000000
predicted=142.011474, expected=136.000000
predicted=161.172043, expected=192.000000
predicted=170.186527, expected=136.000000
predicted=161.194711, expected=116.000000
predicted=139.987760, expected=228.000000
predicted=157.577807, expected=108.000000
predicted=130.468511, expected=188.000000
predicted=177.228856, expected=96.000000
predicted=136.657691, expected=224.000000
predicted=162.223794, expected=200.000000
predicted=187.327644, expected=184.000000
predicted=154.214740, expected=188.000000
predicted=191.509019, expected=188.000000
predicted=165.500666, expected=176.000000
predicted=194.370476, expected=128.000000
predicted=172.253660, expected=148.000000
predicted=170.097499, expected=100.000000
predicted=148.095325, expected=156.000000
predicted=157.189455, expected=152.000000
predicted=149.311413, expected=220.000000
predicted=157.613538, expected=136.000000
predicted=147.477883, expected=132.000000
predicted=140.696568, expected=184.000000
predicted=171.402972, expected=160.000000
predicted=153.465320, expected=184.000000
predicted=181.656738, expected=164.000000
predicted=158.491857, expected=180.000000
predicted=163.260543, expected=128.000000
predicted=162.592673, expected=152.000000
predicted=160.807994, expected=232.000000
predicted=187.322040, expected=148.000000
predicted=155.127148, expected=144.000000
predicted=167.885271, expected=196.000000
predicted=171.617596, expected=148.000000
predicted=154.854284, expected=124.000000
predicted=170.600672, expected=152.000000
predicted=156.170311, expected=196.000000
predicted=160.449991, expected=176.000000
predicted=168.593625, expected=140.000000
predicted=153.542340, expected=172.000000
predicted=161.013458, expected=204.000000
predicted=173.332640, expected=156.000000
predicted=169.888699, expected=168.000000
predicted=174.480216, expected=180.000000
predicted=168.580828, expected=144.000000
predicted=161.972168, expected=136.000000
predicted=168.374737, expected=268.000000
predicted=192.265444, expected=156.000000
predicted=160.455354, expected=128.000000
predicted=167.201250, expected=124.000000
predicted=160.290087, expected=156.000000
predicted=150.040392, expected=112.000000
predicted=164.226548, expected=116.000000
predicted=134.860421, expected=160.000000
predicted=139.476201, expected=164.000000
predicted=135.909631, expected=176.000000
predicted=154.059685, expected=144.000000
predicted=141.036268, expected=168.000000
predicted=152.626856, expected=144.000000
Test MSE: 2228.951
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567])]
predicted=34.642417, expected=56.000000
predicted=42.988714, expected=16.000000
predicted=24.615874, expected=40.000000
predicted=38.316633, expected=84.000000
predicted=47.922951, expected=64.000000
predicted=46.921844, expected=56.000000
predicted=55.980937, expected=24.000000
predicted=35.860581, expected=16.000000
predicted=40.005591, expected=64.000000
predicted=58.962471, expected=44.000000
predicted=46.465424, expected=40.000000
predicted=45.426448, expected=60.000000
predicted=41.172477, expected=48.000000
predicted=40.394989, expected=68.000000
predicted=59.838738, expected=40.000000
predicted=45.507108, expected=36.000000
predicted=46.147384, expected=32.000000
predicted=44.932487, expected=40.000000
predicted=44.115001, expected=52.000000
predicted=49.790663, expected=16.000000
predicted=32.199183, expected=48.000000
predicted=40.708730, expected=76.000000
predicted=46.496101, expected=36.000000
predicted=42.728324, expected=12.000000
predicted=37.654174, expected=28.000000
predicted=29.953633, expected=124.000000
predicted=67.566135, expected=92.000000
predicted=67.287967, expected=64.000000
predicted=59.865272, expected=16.000000
predicted=38.694349, expected=20.000000
predicted=46.676647, expected=12.000000
predicted=56.093610, expected=64.000000
predicted=58.380691, expected=40.000000
predicted=39.251624, expected=68.000000
predicted=42.174007, expected=28.000000
predicted=30.642149, expected=44.000000
predicted=40.034861, expected=28.000000
predicted=42.835798, expected=32.000000
predicted=39.662578, expected=92.000000
predicted=60.795981, expected=112.000000
predicted=62.206581, expected=80.000000
predicted=65.025276, expected=56.000000
predicted=57.848770, expected=44.000000
predicted=56.905882, expected=156.000000
predicted=106.328270, expected=92.000000
predicted=90.028288, expected=60.000000
predicted=80.653540, expected=52.000000
predicted=66.423504, expected=48.000000
predicted=66.089111, expected=60.000000
predicted=87.544004, expected=24.000000
predicted=53.748026, expected=64.000000
predicted=57.196172, expected=48.000000
predicted=47.137953, expected=56.000000
predicted=52.832490, expected=96.000000
predicted=65.411179, expected=76.000000
predicted=57.441583, expected=60.000000
predicted=65.837286, expected=24.000000
predicted=49.558599, expected=76.000000
predicted=67.896466, expected=28.000000
predicted=56.220754, expected=72.000000
predicted=65.632936, expected=160.000000
predicted=85.224318, expected=100.000000
predicted=71.771645, expected=56.000000
predicted=77.694821, expected=28.000000
predicted=55.252822, expected=48.000000
predicted=72.660652, expected=72.000000
predicted=89.691047, expected=48.000000
predicted=62.200083, expected=48.000000
predicted=51.056777, expected=104.000000
predicted=63.519050, expected=32.000000
predicted=48.916423, expected=52.000000
predicted=63.314303, expected=56.000000
predicted=52.280005, expected=60.000000
predicted=59.174769, expected=72.000000
predicted=70.410269, expected=116.000000
predicted=70.937510, expected=36.000000
predicted=54.574254, expected=44.000000
predicted=61.801443, expected=48.000000
predicted=56.867557, expected=56.000000
predicted=64.125102, expected=16.000000
predicted=53.884079, expected=84.000000
predicted=55.475525, expected=136.000000
predicted=74.109394, expected=40.000000
predicted=54.284137, expected=52.000000
predicted=63.848394, expected=40.000000
predicted=46.534241, expected=56.000000
predicted=70.611798, expected=28.000000
predicted=63.173986, expected=24.000000
predicted=37.855721, expected=68.000000
predicted=50.871626, expected=60.000000
predicted=46.629939, expected=36.000000
predicted=45.577523, expected=32.000000
predicted=37.354345, expected=48.000000
predicted=42.367490, expected=32.000000
predicted=45.713278, expected=96.000000
predicted=63.589087, expected=104.000000
predicted=61.800806, expected=60.000000
predicted=57.112008, expected=16.000000
predicted=48.253769, expected=56.000000
predicted=56.922603, expected=52.000000
predicted=64.984761, expected=28.000000
predicted=56.201018, expected=48.000000
predicted=47.663240, expected=96.000000
predicted=53.889818, expected=108.000000
predicted=71.787658, expected=20.000000
predicted=47.429255, expected=44.000000
predicted=53.800194, expected=92.000000
predicted=68.955947, expected=12.000000
predicted=53.915381, expected=56.000000
predicted=68.734195, expected=64.000000
predicted=43.515153, expected=72.000000
predicted=58.977885, expected=48.000000
predicted=59.751336, expected=24.000000
predicted=36.865651, expected=60.000000
predicted=56.960194, expected=28.000000
predicted=44.576161, expected=48.000000
predicted=53.163341, expected=56.000000
predicted=45.568904, expected=52.000000
predicted=43.238228, expected=28.000000
predicted=43.501028, expected=36.000000
predicted=39.280113, expected=76.000000
predicted=54.833562, expected=44.000000
predicted=46.586386, expected=88.000000
predicted=63.584671, expected=72.000000
predicted=53.074909, expected=32.000000
predicted=50.198952, expected=32.000000
predicted=55.971930, expected=48.000000
predicted=50.212073, expected=120.000000
predicted=81.349491, expected=48.000000
predicted=53.829204, expected=72.000000
predicted=61.856553, expected=60.000000
predicted=55.295576, expected=80.000000
predicted=71.554633, expected=40.000000
predicted=69.400694, expected=24.000000
predicted=48.717869, expected=56.000000
predicted=58.587720, expected=52.000000
predicted=51.750725, expected=48.000000
predicted=54.340615, expected=112.000000
predicted=65.925602, expected=76.000000
predicted=55.471801, expected=36.000000
predicted=58.308853, expected=52.000000
predicted=60.154887, expected=56.000000
predicted=58.718906, expected=100.000000
predicted=84.844833, expected=68.000000
predicted=64.219504, expected=36.000000
predicted=51.572452, expected=60.000000
predicted=61.466878, expected=28.000000
predicted=49.925891, expected=16.000000
predicted=52.766809, expected=20.000000
predicted=38.393909, expected=28.000000
predicted=31.330106, expected=36.000000
predicted=36.145494, expected=68.000000
predicted=39.660937, expected=52.000000
predicted=35.175117, expected=52.000000
predicted=42.444957, expected=20.000000
predicted=34.644012, expected=48.000000
predicted=47.082230, expected=40.000000
predicted=46.481541, expected=48.000000
predicted=46.605919, expected=52.000000
predicted=45.710912, expected=60.000000
predicted=44.500623, expected=28.000000
predicted=41.475676, expected=24.000000
predicted=39.254480, expected=64.000000
predicted=50.553557, expected=24.000000
predicted=37.282789, expected=64.000000
predicted=53.414435, expected=76.000000
predicted=47.683622, expected=80.000000
predicted=56.446113, expected=32.000000
predicted=51.339503, expected=32.000000
predicted=45.346523, expected=32.000000
predicted=49.350480, expected=28.000000
predicted=47.187190, expected=60.000000
predicted=53.362877, expected=60.000000
predicted=42.037638, expected=60.000000
predicted=46.912357, expected=64.000000
predicted=50.608835, expected=28.000000
predicted=41.220922, expected=52.000000
predicted=56.457787, expected=72.000000
predicted=58.845311, expected=28.000000
predicted=46.151436, expected=136.000000
predicted=82.352089, expected=76.000000
predicted=55.822849, expected=36.000000
predicted=62.243307, expected=48.000000
predicted=62.982552, expected=68.000000
predicted=60.345790, expected=60.000000
predicted=77.761450, expected=44.000000
predicted=56.137545, expected=72.000000
predicted=56.460720, expected=56.000000
predicted=54.504770, expected=48.000000
predicted=58.472628, expected=32.000000
predicted=48.538647, expected=32.000000
predicted=44.355317, expected=56.000000
predicted=54.242415, expected=24.000000
predicted=38.306820, expected=92.000000
predicted=59.479053, expected=68.000000
predicted=47.581392, expected=68.000000
predicted=57.786357, expected=56.000000
predicted=57.838509, expected=72.000000
predicted=60.489283, expected=20.000000
predicted=56.450717, expected=100.000000
predicted=75.577066, expected=128.000000
predicted=80.687392, expected=132.000000
predicted=90.997330, expected=52.000000
predicted=73.819045, expected=48.000000
predicted=67.165499, expected=84.000000
predicted=91.008511, expected=52.000000
predicted=81.593832, expected=76.000000
predicted=85.353775, expected=64.000000
predicted=59.590196, expected=84.000000
predicted=69.775065, expected=56.000000
predicted=67.177214, expected=40.000000
predicted=57.076019, expected=64.000000
predicted=66.420438, expected=24.000000
predicted=48.366315, expected=56.000000
predicted=61.302801, expected=92.000000
predicted=61.785721, expected=92.000000
predicted=63.927044, expected=56.000000
predicted=61.846599, expected=44.000000
predicted=52.704796, expected=64.000000
predicted=65.521487, expected=44.000000
predicted=63.740122, expected=68.000000
predicted=68.828601, expected=76.000000
predicted=60.740770, expected=84.000000
predicted=65.111967, expected=48.000000
predicted=59.582977, expected=52.000000
predicted=58.780873, expected=60.000000
predicted=63.757062, expected=60.000000
predicted=64.507512, expected=76.000000
predicted=69.453064, expected=84.000000
predicted=64.892749, expected=76.000000
predicted=67.056708, expected=44.000000
predicted=60.587374, expected=52.000000
predicted=63.030714, expected=76.000000
predicted=70.803832, expected=32.000000
predicted=56.620565, expected=80.000000
predicted=69.466262, expected=56.000000
predicted=51.636274, expected=72.000000
predicted=64.234931, expected=52.000000
predicted=60.055784, expected=32.000000
predicted=46.901425, expected=28.000000
predicted=52.334250, expected=24.000000
predicted=41.503926, expected=80.000000
predicted=59.571893, expected=80.000000
predicted=54.019194, expected=68.000000
predicted=52.753258, expected=40.000000
predicted=46.093087, expected=64.000000
predicted=56.453447, expected=68.000000
predicted=67.964063, expected=32.000000
predicted=55.836600, expected=16.000000
predicted=45.061588, expected=64.000000
predicted=50.937777, expected=72.000000
predicted=56.759805, expected=36.000000
predicted=47.845366, expected=68.000000
predicted=51.686148, expected=40.000000
predicted=40.215481, expected=28.000000
predicted=49.743856, expected=36.000000
predicted=48.274127, expected=64.000000
predicted=48.122557, expected=100.000000
predicted=66.848710, expected=80.000000
predicted=58.350611, expected=84.000000
predicted=64.875003, expected=28.000000
predicted=51.262651, expected=72.000000
predicted=73.662620, expected=32.000000
predicted=61.029345, expected=36.000000
predicted=57.205955, expected=108.000000
predicted=74.178703, expected=40.000000
predicted=42.796982, expected=40.000000
predicted=57.582034, expected=48.000000
predicted=45.984402, expected=44.000000
predicted=48.738259, expected=44.000000
predicted=60.081946, expected=104.000000
predicted=62.907943, expected=76.000000
predicted=57.140972, expected=44.000000
predicted=56.003906, expected=48.000000
predicted=55.478613, expected=40.000000
predicted=52.536486, expected=32.000000
predicted=59.643495, expected=64.000000
predicted=58.149743, expected=84.000000
predicted=56.669938, expected=64.000000
predicted=55.358724, expected=32.000000
predicted=46.370954, expected=24.000000
predicted=42.289756, expected=28.000000
predicted=47.283357, expected=76.000000
predicted=62.793156, expected=64.000000
predicted=51.907597, expected=44.000000
predicted=42.968298, expected=64.000000
predicted=49.402741, expected=48.000000
predicted=47.467339, expected=76.000000
predicted=68.766152, expected=64.000000
predicted=59.751987, expected=40.000000
predicted=51.228471, expected=32.000000
predicted=51.209590, expected=64.000000
predicted=56.061327, expected=96.000000
predicted=70.999410, expected=36.000000
predicted=50.394261, expected=48.000000
predicted=52.305088, expected=44.000000
predicted=46.669019, expected=40.000000
predicted=53.973314, expected=40.000000
predicted=55.359106, expected=92.000000
predicted=57.677255, expected=76.000000
predicted=56.979835, expected=28.000000
predicted=46.579664, expected=68.000000
predicted=58.992724, expected=48.000000
predicted=51.200536, expected=56.000000
predicted=66.932606, expected=84.000000
predicted=67.118851, expected=100.000000
predicted=65.341951, expected=80.000000
predicted=72.619931, expected=76.000000
predicted=70.944916, expected=108.000000
predicted=85.245682, expected=80.000000
predicted=84.039728, expected=72.000000
predicted=86.693929, expected=64.000000
predicted=76.260539, expected=40.000000
predicted=66.748046, expected=56.000000
predicted=74.304339, expected=68.000000
predicted=66.370186, expected=68.000000
predicted=64.370419, expected=56.000000
predicted=58.654680, expected=84.000000
predicted=64.224367, expected=88.000000
predicted=70.527583, expected=56.000000
predicted=66.336584, expected=52.000000
predicted=65.205375, expected=64.000000
predicted=64.488807, expected=36.000000
predicted=59.888156, expected=92.000000
predicted=76.663985, expected=68.000000
predicted=58.737984, expected=88.000000
predicted=71.183035, expected=56.000000
predicted=62.254113, expected=16.000000
predicted=47.380353, expected=84.000000
predicted=77.131226, expected=44.000000
predicted=53.930548, expected=60.000000
predicted=66.218309, expected=64.000000
predicted=54.470207, expected=76.000000
predicted=55.648609, expected=60.000000
predicted=65.740912, expected=52.000000
predicted=56.017032, expected=56.000000
predicted=60.090650, expected=16.000000
predicted=46.700382, expected=48.000000
predicted=56.699535, expected=76.000000
predicted=56.612661, expected=56.000000
predicted=51.363363, expected=28.000000
predicted=44.289847, expected=16.000000
predicted=31.540811, expected=24.000000
predicted=39.308832, expected=56.000000
predicted=51.162244, expected=56.000000
predicted=44.288706, expected=88.000000
predicted=52.066691, expected=92.000000
predicted=55.535241, expected=72.000000
predicted=59.849108, expected=40.000000
predicted=59.447030, expected=44.000000
predicted=60.325252, expected=28.000000
predicted=57.238226, expected=72.000000
predicted=68.343576, expected=76.000000
predicted=60.645658, expected=44.000000
predicted=47.451937, expected=64.000000
predicted=56.052726, expected=28.000000
predicted=41.141231, expected=36.000000
predicted=54.722323, expected=8.000000
predicted=38.732980, expected=68.000000
predicted=50.194223, expected=64.000000
predicted=49.212722, expected=60.000000
predicted=46.008428, expected=88.000000
predicted=58.395564, expected=44.000000
predicted=43.591382, expected=56.000000
predicted=64.678652, expected=28.000000
predicted=49.667164, expected=76.000000
predicted=65.245031, expected=68.000000
predicted=63.849242, expected=68.000000
predicted=58.365182, expected=44.000000
predicted=52.601685, expected=36.000000
predicted=46.378952, expected=40.000000
predicted=55.332850, expected=80.000000
predicted=63.993002, expected=60.000000
predicted=56.338960, expected=56.000000
predicted=52.955651, expected=52.000000
predicted=49.977419, expected=20.000000
predicted=42.543561, expected=28.000000
predicted=50.806244, expected=44.000000
predicted=45.840159, expected=84.000000
predicted=57.484452, expected=48.000000
predicted=45.337556, expected=100.000000
predicted=60.843958, expected=72.000000
predicted=56.036496, expected=32.000000
predicted=54.708027, expected=56.000000
predicted=66.979911, expected=20.000000
predicted=44.543253, expected=28.000000
predicted=56.208564, expected=36.000000
predicted=43.595842, expected=52.000000
predicted=40.353729, expected=84.000000
predicted=56.044706, expected=32.000000
predicted=34.430188, expected=64.000000
predicted=51.484640, expected=40.000000
predicted=43.814822, expected=48.000000
predicted=54.081490, expected=56.000000
predicted=58.186314, expected=112.000000
predicted=67.311363, expected=80.000000
predicted=67.028414, expected=24.000000
predicted=49.423488, expected=72.000000
predicted=65.386105, expected=24.000000
Test MSE: 710.270
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528])]
predicted=41.588993, expected=12.000000
predicted=35.309566, expected=28.000000
predicted=38.600439, expected=24.000000
predicted=33.849515, expected=20.000000
predicted=26.256738, expected=56.000000
predicted=33.294074, expected=28.000000
predicted=22.961549, expected=36.000000
predicted=32.444533, expected=48.000000
predicted=36.512009, expected=40.000000
predicted=35.399868, expected=16.000000
predicted=36.968643, expected=24.000000
predicted=35.321452, expected=28.000000
predicted=32.888419, expected=24.000000
predicted=28.968890, expected=8.000000
predicted=23.128326, expected=16.000000
predicted=21.380859, expected=32.000000
predicted=22.561904, expected=24.000000
predicted=19.248477, expected=16.000000
predicted=19.395109, expected=24.000000
predicted=21.394374, expected=16.000000
predicted=20.468535, expected=24.000000
predicted=23.143786, expected=44.000000
predicted=24.801002, expected=52.000000
predicted=26.466815, expected=28.000000
predicted=28.067255, expected=40.000000
predicted=36.154985, expected=32.000000
predicted=36.488602, expected=60.000000
predicted=43.379222, expected=20.000000
predicted=35.188873, expected=36.000000
predicted=38.526393, expected=28.000000
predicted=37.053834, expected=32.000000
predicted=34.061142, expected=20.000000
predicted=32.869027, expected=40.000000
predicted=30.544067, expected=76.000000
predicted=38.426789, expected=64.000000
predicted=37.491688, expected=32.000000
predicted=41.568744, expected=56.000000
predicted=52.945860, expected=36.000000
predicted=49.296990, expected=52.000000
predicted=53.663535, expected=20.000000
predicted=42.423612, expected=20.000000
predicted=37.740820, expected=32.000000
predicted=38.720054, expected=20.000000
predicted=27.856485, expected=20.000000
predicted=27.706797, expected=4.000000
predicted=19.433844, expected=36.000000
predicted=24.362037, expected=28.000000
predicted=20.774750, expected=16.000000
predicted=18.610811, expected=44.000000
predicted=27.585380, expected=32.000000
predicted=23.980013, expected=52.000000
predicted=34.573850, expected=16.000000
predicted=29.159020, expected=24.000000
predicted=32.946058, expected=40.000000
predicted=36.764315, expected=24.000000
predicted=28.189295, expected=40.000000
predicted=33.603339, expected=12.000000
predicted=24.625937, expected=40.000000
predicted=32.353979, expected=8.000000
predicted=25.393174, expected=32.000000
predicted=27.528526, expected=28.000000
predicted=26.339806, expected=36.000000
predicted=24.634328, expected=32.000000
predicted=28.736340, expected=32.000000
predicted=27.832348, expected=20.000000
predicted=29.846012, expected=32.000000
predicted=31.332535, expected=28.000000
predicted=29.337578, expected=12.000000
predicted=24.804112, expected=32.000000
predicted=28.308222, expected=32.000000
predicted=24.949523, expected=12.000000
predicted=22.413333, expected=32.000000
predicted=27.213263, expected=48.000000
predicted=27.737109, expected=8.000000
predicted=22.951848, expected=20.000000
predicted=28.683373, expected=32.000000
predicted=27.112958, expected=16.000000
predicted=22.935529, expected=12.000000
predicted=23.312834, expected=16.000000
predicted=18.848273, expected=44.000000
predicted=23.613005, expected=32.000000
predicted=21.695559, expected=32.000000
predicted=24.706147, expected=24.000000
predicted=27.497436, expected=56.000000
predicted=35.536893, expected=16.000000
predicted=30.105531, expected=28.000000
predicted=33.324925, expected=64.000000
predicted=39.320437, expected=48.000000
predicted=33.853584, expected=48.000000
predicted=42.737761, expected=36.000000
predicted=41.294668, expected=52.000000
predicted=47.494129, expected=32.000000
predicted=45.090121, expected=12.000000
predicted=38.002470, expected=36.000000
predicted=39.893851, expected=24.000000
predicted=29.957118, expected=44.000000
predicted=32.963290, expected=28.000000
predicted=27.885612, expected=16.000000
predicted=26.553583, expected=24.000000
predicted=31.105261, expected=32.000000
predicted=27.833238, expected=28.000000
predicted=26.766041, expected=56.000000
predicted=31.406698, expected=24.000000
predicted=26.750636, expected=48.000000
predicted=37.349411, expected=44.000000
predicted=38.572654, expected=16.000000
predicted=33.777760, expected=16.000000
predicted=36.949095, expected=60.000000
predicted=37.454365, expected=28.000000
predicted=29.455629, expected=36.000000
predicted=33.912714, expected=44.000000
predicted=35.350225, expected=40.000000
predicted=35.456037, expected=28.000000
predicted=38.888035, expected=28.000000
predicted=35.480527, expected=52.000000
predicted=39.190820, expected=20.000000
predicted=31.743918, expected=16.000000
predicted=32.165054, expected=8.000000
predicted=27.623735, expected=20.000000
predicted=24.529640, expected=12.000000
predicted=19.850904, expected=20.000000
predicted=15.935067, expected=52.000000
predicted=22.097376, expected=16.000000
predicted=16.589229, expected=24.000000
predicted=25.971320, expected=28.000000
predicted=27.258418, expected=36.000000
predicted=27.958997, expected=8.000000
predicted=25.392291, expected=28.000000
predicted=26.120516, expected=32.000000
predicted=25.774640, expected=44.000000
predicted=27.437201, expected=36.000000
predicted=29.378474, expected=28.000000
predicted=29.357027, expected=24.000000
predicted=33.257809, expected=8.000000
predicted=28.635077, expected=48.000000
predicted=33.825699, expected=68.000000
predicted=32.871437, expected=32.000000
predicted=28.974940, expected=4.000000
predicted=32.752156, expected=60.000000
predicted=43.723642, expected=64.000000
predicted=41.252227, expected=16.000000
predicted=34.513068, expected=28.000000
predicted=40.439282, expected=32.000000
predicted=36.050313, expected=28.000000
predicted=35.403143, expected=48.000000
predicted=36.771549, expected=8.000000
predicted=23.732256, expected=8.000000
predicted=28.153349, expected=20.000000
predicted=27.026727, expected=4.000000
predicted=16.563429, expected=48.000000
predicted=24.420841, expected=48.000000
predicted=19.103799, expected=36.000000
predicted=24.076590, expected=52.000000
predicted=37.284555, expected=12.000000
predicted=31.308091, expected=36.000000
predicted=42.201700, expected=28.000000
predicted=34.964555, expected=8.000000
predicted=26.706060, expected=8.000000
predicted=26.282462, expected=16.000000
predicted=19.087331, expected=8.000000
predicted=15.463711, expected=24.000000
predicted=15.869260, expected=8.000000
predicted=10.339944, expected=24.000000
predicted=15.680291, expected=20.000000
predicted=15.936920, expected=8.000000
predicted=14.154734, expected=12.000000
predicted=17.481840, expected=20.000000
predicted=15.684177, expected=20.000000
predicted=15.864641, expected=20.000000
predicted=16.099635, expected=28.000000
predicted=18.391401, expected=28.000000
predicted=20.555800, expected=44.000000
predicted=26.794710, expected=28.000000
predicted=26.095775, expected=16.000000
predicted=27.637304, expected=20.000000
predicted=29.567726, expected=16.000000
predicted=24.926722, expected=20.000000
predicted=23.624109, expected=32.000000
predicted=22.076235, expected=32.000000
predicted=21.229502, expected=28.000000
predicted=23.953494, expected=20.000000
predicted=24.968608, expected=20.000000
predicted=26.212375, expected=12.000000
predicted=23.751966, expected=32.000000
predicted=25.060111, expected=32.000000
predicted=22.336751, expected=40.000000
predicted=25.135009, expected=52.000000
predicted=31.541908, expected=16.000000
predicted=27.985787, expected=36.000000
predicted=38.210607, expected=24.000000
predicted=32.907376, expected=16.000000
predicted=29.625438, expected=20.000000
predicted=28.626589, expected=44.000000
predicted=26.665942, expected=36.000000
predicted=26.347052, expected=24.000000
predicted=26.498248, expected=24.000000
predicted=29.260878, expected=28.000000
predicted=29.874709, expected=12.000000
predicted=26.454315, expected=28.000000
predicted=26.931988, expected=48.000000
predicted=27.400451, expected=32.000000
predicted=25.150622, expected=20.000000
predicted=28.264568, expected=40.000000
predicted=33.063784, expected=16.000000
predicted=28.046710, expected=36.000000
predicted=33.527427, expected=24.000000
predicted=27.079477, expected=20.000000
predicted=25.477732, expected=20.000000
predicted=27.025910, expected=16.000000
predicted=21.695923, expected=72.000000
predicted=33.511337, expected=24.000000
predicted=22.653454, expected=80.000000
predicted=42.196524, expected=48.000000
predicted=41.091571, expected=60.000000
predicted=50.092998, expected=4.000000
predicted=48.009177, expected=32.000000
predicted=45.343429, expected=28.000000
predicted=42.068737, expected=36.000000
predicted=32.231542, expected=8.000000
predicted=27.001914, expected=24.000000
predicted=24.209863, expected=52.000000
predicted=31.080185, expected=20.000000
predicted=23.138487, expected=24.000000
predicted=28.978747, expected=12.000000
predicted=24.902287, expected=40.000000
predicted=29.333518, expected=60.000000
predicted=33.478502, expected=36.000000
predicted=28.162446, expected=28.000000
predicted=34.815873, expected=12.000000
predicted=33.185095, expected=32.000000
predicted=36.174349, expected=36.000000
predicted=32.651887, expected=28.000000
predicted=26.510711, expected=24.000000
predicted=27.307290, expected=8.000000
predicted=23.587125, expected=28.000000
predicted=27.695789, expected=36.000000
predicted=25.803633, expected=28.000000
predicted=22.929931, expected=4.000000
predicted=20.991981, expected=20.000000
predicted=23.747516, expected=12.000000
predicted=20.534893, expected=28.000000
predicted=20.790998, expected=4.000000
predicted=14.347672, expected=32.000000
predicted=18.508416, expected=24.000000
predicted=19.013177, expected=20.000000
predicted=18.485466, expected=60.000000
predicted=30.588254, expected=20.000000
predicted=22.576229, expected=44.000000
predicted=35.067853, expected=20.000000
predicted=31.666445, expected=52.000000
predicted=36.889935, expected=36.000000
predicted=36.995920, expected=16.000000
predicted=30.026799, expected=48.000000
predicted=39.627455, expected=8.000000
predicted=27.348435, expected=32.000000
predicted=33.103489, expected=24.000000
predicted=27.518249, expected=40.000000
predicted=27.242595, expected=48.000000
predicted=32.589118, expected=44.000000
predicted=31.610731, expected=28.000000
predicted=35.798273, expected=28.000000
predicted=37.128555, expected=16.000000
predicted=34.138276, expected=28.000000
predicted=32.394266, expected=48.000000
predicted=31.845937, expected=32.000000
predicted=27.183669, expected=32.000000
predicted=31.045486, expected=36.000000
predicted=33.571929, expected=24.000000
predicted=32.455757, expected=24.000000
predicted=32.885599, expected=28.000000
predicted=29.925726, expected=40.000000
predicted=30.354745, expected=24.000000
predicted=27.515372, expected=48.000000
predicted=32.752336, expected=40.000000
predicted=33.155079, expected=56.000000
predicted=39.129409, expected=56.000000
predicted=43.758276, expected=56.000000
predicted=46.346277, expected=56.000000
predicted=52.423767, expected=12.000000
predicted=44.803931, expected=28.000000
predicted=47.173904, expected=48.000000
predicted=43.762780, expected=16.000000
predicted=31.352142, expected=12.000000
predicted=29.319429, expected=20.000000
predicted=25.181906, expected=32.000000
predicted=25.110063, expected=36.000000
predicted=25.439502, expected=24.000000
predicted=22.436999, expected=48.000000
predicted=30.840538, expected=68.000000
predicted=38.290022, expected=16.000000
predicted=33.074437, expected=32.000000
predicted=41.188271, expected=60.000000
predicted=44.229074, expected=40.000000
predicted=39.251811, expected=72.000000
predicted=48.953590, expected=68.000000
predicted=48.068939, expected=92.000000
predicted=61.343736, expected=48.000000
predicted=61.396599, expected=24.000000
predicted=58.928689, expected=20.000000
predicted=56.693975, expected=16.000000
predicted=43.014702, expected=36.000000
predicted=37.786994, expected=24.000000
predicted=25.483612, expected=48.000000
predicted=29.240036, expected=48.000000
predicted=32.196146, expected=44.000000
predicted=35.679928, expected=36.000000
predicted=39.963835, expected=20.000000
predicted=36.692805, expected=40.000000
predicted=40.671387, expected=28.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=33.980456, expected=32.000000
predicted=32.634186, expected=36.000000
predicted=32.647672, expected=52.000000
predicted=35.365754, expected=48.000000
predicted=38.417795, expected=16.000000
predicted=33.890609, expected=36.000000
predicted=39.819742, expected=52.000000
predicted=40.532290, expected=72.000000
predicted=44.612071, expected=40.000000
predicted=41.474153, expected=36.000000
predicted=44.318859, expected=40.000000
predicted=48.116735, expected=32.000000
predicted=43.505986, expected=36.000000
predicted=41.740840, expected=44.000000
predicted=38.392641, expected=52.000000
predicted=39.847117, expected=32.000000
predicted=37.774801, expected=36.000000
predicted=40.040843, expected=48.000000
predicted=42.635527, expected=12.000000
predicted=33.835792, expected=48.000000
predicted=40.704144, expected=28.000000
predicted=32.513034, expected=40.000000
predicted=34.831683, expected=16.000000
predicted=31.118711, expected=44.000000
predicted=33.514211, expected=12.000000
predicted=28.800578, expected=24.000000
predicted=27.718775, expected=36.000000
predicted=29.841512, expected=44.000000
predicted=28.248080, expected=8.000000
predicted=25.365980, expected=44.000000
predicted=31.982110, expected=24.000000
predicted=28.704683, expected=32.000000
predicted=30.205840, expected=28.000000
predicted=30.648263, expected=16.000000
predicted=24.563062, expected=48.000000
predicted=33.815961, expected=36.000000
predicted=28.987146, expected=40.000000
predicted=32.850633, expected=16.000000
predicted=30.768576, expected=28.000000
predicted=32.235563, expected=16.000000
predicted=29.595259, expected=32.000000
predicted=27.749584, expected=28.000000
predicted=25.905587, expected=32.000000
predicted=25.108330, expected=40.000000
predicted=30.119236, expected=28.000000
predicted=28.594487, expected=12.000000
predicted=28.167239, expected=36.000000
predicted=31.635477, expected=20.000000
predicted=25.970216, expected=52.000000
predicted=31.922599, expected=52.000000
predicted=33.250763, expected=24.000000
predicted=30.702138, expected=32.000000
predicted=38.523945, expected=24.000000
predicted=34.364798, expected=40.000000
Test MSE: 267.365
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792])]
predicted=31.711475, expected=36.000000
predicted=33.481599, expected=20.000000
predicted=33.782350, expected=60.000000
predicted=38.880252, expected=72.000000
predicted=43.602129, expected=24.000000
predicted=38.200115, expected=32.000000
predicted=37.804686, expected=24.000000
predicted=36.355191, expected=28.000000
predicted=42.613009, expected=28.000000
predicted=36.209945, expected=28.000000
predicted=27.420777, expected=64.000000
predicted=35.927267, expected=36.000000
predicted=33.932382, expected=60.000000
predicted=40.956954, expected=24.000000
predicted=36.594764, expected=40.000000
predicted=42.031825, expected=12.000000
predicted=38.129511, expected=48.000000
predicted=38.880413, expected=20.000000
predicted=34.246327, expected=28.000000
predicted=29.054133, expected=32.000000
predicted=29.418800, expected=36.000000
predicted=29.812094, expected=24.000000
predicted=31.401451, expected=16.000000
predicted=24.540167, expected=36.000000
predicted=29.045895, expected=32.000000
predicted=30.280168, expected=56.000000
predicted=35.254767, expected=48.000000
predicted=34.683812, expected=32.000000
predicted=34.832108, expected=40.000000
predicted=39.268583, expected=40.000000
predicted=41.172598, expected=48.000000
predicted=45.688256, expected=40.000000
predicted=41.277069, expected=24.000000
predicted=35.848182, expected=20.000000
predicted=34.132715, expected=4.000000
predicted=28.532130, expected=100.000000
predicted=45.072682, expected=244.000000
predicted=88.054521, expected=28.000000
predicted=59.199886, expected=92.000000
predicted=71.845594, expected=28.000000
predicted=69.013094, expected=48.000000
predicted=99.645021, expected=12.000000
predicted=82.601784, expected=44.000000
predicted=43.024551, expected=48.000000
predicted=48.619752, expected=72.000000
predicted=44.935752, expected=44.000000
predicted=43.914898, expected=28.000000
predicted=37.316548, expected=68.000000
predicted=50.894938, expected=124.000000
predicted=70.234220, expected=44.000000
predicted=62.863747, expected=12.000000
predicted=46.232127, expected=60.000000
predicted=53.600390, expected=72.000000
predicted=68.104471, expected=52.000000
predicted=64.405467, expected=16.000000
predicted=38.326466, expected=16.000000
predicted=34.506114, expected=92.000000
predicted=57.173156, expected=100.000000
predicted=63.613881, expected=16.000000
predicted=43.460947, expected=20.000000
predicted=37.495997, expected=4.000000
predicted=38.909293, expected=40.000000
predicted=51.266190, expected=24.000000
predicted=36.339162, expected=52.000000
predicted=27.493722, expected=48.000000
predicted=30.932500, expected=36.000000
predicted=32.365121, expected=36.000000
predicted=38.095100, expected=44.000000
predicted=40.045733, expected=28.000000
predicted=40.462273, expected=96.000000
predicted=52.396357, expected=80.000000
predicted=54.419665, expected=88.000000
predicted=61.934399, expected=60.000000
predicted=61.886564, expected=52.000000
predicted=64.398070, expected=88.000000
predicted=80.068187, expected=56.000000
predicted=70.969182, expected=52.000000
predicted=65.373420, expected=32.000000
predicted=53.946837, expected=40.000000
predicted=53.635619, expected=36.000000
predicted=51.781890, expected=28.000000
predicted=40.735657, expected=28.000000
predicted=35.755396, expected=32.000000
predicted=32.912983, expected=28.000000
predicted=32.221336, expected=28.000000
predicted=29.928584, expected=36.000000
predicted=30.392616, expected=36.000000
predicted=31.692223, expected=28.000000
predicted=30.737871, expected=36.000000
predicted=31.881452, expected=40.000000
predicted=34.444053, expected=20.000000
predicted=31.571335, expected=52.000000
predicted=36.672107, expected=24.000000
predicted=32.301371, expected=20.000000
predicted=31.052787, expected=64.000000
predicted=38.950312, expected=20.000000
predicted=32.324876, expected=40.000000
predicted=36.942151, expected=28.000000
predicted=30.973813, expected=48.000000
predicted=38.307638, expected=40.000000
predicted=40.445402, expected=44.000000
predicted=36.554275, expected=28.000000
predicted=36.460992, expected=28.000000
predicted=35.141938, expected=28.000000
predicted=36.030717, expected=24.000000
predicted=32.211212, expected=44.000000
predicted=34.259634, expected=28.000000
predicted=29.638034, expected=28.000000
predicted=29.359040, expected=40.000000
predicted=32.132480, expected=32.000000
predicted=32.743422, expected=48.000000
predicted=37.769350, expected=24.000000
predicted=31.761651, expected=40.000000
predicted=35.434710, expected=32.000000
predicted=35.661222, expected=24.000000
predicted=32.950735, expected=32.000000
predicted=33.415323, expected=12.000000
predicted=26.165427, expected=32.000000
predicted=29.657760, expected=32.000000
predicted=28.011580, expected=16.000000
predicted=24.034963, expected=48.000000
predicted=29.803694, expected=56.000000
predicted=34.158507, expected=12.000000
predicted=30.383139, expected=12.000000
predicted=26.469705, expected=40.000000
predicted=31.712092, expected=20.000000
predicted=32.599902, expected=52.000000
predicted=34.349930, expected=44.000000
predicted=29.524254, expected=76.000000
predicted=42.746145, expected=24.000000
predicted=39.486389, expected=60.000000
predicted=45.796529, expected=64.000000
predicted=54.183922, expected=36.000000
predicted=50.154001, expected=28.000000
predicted=46.057558, expected=32.000000
predicted=39.673034, expected=44.000000
predicted=46.023465, expected=56.000000
predicted=45.617544, expected=60.000000
predicted=43.453012, expected=16.000000
predicted=35.713699, expected=32.000000
predicted=38.525281, expected=72.000000
predicted=49.881518, expected=24.000000
predicted=43.141738, expected=36.000000
predicted=39.209946, expected=28.000000
predicted=32.735721, expected=16.000000
predicted=34.463573, expected=36.000000
predicted=36.861455, expected=20.000000
predicted=26.345581, expected=20.000000
predicted=25.904829, expected=48.000000
predicted=29.386512, expected=68.000000
predicted=37.361977, expected=32.000000
predicted=35.817999, expected=16.000000
predicted=30.227624, expected=16.000000
predicted=31.337817, expected=56.000000
predicted=43.273799, expected=52.000000
predicted=42.649621, expected=56.000000
predicted=38.247012, expected=48.000000
predicted=38.585336, expected=40.000000
predicted=43.011838, expected=20.000000
predicted=43.534652, expected=36.000000
predicted=42.635649, expected=16.000000
predicted=35.727689, expected=20.000000
predicted=30.351785, expected=52.000000
predicted=32.985130, expected=44.000000
predicted=32.405595, expected=72.000000
predicted=41.959508, expected=16.000000
predicted=32.305063, expected=12.000000
predicted=32.859613, expected=4.000000
predicted=31.740949, expected=8.000000
predicted=27.560108, expected=24.000000
predicted=25.464245, expected=44.000000
predicted=20.571060, expected=24.000000
predicted=18.603924, expected=28.000000
predicted=20.508672, expected=24.000000
predicted=23.918108, expected=16.000000
predicted=26.144281, expected=44.000000
predicted=32.047927, expected=40.000000
predicted=30.306321, expected=24.000000
predicted=28.270015, expected=16.000000
predicted=24.945230, expected=12.000000
predicted=24.093023, expected=20.000000
predicted=27.172906, expected=28.000000
predicted=24.986607, expected=60.000000
predicted=29.788083, expected=24.000000
predicted=24.993863, expected=52.000000
predicted=32.490287, expected=24.000000
predicted=32.238707, expected=36.000000
predicted=37.601215, expected=8.000000
predicted=32.217222, expected=48.000000
predicted=34.062468, expected=28.000000
predicted=33.319816, expected=16.000000
predicted=25.546031, expected=8.000000
predicted=21.879084, expected=12.000000
predicted=19.650562, expected=88.000000
predicted=40.249632, expected=20.000000
predicted=27.574636, expected=24.000000
predicted=24.866104, expected=24.000000
predicted=26.362192, expected=16.000000
predicted=31.177729, expected=20.000000
predicted=33.456909, expected=32.000000
predicted=23.577961, expected=32.000000
predicted=25.451975, expected=68.000000
predicted=34.588503, expected=56.000000
predicted=37.432272, expected=12.000000
predicted=32.332443, expected=32.000000
predicted=36.628987, expected=48.000000
predicted=43.205934, expected=60.000000
predicted=49.765567, expected=16.000000
predicted=34.646561, expected=44.000000
predicted=34.231091, expected=24.000000
predicted=36.376179, expected=44.000000
predicted=41.361076, expected=68.000000
predicted=45.243670, expected=36.000000
predicted=37.368379, expected=28.000000
predicted=38.154779, expected=12.000000
predicted=32.414689, expected=20.000000
predicted=35.463117, expected=32.000000
predicted=35.141755, expected=52.000000
predicted=32.841232, expected=40.000000
predicted=30.527000, expected=56.000000
predicted=35.069621, expected=16.000000
predicted=32.507216, expected=44.000000
predicted=40.210155, expected=44.000000
predicted=43.071253, expected=24.000000
predicted=37.082822, expected=32.000000
predicted=35.439106, expected=40.000000
predicted=33.619516, expected=60.000000
predicted=43.346195, expected=8.000000
predicted=31.751105, expected=80.000000
predicted=42.795703, expected=28.000000
predicted=40.017678, expected=16.000000
predicted=37.007898, expected=36.000000
predicted=37.331050, expected=52.000000
predicted=39.071222, expected=40.000000
predicted=43.632393, expected=8.000000
predicted=26.466999, expected=64.000000
predicted=37.447386, expected=28.000000
predicted=38.090351, expected=44.000000
predicted=40.250851, expected=52.000000
predicted=39.083675, expected=68.000000
predicted=45.374633, expected=92.000000
predicted=60.531530, expected=36.000000
predicted=49.606646, expected=32.000000
predicted=50.398691, expected=60.000000
predicted=57.504739, expected=8.000000
predicted=48.787842, expected=8.000000
predicted=38.472113, expected=16.000000
predicted=26.211365, expected=24.000000
predicted=26.941806, expected=20.000000
predicted=23.729195, expected=8.000000
predicted=12.535484, expected=12.000000
predicted=13.858594, expected=48.000000
predicted=24.078160, expected=72.000000
predicted=34.629277, expected=52.000000
predicted=35.049469, expected=32.000000
predicted=33.472553, expected=44.000000
predicted=41.761829, expected=136.000000
predicted=72.050721, expected=20.000000
predicted=55.920078, expected=52.000000
predicted=53.372599, expected=52.000000
predicted=54.295538, expected=52.000000
predicted=61.718375, expected=44.000000
predicted=59.603733, expected=40.000000
predicted=42.287584, expected=20.000000
predicted=41.686450, expected=56.000000
predicted=45.955262, expected=52.000000
predicted=45.450008, expected=40.000000
predicted=41.627037, expected=24.000000
predicted=36.184435, expected=44.000000
predicted=39.699904, expected=32.000000
predicted=41.702158, expected=28.000000
predicted=36.477171, expected=28.000000
predicted=32.082164, expected=72.000000
predicted=41.196184, expected=64.000000
predicted=46.229345, expected=28.000000
predicted=39.084202, expected=20.000000
predicted=36.635564, expected=28.000000
predicted=39.906735, expected=24.000000
predicted=40.508470, expected=24.000000
predicted=31.813640, expected=52.000000
predicted=31.232513, expected=48.000000
predicted=33.528786, expected=44.000000
predicted=36.252541, expected=24.000000
predicted=33.507415, expected=40.000000
predicted=38.682462, expected=28.000000
predicted=39.265124, expected=40.000000
predicted=38.304247, expected=48.000000
predicted=38.249347, expected=28.000000
predicted=33.605803, expected=24.000000
predicted=33.306940, expected=40.000000
predicted=35.233627, expected=28.000000
predicted=34.873345, expected=40.000000
predicted=35.422158, expected=88.000000
predicted=44.996201, expected=96.000000
predicted=55.659155, expected=44.000000
predicted=52.296848, expected=28.000000
predicted=48.908845, expected=24.000000
predicted=51.269019, expected=28.000000
predicted=52.850960, expected=24.000000
predicted=41.736373, expected=48.000000
predicted=34.768402, expected=40.000000
predicted=32.420526, expected=68.000000
predicted=40.703882, expected=36.000000
predicted=38.833981, expected=56.000000
predicted=45.309123, expected=32.000000
predicted=44.976416, expected=52.000000
predicted=48.193801, expected=20.000000
predicted=42.358026, expected=28.000000
predicted=36.680752, expected=72.000000
predicted=46.993899, expected=24.000000
predicted=36.883434, expected=60.000000
predicted=43.625738, expected=40.000000
predicted=39.327828, expected=52.000000
predicted=46.697369, expected=64.000000
predicted=53.213871, expected=64.000000
predicted=51.342153, expected=60.000000
predicted=56.436516, expected=28.000000
predicted=48.115124, expected=48.000000
predicted=52.446065, expected=68.000000
predicted=57.890165, expected=16.000000
predicted=45.248349, expected=40.000000
predicted=42.684834, expected=44.000000
predicted=41.034860, expected=88.000000
predicted=55.504071, expected=44.000000
predicted=48.843489, expected=32.000000
predicted=40.681888, expected=20.000000
predicted=41.810036, expected=40.000000
predicted=46.163875, expected=40.000000
predicted=45.819237, expected=16.000000
predicted=30.555207, expected=52.000000
predicted=34.597814, expected=56.000000
predicted=39.067595, expected=36.000000
predicted=39.330388, expected=32.000000
predicted=36.791928, expected=28.000000
predicted=35.521330, expected=8.000000
predicted=33.902009, expected=32.000000
predicted=33.188606, expected=56.000000
predicted=35.123680, expected=40.000000
predicted=33.183320, expected=28.000000
predicted=29.981024, expected=24.000000
predicted=29.397428, expected=52.000000
predicted=40.727775, expected=52.000000
predicted=43.827215, expected=60.000000
predicted=43.653889, expected=60.000000
predicted=45.775085, expected=44.000000
predicted=47.062726, expected=36.000000
predicted=49.033238, expected=24.000000
predicted=44.431510, expected=36.000000
predicted=44.035565, expected=28.000000
predicted=38.251896, expected=44.000000
predicted=36.649952, expected=64.000000
predicted=40.937555, expected=20.000000
predicted=33.521224, expected=20.000000
predicted=32.886119, expected=32.000000
predicted=34.689875, expected=36.000000
predicted=37.725975, expected=52.000000
predicted=39.460178, expected=4.000000
predicted=23.894053, expected=52.000000
predicted=33.902378, expected=40.000000
predicted=36.744385, expected=20.000000
predicted=32.997383, expected=24.000000
predicted=30.625216, expected=40.000000
predicted=31.059052, expected=28.000000
predicted=34.429162, expected=48.000000
predicted=34.525879, expected=60.000000
predicted=38.090286, expected=4.000000
predicted=30.255321, expected=36.000000
predicted=35.531780, expected=40.000000
predicted=37.001072, expected=8.000000
predicted=31.730006, expected=52.000000
predicted=35.204461, expected=40.000000
predicted=30.315535, expected=20.000000
predicted=31.540481, expected=52.000000
predicted=36.069938, expected=32.000000
predicted=33.432794, expected=36.000000
predicted=38.948052, expected=28.000000
predicted=33.503055, expected=48.000000
predicted=37.237263, expected=76.000000
predicted=48.562075, expected=20.000000
predicted=37.183540, expected=48.000000
predicted=41.974565, expected=20.000000
predicted=37.810428, expected=12.000000
predicted=36.779763, expected=36.000000
predicted=36.617719, expected=44.000000
predicted=32.016153, expected=52.000000
predicted=37.048385, expected=48.000000
predicted=34.822527, expected=36.000000
predicted=36.319746, expected=20.000000
predicted=37.131302, expected=36.000000
predicted=39.748062, expected=44.000000
predicted=41.012452, expected=48.000000
predicted=40.067804, expected=32.000000
predicted=34.711988, expected=40.000000
predicted=36.055391, expected=20.000000
predicted=35.137491, expected=12.000000
predicted=31.529491, expected=8.000000
predicted=25.803330, expected=12.000000
predicted=21.115834, expected=24.000000
predicted=20.901070, expected=40.000000
predicted=21.371800, expected=32.000000
predicted=21.427195, expected=20.000000
predicted=20.944936, expected=32.000000
predicted=26.280102, expected=32.000000
predicted=30.441072, expected=24.000000
predicted=29.865637, expected=32.000000
predicted=28.701937, expected=36.000000
predicted=29.751946, expected=32.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=31.450999, expected=20.000000
predicted=28.054452, expected=12.000000
predicted=24.453883, expected=16.000000
predicted=24.502374, expected=32.000000
predicted=26.432952, expected=20.000000
predicted=22.190431, expected=12.000000
predicted=17.481697, expected=40.000000
predicted=23.176707, expected=28.000000
predicted=25.043868, expected=12.000000
predicted=22.690598, expected=16.000000
predicted=20.058646, expected=8.000000
predicted=18.613161, expected=28.000000
predicted=23.809426, expected=16.000000
predicted=17.995881, expected=16.000000
predicted=15.644240, expected=12.000000
predicted=15.063063, expected=28.000000
predicted=19.046720, expected=12.000000
predicted=18.237687, expected=52.000000
predicted=25.215033, expected=24.000000
predicted=23.153452, expected=20.000000
predicted=23.410277, expected=24.000000
predicted=25.654611, expected=12.000000
predicted=23.347263, expected=40.000000
predicted=30.813379, expected=28.000000
Test MSE: 539.559
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906])]
predicted=152.613570, expected=148.000000
predicted=138.063207, expected=176.000000
predicted=142.692206, expected=156.000000
predicted=136.599574, expected=84.000000
predicted=79.674972, expected=112.000000
predicted=118.611459, expected=116.000000
predicted=119.579283, expected=140.000000
predicted=153.690275, expected=152.000000
predicted=151.582139, expected=200.000000
predicted=160.399358, expected=152.000000
predicted=132.288103, expected=156.000000
predicted=149.419460, expected=92.000000
predicted=103.860119, expected=100.000000
predicted=124.160553, expected=112.000000
predicted=138.576658, expected=236.000000
predicted=208.268950, expected=128.000000
predicted=123.521897, expected=144.000000
predicted=143.406068, expected=88.000000
predicted=84.167533, expected=96.000000
predicted=105.821791, expected=96.000000
predicted=142.130102, expected=72.000000
predicted=90.425318, expected=184.000000
predicted=174.883470, expected=252.000000
predicted=183.278186, expected=92.000000
predicted=88.238461, expected=120.000000
predicted=132.764038, expected=116.000000
predicted=88.191195, expected=92.000000
predicted=123.766844, expected=168.000000
predicted=202.289826, expected=180.000000
predicted=139.729420, expected=156.000000
predicted=145.293458, expected=140.000000
predicted=134.487388, expected=140.000000
predicted=122.719365, expected=140.000000
predicted=148.459500, expected=60.000000
predicted=100.085091, expected=144.000000
predicted=157.773463, expected=180.000000
predicted=153.439434, expected=240.000000
predicted=206.243622, expected=176.000000
predicted=158.616351, expected=112.000000
predicted=101.291277, expected=180.000000
predicted=171.850048, expected=96.000000
predicted=112.617418, expected=124.000000
predicted=177.156895, expected=128.000000
predicted=137.943137, expected=244.000000
predicted=199.447729, expected=88.000000
predicted=107.311098, expected=72.000000
predicted=100.976594, expected=120.000000
predicted=116.648961, expected=44.000000
predicted=64.300633, expected=112.000000
predicted=170.092312, expected=120.000000
predicted=97.983530, expected=140.000000
predicted=117.869542, expected=100.000000
predicted=105.240797, expected=140.000000
predicted=111.010638, expected=140.000000
predicted=123.853183, expected=88.000000
predicted=99.750824, expected=148.000000
predicted=151.290191, expected=200.000000
predicted=156.334032, expected=84.000000
predicted=99.234247, expected=132.000000
predicted=150.189920, expected=72.000000
predicted=65.760832, expected=92.000000
predicted=118.942426, expected=92.000000
predicted=125.553352, expected=56.000000
predicted=65.399482, expected=108.000000
predicted=120.413775, expected=168.000000
predicted=127.385570, expected=136.000000
predicted=116.215170, expected=88.000000
predicted=95.083253, expected=176.000000
predicted=137.752066, expected=104.000000
predicted=92.479399, expected=164.000000
predicted=177.105263, expected=204.000000
predicted=171.172805, expected=176.000000
predicted=142.819940, expected=96.000000
predicted=128.621296, expected=84.000000
predicted=97.041989, expected=152.000000
predicted=153.465896, expected=116.000000
predicted=138.416587, expected=136.000000
predicted=157.210686, expected=192.000000
predicted=155.059067, expected=132.000000
predicted=109.030311, expected=148.000000
predicted=158.409459, expected=100.000000
predicted=100.411740, expected=112.000000
predicted=125.247101, expected=120.000000
predicted=141.725373, expected=132.000000
predicted=131.204377, expected=164.000000
predicted=157.749793, expected=160.000000
predicted=135.927701, expected=136.000000
predicted=129.060141, expected=72.000000
predicted=90.215445, expected=112.000000
predicted=124.062024, expected=80.000000
predicted=101.542938, expected=164.000000
predicted=167.808432, expected=96.000000
predicted=99.902198, expected=120.000000
predicted=113.164862, expected=112.000000
predicted=106.575183, expected=160.000000
predicted=132.729998, expected=156.000000
predicted=153.859528, expected=100.000000
predicted=100.404269, expected=152.000000
predicted=146.355276, expected=200.000000
predicted=160.981512, expected=156.000000
predicted=154.235434, expected=144.000000
predicted=155.106742, expected=140.000000
predicted=124.812379, expected=156.000000
predicted=153.763322, expected=100.000000
predicted=132.813204, expected=88.000000
predicted=117.783146, expected=164.000000
predicted=155.730330, expected=88.000000
predicted=96.846714, expected=120.000000
predicted=143.785697, expected=100.000000
predicted=93.272656, expected=104.000000
predicted=100.671840, expected=116.000000
predicted=131.614583, expected=332.000000
predicted=245.465848, expected=380.000000
predicted=268.968118, expected=248.000000
predicted=200.362445, expected=212.000000
predicted=190.686985, expected=132.000000
predicted=121.727770, expected=148.000000
predicted=217.849065, expected=124.000000
predicted=208.079168, expected=116.000000
predicted=164.065915, expected=176.000000
predicted=188.773992, expected=204.000000
predicted=172.536537, expected=124.000000
predicted=131.520326, expected=148.000000
predicted=149.294988, expected=204.000000
predicted=167.388387, expected=132.000000
predicted=141.273834, expected=160.000000
predicted=185.705437, expected=148.000000
predicted=133.284728, expected=280.000000
predicted=236.667322, expected=164.000000
predicted=164.299787, expected=276.000000
predicted=242.709431, expected=240.000000
predicted=197.781249, expected=188.000000
predicted=180.193494, expected=200.000000
predicted=232.920081, expected=360.000000
predicted=287.139440, expected=340.000000
predicted=302.631773, expected=192.000000
predicted=217.687703, expected=208.000000
predicted=216.930885, expected=200.000000
predicted=190.476740, expected=196.000000
predicted=252.744707, expected=212.000000
predicted=257.718429, expected=168.000000
predicted=174.054523, expected=136.000000
predicted=165.665043, expected=168.000000
predicted=180.462593, expected=128.000000
predicted=145.896699, expected=148.000000
predicted=175.113671, expected=144.000000
predicted=148.820498, expected=160.000000
predicted=152.054112, expected=232.000000
predicted=208.551194, expected=180.000000
predicted=155.071480, expected=48.000000
predicted=90.395099, expected=64.000000
predicted=103.207631, expected=156.000000
predicted=149.222916, expected=132.000000
predicted=156.017812, expected=172.000000
predicted=181.827070, expected=136.000000
predicted=101.030787, expected=156.000000
predicted=128.632570, expected=68.000000
predicted=95.025085, expected=44.000000
predicted=83.024094, expected=24.000000
predicted=73.765393, expected=84.000000
predicted=101.426267, expected=68.000000
predicted=91.146624, expected=104.000000
predicted=95.119578, expected=92.000000
predicted=71.590276, expected=84.000000
predicted=64.889621, expected=108.000000
predicted=100.235042, expected=76.000000
predicted=69.607970, expected=40.000000
predicted=65.655113, expected=88.000000
predicted=91.690352, expected=76.000000
predicted=71.364500, expected=116.000000
predicted=115.769725, expected=48.000000
predicted=53.415011, expected=24.000000
predicted=36.981127, expected=68.000000
predicted=74.695111, expected=24.000000
predicted=34.830441, expected=64.000000
predicted=87.687571, expected=44.000000
predicted=39.643875, expected=128.000000
predicted=94.472932, expected=76.000000
predicted=64.370132, expected=32.000000
predicted=36.812521, expected=60.000000
predicted=64.380155, expected=40.000000
predicted=35.242909, expected=36.000000
predicted=69.965869, expected=64.000000
predicted=67.724787, expected=48.000000
predicted=38.600201, expected=16.000000
predicted=33.359868, expected=44.000000
predicted=44.978461, expected=32.000000
predicted=28.374821, expected=32.000000
predicted=44.445366, expected=48.000000
predicted=47.419574, expected=64.000000
predicted=45.017255, expected=32.000000
predicted=34.672500, expected=40.000000
predicted=40.733082, expected=92.000000
predicted=68.819585, expected=56.000000
predicted=47.345404, expected=4.000000
predicted=30.116403, expected=60.000000
predicted=54.209981, expected=80.000000
predicted=57.175953, expected=56.000000
predicted=67.621774, expected=24.000000
predicted=38.709134, expected=32.000000
predicted=24.100907, expected=16.000000
predicted=28.075354, expected=28.000000
predicted=46.958483, expected=24.000000
predicted=32.811959, expected=40.000000
predicted=34.526593, expected=52.000000
predicted=42.980719, expected=68.000000
predicted=48.855115, expected=52.000000
predicted=42.287441, expected=36.000000
predicted=33.677925, expected=16.000000
predicted=24.843696, expected=40.000000
predicted=44.670895, expected=72.000000
predicted=66.704149, expected=140.000000
predicted=106.774250, expected=104.000000
predicted=74.900186, expected=84.000000
predicted=66.783293, expected=44.000000
predicted=43.475964, expected=104.000000
predicted=94.994901, expected=160.000000
predicted=144.974254, expected=68.000000
predicted=76.131940, expected=152.000000
predicted=140.647924, expected=140.000000
predicted=94.871405, expected=124.000000
predicted=119.933308, expected=132.000000
predicted=143.858072, expected=116.000000
predicted=97.343681, expected=108.000000
predicted=124.594982, expected=112.000000
predicted=121.600268, expected=76.000000
predicted=91.243677, expected=232.000000
predicted=200.599959, expected=140.000000
predicted=114.688605, expected=100.000000
predicted=117.655387, expected=84.000000
predicted=95.981038, expected=184.000000
predicted=144.248283, expected=200.000000
predicted=199.482304, expected=140.000000
predicted=141.774535, expected=164.000000
predicted=149.843774, expected=164.000000
predicted=131.702168, expected=184.000000
predicted=183.700777, expected=160.000000
predicted=171.930816, expected=216.000000
predicted=192.583929, expected=372.000000
predicted=293.684863, expected=384.000000
predicted=294.512713, expected=448.000000
predicted=364.406389, expected=432.000000
predicted=336.934366, expected=864.000000
predicted=656.063514, expected=816.000000
predicted=634.716859, expected=260.000000
predicted=322.014029, expected=128.000000
predicted=304.874249, expected=216.000000
predicted=286.912718, expected=268.000000
predicted=442.653822, expected=488.000000
predicted=597.481385, expected=536.000000
predicted=423.390626, expected=172.000000
predicted=150.738264, expected=216.000000
predicted=266.430093, expected=208.000000
predicted=213.608349, expected=176.000000
predicted=280.276431, expected=172.000000
predicted=291.192039, expected=112.000000
predicted=130.219724, expected=132.000000
predicted=166.222224, expected=204.000000
predicted=201.248852, expected=228.000000
predicted=202.792526, expected=172.000000
predicted=169.098520, expected=100.000000
predicted=110.838324, expected=116.000000
predicted=130.014312, expected=112.000000
predicted=137.108452, expected=128.000000
predicted=159.799622, expected=184.000000
predicted=177.476485, expected=132.000000
predicted=114.180697, expected=104.000000
predicted=115.440038, expected=136.000000
predicted=130.978107, expected=108.000000
predicted=109.521299, expected=100.000000
predicted=130.047872, expected=220.000000
predicted=193.277656, expected=152.000000
predicted=120.042113, expected=156.000000
predicted=161.405969, expected=108.000000
predicted=104.504789, expected=104.000000
predicted=110.571532, expected=128.000000
predicted=155.440711, expected=88.000000
predicted=104.366616, expected=124.000000
predicted=139.430661, expected=168.000000
predicted=143.250006, expected=192.000000
predicted=159.799049, expected=124.000000
predicted=121.596272, expected=88.000000
predicted=97.308535, expected=116.000000
predicted=122.097932, expected=80.000000
predicted=102.941477, expected=168.000000
predicted=180.902448, expected=176.000000
predicted=146.182342, expected=112.000000
predicted=105.212984, expected=116.000000
predicted=123.614593, expected=112.000000
predicted=100.543338, expected=96.000000
predicted=119.296583, expected=76.000000
predicted=108.151405, expected=132.000000
predicted=128.219234, expected=100.000000
predicted=96.432334, expected=140.000000
predicted=136.755068, expected=128.000000
predicted=110.850854, expected=132.000000
predicted=117.509944, expected=108.000000
predicted=113.651113, expected=72.000000
predicted=84.024823, expected=80.000000
predicted=102.651967, expected=240.000000
predicted=204.030525, expected=184.000000
predicted=145.493021, expected=72.000000
predicted=93.047371, expected=48.000000
predicted=68.276856, expected=116.000000
predicted=107.926166, expected=92.000000
predicted=128.059452, expected=96.000000
predicted=126.919218, expected=120.000000
predicted=103.117647, expected=116.000000
predicted=91.909017, expected=112.000000
predicted=113.664253, expected=128.000000
predicted=116.909843, expected=128.000000
predicted=115.643939, expected=92.000000
predicted=100.504526, expected=136.000000
predicted=134.596271, expected=164.000000
predicted=140.937205, expected=204.000000
predicted=177.460149, expected=120.000000
predicted=116.123360, expected=68.000000
predicted=87.659763, expected=156.000000
predicted=155.776903, expected=156.000000
predicted=145.734224, expected=84.000000
predicted=121.894546, expected=120.000000
predicted=129.129628, expected=196.000000
predicted=150.552362, expected=120.000000
predicted=120.729547, expected=120.000000
predicted=142.486843, expected=108.000000
predicted=98.671826, expected=128.000000
predicted=128.080098, expected=156.000000
predicted=164.541558, expected=140.000000
predicted=129.840408, expected=212.000000
predicted=186.056071, expected=160.000000
predicted=132.826455, expected=108.000000
predicted=122.894872, expected=148.000000
predicted=156.346294, expected=88.000000
predicted=97.994339, expected=104.000000
predicted=146.570349, expected=192.000000
predicted=177.885114, expected=192.000000
predicted=154.070682, expected=128.000000
predicted=134.749942, expected=104.000000
predicted=107.398626, expected=180.000000
predicted=159.517505, expected=156.000000
predicted=155.844737, expected=160.000000
predicted=174.180996, expected=172.000000
predicted=156.412417, expected=240.000000
predicted=196.927148, expected=160.000000
predicted=155.966366, expected=76.000000
predicted=113.141530, expected=124.000000
predicted=145.691667, expected=108.000000
predicted=120.113362, expected=80.000000
predicted=132.331746, expected=128.000000
predicted=140.628760, expected=100.000000
predicted=85.111277, expected=44.000000
predicted=73.292855, expected=56.000000
predicted=78.928161, expected=104.000000
predicted=94.101570, expected=52.000000
predicted=68.311673, expected=112.000000
predicted=116.055986, expected=148.000000
predicted=105.530982, expected=480.000000
predicted=346.925972, expected=584.000000
predicted=393.211952, expected=636.000000
predicted=458.636491, expected=360.000000
predicted=274.894573, expected=360.000000
predicted=335.524631, expected=232.000000
predicted=299.995362, expected=196.000000
predicted=327.513232, expected=276.000000
predicted=387.066823, expected=136.000000
predicted=188.396051, expected=108.000000
predicted=199.674060, expected=128.000000
predicted=157.803832, expected=100.000000
predicted=124.378612, expected=92.000000
predicted=147.751736, expected=216.000000
predicted=194.499469, expected=232.000000
predicted=180.502583, expected=176.000000
predicted=162.356747, expected=184.000000
predicted=167.205382, expected=92.000000
predicted=88.548442, expected=120.000000
predicted=159.847256, expected=120.000000
predicted=145.788216, expected=260.000000
predicted=238.198611, expected=100.000000
predicted=104.744714, expected=104.000000
predicted=123.659941, expected=112.000000
predicted=110.102641, expected=108.000000
predicted=110.543023, expected=128.000000
predicted=166.209356, expected=68.000000
predicted=73.788521, expected=152.000000
predicted=146.571738, expected=128.000000
predicted=111.050819, expected=116.000000
predicted=118.301928, expected=76.000000
predicted=91.087207, expected=96.000000
predicted=92.909141, expected=92.000000
predicted=105.450232, expected=84.000000
predicted=97.136608, expected=136.000000
predicted=131.047304, expected=148.000000
predicted=120.485786, expected=120.000000
predicted=112.211193, expected=76.000000
predicted=83.707113, expected=104.000000
predicted=103.309663, expected=80.000000
predicted=91.223837, expected=120.000000
predicted=131.517951, expected=108.000000
predicted=105.363574, expected=136.000000
predicted=121.072049, expected=132.000000
predicted=119.799933, expected=128.000000
predicted=115.136768, expected=112.000000
predicted=114.300072, expected=88.000000
predicted=95.329264, expected=116.000000
predicted=124.312089, expected=148.000000
predicted=139.327114, expected=112.000000
predicted=112.588385, expected=100.000000
predicted=108.168863, expected=104.000000
predicted=100.008768, expected=60.000000
predicted=74.868337, expected=68.000000
predicted=96.189060, expected=84.000000
predicted=89.842913, expected=160.000000
predicted=141.132720, expected=144.000000
predicted=122.745739, expected=100.000000
predicted=91.484207, expected=116.000000
predicted=107.277167, expected=124.000000
predicted=109.665874, expected=72.000000
predicted=95.927834, expected=156.000000
predicted=159.359591, expected=228.000000
predicted=179.829225, expected=100.000000
predicted=96.227970, expected=120.000000
predicted=138.646778, expected=100.000000
predicted=86.521883, expected=64.000000
predicted=93.325191, expected=80.000000
predicted=126.168376, expected=84.000000
predicted=85.581098, expected=132.000000
predicted=128.328089, expected=160.000000
predicted=136.506216, expected=128.000000
predicted=106.667720, expected=68.000000
predicted=75.373287, expected=44.000000
predicted=62.053093, expected=40.000000
Test MSE: 4408.916
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345])]
predicted=40.160909, expected=24.000000
predicted=41.959363, expected=32.000000
predicted=35.224143, expected=48.000000
predicted=41.941326, expected=20.000000
predicted=25.445555, expected=20.000000
predicted=33.255256, expected=32.000000
predicted=28.729813, expected=16.000000
predicted=25.727007, expected=36.000000
predicted=35.736862, expected=56.000000
predicted=33.628862, expected=32.000000
predicted=28.144647, expected=48.000000
predicted=38.731747, expected=24.000000
predicted=26.624017, expected=32.000000
predicted=37.105769, expected=24.000000
predicted=37.229786, expected=8.000000
predicted=24.200166, expected=44.000000
predicted=38.563147, expected=32.000000
predicted=26.666902, expected=36.000000
predicted=32.045290, expected=36.000000
predicted=29.092123, expected=28.000000
predicted=24.627211, expected=24.000000
predicted=33.483517, expected=32.000000
predicted=31.821629, expected=40.000000
predicted=35.302630, expected=56.000000
predicted=41.008536, expected=44.000000
predicted=35.842252, expected=40.000000
predicted=35.749424, expected=28.000000
predicted=34.611908, expected=20.000000
predicted=34.348832, expected=20.000000
predicted=36.311160, expected=40.000000
predicted=37.426928, expected=60.000000
predicted=42.277707, expected=64.000000
predicted=41.942779, expected=32.000000
predicted=31.447478, expected=24.000000
predicted=31.166225, expected=32.000000
predicted=39.374421, expected=20.000000
predicted=39.391135, expected=56.000000
predicted=49.900947, expected=84.000000
predicted=49.363605, expected=36.000000
predicted=34.434620, expected=20.000000
predicted=33.401614, expected=12.000000
predicted=26.635768, expected=36.000000
predicted=45.417693, expected=52.000000
predicted=54.141916, expected=48.000000
predicted=37.411648, expected=80.000000
predicted=45.825718, expected=36.000000
predicted=31.828487, expected=24.000000
predicted=38.585453, expected=36.000000
predicted=44.836103, expected=12.000000
predicted=35.037662, expected=32.000000
predicted=47.461327, expected=40.000000
predicted=33.362021, expected=72.000000
predicted=43.267882, expected=28.000000
predicted=32.021287, expected=32.000000
predicted=29.500676, expected=24.000000
predicted=31.942649, expected=32.000000
predicted=38.421225, expected=28.000000
predicted=42.599317, expected=40.000000
predicted=32.765848, expected=48.000000
predicted=36.707063, expected=20.000000
predicted=26.136278, expected=20.000000
predicted=28.712503, expected=40.000000
predicted=33.601958, expected=20.000000
predicted=30.431034, expected=28.000000
predicted=34.071282, expected=56.000000
predicted=34.249911, expected=60.000000
predicted=38.652355, expected=36.000000
predicted=37.994165, expected=12.000000
predicted=24.629579, expected=8.000000
predicted=25.830539, expected=36.000000
predicted=41.875431, expected=44.000000
predicted=42.618906, expected=72.000000
predicted=44.933729, expected=72.000000
predicted=40.047251, expected=44.000000
predicted=34.656061, expected=44.000000
predicted=45.566188, expected=44.000000
predicted=48.589172, expected=8.000000
predicted=43.147882, expected=12.000000
predicted=40.066190, expected=16.000000
predicted=28.668755, expected=40.000000
predicted=36.221117, expected=20.000000
predicted=26.553762, expected=44.000000
predicted=25.650543, expected=28.000000
predicted=21.894951, expected=48.000000
predicted=33.575442, expected=16.000000
predicted=28.519859, expected=36.000000
predicted=31.056801, expected=36.000000
predicted=36.653971, expected=32.000000
predicted=31.739396, expected=32.000000
predicted=36.273409, expected=20.000000
predicted=22.762227, expected=8.000000
predicted=24.194316, expected=8.000000
predicted=22.099918, expected=20.000000
predicted=23.390186, expected=40.000000
predicted=29.473490, expected=36.000000
predicted=24.783810, expected=28.000000
predicted=20.185571, expected=36.000000
predicted=24.852435, expected=16.000000
predicted=22.769011, expected=28.000000
predicted=32.893197, expected=60.000000
predicted=41.806291, expected=52.000000
predicted=38.336788, expected=20.000000
predicted=30.408005, expected=32.000000
predicted=29.185919, expected=36.000000
predicted=34.900079, expected=12.000000
predicted=35.272694, expected=24.000000
predicted=34.015902, expected=24.000000
predicted=22.872186, expected=16.000000
predicted=24.015480, expected=40.000000
predicted=32.346189, expected=20.000000
predicted=18.270215, expected=12.000000
predicted=20.318504, expected=12.000000
predicted=18.643570, expected=36.000000
predicted=25.339466, expected=56.000000
predicted=39.413675, expected=52.000000
predicted=33.576040, expected=24.000000
predicted=23.505675, expected=32.000000
predicted=28.635471, expected=28.000000
predicted=34.565722, expected=12.000000
predicted=33.763255, expected=40.000000
predicted=39.606300, expected=36.000000
predicted=28.883816, expected=20.000000
predicted=26.791892, expected=32.000000
predicted=28.939769, expected=24.000000
predicted=22.070510, expected=36.000000
predicted=35.453952, expected=28.000000
predicted=29.921972, expected=32.000000
predicted=27.658061, expected=32.000000
predicted=30.939911, expected=56.000000
predicted=38.375785, expected=44.000000
predicted=38.317089, expected=32.000000
predicted=33.375009, expected=36.000000
predicted=35.960100, expected=40.000000
predicted=38.157837, expected=12.000000
predicted=34.333575, expected=32.000000
predicted=36.114575, expected=40.000000
predicted=33.802050, expected=52.000000
predicted=40.662666, expected=16.000000
predicted=28.242471, expected=20.000000
predicted=22.498680, expected=16.000000
predicted=25.912383, expected=24.000000
predicted=30.760561, expected=44.000000
predicted=38.942142, expected=48.000000
predicted=30.102784, expected=12.000000
predicted=20.095547, expected=40.000000
predicted=30.180627, expected=24.000000
predicted=26.787438, expected=16.000000
predicted=30.801284, expected=8.000000
predicted=25.488698, expected=20.000000
predicted=18.468687, expected=60.000000
predicted=40.519447, expected=40.000000
predicted=29.114024, expected=16.000000
predicted=20.422897, expected=4.000000
predicted=14.096114, expected=24.000000
predicted=25.685761, expected=8.000000
predicted=29.095280, expected=40.000000
predicted=32.546310, expected=44.000000
predicted=25.796863, expected=24.000000
predicted=18.412868, expected=28.000000
predicted=26.683153, expected=36.000000
predicted=25.954406, expected=28.000000
predicted=33.539266, expected=24.000000
predicted=32.135221, expected=72.000000
predicted=43.313915, expected=100.000000
predicted=57.185648, expected=24.000000
predicted=35.416793, expected=12.000000
predicted=31.277486, expected=20.000000
predicted=31.676976, expected=28.000000
predicted=47.740841, expected=40.000000
predicted=54.584938, expected=32.000000
predicted=26.327645, expected=56.000000
predicted=33.740185, expected=48.000000
predicted=34.886892, expected=24.000000
predicted=31.098475, expected=40.000000
predicted=40.539624, expected=16.000000
predicted=28.642025, expected=32.000000
predicted=41.212770, expected=20.000000
predicted=30.835555, expected=48.000000
predicted=34.627672, expected=36.000000
predicted=33.927940, expected=24.000000
predicted=24.425661, expected=40.000000
predicted=34.956275, expected=12.000000
predicted=21.681858, expected=12.000000
predicted=29.614699, expected=40.000000
predicted=33.384543, expected=52.000000
predicted=34.645522, expected=52.000000
predicted=40.341545, expected=16.000000
predicted=20.243792, expected=28.000000
predicted=27.308307, expected=32.000000
predicted=36.199780, expected=16.000000
predicted=32.987337, expected=28.000000
predicted=34.643912, expected=20.000000
predicted=19.991837, expected=28.000000
predicted=27.259602, expected=24.000000
predicted=25.705035, expected=36.000000
predicted=26.339800, expected=32.000000
predicted=28.485240, expected=8.000000
predicted=18.303341, expected=28.000000
predicted=27.769339, expected=36.000000
predicted=28.721761, expected=44.000000
predicted=35.949613, expected=20.000000
predicted=25.430019, expected=24.000000
predicted=21.656535, expected=16.000000
predicted=24.310464, expected=48.000000
predicted=38.406070, expected=60.000000
predicted=43.689052, expected=52.000000
predicted=36.077856, expected=32.000000
predicted=31.994031, expected=24.000000
predicted=29.002199, expected=44.000000
predicted=45.713681, expected=16.000000
predicted=36.631748, expected=52.000000
predicted=46.143088, expected=32.000000
predicted=31.074110, expected=20.000000
predicted=26.813797, expected=16.000000
predicted=29.128582, expected=28.000000
predicted=25.526537, expected=8.000000
predicted=26.960225, expected=32.000000
predicted=28.437068, expected=28.000000
predicted=22.307667, expected=40.000000
predicted=27.472890, expected=40.000000
predicted=31.119346, expected=24.000000
predicted=21.738130, expected=24.000000
predicted=29.495662, expected=28.000000
predicted=29.402394, expected=16.000000
predicted=27.866713, expected=20.000000
predicted=27.732779, expected=80.000000
predicted=44.427497, expected=48.000000
predicted=34.265453, expected=24.000000
predicted=30.252492, expected=40.000000
predicted=32.946276, expected=16.000000
predicted=27.178533, expected=28.000000
predicted=47.721258, expected=40.000000
predicted=38.269064, expected=52.000000
predicted=36.444974, expected=40.000000
predicted=37.156016, expected=44.000000
predicted=33.436597, expected=20.000000
predicted=29.286774, expected=24.000000
predicted=34.805609, expected=24.000000
predicted=35.708815, expected=20.000000
predicted=29.409418, expected=24.000000
predicted=30.003293, expected=36.000000
predicted=26.720743, expected=40.000000
predicted=30.100475, expected=24.000000
predicted=25.167986, expected=16.000000
predicted=21.818415, expected=12.000000
predicted=21.274477, expected=4.000000
predicted=20.683502, expected=16.000000
predicted=23.850746, expected=28.000000
predicted=21.695676, expected=32.000000
predicted=21.200865, expected=36.000000
predicted=22.655820, expected=24.000000
predicted=17.851693, expected=104.000000
predicted=53.833628, expected=32.000000
predicted=32.896641, expected=16.000000
predicted=32.784973, expected=40.000000
predicted=39.489314, expected=28.000000
predicted=33.563471, expected=16.000000
predicted=49.487863, expected=64.000000
predicted=41.998113, expected=24.000000
predicted=23.578466, expected=16.000000
predicted=30.267626, expected=32.000000
predicted=29.596136, expected=32.000000
predicted=27.425387, expected=36.000000
predicted=42.422892, expected=16.000000
predicted=21.840418, expected=64.000000
predicted=38.357010, expected=52.000000
predicted=39.152273, expected=20.000000
predicted=30.837285, expected=20.000000
predicted=30.898284, expected=16.000000
predicted=23.263390, expected=24.000000
predicted=38.956028, expected=36.000000
predicted=36.233399, expected=40.000000
predicted=28.106443, expected=48.000000
predicted=32.617895, expected=32.000000
predicted=27.449759, expected=60.000000
predicted=42.336642, expected=28.000000
predicted=34.515101, expected=12.000000
predicted=31.340360, expected=44.000000
predicted=42.298628, expected=56.000000
predicted=41.692326, expected=48.000000
predicted=47.669368, expected=28.000000
predicted=30.906398, expected=28.000000
predicted=28.002024, expected=24.000000
predicted=35.657459, expected=16.000000
predicted=34.422969, expected=56.000000
predicted=44.268125, expected=36.000000
predicted=30.340566, expected=12.000000
predicted=23.964608, expected=32.000000
predicted=28.959768, expected=28.000000
predicted=25.569230, expected=20.000000
predicted=34.423486, expected=4.000000
predicted=19.955950, expected=20.000000
predicted=18.399357, expected=56.000000
predicted=36.485686, expected=56.000000
predicted=36.181801, expected=8.000000
predicted=18.558043, expected=32.000000
predicted=24.985628, expected=40.000000
predicted=32.318182, expected=16.000000
predicted=34.755005, expected=28.000000
predicted=36.442638, expected=48.000000
predicted=28.696954, expected=28.000000
predicted=30.088439, expected=12.000000
predicted=26.903153, expected=24.000000
predicted=23.373702, expected=36.000000
predicted=30.946735, expected=12.000000
predicted=27.128289, expected=8.000000
predicted=19.090579, expected=20.000000
predicted=17.544539, expected=24.000000
predicted=22.311049, expected=20.000000
predicted=23.655746, expected=8.000000
predicted=12.042117, expected=16.000000
predicted=14.439005, expected=8.000000
predicted=14.282484, expected=8.000000
predicted=15.095056, expected=32.000000
predicted=21.408440, expected=24.000000
predicted=15.194089, expected=16.000000
predicted=16.544749, expected=24.000000
predicted=17.517923, expected=28.000000
predicted=20.010412, expected=24.000000
predicted=26.053577, expected=20.000000
predicted=22.082548, expected=16.000000
predicted=18.429871, expected=8.000000
predicted=17.572921, expected=16.000000
predicted=20.637598, expected=24.000000
predicted=20.998328, expected=32.000000
predicted=22.878633, expected=8.000000
predicted=13.348023, expected=20.000000
predicted=16.923505, expected=16.000000
predicted=16.918764, expected=32.000000
predicted=25.915767, expected=28.000000
predicted=25.554713, expected=4.000000
predicted=11.151634, expected=36.000000
predicted=26.899051, expected=8.000000
predicted=14.356241, expected=40.000000
predicted=32.386788, expected=24.000000
predicted=22.806258, expected=28.000000
predicted=20.635527, expected=20.000000
predicted=26.026704, expected=12.000000
predicted=16.073082, expected=20.000000
predicted=27.107625, expected=32.000000
predicted=25.572433, expected=24.000000
predicted=23.751929, expected=40.000000
predicted=28.018417, expected=40.000000
predicted=26.595579, expected=4.000000
predicted=18.078702, expected=36.000000
predicted=33.290661, expected=4.000000
predicted=17.287734, expected=24.000000
predicted=30.003313, expected=24.000000
predicted=25.802380, expected=32.000000
predicted=20.125306, expected=24.000000
predicted=26.110817, expected=12.000000
predicted=13.808909, expected=36.000000
predicted=28.512845, expected=16.000000
predicted=20.806875, expected=4.000000
predicted=19.326526, expected=32.000000
predicted=24.972230, expected=48.000000
predicted=27.563546, expected=20.000000
predicted=25.752328, expected=24.000000
predicted=22.436783, expected=4.000000
predicted=11.980550, expected=8.000000
predicted=22.062943, expected=20.000000
predicted=27.160410, expected=12.000000
predicted=14.901651, expected=52.000000
predicted=30.381786, expected=4.000000
predicted=7.773143, expected=16.000000
predicted=16.924144, expected=8.000000
predicted=15.000410, expected=20.000000
predicted=18.561466, expected=12.000000
predicted=24.186550, expected=32.000000
predicted=17.558278, expected=48.000000
predicted=27.250861, expected=32.000000
predicted=22.114502, expected=20.000000
predicted=23.330804, expected=16.000000
predicted=20.221724, expected=8.000000
predicted=22.831442, expected=8.000000
predicted=24.894985, expected=36.000000
predicted=27.739364, expected=24.000000
predicted=19.416130, expected=8.000000
predicted=14.005826, expected=16.000000
predicted=14.430709, expected=20.000000
predicted=16.408344, expected=16.000000
predicted=22.763859, expected=28.000000
predicted=22.549418, expected=20.000000
predicted=15.420151, expected=40.000000
predicted=26.549661, expected=4.000000
predicted=14.863664, expected=8.000000
predicted=16.546946, expected=12.000000
predicted=18.804874, expected=4.000000
predicted=13.325358, expected=4.000000
predicted=16.682959, expected=16.000000
predicted=9.205942, expected=20.000000
predicted=12.250398, expected=24.000000
predicted=15.670562, expected=16.000000
predicted=11.503629, expected=16.000000
predicted=13.110069, expected=24.000000
predicted=19.771768, expected=24.000000
predicted=21.197131, expected=20.000000
predicted=21.087903, expected=16.000000
predicted=17.422720, expected=20.000000
predicted=19.120538, expected=16.000000
predicted=19.673423, expected=12.000000
predicted=17.817676, expected=12.000000
predicted=15.830732, expected=8.000000
predicted=12.745738, expected=12.000000
predicted=14.713629, expected=16.000000
predicted=14.212123, expected=16.000000
predicted=13.212028, expected=56.000000
predicted=28.322951, expected=16.000000
predicted=14.317910, expected=4.000000
predicted=14.464917, expected=20.000000
predicted=19.650400, expected=28.000000
predicted=23.090987, expected=48.000000
predicted=40.644735, expected=12.000000
predicted=15.834734, expected=4.000000
predicted=12.159244, expected=4.000000
predicted=15.368274, expected=32.000000
predicted=26.980437, expected=20.000000
predicted=25.622771, expected=16.000000
predicted=14.343666, expected=16.000000
predicted=12.366162, expected=8.000000
predicted=11.027508, expected=4.000000
predicted=16.740573, expected=12.000000
predicted=14.437548, expected=20.000000
predicted=15.371358, expected=16.000000
predicted=13.906832, expected=36.000000
predicted=19.595230, expected=24.000000
predicted=15.516680, expected=12.000000
predicted=15.934421, expected=24.000000
predicted=22.245338, expected=8.000000
predicted=15.392409, expected=24.000000
Test MSE: 241.329
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897])]
predicted=44.656897, expected=16.000000
predicted=34.002949, expected=36.000000
predicted=38.607457, expected=24.000000
predicted=36.036498, expected=20.000000
predicted=26.882784, expected=48.000000
predicted=31.027188, expected=44.000000
predicted=32.919632, expected=24.000000
predicted=30.456613, expected=40.000000
predicted=31.435790, expected=60.000000
predicted=41.927337, expected=64.000000
predicted=51.911829, expected=44.000000
predicted=43.712271, expected=40.000000
predicted=38.956989, expected=44.000000
predicted=46.461326, expected=40.000000
predicted=49.791850, expected=44.000000
predicted=48.538488, expected=60.000000
predicted=48.518422, expected=28.000000
predicted=39.064300, expected=36.000000
predicted=39.716967, expected=52.000000
predicted=44.974020, expected=40.000000
predicted=44.384532, expected=8.000000
predicted=33.100230, expected=36.000000
predicted=32.119393, expected=80.000000
predicted=51.902765, expected=52.000000
predicted=48.682013, expected=64.000000
predicted=46.522496, expected=48.000000
predicted=39.934329, expected=36.000000
predicted=46.858216, expected=36.000000
predicted=53.083393, expected=28.000000
predicted=42.670930, expected=76.000000
predicted=57.902183, expected=60.000000
predicted=51.175302, expected=64.000000
predicted=49.735815, expected=44.000000
predicted=44.955522, expected=52.000000
predicted=49.687386, expected=44.000000
predicted=57.436440, expected=52.000000
predicted=54.463177, expected=68.000000
predicted=58.942022, expected=72.000000
predicted=57.788455, expected=48.000000
predicted=52.535644, expected=20.000000
predicted=40.904588, expected=52.000000
predicted=52.342886, expected=24.000000
predicted=47.816344, expected=48.000000
predicted=49.821053, expected=56.000000
predicted=45.358193, expected=52.000000
predicted=41.454207, expected=36.000000
predicted=42.258398, expected=40.000000
predicted=38.307949, expected=48.000000
predicted=47.958069, expected=24.000000
predicted=41.269988, expected=40.000000
predicted=41.253645, expected=36.000000
predicted=37.240845, expected=48.000000
predicted=42.183981, expected=44.000000
predicted=41.700932, expected=48.000000
predicted=38.934757, expected=48.000000
predicted=43.793667, expected=44.000000
predicted=43.101740, expected=56.000000
predicted=49.633943, expected=60.000000
predicted=51.645433, expected=36.000000
predicted=45.419745, expected=40.000000
predicted=44.634688, expected=52.000000
predicted=48.836451, expected=40.000000
predicted=48.315609, expected=44.000000
predicted=46.769852, expected=32.000000
predicted=37.559761, expected=44.000000
predicted=42.462742, expected=44.000000
predicted=44.826736, expected=20.000000
predicted=33.867832, expected=24.000000
predicted=32.715032, expected=68.000000
predicted=45.253925, expected=72.000000
predicted=53.026604, expected=68.000000
predicted=51.340022, expected=36.000000
predicted=37.820646, expected=68.000000
predicted=53.236590, expected=44.000000
predicted=58.726897, expected=20.000000
predicted=47.572579, expected=60.000000
predicted=53.916811, expected=24.000000
predicted=39.051732, expected=40.000000
predicted=45.866713, expected=68.000000
predicted=47.914294, expected=24.000000
predicted=34.295506, expected=40.000000
predicted=42.840579, expected=64.000000
predicted=44.645666, expected=44.000000
predicted=47.070563, expected=24.000000
predicted=41.741447, expected=56.000000
predicted=41.322267, expected=40.000000
predicted=44.443240, expected=44.000000
predicted=48.310084, expected=44.000000
predicted=41.584186, expected=44.000000
predicted=40.087577, expected=56.000000
predicted=50.606639, expected=40.000000
predicted=42.856760, expected=32.000000
predicted=40.362985, expected=36.000000
predicted=40.608713, expected=44.000000
predicted=43.798518, expected=76.000000
predicted=55.880612, expected=28.000000
predicted=38.591155, expected=52.000000
predicted=42.661706, expected=8.000000
predicted=32.197594, expected=56.000000
predicted=47.944429, expected=32.000000
predicted=46.050956, expected=80.000000
predicted=48.784857, expected=44.000000
predicted=45.453587, expected=24.000000
predicted=30.624963, expected=40.000000
predicted=44.650723, expected=36.000000
predicted=41.961616, expected=40.000000
predicted=49.671803, expected=32.000000
predicted=35.757799, expected=28.000000
predicted=30.505656, expected=60.000000
predicted=43.933690, expected=40.000000
predicted=39.884302, expected=36.000000
predicted=37.684291, expected=28.000000
predicted=33.221824, expected=64.000000
predicted=45.917432, expected=44.000000
predicted=48.375241, expected=72.000000
predicted=50.555142, expected=68.000000
predicted=52.141140, expected=44.000000
predicted=47.241462, expected=68.000000
predicted=60.759492, expected=40.000000
predicted=51.823215, expected=52.000000
predicted=58.693145, expected=52.000000
predicted=55.565595, expected=68.000000
predicted=56.532299, expected=32.000000
predicted=49.985845, expected=40.000000
predicted=43.466524, expected=24.000000
predicted=41.668746, expected=40.000000
predicted=44.841637, expected=36.000000
predicted=44.017281, expected=64.000000
predicted=43.720381, expected=68.000000
predicted=49.305591, expected=104.000000
predicted=61.094562, expected=52.000000
predicted=54.760775, expected=60.000000
predicted=56.209128, expected=36.000000
predicted=57.673186, expected=32.000000
predicted=55.859213, expected=84.000000
predicted=73.719188, expected=80.000000
predicted=64.041044, expected=68.000000
predicted=60.633394, expected=28.000000
predicted=42.702172, expected=48.000000
predicted=50.276677, expected=36.000000
predicted=59.322803, expected=36.000000
predicted=52.654945, expected=52.000000
predicted=49.552193, expected=76.000000
predicted=50.645032, expected=64.000000
predicted=54.200445, expected=20.000000
predicted=37.442274, expected=60.000000
predicted=48.899547, expected=24.000000
predicted=46.801975, expected=40.000000
predicted=50.835216, expected=68.000000
predicted=53.277141, expected=116.000000
predicted=64.417853, expected=48.000000
predicted=56.610615, expected=68.000000
predicted=51.681644, expected=52.000000
predicted=57.935334, expected=52.000000
predicted=66.005196, expected=32.000000
predicted=64.328933, expected=56.000000
predicted=51.851094, expected=44.000000
predicted=53.377846, expected=48.000000
predicted=48.204744, expected=36.000000
predicted=43.499163, expected=36.000000
predicted=38.812307, expected=40.000000
predicted=44.954164, expected=44.000000
predicted=42.937283, expected=64.000000
predicted=49.690257, expected=128.000000
predicted=70.743771, expected=92.000000
predicted=68.777558, expected=52.000000
predicted=57.097789, expected=40.000000
predicted=55.504208, expected=16.000000
predicted=55.136971, expected=32.000000
predicted=67.124092, expected=52.000000
predicted=58.263284, expected=72.000000
predicted=53.698929, expected=44.000000
predicted=42.079329, expected=32.000000
predicted=32.171439, expected=64.000000
predicted=49.199889, expected=48.000000
predicted=53.178274, expected=56.000000
predicted=56.469179, expected=60.000000
predicted=51.095259, expected=84.000000
predicted=59.774466, expected=64.000000
predicted=63.624937, expected=44.000000
predicted=52.229719, expected=48.000000
predicted=54.906223, expected=28.000000
predicted=50.220639, expected=48.000000
predicted=57.422233, expected=52.000000
predicted=52.423909, expected=84.000000
predicted=58.232687, expected=48.000000
predicted=50.048225, expected=84.000000
predicted=56.562771, expected=52.000000
predicted=57.321736, expected=44.000000
predicted=54.434225, expected=36.000000
predicted=56.596423, expected=48.000000
predicted=51.161873, expected=52.000000
predicted=59.259724, expected=48.000000
predicted=48.179630, expected=84.000000
predicted=57.912592, expected=76.000000
predicted=59.197449, expected=48.000000
predicted=53.613929, expected=40.000000
predicted=50.352225, expected=68.000000
predicted=60.637868, expected=72.000000
predicted=72.172670, expected=12.000000
predicted=46.636425, expected=44.000000
predicted=43.969271, expected=60.000000
predicted=52.148041, expected=60.000000
predicted=58.936480, expected=32.000000
predicted=46.423925, expected=116.000000
predicted=60.204281, expected=76.000000
predicted=66.352307, expected=56.000000
predicted=61.000325, expected=68.000000
predicted=64.930407, expected=20.000000
predicted=46.972045, expected=60.000000
predicted=73.052179, expected=40.000000
predicted=55.740858, expected=56.000000
predicted=52.711834, expected=100.000000
predicted=69.437890, expected=68.000000
predicted=54.881195, expected=4.000000
predicted=41.213798, expected=52.000000
predicted=48.029202, expected=24.000000
predicted=48.007310, expected=32.000000
predicted=53.834432, expected=72.000000
predicted=53.554307, expected=124.000000
predicted=61.903177, expected=84.000000
predicted=68.208098, expected=64.000000
predicted=54.970403, expected=68.000000
predicted=62.688939, expected=20.000000
predicted=59.551723, expected=60.000000
predicted=77.589616, expected=44.000000
predicted=60.208207, expected=64.000000
predicted=58.688817, expected=64.000000
predicted=58.890575, expected=40.000000
predicted=41.019391, expected=44.000000
predicted=50.609094, expected=32.000000
predicted=43.217630, expected=20.000000
predicted=41.865152, expected=84.000000
predicted=59.664243, expected=52.000000
predicted=48.429298, expected=76.000000
predicted=55.315818, expected=36.000000
predicted=42.099934, expected=64.000000
predicted=49.679626, expected=44.000000
predicted=61.002405, expected=48.000000
predicted=51.862065, expected=48.000000
predicted=55.646076, expected=56.000000
predicted=48.836299, expected=16.000000
predicted=42.203870, expected=40.000000
predicted=40.292997, expected=28.000000
predicted=38.961582, expected=40.000000
predicted=40.854470, expected=56.000000
predicted=46.812114, expected=68.000000
predicted=43.882008, expected=48.000000
predicted=45.861791, expected=32.000000
predicted=37.229526, expected=68.000000
predicted=52.785860, expected=52.000000
predicted=55.743613, expected=48.000000
predicted=54.278466, expected=84.000000
predicted=60.200105, expected=52.000000
predicted=51.879059, expected=52.000000
predicted=58.170580, expected=48.000000
predicted=52.349355, expected=72.000000
predicted=60.787331, expected=28.000000
predicted=55.619202, expected=44.000000
predicted=46.907214, expected=148.000000
predicted=83.469864, expected=44.000000
predicted=60.461946, expected=48.000000
predicted=58.856748, expected=84.000000
predicted=59.925704, expected=24.000000
predicted=54.168710, expected=32.000000
predicted=72.544608, expected=96.000000
predicted=60.946500, expected=124.000000
predicted=80.292877, expected=16.000000
predicted=57.432563, expected=36.000000
predicted=41.065806, expected=52.000000
predicted=50.805874, expected=56.000000
predicted=69.996083, expected=16.000000
predicted=57.837079, expected=80.000000
predicted=45.300527, expected=68.000000
predicted=52.652206, expected=80.000000
predicted=62.759964, expected=28.000000
predicted=48.801856, expected=48.000000
predicted=42.987378, expected=20.000000
predicted=51.479840, expected=36.000000
predicted=48.066146, expected=48.000000
predicted=52.776009, expected=96.000000
predicted=54.542678, expected=56.000000
predicted=52.531221, expected=24.000000
predicted=34.567993, expected=72.000000
predicted=54.666756, expected=24.000000
predicted=45.258701, expected=36.000000
predicted=57.071833, expected=112.000000
predicted=68.520384, expected=44.000000
predicted=44.752998, expected=52.000000
predicted=59.207618, expected=68.000000
predicted=50.853953, expected=56.000000
predicted=54.284621, expected=44.000000
predicted=69.756575, expected=40.000000
predicted=46.276285, expected=72.000000
predicted=58.312054, expected=72.000000
predicted=64.384598, expected=60.000000
predicted=58.119873, expected=28.000000
predicted=44.706791, expected=44.000000
predicted=47.135000, expected=16.000000
predicted=45.807661, expected=24.000000
predicted=43.291103, expected=80.000000
predicted=55.123578, expected=80.000000
predicted=50.588971, expected=36.000000
predicted=44.172065, expected=32.000000
predicted=34.589085, expected=36.000000
predicted=38.927923, expected=48.000000
predicted=57.340181, expected=52.000000
predicted=56.163765, expected=68.000000
predicted=48.920378, expected=60.000000
predicted=48.216323, expected=48.000000
predicted=47.406421, expected=32.000000
predicted=45.621691, expected=60.000000
predicted=54.334965, expected=28.000000
predicted=48.523600, expected=40.000000
predicted=46.922138, expected=80.000000
predicted=55.729965, expected=40.000000
predicted=42.049264, expected=32.000000
predicted=46.347721, expected=40.000000
predicted=38.506778, expected=72.000000
predicted=53.189113, expected=28.000000
predicted=51.278401, expected=36.000000
predicted=39.723415, expected=92.000000
predicted=55.821778, expected=32.000000
predicted=43.471855, expected=28.000000
predicted=49.293714, expected=28.000000
predicted=34.277640, expected=44.000000
predicted=41.230505, expected=40.000000
predicted=54.185425, expected=20.000000
predicted=29.185125, expected=52.000000
predicted=37.629686, expected=96.000000
predicted=54.361030, expected=68.000000
predicted=55.141568, expected=32.000000
predicted=44.596398, expected=24.000000
predicted=36.140425, expected=48.000000
predicted=51.345962, expected=36.000000
predicted=56.956250, expected=72.000000
predicted=57.851528, expected=44.000000
predicted=40.694965, expected=40.000000
predicted=38.574851, expected=60.000000
predicted=52.041836, expected=40.000000
predicted=43.493321, expected=28.000000
predicted=48.269485, expected=72.000000
predicted=52.565266, expected=52.000000
predicted=47.262631, expected=88.000000
predicted=65.313571, expected=108.000000
predicted=69.986246, expected=64.000000
predicted=58.598538, expected=56.000000
predicted=69.172663, expected=48.000000
predicted=59.790513, expected=52.000000
predicted=69.010026, expected=68.000000
predicted=76.020188, expected=76.000000
predicted=65.312335, expected=36.000000
predicted=51.259343, expected=16.000000
predicted=40.801535, expected=36.000000
predicted=45.236541, expected=36.000000
predicted=47.469068, expected=32.000000
predicted=45.541268, expected=100.000000
predicted=55.553816, expected=68.000000
predicted=45.650607, expected=56.000000
predicted=51.386005, expected=56.000000
predicted=52.375911, expected=44.000000
predicted=48.788844, expected=32.000000
predicted=61.835523, expected=36.000000
predicted=49.700930, expected=104.000000
predicted=67.298672, expected=68.000000
predicted=59.538178, expected=64.000000
predicted=57.045705, expected=48.000000
predicted=49.712726, expected=32.000000
predicted=46.277210, expected=20.000000
predicted=57.899504, expected=72.000000
predicted=59.912529, expected=72.000000
predicted=59.594277, expected=72.000000
predicted=57.092411, expected=16.000000
predicted=35.903203, expected=52.000000
predicted=43.452433, expected=20.000000
predicted=47.643462, expected=40.000000
predicted=50.192967, expected=40.000000
predicted=47.773347, expected=92.000000
predicted=48.842566, expected=24.000000
predicted=41.922510, expected=64.000000
predicted=44.344128, expected=8.000000
predicted=34.872182, expected=36.000000
predicted=39.704609, expected=68.000000
predicted=64.395139, expected=16.000000
predicted=28.358681, expected=52.000000
predicted=49.052969, expected=72.000000
predicted=40.898462, expected=24.000000
predicted=37.850925, expected=64.000000
predicted=57.452056, expected=60.000000
predicted=42.861411, expected=32.000000
predicted=46.816941, expected=68.000000
predicted=61.266699, expected=60.000000
predicted=46.602124, expected=44.000000
predicted=54.811307, expected=76.000000
predicted=61.989526, expected=48.000000
predicted=47.576737, expected=44.000000
predicted=56.657758, expected=36.000000
predicted=49.369891, expected=20.000000
predicted=38.264953, expected=92.000000
predicted=67.266946, expected=44.000000
predicted=47.269427, expected=64.000000
predicted=52.515779, expected=44.000000
predicted=44.780377, expected=60.000000
predicted=47.178007, expected=24.000000
predicted=56.562641, expected=56.000000
predicted=48.857253, expected=68.000000
predicted=58.835906, expected=112.000000
predicted=69.240703, expected=84.000000
predicted=70.627161, expected=28.000000
predicted=45.082357, expected=52.000000
predicted=59.655661, expected=28.000000
predicted=54.881505, expected=48.000000
predicted=69.092040, expected=36.000000
predicted=52.706317, expected=64.000000
predicted=44.199294, expected=80.000000
predicted=58.603421, expected=48.000000
predicted=45.331822, expected=52.000000
predicted=52.296622, expected=20.000000
predicted=39.089924, expected=28.000000
predicted=46.903800, expected=84.000000
predicted=65.889453, expected=52.000000
predicted=49.589307, expected=52.000000
predicted=50.326905, expected=52.000000
predicted=41.654667, expected=28.000000
predicted=39.257000, expected=32.000000
predicted=53.543306, expected=16.000000
predicted=36.071911, expected=60.000000
predicted=47.366712, expected=72.000000
predicted=52.576672, expected=40.000000
predicted=38.753964, expected=32.000000
predicted=36.824923, expected=72.000000
predicted=45.738044, expected=32.000000
Test MSE: 519.737
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421])]
predicted=14.965359, expected=4.000000
predicted=8.606954, expected=12.000000
predicted=10.631786, expected=32.000000
predicted=15.815677, expected=28.000000
predicted=18.256882, expected=12.000000
predicted=16.386080, expected=8.000000
predicted=14.561179, expected=12.000000
predicted=16.253604, expected=8.000000
predicted=16.052696, expected=20.000000
predicted=15.524751, expected=52.000000
predicted=22.243660, expected=8.000000
predicted=17.487134, expected=16.000000
predicted=18.563257, expected=40.000000
predicted=24.713272, expected=24.000000
predicted=26.568016, expected=16.000000
predicted=25.987744, expected=12.000000
predicted=17.982338, expected=20.000000
predicted=20.756161, expected=12.000000
predicted=20.287685, expected=8.000000
predicted=14.754525, expected=4.000000
predicted=11.059270, expected=4.000000
predicted=9.172372, expected=8.000000
predicted=9.309111, expected=12.000000
predicted=8.517615, expected=12.000000
predicted=8.523273, expected=20.000000
predicted=10.981496, expected=8.000000
predicted=10.349119, expected=24.000000
predicted=14.832657, expected=4.000000
predicted=12.410455, expected=20.000000
predicted=14.994196, expected=32.000000
predicted=19.524231, expected=8.000000
predicted=15.358835, expected=16.000000
predicted=17.275034, expected=24.000000
predicted=17.433138, expected=12.000000
predicted=18.142135, expected=68.000000
predicted=31.041662, expected=24.000000
predicted=25.641986, expected=32.000000
predicted=29.607844, expected=16.000000
predicted=27.440715, expected=12.000000
predicted=25.176476, expected=24.000000
predicted=29.415656, expected=48.000000
predicted=28.343547, expected=48.000000
predicted=32.695671, expected=48.000000
predicted=34.367358, expected=60.000000
predicted=41.557032, expected=40.000000
predicted=43.975946, expected=28.000000
predicted=43.485755, expected=20.000000
predicted=38.013869, expected=8.000000
predicted=30.950653, expected=36.000000
predicted=32.815094, expected=12.000000
predicted=23.501521, expected=12.000000
predicted=18.804256, expected=16.000000
predicted=16.756252, expected=8.000000
predicted=14.301975, expected=8.000000
predicted=14.933020, expected=24.000000
predicted=14.278496, expected=8.000000
predicted=12.474751, expected=24.000000
predicted=15.742965, expected=36.000000
predicted=19.807455, expected=20.000000
predicted=20.355133, expected=4.000000
predicted=17.748931, expected=12.000000
predicted=15.688069, expected=4.000000
predicted=15.106037, expected=16.000000
predicted=15.927166, expected=8.000000
predicted=10.730684, expected=32.000000
predicted=14.653927, expected=12.000000
predicted=14.195603, expected=16.000000
predicted=14.566606, expected=16.000000
predicted=16.261924, expected=4.000000
predicted=13.244747, expected=48.000000
predicted=24.289618, expected=68.000000
predicted=32.474141, expected=16.000000
predicted=27.853457, expected=4.000000
predicted=22.608949, expected=8.000000
predicted=20.686776, expected=16.000000
predicted=26.006023, expected=12.000000
predicted=21.486984, expected=16.000000
predicted=12.691849, expected=24.000000
predicted=14.305225, expected=4.000000
predicted=12.271383, expected=16.000000
predicted=14.614795, expected=20.000000
predicted=15.580856, expected=20.000000
predicted=17.345299, expected=32.000000
predicted=21.134985, expected=16.000000
predicted=17.567224, expected=4.000000
predicted=16.183546, expected=12.000000
predicted=16.175415, expected=28.000000
predicted=19.708865, expected=20.000000
predicted=19.772502, expected=12.000000
predicted=15.141441, expected=8.000000
predicted=12.614051, expected=36.000000
predicted=20.828848, expected=24.000000
predicted=22.324121, expected=20.000000
predicted=20.342792, expected=32.000000
predicted=22.612878, expected=8.000000
predicted=19.458520, expected=20.000000
predicted=23.157048, expected=20.000000
predicted=20.437623, expected=12.000000
predicted=18.155135, expected=8.000000
predicted=15.986989, expected=8.000000
predicted=11.684018, expected=8.000000
predicted=12.218701, expected=8.000000
predicted=10.605381, expected=20.000000
predicted=11.792541, expected=12.000000
predicted=10.946573, expected=24.000000
predicted=14.522069, expected=12.000000
predicted=13.636984, expected=24.000000
predicted=17.262039, expected=8.000000
predicted=15.746938, expected=40.000000
predicted=21.984825, expected=16.000000
predicted=20.624621, expected=20.000000
predicted=19.886022, expected=36.000000
predicted=25.044016, expected=8.000000
predicted=19.779462, expected=16.000000
predicted=22.250721, expected=12.000000
predicted=16.781981, expected=20.000000
predicted=18.911349, expected=24.000000
predicted=20.486704, expected=36.000000
predicted=21.187151, expected=24.000000
predicted=22.433020, expected=32.000000
predicted=25.168979, expected=16.000000
predicted=24.020850, expected=8.000000
predicted=21.376802, expected=12.000000
predicted=20.172842, expected=4.000000
predicted=14.678636, expected=12.000000
predicted=14.214397, expected=4.000000
predicted=8.871478, expected=4.000000
predicted=6.903301, expected=20.000000
predicted=10.462258, expected=12.000000
predicted=9.810790, expected=20.000000
predicted=13.142139, expected=20.000000
predicted=13.844490, expected=12.000000
predicted=14.191864, expected=16.000000
predicted=16.507379, expected=20.000000
predicted=16.801140, expected=52.000000
predicted=26.863425, expected=20.000000
predicted=23.734294, expected=20.000000
predicted=22.656901, expected=8.000000
predicted=20.013891, expected=4.000000
predicted=18.333818, expected=8.000000
predicted=18.038295, expected=28.000000
predicted=16.428963, expected=12.000000
predicted=13.971386, expected=12.000000
predicted=11.950992, expected=20.000000
predicted=14.004469, expected=12.000000
predicted=14.839957, expected=28.000000
predicted=20.101748, expected=32.000000
predicted=20.828834, expected=24.000000
predicted=21.852643, expected=12.000000
predicted=20.093814, expected=12.000000
predicted=18.269191, expected=20.000000
predicted=21.104322, expected=32.000000
predicted=23.762093, expected=20.000000
predicted=20.624576, expected=24.000000
predicted=20.222782, expected=12.000000
predicted=18.574722, expected=8.000000
predicted=17.779583, expected=20.000000
predicted=19.475623, expected=8.000000
predicted=14.784514, expected=40.000000
predicted=21.415704, expected=8.000000
predicted=15.427317, expected=12.000000
predicted=15.208494, expected=12.000000
predicted=15.535062, expected=24.000000
predicted=17.905971, expected=4.000000
predicted=16.285233, expected=4.000000
predicted=9.532817, expected=24.000000
predicted=14.072422, expected=20.000000
predicted=15.669946, expected=8.000000
predicted=13.973095, expected=16.000000
predicted=12.392697, expected=12.000000
predicted=13.316488, expected=20.000000
predicted=17.376273, expected=36.000000
predicted=20.881538, expected=20.000000
predicted=19.030397, expected=312.000000
predicted=96.659963, expected=44.000000
predicted=84.189034, expected=28.000000
predicted=74.929032, expected=32.000000
predicted=69.473216, expected=8.000000
predicted=74.254030, expected=24.000000
predicted=86.772525, expected=48.000000
predicted=32.813682, expected=4.000000
predicted=23.667556, expected=88.000000
predicted=38.733235, expected=16.000000
predicted=30.569849, expected=8.000000
predicted=29.793954, expected=16.000000
predicted=25.494041, expected=20.000000
predicted=24.272477, expected=24.000000
predicted=31.297699, expected=16.000000
predicted=16.867303, expected=20.000000
predicted=17.058224, expected=16.000000
predicted=18.087605, expected=72.000000
predicted=32.223578, expected=36.000000
predicted=33.155123, expected=24.000000
predicted=30.414340, expected=32.000000
predicted=30.402126, expected=16.000000
predicted=30.422495, expected=8.000000
predicted=30.371333, expected=12.000000
predicted=19.835873, expected=16.000000
predicted=17.889651, expected=8.000000
predicted=15.571567, expected=8.000000
predicted=10.962377, expected=32.000000
predicted=15.253451, expected=20.000000
predicted=17.299309, expected=16.000000
predicted=17.157334, expected=16.000000
predicted=15.463342, expected=72.000000
predicted=31.155138, expected=8.000000
predicted=27.961351, expected=4.000000
predicted=20.656523, expected=20.000000
predicted=19.105939, expected=4.000000
predicted=19.362015, expected=28.000000
predicted=25.143094, expected=4.000000
predicted=10.653015, expected=16.000000
predicted=12.853225, expected=40.000000
predicted=20.163438, expected=8.000000
predicted=16.978741, expected=8.000000
predicted=16.528498, expected=20.000000
predicted=14.470183, expected=4.000000
predicted=15.378143, expected=4.000000
predicted=13.762021, expected=4.000000
predicted=6.785544, expected=4.000000
predicted=7.029087, expected=44.000000
predicted=16.607282, expected=4.000000
predicted=11.322905, expected=24.000000
predicted=14.901754, expected=44.000000
predicted=21.223641, expected=12.000000
predicted=22.364708, expected=8.000000
predicted=21.571027, expected=4.000000
predicted=12.693045, expected=12.000000
predicted=16.785248, expected=12.000000
predicted=15.992882, expected=16.000000
predicted=11.605290, expected=32.000000
predicted=15.737764, expected=12.000000
predicted=14.871592, expected=12.000000
predicted=15.434855, expected=20.000000
predicted=16.425674, expected=16.000000
predicted=18.118897, expected=8.000000
predicted=16.487691, expected=12.000000
predicted=12.615047, expected=16.000000
predicted=13.911256, expected=36.000000
predicted=20.241060, expected=20.000000
predicted=19.079876, expected=8.000000
predicted=15.834401, expected=12.000000
predicted=15.352708, expected=20.000000
predicted=18.382490, expected=16.000000
predicted=19.458496, expected=20.000000
predicted=16.718834, expected=28.000000
predicted=18.054051, expected=36.000000
predicted=23.633152, expected=24.000000
predicted=24.559789, expected=8.000000
predicted=20.296668, expected=12.000000
predicted=19.170386, expected=24.000000
predicted=21.869649, expected=20.000000
predicted=21.768081, expected=20.000000
predicted=18.766311, expected=20.000000
predicted=17.085905, expected=16.000000
predicted=18.209006, expected=28.000000
predicted=21.952650, expected=12.000000
predicted=18.877171, expected=8.000000
predicted=16.431985, expected=24.000000
predicted=17.739553, expected=16.000000
predicted=17.628197, expected=4.000000
predicted=15.010217, expected=4.000000
predicted=9.717115, expected=20.000000
predicted=12.739245, expected=8.000000
predicted=13.135361, expected=16.000000
predicted=12.212647, expected=8.000000
predicted=9.278272, expected=12.000000
predicted=11.272297, expected=16.000000
predicted=13.536391, expected=4.000000
predicted=10.245093, expected=8.000000
predicted=10.256737, expected=28.000000
predicted=13.643175, expected=24.000000
predicted=17.050080, expected=4.000000
predicted=13.772371, expected=12.000000
predicted=11.943278, expected=8.000000
predicted=12.600085, expected=8.000000
predicted=14.085038, expected=24.000000
predicted=14.510570, expected=20.000000
predicted=13.711171, expected=12.000000
predicted=14.297936, expected=4.000000
predicted=11.095166, expected=28.000000
predicted=16.339881, expected=16.000000
predicted=17.913076, expected=8.000000
predicted=14.820690, expected=12.000000
predicted=12.244257, expected=36.000000
predicted=18.634780, expected=4.000000
predicted=17.345297, expected=4.000000
predicted=12.426721, expected=8.000000
predicted=9.985848, expected=4.000000
predicted=10.803741, expected=16.000000
predicted=13.147301, expected=24.000000
predicted=11.422537, expected=32.000000
predicted=16.914883, expected=4.000000
predicted=13.955266, expected=156.000000
predicted=48.797462, expected=208.000000
predicted=96.355892, expected=12.000000
predicted=70.132650, expected=12.000000
predicted=61.807840, expected=60.000000
predicted=67.533370, expected=36.000000
predicted=79.564654, expected=28.000000
predicted=62.108729, expected=4.000000
predicted=21.642387, expected=44.000000
predicted=32.226302, expected=12.000000
predicted=27.455879, expected=76.000000
predicted=40.456593, expected=60.000000
predicted=39.794131, expected=16.000000
predicted=33.850086, expected=28.000000
predicted=37.828979, expected=16.000000
predicted=30.387101, expected=24.000000
predicted=35.752556, expected=8.000000
predicted=22.982464, expected=28.000000
predicted=21.305356, expected=16.000000
predicted=19.085438, expected=4.000000
predicted=14.774245, expected=24.000000
predicted=18.141860, expected=12.000000
predicted=14.308755, expected=12.000000
predicted=16.121769, expected=16.000000
predicted=14.039052, expected=4.000000
predicted=10.660550, expected=8.000000
predicted=12.254878, expected=16.000000
predicted=11.650691, expected=12.000000
predicted=11.469491, expected=8.000000
predicted=10.587062, expected=56.000000
predicted=22.657478, expected=8.000000
predicted=16.237700, expected=8.000000
predicted=18.060428, expected=16.000000
predicted=16.412729, expected=8.000000
predicted=15.617495, expected=20.000000
predicted=20.212200, expected=12.000000
predicted=11.698231, expected=12.000000
predicted=12.834896, expected=28.000000
predicted=17.511271, expected=8.000000
predicted=13.560799, expected=8.000000
predicted=14.297867, expected=12.000000
predicted=12.560711, expected=8.000000
predicted=11.887844, expected=4.000000
predicted=10.613042, expected=4.000000
predicted=6.730487, expected=8.000000
predicted=7.262566, expected=4.000000
predicted=6.294413, expected=8.000000
predicted=6.402866, expected=12.000000
predicted=7.245195, expected=8.000000
predicted=7.451418, expected=4.000000
predicted=6.977898, expected=12.000000
predicted=8.387410, expected=16.000000
predicted=10.652016, expected=24.000000
predicted=14.486454, expected=8.000000
predicted=11.498969, expected=8.000000
predicted=11.593602, expected=16.000000
predicted=13.790289, expected=8.000000
predicted=12.508867, expected=12.000000
predicted=12.958611, expected=16.000000
predicted=11.715506, expected=16.000000
predicted=13.147915, expected=24.000000
predicted=16.711919, expected=16.000000
predicted=15.328029, expected=24.000000
Test MSE: 644.092
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851])]
predicted=6.640490, expected=16.000000
predicted=8.606266, expected=16.000000
predicted=10.014942, expected=16.000000
predicted=10.509105, expected=8.000000
predicted=11.286089, expected=4.000000
predicted=10.559486, expected=4.000000
predicted=10.675849, expected=4.000000
predicted=8.612981, expected=8.000000
predicted=7.300793, expected=4.000000
predicted=5.246493, expected=4.000000
predicted=4.550649, expected=8.000000
predicted=5.324153, expected=4.000000
predicted=5.217297, expected=8.000000
predicted=5.926639, expected=4.000000
predicted=5.279167, expected=8.000000
predicted=5.897400, expected=28.000000
predicted=10.141694, expected=12.000000
predicted=10.504761, expected=4.000000
predicted=10.416115, expected=8.000000
predicted=10.801455, expected=16.000000
predicted=12.668435, expected=4.000000
predicted=11.863106, expected=8.000000
predicted=8.596157, expected=12.000000
predicted=8.750959, expected=4.000000
predicted=8.468466, expected=4.000000
predicted=7.942899, expected=24.000000
predicted=9.474784, expected=4.000000
predicted=9.116035, expected=8.000000
predicted=9.184447, expected=8.000000
predicted=8.826837, expected=12.000000
predicted=9.814136, expected=4.000000
predicted=9.979947, expected=4.000000
predicted=6.560001, expected=12.000000
predicted=8.065327, expected=4.000000
predicted=7.175359, expected=8.000000
predicted=7.258457, expected=16.000000
predicted=8.078033, expected=12.000000
predicted=9.169959, expected=24.000000
predicted=12.694119, expected=12.000000
predicted=12.615234, expected=16.000000
predicted=14.548950, expected=16.000000
predicted=16.124421, expected=4.000000
predicted=13.793118, expected=24.000000
predicted=16.131162, expected=16.000000
predicted=14.669356, expected=12.000000
predicted=14.448365, expected=4.000000
predicted=12.740125, expected=20.000000
predicted=13.346925, expected=8.000000
predicted=13.961162, expected=24.000000
predicted=13.914352, expected=20.000000
predicted=14.790056, expected=16.000000
predicted=15.085825, expected=24.000000
predicted=18.822743, expected=4.000000
predicted=15.867102, expected=20.000000
predicted=18.003224, expected=12.000000
predicted=16.121039, expected=4.000000
predicted=13.084074, expected=4.000000
predicted=11.422316, expected=12.000000
predicted=9.309857, expected=4.000000
predicted=9.223695, expected=4.000000
predicted=6.561855, expected=8.000000
predicted=6.033988, expected=12.000000
predicted=7.247959, expected=16.000000
predicted=9.300169, expected=32.000000
predicted=12.762762, expected=16.000000
predicted=14.594453, expected=12.000000
predicted=15.867830, expected=4.000000
predicted=15.378944, expected=28.000000
predicted=18.044281, expected=20.000000
predicted=18.714531, expected=8.000000
predicted=14.381658, expected=28.000000
predicted=16.934852, expected=32.000000
predicted=20.040304, expected=16.000000
predicted=21.749485, expected=12.000000
predicted=19.429489, expected=16.000000
predicted=18.783394, expected=12.000000
predicted=19.204515, expected=56.000000
predicted=24.278688, expected=4.000000
predicted=19.155787, expected=12.000000
predicted=18.444356, expected=44.000000
predicted=24.538246, expected=20.000000
predicted=24.169408, expected=16.000000
predicted=25.462727, expected=24.000000
predicted=20.332832, expected=12.000000
predicted=21.162946, expected=4.000000
predicted=20.110196, expected=12.000000
predicted=14.833580, expected=8.000000
predicted=12.527987, expected=8.000000
predicted=11.262572, expected=4.000000
predicted=8.010436, expected=8.000000
predicted=7.274829, expected=16.000000
predicted=9.302344, expected=16.000000
predicted=9.864608, expected=8.000000
predicted=9.926576, expected=8.000000
predicted=10.048650, expected=16.000000
predicted=12.013717, expected=8.000000
predicted=11.838507, expected=12.000000
predicted=11.333700, expected=8.000000
predicted=10.002574, expected=32.000000
predicted=13.981280, expected=12.000000
predicted=14.493047, expected=12.000000
predicted=13.965623, expected=4.000000
predicted=13.554168, expected=4.000000
predicted=11.862487, expected=8.000000
predicted=12.041820, expected=8.000000
predicted=7.870454, expected=28.000000
predicted=10.685850, expected=12.000000
predicted=10.491313, expected=4.000000
predicted=10.582614, expected=12.000000
predicted=12.225920, expected=4.000000
predicted=11.145061, expected=12.000000
predicted=11.989432, expected=12.000000
predicted=9.332159, expected=12.000000
predicted=9.194752, expected=8.000000
predicted=9.996549, expected=4.000000
predicted=8.609672, expected=8.000000
predicted=9.341023, expected=4.000000
predicted=7.910241, expected=8.000000
predicted=7.281524, expected=12.000000
predicted=7.314641, expected=16.000000
predicted=8.566569, expected=16.000000
predicted=10.619441, expected=4.000000
predicted=9.902734, expected=4.000000
predicted=10.025358, expected=16.000000
predicted=11.394429, expected=16.000000
predicted=11.848631, expected=4.000000
predicted=9.869193, expected=12.000000
predicted=9.443598, expected=16.000000
predicted=11.303119, expected=12.000000
predicted=12.494626, expected=4.000000
predicted=10.660659, expected=12.000000
predicted=10.067617, expected=16.000000
predicted=11.944991, expected=4.000000
predicted=10.474045, expected=20.000000
predicted=11.465659, expected=12.000000
predicted=11.231637, expected=4.000000
predicted=11.175771, expected=4.000000
predicted=10.162398, expected=4.000000
predicted=7.916394, expected=4.000000
predicted=7.918597, expected=4.000000
predicted=5.281757, expected=4.000000
predicted=3.930222, expected=12.000000
predicted=5.302504, expected=8.000000
predicted=5.875947, expected=4.000000
predicted=5.912801, expected=16.000000
predicted=8.086149, expected=8.000000
predicted=8.494252, expected=4.000000
predicted=8.585767, expected=8.000000
predicted=8.100861, expected=4.000000
predicted=7.187574, expected=8.000000
predicted=7.961590, expected=8.000000
predicted=6.630920, expected=12.000000
predicted=7.250126, expected=12.000000
predicted=8.625968, expected=300.000000
predicted=60.753919, expected=8.000000
predicted=60.444657, expected=4.000000
predicted=64.716039, expected=12.000000
predicted=71.534559, expected=24.000000
predicted=69.507453, expected=20.000000
predicted=79.816736, expected=4.000000
predicted=11.944260, expected=28.000000
predicted=15.811155, expected=20.000000
predicted=17.919561, expected=12.000000
predicted=17.614088, expected=12.000000
predicted=16.304631, expected=8.000000
predicted=14.210872, expected=8.000000
predicted=14.488308, expected=4.000000
predicted=10.555405, expected=16.000000
predicted=9.961351, expected=20.000000
predicted=11.152489, expected=12.000000
predicted=11.089110, expected=16.000000
predicted=12.829425, expected=20.000000
predicted=14.870297, expected=20.000000
predicted=17.179971, expected=12.000000
predicted=16.574839, expected=4.000000
predicted=14.157571, expected=4.000000
predicted=12.826053, expected=8.000000
predicted=11.239523, expected=8.000000
predicted=9.025870, expected=4.000000
predicted=6.474422, expected=12.000000
predicted=6.735297, expected=24.000000
predicted=9.993103, expected=12.000000
predicted=11.034626, expected=16.000000
predicted=12.773530, expected=16.000000
predicted=14.307112, expected=8.000000
predicted=14.556670, expected=8.000000
predicted=13.964732, expected=12.000000
predicted=12.074813, expected=12.000000
predicted=11.800097, expected=12.000000
predicted=11.176252, expected=4.000000
predicted=9.329898, expected=4.000000
predicted=8.744892, expected=16.000000
predicted=10.044037, expected=4.000000
predicted=8.339225, expected=24.000000
predicted=10.629196, expected=12.000000
predicted=10.669615, expected=12.000000
predicted=11.927623, expected=4.000000
predicted=12.186477, expected=8.000000
predicted=10.772062, expected=24.000000
predicted=13.880544, expected=16.000000
predicted=12.314599, expected=16.000000
predicted=13.244884, expected=20.000000
predicted=15.007763, expected=20.000000
predicted=17.367658, expected=28.000000
predicted=20.569935, expected=16.000000
predicted=19.288895, expected=8.000000
predicted=18.084382, expected=12.000000
predicted=17.603750, expected=16.000000
predicted=16.593463, expected=8.000000
predicted=14.270822, expected=12.000000
predicted=11.990189, expected=16.000000
predicted=12.109737, expected=12.000000
predicted=12.490960, expected=4.000000
predicted=11.243811, expected=8.000000
predicted=10.185404, expected=8.000000
predicted=9.953700, expected=4.000000
predicted=8.398687, expected=4.000000
predicted=6.606532, expected=4.000000
predicted=5.348503, expected=8.000000
predicted=5.892526, expected=4.000000
predicted=5.171873, expected=8.000000
predicted=5.306274, expected=12.000000
predicted=6.684595, expected=12.000000
predicted=7.889716, expected=12.000000
predicted=9.289396, expected=8.000000
predicted=9.400284, expected=16.000000
predicted=11.421369, expected=4.000000
predicted=10.536170, expected=4.000000
predicted=9.284301, expected=4.000000
predicted=8.087286, expected=12.000000
predicted=7.888416, expected=32.000000
predicted=11.833119, expected=16.000000
predicted=11.705311, expected=16.000000
predicted=14.148158, expected=4.000000
predicted=14.431818, expected=4.000000
predicted=14.071311, expected=8.000000
predicted=13.172410, expected=16.000000
predicted=10.458613, expected=20.000000
predicted=11.101604, expected=20.000000
predicted=11.974489, expected=12.000000
predicted=13.417876, expected=4.000000
predicted=13.466634, expected=12.000000
predicted=14.163506, expected=16.000000
predicted=13.872164, expected=16.000000
predicted=13.029428, expected=4.000000
predicted=10.560550, expected=16.000000
predicted=11.608952, expected=4.000000
predicted=11.263684, expected=4.000000
predicted=9.799698, expected=8.000000
predicted=8.742939, expected=4.000000
predicted=6.530856, expected=24.000000
predicted=9.937119, expected=24.000000
predicted=11.263052, expected=24.000000
predicted=14.565006, expected=24.000000
predicted=18.267905, expected=12.000000
predicted=18.824951, expected=20.000000
predicted=21.449382, expected=28.000000
predicted=22.072512, expected=12.000000
predicted=19.638986, expected=16.000000
predicted=18.715543, expected=28.000000
predicted=19.673644, expected=16.000000
predicted=19.693311, expected=4.000000
predicted=17.130593, expected=12.000000
predicted=15.048039, expected=16.000000
predicted=15.297508, expected=24.000000
predicted=16.328818, expected=32.000000
predicted=17.319883, expected=44.000000
predicted=22.265235, expected=56.000000
predicted=31.144203, expected=8.000000
predicted=29.763296, expected=8.000000
predicted=29.054448, expected=12.000000
predicted=27.103260, expected=4.000000
predicted=21.184578, expected=4.000000
predicted=14.661620, expected=20.000000
predicted=9.586884, expected=12.000000
predicted=9.803344, expected=4.000000
predicted=9.126103, expected=12.000000
predicted=9.668856, expected=20.000000
predicted=12.119552, expected=68.000000
predicted=23.371408, expected=12.000000
predicted=20.778269, expected=12.000000
predicted=21.586854, expected=36.000000
predicted=27.921743, expected=4.000000
predicted=24.507808, expected=8.000000
predicted=22.770219, expected=12.000000
predicted=14.313359, expected=16.000000
predicted=14.390115, expected=12.000000
predicted=14.254412, expected=12.000000
predicted=10.807461, expected=20.000000
predicted=13.564734, expected=4.000000
predicted=12.378628, expected=12.000000
predicted=12.712302, expected=20.000000
predicted=13.515092, expected=12.000000
predicted=13.037635, expected=8.000000
predicted=12.562733, expected=16.000000
predicted=12.318732, expected=4.000000
predicted=11.700180, expected=8.000000
predicted=11.180985, expected=20.000000
predicted=11.531794, expected=12.000000
predicted=11.097795, expected=4.000000
predicted=10.504356, expected=12.000000
predicted=10.325224, expected=16.000000
predicted=11.979732, expected=4.000000
predicted=10.894518, expected=20.000000
predicted=11.631772, expected=16.000000
predicted=12.055965, expected=20.000000
predicted=14.629828, expected=32.000000
predicted=18.380324, expected=28.000000
predicted=20.174244, expected=8.000000
predicted=20.474214, expected=28.000000
predicted=22.559143, expected=24.000000
predicted=23.223153, expected=8.000000
predicted=20.741812, expected=8.000000
predicted=17.429059, expected=28.000000
predicted=17.667493, expected=4.000000
predicted=15.878247, expected=20.000000
predicted=15.508433, expected=4.000000
predicted=12.013982, expected=12.000000
predicted=12.555117, expected=16.000000
predicted=13.973570, expected=8.000000
predicted=10.434143, expected=4.000000
predicted=10.566438, expected=8.000000
predicted=8.799178, expected=28.000000
predicted=12.791469, expected=4.000000
predicted=10.818487, expected=16.000000
predicted=11.668011, expected=12.000000
predicted=12.251484, expected=28.000000
predicted=16.013691, expected=4.000000
predicted=14.945775, expected=8.000000
predicted=12.190638, expected=12.000000
Test MSE: 401.864
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764])]
predicted=12.409678, expected=4.000000
predicted=7.353686, expected=20.000000
predicted=11.714381, expected=4.000000
predicted=9.773949, expected=4.000000
predicted=8.727869, expected=4.000000
predicted=9.172767, expected=8.000000
predicted=6.789318, expected=4.000000
predicted=7.916610, expected=4.000000
predicted=4.293445, expected=12.000000
predicted=6.669437, expected=8.000000
predicted=6.612580, expected=12.000000
predicted=7.867138, expected=12.000000
predicted=9.155295, expected=4.000000
predicted=7.715266, expected=4.000000
predicted=8.478065, expected=4.000000
predicted=7.480493, expected=8.000000
predicted=7.465452, expected=4.000000
predicted=6.237275, expected=12.000000
predicted=6.115712, expected=12.000000
predicted=7.963724, expected=12.000000
predicted=8.198722, expected=4.000000
predicted=8.448218, expected=8.000000
predicted=8.191990, expected=8.000000
predicted=9.845121, expected=4.000000
predicted=7.474273, expected=4.000000
predicted=6.796668, expected=8.000000
predicted=6.233575, expected=12.000000
predicted=7.738517, expected=8.000000
predicted=7.305401, expected=12.000000
predicted=7.991450, expected=8.000000
predicted=8.708373, expected=8.000000
predicted=8.765985, expected=8.000000
predicted=9.690201, expected=16.000000
predicted=10.308617, expected=8.000000
predicted=10.096846, expected=4.000000
predicted=7.706641, expected=4.000000
predicted=8.209930, expected=4.000000
predicted=7.012145, expected=12.000000
predicted=8.752839, expected=8.000000
predicted=6.990641, expected=20.000000
predicted=8.974042, expected=4.000000
predicted=8.631693, expected=12.000000
predicted=8.769637, expected=4.000000
predicted=10.943753, expected=4.000000
predicted=7.207752, expected=4.000000
predicted=9.002860, expected=4.000000
predicted=4.887233, expected=4.000000
predicted=5.593771, expected=4.000000
predicted=3.980743, expected=8.000000
predicted=4.915269, expected=4.000000
predicted=4.657465, expected=8.000000
predicted=5.204786, expected=4.000000
predicted=5.523912, expected=12.000000
predicted=6.579433, expected=8.000000
predicted=7.947062, expected=20.000000
predicted=9.411511, expected=4.000000
predicted=9.616881, expected=8.000000
predicted=7.765988, expected=4.000000
predicted=10.257282, expected=8.000000
predicted=7.763592, expected=8.000000
predicted=9.723384, expected=4.000000
predicted=5.411089, expected=4.000000
predicted=5.919304, expected=8.000000
predicted=6.231347, expected=4.000000
predicted=5.932294, expected=8.000000
predicted=5.976080, expected=16.000000
predicted=8.331298, expected=4.000000
predicted=6.807046, expected=4.000000
predicted=6.508533, expected=8.000000
predicted=7.946505, expected=8.000000
predicted=7.741096, expected=12.000000
predicted=9.227890, expected=4.000000
predicted=6.516674, expected=8.000000
predicted=6.790055, expected=12.000000
predicted=9.498041, expected=8.000000
predicted=8.288150, expected=20.000000
predicted=11.337371, expected=8.000000
predicted=10.183316, expected=4.000000
predicted=8.454342, expected=4.000000
predicted=9.763963, expected=8.000000
predicted=8.470232, expected=4.000000
predicted=8.362651, expected=8.000000
predicted=5.985901, expected=8.000000
predicted=6.444390, expected=8.000000
predicted=6.348413, expected=8.000000
predicted=7.535697, expected=4.000000
predicted=6.284197, expected=4.000000
predicted=6.387276, expected=4.000000
predicted=6.099719, expected=8.000000
predicted=6.172823, expected=4.000000
predicted=5.482179, expected=12.000000
predicted=6.095916, expected=20.000000
predicted=9.957858, expected=16.000000
predicted=10.647597, expected=8.000000
predicted=10.623743, expected=8.000000
predicted=10.750694, expected=4.000000
predicted=10.887221, expected=20.000000
predicted=13.520103, expected=8.000000
predicted=11.444884, expected=20.000000
predicted=10.692546, expected=8.000000
predicted=12.244488, expected=4.000000
predicted=8.477383, expected=4.000000
predicted=11.333557, expected=4.000000
predicted=7.532893, expected=8.000000
predicted=8.644440, expected=8.000000
predicted=6.455233, expected=8.000000
predicted=5.896216, expected=16.000000
predicted=8.613483, expected=4.000000
predicted=7.715678, expected=4.000000
predicted=6.844932, expected=4.000000
predicted=7.708092, expected=16.000000
predicted=9.059055, expected=12.000000
predicted=10.450476, expected=8.000000
predicted=7.067233, expected=4.000000
predicted=7.653484, expected=12.000000
predicted=9.244193, expected=4.000000
predicted=9.645280, expected=8.000000
predicted=7.504597, expected=8.000000
predicted=8.117966, expected=16.000000
predicted=8.699242, expected=12.000000
predicted=10.707931, expected=8.000000
predicted=8.375874, expected=16.000000
predicted=11.815927, expected=8.000000
predicted=11.234333, expected=4.000000
predicted=9.653244, expected=12.000000
predicted=10.714394, expected=8.000000
predicted=9.400013, expected=8.000000
predicted=9.055494, expected=12.000000
predicted=9.295623, expected=8.000000
predicted=8.364996, expected=4.000000
predicted=8.151145, expected=4.000000
predicted=7.181965, expected=4.000000
predicted=6.558013, expected=4.000000
predicted=6.081192, expected=16.000000
predicted=7.636266, expected=16.000000
predicted=8.952491, expected=12.000000
predicted=8.771459, expected=4.000000
predicted=8.557010, expected=8.000000
predicted=9.275625, expected=12.000000
predicted=12.142741, expected=4.000000
predicted=9.030416, expected=4.000000
predicted=6.959714, expected=4.000000
predicted=6.094604, expected=8.000000
predicted=6.685729, expected=8.000000
predicted=7.274095, expected=4.000000
predicted=4.930924, expected=4.000000
predicted=5.066260, expected=8.000000
predicted=6.246399, expected=8.000000
predicted=6.915839, expected=4.000000
predicted=5.736664, expected=16.000000
predicted=7.962258, expected=4.000000
predicted=7.369679, expected=8.000000
predicted=6.994395, expected=8.000000
predicted=8.930361, expected=12.000000
predicted=8.228382, expected=4.000000
predicted=8.935744, expected=8.000000
predicted=6.746120, expected=20.000000
predicted=11.433854, expected=4.000000
predicted=8.764640, expected=4.000000
predicted=7.601231, expected=4.000000
predicted=7.805497, expected=8.000000
predicted=7.573253, expected=4.000000
predicted=7.916644, expected=4.000000
predicted=4.265191, expected=20.000000
predicted=8.625049, expected=4.000000
predicted=7.183778, expected=4.000000
predicted=5.991967, expected=4.000000
predicted=7.373985, expected=4.000000
predicted=5.804365, expected=4.000000
predicted=7.218080, expected=4.000000
predicted=3.984001, expected=4.000000
predicted=3.984023, expected=4.000000
predicted=3.984043, expected=4.000000
predicted=3.984065, expected=4.000000
predicted=3.984086, expected=12.000000
predicted=5.871757, expected=8.000000
predicted=6.296687, expected=8.000000
predicted=6.211771, expected=4.000000
predicted=6.645481, expected=8.000000
predicted=6.970596, expected=16.000000
predicted=10.392104, expected=16.000000
predicted=10.425444, expected=8.000000
predicted=9.472373, expected=16.000000
predicted=11.392894, expected=4.000000
predicted=11.020451, expected=8.000000
predicted=10.429047, expected=8.000000
predicted=10.984738, expected=8.000000
predicted=8.079205, expected=8.000000
predicted=9.149502, expected=8.000000
predicted=7.203679, expected=12.000000
predicted=8.951581, expected=4.000000
predicted=7.748137, expected=4.000000
predicted=6.661682, expected=20.000000
predicted=10.663326, expected=8.000000
predicted=9.360901, expected=8.000000
predicted=8.465807, expected=16.000000
predicted=11.073935, expected=4.000000
predicted=8.996817, expected=20.000000
predicted=13.080447, expected=4.000000
predicted=10.551413, expected=8.000000
predicted=8.473228, expected=4.000000
predicted=10.291251, expected=8.000000
predicted=7.187349, expected=20.000000
predicted=12.143403, expected=4.000000
predicted=7.730249, expected=4.000000
predicted=6.865694, expected=8.000000
predicted=8.597485, expected=12.000000
predicted=9.368344, expected=8.000000
predicted=9.621532, expected=8.000000
predicted=7.045409, expected=12.000000
predicted=8.948217, expected=4.000000
predicted=8.364326, expected=20.000000
predicted=10.973218, expected=4.000000
predicted=9.797210, expected=8.000000
predicted=8.038421, expected=8.000000
predicted=10.278424, expected=4.000000
predicted=7.292977, expected=8.000000
predicted=8.947472, expected=4.000000
predicted=6.073622, expected=4.000000
predicted=5.628864, expected=4.000000
predicted=5.508112, expected=4.000000
predicted=4.551940, expected=12.000000
predicted=6.423564, expected=16.000000
predicted=8.033166, expected=4.000000
predicted=6.830511, expected=4.000000
predicted=6.585276, expected=16.000000
predicted=10.079292, expected=8.000000
predicted=10.128255, expected=12.000000
predicted=9.681655, expected=4.000000
predicted=8.168282, expected=4.000000
predicted=7.207124, expected=4.000000
predicted=8.348325, expected=4.000000
predicted=5.856209, expected=8.000000
predicted=6.299499, expected=4.000000
predicted=4.704378, expected=4.000000
predicted=4.335113, expected=4.000000
predicted=4.776141, expected=4.000000
predicted=4.561182, expected=4.000000
predicted=4.711182, expected=12.000000
predicted=5.697366, expected=16.000000
predicted=8.024403, expected=4.000000
predicted=6.814853, expected=4.000000
predicted=6.609041, expected=4.000000
predicted=7.507132, expected=8.000000
predicted=8.050745, expected=12.000000
predicted=8.632921, expected=8.000000
predicted=6.599673, expected=8.000000
predicted=7.023378, expected=4.000000
predicted=7.185827, expected=4.000000
predicted=7.013823, expected=4.000000
predicted=6.827752, expected=12.000000
predicted=7.047240, expected=20.000000
predicted=9.652075, expected=4.000000
predicted=7.425983, expected=20.000000
predicted=10.319924, expected=16.000000
predicted=13.696195, expected=8.000000
predicted=12.211867, expected=8.000000
predicted=12.699795, expected=8.000000
predicted=10.533152, expected=8.000000
predicted=11.369735, expected=4.000000
predicted=8.579129, expected=4.000000
predicted=6.404442, expected=16.000000
predicted=8.685930, expected=8.000000
predicted=8.288100, expected=4.000000
predicted=6.512822, expected=4.000000
predicted=6.680433, expected=12.000000
predicted=8.230843, expected=4.000000
predicted=8.126228, expected=8.000000
predicted=6.317753, expected=8.000000
predicted=7.135040, expected=16.000000
predicted=8.795631, expected=4.000000
predicted=8.712268, expected=4.000000
predicted=6.436724, expected=8.000000
predicted=8.541651, expected=12.000000
predicted=8.816093, expected=4.000000
predicted=7.906836, expected=8.000000
predicted=6.407427, expected=8.000000
predicted=7.722480, expected=4.000000
predicted=6.868300, expected=4.000000
predicted=6.616635, expected=4.000000
predicted=5.341472, expected=16.000000
predicted=7.872734, expected=12.000000
predicted=8.527104, expected=12.000000
predicted=8.226520, expected=12.000000
predicted=10.304580, expected=4.000000
predicted=9.364545, expected=4.000000
predicted=9.590060, expected=16.000000
predicted=10.795827, expected=4.000000
predicted=8.618581, expected=8.000000
predicted=7.457492, expected=8.000000
predicted=7.937801, expected=4.000000
predicted=6.699248, expected=4.000000
predicted=7.375080, expected=12.000000
predicted=7.059741, expected=4.000000
predicted=6.645656, expected=4.000000
predicted=5.504579, expected=4.000000
predicted=5.572324, expected=8.000000
predicted=5.930869, expected=8.000000
predicted=7.030867, expected=8.000000
predicted=5.920921, expected=8.000000
predicted=6.717297, expected=4.000000
predicted=6.384007, expected=8.000000
Test MSE: 25.679
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724])]
predicted=18.990555, expected=36.000000
predicted=22.657351, expected=16.000000
predicted=23.409589, expected=16.000000
predicted=22.068713, expected=4.000000
predicted=22.082415, expected=28.000000
predicted=21.298764, expected=28.000000
predicted=23.711204, expected=32.000000
predicted=21.257531, expected=24.000000
predicted=22.376368, expected=24.000000
predicted=21.434864, expected=4.000000
predicted=21.150726, expected=20.000000
predicted=21.961449, expected=24.000000
predicted=22.862168, expected=40.000000
predicted=24.540188, expected=44.000000
predicted=28.898829, expected=32.000000
predicted=25.596388, expected=20.000000
predicted=27.842131, expected=20.000000
predicted=27.981334, expected=12.000000
predicted=26.546006, expected=60.000000
predicted=36.560739, expected=28.000000
predicted=29.155104, expected=56.000000
predicted=33.783587, expected=24.000000
predicted=32.395133, expected=28.000000
predicted=29.813167, expected=12.000000
predicted=35.429382, expected=40.000000
predicted=30.938917, expected=16.000000
predicted=31.200470, expected=8.000000
predicted=18.706398, expected=4.000000
predicted=17.967203, expected=20.000000
predicted=15.735842, expected=16.000000
predicted=19.575822, expected=28.000000
predicted=16.868318, expected=20.000000
predicted=16.307838, expected=40.000000
predicted=21.712116, expected=12.000000
predicted=21.564093, expected=8.000000
predicted=17.422659, expected=12.000000
predicted=20.458740, expected=48.000000
predicted=25.570984, expected=36.000000
predicted=29.339427, expected=48.000000
predicted=28.202227, expected=4.000000
predicted=22.058832, expected=28.000000
predicted=25.763418, expected=20.000000
predicted=32.570596, expected=32.000000
predicted=27.598922, expected=24.000000
predicted=29.454711, expected=40.000000
predicted=23.711735, expected=24.000000
predicted=28.202775, expected=12.000000
predicted=21.947188, expected=12.000000
predicted=23.729736, expected=4.000000
predicted=17.141331, expected=20.000000
predicted=20.850147, expected=28.000000
predicted=19.567168, expected=20.000000
predicted=15.709119, expected=12.000000
predicted=15.118328, expected=32.000000
predicted=19.446325, expected=36.000000
predicted=25.896826, expected=12.000000
predicted=21.725802, expected=16.000000
predicted=20.600087, expected=28.000000
predicted=22.587839, expected=20.000000
predicted=23.595711, expected=20.000000
predicted=23.247955, expected=32.000000
predicted=22.236886, expected=28.000000
predicted=23.434703, expected=20.000000
predicted=24.143373, expected=8.000000
predicted=19.490274, expected=16.000000
predicted=19.592612, expected=40.000000
predicted=27.312801, expected=24.000000
predicted=23.221438, expected=12.000000
predicted=18.485741, expected=20.000000
predicted=19.442977, expected=12.000000
predicted=18.434510, expected=36.000000
predicted=27.030887, expected=36.000000
predicted=25.901859, expected=36.000000
predicted=24.584294, expected=28.000000
predicted=27.790367, expected=20.000000
predicted=24.694288, expected=20.000000
predicted=28.757715, expected=36.000000
predicted=31.004630, expected=32.000000
predicted=29.974574, expected=20.000000
predicted=24.991422, expected=12.000000
predicted=21.622852, expected=24.000000
predicted=23.463623, expected=36.000000
predicted=29.072664, expected=8.000000
predicted=20.699640, expected=20.000000
predicted=19.850857, expected=24.000000
predicted=21.068121, expected=48.000000
predicted=28.336902, expected=96.000000
predicted=48.005478, expected=48.000000
predicted=37.947313, expected=16.000000
predicted=34.121594, expected=12.000000
predicted=36.150725, expected=16.000000
predicted=36.592513, expected=24.000000
predicted=40.937129, expected=8.000000
predicted=21.487836, expected=16.000000
predicted=15.207717, expected=16.000000
predicted=15.629272, expected=4.000000
predicted=11.815993, expected=16.000000
predicted=15.512152, expected=20.000000
predicted=14.166349, expected=20.000000
predicted=15.615112, expected=32.000000
predicted=20.361629, expected=20.000000
predicted=17.336988, expected=16.000000
predicted=18.859059, expected=24.000000
predicted=22.575059, expected=8.000000
predicted=17.713272, expected=40.000000
predicted=26.721562, expected=28.000000
predicted=24.097674, expected=24.000000
predicted=21.366845, expected=40.000000
predicted=29.992669, expected=32.000000
predicted=26.813947, expected=20.000000
predicted=29.408479, expected=24.000000
predicted=27.668842, expected=20.000000
predicted=25.255965, expected=36.000000
predicted=30.824758, expected=56.000000
predicted=36.025700, expected=32.000000
predicted=29.874365, expected=44.000000
predicted=35.186985, expected=24.000000
predicted=32.590851, expected=8.000000
predicted=28.291657, expected=12.000000
predicted=29.838093, expected=28.000000
predicted=26.017070, expected=36.000000
predicted=29.297893, expected=24.000000
predicted=22.421631, expected=24.000000
predicted=20.628050, expected=44.000000
predicted=29.315196, expected=28.000000
predicted=29.829977, expected=40.000000
predicted=33.805501, expected=24.000000
predicted=29.535878, expected=36.000000
predicted=31.449259, expected=52.000000
predicted=41.384803, expected=36.000000
predicted=34.739185, expected=44.000000
predicted=39.506297, expected=52.000000
predicted=41.453912, expected=80.000000
predicted=53.511216, expected=56.000000
predicted=54.115875, expected=52.000000
predicted=50.583576, expected=12.000000
predicted=42.989325, expected=36.000000
predicted=45.391097, expected=36.000000
predicted=48.813408, expected=20.000000
predicted=33.473309, expected=16.000000
predicted=29.071682, expected=44.000000
predicted=28.934782, expected=20.000000
predicted=27.916747, expected=20.000000
predicted=25.053400, expected=36.000000
predicted=28.257983, expected=28.000000
predicted=25.733760, expected=40.000000
predicted=33.949676, expected=44.000000
predicted=33.121107, expected=40.000000
predicted=33.716780, expected=12.000000
predicted=29.845429, expected=32.000000
predicted=31.764931, expected=32.000000
predicted=34.418160, expected=32.000000
predicted=32.284994, expected=28.000000
predicted=30.809953, expected=56.000000
predicted=34.093849, expected=32.000000
predicted=34.790730, expected=24.000000
predicted=31.063592, expected=36.000000
predicted=35.657920, expected=32.000000
predicted=32.926663, expected=56.000000
predicted=43.877536, expected=24.000000
predicted=32.672311, expected=48.000000
predicted=36.339666, expected=48.000000
predicted=42.975336, expected=16.000000
predicted=31.785583, expected=8.000000
predicted=31.483328, expected=36.000000
predicted=30.743919, expected=8.000000
predicted=25.594966, expected=20.000000
predicted=24.123537, expected=24.000000
predicted=20.587131, expected=4.000000
predicted=12.396953, expected=16.000000
predicted=19.669343, expected=20.000000
predicted=15.709460, expected=24.000000
predicted=18.609773, expected=16.000000
predicted=18.168875, expected=32.000000
predicted=19.348987, expected=48.000000
predicted=29.321261, expected=20.000000
predicted=24.515433, expected=32.000000
predicted=28.751845, expected=8.000000
predicted=22.449635, expected=12.000000
predicted=22.297824, expected=8.000000
predicted=22.389536, expected=48.000000
predicted=25.138650, expected=4.000000
predicted=18.423614, expected=8.000000
predicted=11.494453, expected=20.000000
predicted=18.374037, expected=24.000000
predicted=16.935596, expected=4.000000
predicted=19.062083, expected=12.000000
predicted=11.130726, expected=24.000000
predicted=16.378580, expected=20.000000
predicted=17.402435, expected=40.000000
predicted=24.649569, expected=28.000000
predicted=21.248767, expected=12.000000
predicted=19.001364, expected=12.000000
predicted=21.420893, expected=16.000000
predicted=19.835554, expected=40.000000
predicted=28.708559, expected=28.000000
predicted=24.474288, expected=36.000000
predicted=24.503313, expected=20.000000
predicted=23.800776, expected=8.000000
predicted=19.871388, expected=24.000000
predicted=27.499750, expected=12.000000
predicted=20.172556, expected=56.000000
predicted=31.803882, expected=20.000000
predicted=23.640074, expected=28.000000
predicted=21.868104, expected=8.000000
predicted=23.498195, expected=12.000000
predicted=18.009487, expected=16.000000
predicted=26.330285, expected=28.000000
predicted=19.873707, expected=32.000000
predicted=23.783149, expected=4.000000
predicted=13.387825, expected=12.000000
predicted=15.496706, expected=24.000000
predicted=20.305137, expected=8.000000
predicted=16.684395, expected=12.000000
predicted=16.435271, expected=24.000000
predicted=15.090843, expected=32.000000
predicted=19.883801, expected=20.000000
predicted=20.509952, expected=16.000000
predicted=16.953790, expected=28.000000
predicted=22.173128, expected=24.000000
predicted=23.840479, expected=12.000000
predicted=21.012940, expected=16.000000
predicted=18.983883, expected=36.000000
predicted=23.826343, expected=56.000000
predicted=33.361401, expected=20.000000
predicted=25.670402, expected=28.000000
predicted=25.991676, expected=16.000000
predicted=26.164794, expected=16.000000
predicted=25.933070, expected=20.000000
predicted=28.747432, expected=8.000000
predicted=16.085833, expected=44.000000
predicted=26.274169, expected=12.000000
predicted=18.469734, expected=24.000000
predicted=19.360233, expected=16.000000
predicted=21.331953, expected=4.000000
predicted=13.327359, expected=32.000000
predicted=26.192813, expected=28.000000
predicted=20.399285, expected=48.000000
predicted=28.357961, expected=28.000000
predicted=26.276945, expected=12.000000
predicted=20.017680, expected=4.000000
predicted=22.723963, expected=20.000000
predicted=22.934448, expected=36.000000
predicted=29.270018, expected=16.000000
predicted=19.444369, expected=24.000000
predicted=18.529527, expected=36.000000
predicted=23.714106, expected=4.000000
predicted=18.781092, expected=32.000000
predicted=26.564981, expected=44.000000
predicted=29.034787, expected=56.000000
predicted=34.921347, expected=28.000000
predicted=33.225395, expected=12.000000
predicted=23.130299, expected=28.000000
predicted=32.815105, expected=24.000000
predicted=31.912840, expected=24.000000
predicted=30.110906, expected=52.000000
predicted=32.530645, expected=8.000000
predicted=20.706740, expected=20.000000
predicted=24.090044, expected=16.000000
predicted=23.963638, expected=24.000000
predicted=23.000559, expected=12.000000
predicted=23.938976, expected=12.000000
predicted=13.526317, expected=20.000000
predicted=18.353509, expected=24.000000
predicted=18.667857, expected=12.000000
predicted=16.988908, expected=8.000000
predicted=13.065428, expected=8.000000
predicted=12.910206, expected=24.000000
predicted=17.610932, expected=20.000000
predicted=17.621483, expected=4.000000
predicted=10.676612, expected=28.000000
predicted=16.776349, expected=12.000000
predicted=14.945629, expected=12.000000
predicted=15.691060, expected=20.000000
predicted=17.711395, expected=20.000000
predicted=15.172893, expected=20.000000
predicted=19.682945, expected=20.000000
predicted=17.290206, expected=4.000000
predicted=13.475080, expected=24.000000
predicted=18.955810, expected=24.000000
predicted=20.189087, expected=20.000000
predicted=18.364716, expected=4.000000
predicted=14.605267, expected=40.000000
predicted=20.964926, expected=32.000000
predicted=25.943251, expected=20.000000
predicted=21.758629, expected=24.000000
predicted=23.716100, expected=16.000000
predicted=19.660144, expected=16.000000
predicted=24.428972, expected=28.000000
predicted=24.725981, expected=16.000000
predicted=19.273996, expected=16.000000
predicted=18.867446, expected=12.000000
predicted=16.659060, expected=24.000000
predicted=18.971365, expected=32.000000
predicted=23.981684, expected=8.000000
predicted=15.852684, expected=24.000000
predicted=19.501921, expected=48.000000
predicted=27.924589, expected=20.000000
predicted=24.255968, expected=28.000000
predicted=27.038250, expected=20.000000
predicted=23.102131, expected=52.000000
predicted=33.729037, expected=48.000000
predicted=39.741212, expected=40.000000
predicted=33.252161, expected=24.000000
predicted=33.247484, expected=20.000000
predicted=30.238412, expected=4.000000
predicted=28.982989, expected=16.000000
predicted=25.663848, expected=32.000000
predicted=26.398679, expected=40.000000
predicted=25.422894, expected=4.000000
predicted=16.651215, expected=20.000000
predicted=17.560863, expected=8.000000
predicted=18.532097, expected=20.000000
predicted=20.649565, expected=20.000000
predicted=21.740326, expected=12.000000
predicted=12.100491, expected=20.000000
predicted=17.624434, expected=12.000000
predicted=14.194699, expected=32.000000
predicted=21.107148, expected=20.000000
predicted=19.962380, expected=16.000000
predicted=16.804683, expected=20.000000
predicted=20.465481, expected=20.000000
predicted=19.080145, expected=8.000000
predicted=18.526761, expected=16.000000
predicted=16.777122, expected=16.000000
predicted=16.271579, expected=28.000000
predicted=19.478158, expected=16.000000
predicted=17.569342, expected=16.000000
predicted=15.222987, expected=20.000000
predicted=19.008301, expected=12.000000
predicted=16.586186, expected=4.000000
predicted=14.978609, expected=12.000000
predicted=13.463613, expected=32.000000
predicted=18.770018, expected=12.000000
predicted=15.068042, expected=24.000000
predicted=16.376763, expected=24.000000
predicted=18.372369, expected=16.000000
predicted=17.875353, expected=20.000000
predicted=22.279262, expected=28.000000
predicted=21.157677, expected=20.000000
predicted=21.688656, expected=36.000000
predicted=25.804651, expected=40.000000
predicted=28.234008, expected=28.000000
predicted=27.218484, expected=32.000000
predicted=30.667926, expected=28.000000
predicted=29.427123, expected=4.000000
predicted=24.420217, expected=12.000000
predicted=23.484740, expected=12.000000
predicted=19.360247, expected=8.000000
predicted=15.653520, expected=44.000000
predicted=23.565729, expected=60.000000
predicted=28.168391, expected=4.000000
predicted=18.077486, expected=12.000000
predicted=19.953893, expected=24.000000
predicted=24.436023, expected=44.000000
predicted=33.911462, expected=20.000000
predicted=29.597441, expected=4.000000
predicted=13.690336, expected=60.000000
predicted=32.222294, expected=36.000000
predicted=31.273078, expected=32.000000
predicted=32.090641, expected=36.000000
predicted=32.570257, expected=56.000000
predicted=36.780704, expected=24.000000
predicted=39.616028, expected=16.000000
predicted=30.317297, expected=8.000000
predicted=26.600272, expected=24.000000
predicted=27.026740, expected=28.000000
predicted=29.271971, expected=8.000000
predicted=16.205349, expected=24.000000
predicted=19.103647, expected=12.000000
predicted=16.012295, expected=28.000000
predicted=21.364376, expected=12.000000
predicted=18.999946, expected=12.000000
predicted=13.859617, expected=16.000000
predicted=18.412985, expected=16.000000
predicted=15.204365, expected=28.000000
predicted=20.980635, expected=12.000000
predicted=14.973329, expected=28.000000
predicted=19.309265, expected=24.000000
predicted=21.412629, expected=24.000000
predicted=21.018778, expected=24.000000
predicted=24.279479, expected=20.000000
predicted=20.625112, expected=8.000000
predicted=19.616505, expected=20.000000
predicted=20.409504, expected=24.000000
predicted=21.199143, expected=16.000000
predicted=18.097741, expected=20.000000
predicted=18.644167, expected=40.000000
predicted=23.536566, expected=24.000000
predicted=23.311952, expected=12.000000
predicted=20.565259, expected=12.000000
predicted=19.554746, expected=16.000000
predicted=19.673819, expected=48.000000
predicted=30.283679, expected=24.000000
predicted=22.803648, expected=28.000000
predicted=22.346105, expected=8.000000
predicted=20.443139, expected=16.000000
predicted=20.813384, expected=4.000000
predicted=21.414432, expected=20.000000
predicted=17.221031, expected=8.000000
predicted=14.707949, expected=4.000000
predicted=8.034688, expected=12.000000
predicted=11.962540, expected=8.000000
predicted=8.389060, expected=8.000000
predicted=10.206328, expected=28.000000
predicted=14.080866, expected=8.000000
predicted=9.940872, expected=24.000000
predicted=15.424279, expected=12.000000
predicted=14.490145, expected=16.000000
predicted=14.363294, expected=8.000000
predicted=16.343174, expected=16.000000
predicted=13.346106, expected=16.000000
predicted=16.484376, expected=28.000000
predicted=17.237909, expected=16.000000
predicted=16.638636, expected=28.000000
predicted=18.886030, expected=12.000000
predicted=18.333012, expected=12.000000
predicted=16.631710, expected=12.000000
Test MSE: 183.335
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982])]
predicted=20.179529, expected=28.000000
predicted=21.998805, expected=8.000000
predicted=19.318532, expected=16.000000
predicted=17.892826, expected=16.000000
predicted=19.961935, expected=12.000000
predicted=16.546168, expected=20.000000
predicted=17.004411, expected=12.000000
predicted=13.897309, expected=52.000000
predicted=22.661451, expected=36.000000
predicted=26.472933, expected=32.000000
predicted=26.167384, expected=20.000000
predicted=25.839976, expected=36.000000
predicted=31.053997, expected=4.000000
predicted=30.700660, expected=20.000000
predicted=23.691240, expected=28.000000
predicted=24.617927, expected=36.000000
predicted=25.979641, expected=28.000000
predicted=26.048472, expected=8.000000
predicted=18.033416, expected=20.000000
predicted=21.868443, expected=16.000000
predicted=23.634693, expected=28.000000
predicted=24.249017, expected=28.000000
predicted=22.351749, expected=44.000000
predicted=24.646257, expected=8.000000
predicted=22.979590, expected=16.000000
predicted=20.363936, expected=16.000000
predicted=23.499427, expected=16.000000
predicted=22.667761, expected=36.000000
predicted=24.822898, expected=8.000000
predicted=16.555051, expected=12.000000
predicted=15.217390, expected=4.000000
predicted=14.336046, expected=32.000000
predicted=19.658496, expected=12.000000
predicted=19.512246, expected=20.000000
predicted=13.316085, expected=8.000000
predicted=13.730054, expected=44.000000
predicted=20.371280, expected=20.000000
predicted=24.984233, expected=40.000000
predicted=22.364581, expected=24.000000
predicted=26.097304, expected=20.000000
predicted=24.066516, expected=16.000000
predicted=27.256083, expected=24.000000
predicted=24.171696, expected=16.000000
predicted=24.703708, expected=20.000000
predicted=19.754402, expected=44.000000
predicted=24.543815, expected=16.000000
predicted=23.478090, expected=36.000000
predicted=24.188572, expected=28.000000
predicted=27.002222, expected=36.000000
predicted=29.792605, expected=36.000000
predicted=33.607622, expected=56.000000
predicted=34.852889, expected=20.000000
predicted=35.803832, expected=28.000000
predicted=30.728961, expected=8.000000
predicted=30.412979, expected=24.000000
predicted=28.407251, expected=32.000000
predicted=31.646027, expected=24.000000
predicted=23.508984, expected=8.000000
predicted=19.342330, expected=24.000000
predicted=18.218843, expected=20.000000
predicted=23.589744, expected=8.000000
predicted=19.485998, expected=40.000000
predicted=20.843252, expected=36.000000
predicted=24.601625, expected=4.000000
predicted=20.894267, expected=28.000000
predicted=20.255295, expected=12.000000
predicted=21.428529, expected=8.000000
predicted=21.996882, expected=16.000000
predicted=18.300844, expected=16.000000
predicted=13.975150, expected=28.000000
predicted=19.519974, expected=16.000000
predicted=16.241233, expected=20.000000
predicted=15.919486, expected=28.000000
predicted=20.727785, expected=28.000000
predicted=23.179734, expected=36.000000
predicted=26.707084, expected=4.000000
predicted=20.903015, expected=32.000000
predicted=22.646444, expected=28.000000
predicted=27.950891, expected=12.000000
predicted=23.640753, expected=12.000000
predicted=19.929833, expected=36.000000
predicted=20.176012, expected=24.000000
predicted=26.220350, expected=4.000000
predicted=18.541775, expected=16.000000
predicted=15.666363, expected=40.000000
predicted=23.018581, expected=16.000000
predicted=24.397593, expected=24.000000
predicted=19.840396, expected=36.000000
predicted=22.290604, expected=8.000000
predicted=22.663436, expected=28.000000
predicted=25.449788, expected=28.000000
predicted=23.710379, expected=28.000000
predicted=25.525117, expected=16.000000
predicted=24.581358, expected=20.000000
predicted=19.773412, expected=40.000000
predicted=27.572788, expected=12.000000
predicted=24.661357, expected=36.000000
predicted=24.789568, expected=12.000000
predicted=22.853261, expected=16.000000
predicted=21.441877, expected=24.000000
predicted=24.550241, expected=12.000000
predicted=18.592619, expected=20.000000
predicted=20.524790, expected=32.000000
predicted=19.479490, expected=24.000000
predicted=21.704342, expected=20.000000
predicted=21.730432, expected=8.000000
predicted=18.173172, expected=28.000000
predicted=21.671821, expected=28.000000
predicted=24.949947, expected=40.000000
predicted=25.251808, expected=28.000000
predicted=25.360584, expected=20.000000
predicted=23.434884, expected=32.000000
predicted=28.953578, expected=20.000000
predicted=28.467808, expected=24.000000
predicted=27.701494, expected=28.000000
predicted=25.670969, expected=12.000000
predicted=22.502123, expected=12.000000
predicted=21.035590, expected=16.000000
predicted=18.626265, expected=32.000000
predicted=21.687494, expected=44.000000
predicted=25.743709, expected=32.000000
predicted=24.488536, expected=20.000000
predicted=23.933208, expected=12.000000
predicted=24.033503, expected=24.000000
predicted=27.628508, expected=4.000000
predicted=24.112800, expected=32.000000
predicted=21.228739, expected=52.000000
predicted=26.131726, expected=28.000000
predicted=25.492278, expected=12.000000
predicted=22.991375, expected=28.000000
predicted=23.483893, expected=4.000000
predicted=26.482948, expected=4.000000
predicted=22.501707, expected=8.000000
predicted=14.553967, expected=16.000000
predicted=12.566588, expected=20.000000
predicted=15.450819, expected=12.000000
predicted=10.333185, expected=20.000000
predicted=12.569359, expected=12.000000
predicted=14.173731, expected=12.000000
predicted=14.930399, expected=32.000000
predicted=18.964313, expected=24.000000
predicted=19.377089, expected=28.000000
predicted=21.488545, expected=16.000000
predicted=19.568188, expected=36.000000
predicted=23.902425, expected=20.000000
predicted=26.973851, expected=4.000000
predicted=19.982633, expected=32.000000
predicted=22.757776, expected=24.000000
predicted=22.768063, expected=28.000000
predicted=25.279410, expected=28.000000
predicted=22.685877, expected=24.000000
predicted=21.908754, expected=20.000000
predicted=25.963093, expected=12.000000
predicted=21.910785, expected=36.000000
predicted=25.334221, expected=40.000000
predicted=28.631480, expected=8.000000
predicted=22.843429, expected=12.000000
predicted=19.354579, expected=16.000000
predicted=19.734789, expected=16.000000
predicted=22.710805, expected=8.000000
predicted=17.944766, expected=36.000000
predicted=16.267888, expected=16.000000
predicted=17.740257, expected=20.000000
predicted=18.030051, expected=44.000000
predicted=23.843973, expected=8.000000
predicted=21.032143, expected=20.000000
predicted=23.906076, expected=4.000000
predicted=17.481563, expected=28.000000
predicted=20.768193, expected=12.000000
predicted=21.732425, expected=12.000000
predicted=13.113071, expected=16.000000
predicted=15.435397, expected=12.000000
predicted=13.370905, expected=16.000000
predicted=16.790898, expected=20.000000
predicted=14.835716, expected=32.000000
predicted=18.552310, expected=24.000000
predicted=20.438333, expected=8.000000
predicted=17.340628, expected=12.000000
predicted=17.337238, expected=12.000000
predicted=17.897877, expected=20.000000
predicted=19.368358, expected=4.000000
predicted=13.861231, expected=36.000000
predicted=15.294578, expected=24.000000
predicted=18.966324, expected=4.000000
predicted=15.578197, expected=12.000000
predicted=15.674555, expected=12.000000
predicted=14.435692, expected=12.000000
predicted=18.118622, expected=8.000000
predicted=12.629661, expected=40.000000
predicted=15.064218, expected=20.000000
predicted=18.209924, expected=12.000000
predicted=16.242720, expected=24.000000
predicted=18.450628, expected=24.000000
predicted=20.750757, expected=20.000000
predicted=24.651983, expected=16.000000
predicted=19.074431, expected=28.000000
predicted=20.247862, expected=32.000000
predicted=24.845752, expected=44.000000
predicted=28.406270, expected=4.000000
predicted=23.040723, expected=28.000000
predicted=23.574177, expected=36.000000
predicted=29.469931, expected=24.000000
predicted=28.555037, expected=4.000000
predicted=23.708229, expected=8.000000
predicted=15.391623, expected=20.000000
predicted=20.607780, expected=48.000000
predicted=25.990591, expected=24.000000
predicted=22.123064, expected=4.000000
predicted=15.408424, expected=36.000000
predicted=22.907659, expected=8.000000
predicted=23.183237, expected=16.000000
predicted=23.554608, expected=16.000000
predicted=17.859537, expected=20.000000
predicted=16.065826, expected=16.000000
predicted=19.685391, expected=36.000000
predicted=18.732187, expected=16.000000
predicted=19.915863, expected=20.000000
predicted=19.908955, expected=4.000000
predicted=18.198417, expected=12.000000
predicted=16.671749, expected=16.000000
predicted=18.793583, expected=20.000000
predicted=15.096413, expected=24.000000
predicted=16.744362, expected=20.000000
predicted=15.418609, expected=8.000000
predicted=15.769232, expected=20.000000
predicted=17.735959, expected=4.000000
predicted=15.975814, expected=20.000000
predicted=16.419279, expected=32.000000
predicted=18.628554, expected=12.000000
predicted=15.456432, expected=20.000000
predicted=17.752654, expected=20.000000
predicted=17.227719, expected=28.000000
predicted=22.226622, expected=4.000000
predicted=19.666084, expected=32.000000
predicted=18.848925, expected=12.000000
predicted=19.749197, expected=8.000000
predicted=16.676023, expected=16.000000
predicted=17.416007, expected=12.000000
predicted=13.345782, expected=12.000000
predicted=16.322096, expected=16.000000
predicted=12.754378, expected=28.000000
predicted=15.459915, expected=24.000000
predicted=18.412052, expected=8.000000
predicted=15.830878, expected=16.000000
predicted=16.567024, expected=4.000000
predicted=15.609872, expected=28.000000
predicted=18.941689, expected=24.000000
predicted=18.655006, expected=24.000000
predicted=16.832540, expected=24.000000
predicted=19.854746, expected=16.000000
predicted=18.650843, expected=12.000000
predicted=21.235106, expected=16.000000
predicted=19.451041, expected=4.000000
predicted=16.118121, expected=28.000000
predicted=17.474640, expected=16.000000
predicted=15.984785, expected=32.000000
predicted=17.922013, expected=4.000000
predicted=16.473188, expected=8.000000
predicted=13.403723, expected=4.000000
predicted=15.912560, expected=16.000000
predicted=13.619025, expected=28.000000
predicted=17.570453, expected=28.000000
predicted=14.768586, expected=8.000000
predicted=14.219341, expected=20.000000
predicted=15.748362, expected=8.000000
predicted=17.755484, expected=8.000000
predicted=16.946259, expected=12.000000
predicted=15.037004, expected=24.000000
predicted=13.561272, expected=16.000000
predicted=15.529489, expected=16.000000
predicted=13.309044, expected=28.000000
predicted=17.054167, expected=8.000000
predicted=16.787200, expected=12.000000
predicted=17.080553, expected=20.000000
predicted=16.844654, expected=16.000000
predicted=16.865103, expected=4.000000
predicted=15.182340, expected=20.000000
predicted=12.839647, expected=8.000000
predicted=13.374245, expected=20.000000
predicted=15.084734, expected=32.000000
predicted=17.660397, expected=24.000000
predicted=17.439701, expected=16.000000
predicted=19.592820, expected=32.000000
predicted=21.005337, expected=12.000000
predicted=22.332299, expected=20.000000
predicted=22.917160, expected=12.000000
predicted=19.558691, expected=24.000000
predicted=19.038049, expected=20.000000
predicted=21.452251, expected=16.000000
predicted=16.715334, expected=12.000000
predicted=17.185602, expected=12.000000
predicted=15.294166, expected=12.000000
predicted=16.501997, expected=24.000000
predicted=16.771738, expected=20.000000
predicted=16.566910, expected=12.000000
predicted=14.777756, expected=12.000000
predicted=14.602431, expected=16.000000
predicted=15.606439, expected=24.000000
predicted=18.983789, expected=24.000000
predicted=18.739771, expected=44.000000
predicted=22.311876, expected=40.000000
predicted=26.813642, expected=12.000000
predicted=24.813045, expected=24.000000
predicted=26.589527, expected=12.000000
predicted=25.272572, expected=12.000000
predicted=24.924294, expected=24.000000
predicted=22.662446, expected=16.000000
predicted=16.585396, expected=32.000000
predicted=20.948177, expected=24.000000
predicted=19.980175, expected=8.000000
predicted=17.856876, expected=8.000000
predicted=17.892543, expected=12.000000
predicted=16.184263, expected=4.000000
predicted=15.801772, expected=12.000000
predicted=12.339371, expected=36.000000
predicted=14.460635, expected=20.000000
predicted=15.832563, expected=12.000000
predicted=15.061444, expected=28.000000
predicted=17.385091, expected=12.000000
predicted=19.065955, expected=24.000000
predicted=23.228277, expected=16.000000
predicted=18.857114, expected=4.000000
predicted=14.718212, expected=8.000000
predicted=15.580552, expected=20.000000
predicted=14.145852, expected=12.000000
predicted=15.319143, expected=28.000000
predicted=15.581901, expected=16.000000
predicted=14.116425, expected=16.000000
predicted=15.549745, expected=16.000000
predicted=17.907205, expected=20.000000
predicted=17.511430, expected=24.000000
predicted=21.232014, expected=8.000000
predicted=16.238795, expected=40.000000
predicted=20.893368, expected=12.000000
predicted=20.093417, expected=16.000000
predicted=19.263263, expected=16.000000
predicted=19.330596, expected=8.000000
predicted=15.384466, expected=20.000000
predicted=20.531157, expected=16.000000
predicted=14.799999, expected=16.000000
predicted=15.505723, expected=40.000000
predicted=20.140026, expected=32.000000
predicted=22.216891, expected=28.000000
predicted=25.184703, expected=28.000000
predicted=25.424106, expected=12.000000
predicted=24.109906, expected=8.000000
predicted=24.473475, expected=20.000000
predicted=21.803740, expected=32.000000
predicted=23.190937, expected=16.000000
predicted=20.721356, expected=20.000000
predicted=17.139130, expected=16.000000
predicted=17.237588, expected=4.000000
predicted=17.210934, expected=4.000000
predicted=15.671469, expected=20.000000
predicted=13.803033, expected=20.000000
predicted=15.686108, expected=16.000000
predicted=14.133220, expected=20.000000
predicted=13.212581, expected=20.000000
predicted=15.659723, expected=4.000000
predicted=16.203540, expected=20.000000
predicted=16.621771, expected=24.000000
predicted=17.931375, expected=8.000000
predicted=16.374851, expected=24.000000
predicted=17.026980, expected=12.000000
predicted=14.135861, expected=20.000000
predicted=18.251968, expected=36.000000
predicted=22.093924, expected=8.000000
predicted=17.145351, expected=8.000000
predicted=17.299197, expected=16.000000
predicted=15.426901, expected=4.000000
predicted=15.429547, expected=8.000000
predicted=15.140496, expected=8.000000
predicted=8.353977, expected=28.000000
predicted=12.775287, expected=40.000000
predicted=19.649292, expected=12.000000
predicted=15.932173, expected=8.000000
predicted=14.855150, expected=8.000000
predicted=14.861557, expected=8.000000
Test MSE: 127.088
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703])]
predicted=16.586738, expected=16.000000
predicted=13.682161, expected=8.000000
predicted=11.763716, expected=8.000000
predicted=10.630471, expected=80.000000
predicted=20.113592, expected=4.000000
predicted=23.790267, expected=24.000000
predicted=24.203984, expected=20.000000
predicted=21.783166, expected=20.000000
predicted=24.549769, expected=4.000000
predicted=29.809180, expected=16.000000
predicted=13.461101, expected=4.000000
predicted=14.947984, expected=4.000000
predicted=11.650922, expected=8.000000
predicted=9.638251, expected=4.000000
predicted=6.274979, expected=20.000000
predicted=9.528303, expected=12.000000
predicted=8.739469, expected=32.000000
predicted=12.981469, expected=32.000000
predicted=18.128929, expected=12.000000
predicted=18.870720, expected=16.000000
predicted=20.622557, expected=28.000000
predicted=20.487740, expected=4.000000
predicted=21.487739, expected=20.000000
predicted=19.357659, expected=16.000000
predicted=15.347862, expected=28.000000
predicted=18.369660, expected=20.000000
predicted=20.510010, expected=12.000000
predicted=16.354188, expected=4.000000
predicted=16.654011, expected=16.000000
predicted=15.025725, expected=12.000000
predicted=15.752868, expected=20.000000
predicted=14.497517, expected=8.000000
predicted=12.465572, expected=20.000000
predicted=12.611822, expected=24.000000
predicted=16.555764, expected=16.000000
predicted=16.841695, expected=16.000000
predicted=17.813389, expected=4.000000
predicted=14.133187, expected=8.000000
predicted=14.330763, expected=16.000000
predicted=13.971238, expected=8.000000
predicted=11.707067, expected=16.000000
predicted=11.765133, expected=24.000000
predicted=12.158871, expected=8.000000
predicted=13.568498, expected=24.000000
predicted=16.020506, expected=12.000000
predicted=14.910367, expected=16.000000
predicted=16.606233, expected=4.000000
predicted=15.253789, expected=28.000000
predicted=14.125671, expected=20.000000
predicted=17.994151, expected=12.000000
predicted=15.848285, expected=20.000000
predicted=16.621530, expected=16.000000
predicted=15.598833, expected=16.000000
predicted=19.234918, expected=12.000000
predicted=16.286533, expected=24.000000
predicted=16.042311, expected=8.000000
predicted=16.530993, expected=32.000000
predicted=17.601396, expected=8.000000
predicted=17.219237, expected=20.000000
predicted=16.882315, expected=20.000000
predicted=18.830594, expected=16.000000
predicted=16.761958, expected=32.000000
predicted=21.875993, expected=16.000000
predicted=18.610635, expected=16.000000
predicted=20.264623, expected=16.000000
predicted=19.032365, expected=8.000000
predicted=16.976459, expected=12.000000
predicted=17.180944, expected=20.000000
predicted=14.308572, expected=8.000000
predicted=13.850298, expected=52.000000
predicted=18.524703, expected=4.000000
predicted=18.676189, expected=24.000000
predicted=19.658432, expected=12.000000
predicted=19.661164, expected=24.000000
predicted=19.095197, expected=12.000000
predicted=23.702172, expected=28.000000
predicted=16.034832, expected=4.000000
predicted=18.611006, expected=12.000000
predicted=14.648479, expected=20.000000
predicted=16.433517, expected=16.000000
predicted=15.166304, expected=16.000000
predicted=17.185189, expected=16.000000
predicted=13.416325, expected=20.000000
predicted=16.174600, expected=4.000000
predicted=16.133169, expected=24.000000
predicted=15.198650, expected=28.000000
predicted=17.669699, expected=4.000000
predicted=17.240731, expected=8.000000
predicted=15.034637, expected=12.000000
predicted=11.778850, expected=12.000000
predicted=14.839401, expected=12.000000
predicted=13.845257, expected=28.000000
predicted=11.794809, expected=20.000000
predicted=15.481992, expected=12.000000
predicted=16.485934, expected=12.000000
predicted=15.627028, expected=24.000000
predicted=16.733710, expected=8.000000
predicted=18.464214, expected=4.000000
predicted=13.986224, expected=32.000000
predicted=13.914756, expected=4.000000
predicted=14.562896, expected=4.000000
predicted=13.993636, expected=12.000000
predicted=9.814880, expected=20.000000
predicted=11.140856, expected=12.000000
predicted=15.823883, expected=20.000000
predicted=11.726447, expected=28.000000
predicted=15.114402, expected=20.000000
predicted=18.755255, expected=8.000000
predicted=18.919155, expected=12.000000
predicted=15.923849, expected=24.000000
predicted=17.707105, expected=12.000000
predicted=18.280150, expected=8.000000
predicted=14.905967, expected=8.000000
predicted=11.535242, expected=8.000000
predicted=11.370656, expected=32.000000
predicted=15.089017, expected=4.000000
predicted=13.131848, expected=28.000000
predicted=14.124406, expected=12.000000
predicted=15.367111, expected=12.000000
predicted=15.404119, expected=32.000000
predicted=20.074416, expected=12.000000
predicted=16.456392, expected=16.000000
predicted=19.618207, expected=20.000000
predicted=16.675293, expected=12.000000
predicted=16.971097, expected=32.000000
predicted=20.786727, expected=28.000000
predicted=19.748819, expected=8.000000
predicted=20.394573, expected=16.000000
predicted=19.213108, expected=4.000000
predicted=15.951195, expected=20.000000
predicted=17.969372, expected=16.000000
predicted=16.077613, expected=12.000000
predicted=12.842272, expected=16.000000
predicted=14.113093, expected=4.000000
predicted=11.732290, expected=20.000000
predicted=14.320246, expected=20.000000
predicted=14.533860, expected=16.000000
predicted=15.027151, expected=16.000000
predicted=15.647811, expected=16.000000
predicted=14.548922, expected=20.000000
predicted=17.889584, expected=20.000000
predicted=18.158865, expected=4.000000
predicted=16.052137, expected=16.000000
predicted=14.847225, expected=24.000000
predicted=15.869613, expected=20.000000
predicted=17.823704, expected=24.000000
predicted=18.485317, expected=12.000000
predicted=16.438899, expected=12.000000
predicted=17.831459, expected=16.000000
predicted=17.813229, expected=12.000000
predicted=16.150902, expected=20.000000
predicted=16.264750, expected=8.000000
predicted=13.661479, expected=28.000000
predicted=15.182117, expected=12.000000
predicted=16.480665, expected=8.000000
predicted=15.006500, expected=16.000000
predicted=15.020377, expected=8.000000
predicted=12.955529, expected=60.000000
predicted=20.489617, expected=20.000000
predicted=22.035300, expected=4.000000
predicted=20.679404, expected=24.000000
predicted=20.256628, expected=12.000000
predicted=20.419983, expected=4.000000
predicted=23.548875, expected=-4.000000
predicted=10.466840, expected=20.000000
predicted=8.366431, expected=36.000000
predicted=14.867328, expected=12.000000
predicted=14.699599, expected=4.000000
predicted=12.624038, expected=16.000000
predicted=12.468696, expected=28.000000
predicted=18.460625, expected=12.000000
predicted=19.286116, expected=44.000000
predicted=18.412041, expected=20.000000
predicted=20.549019, expected=16.000000
predicted=23.255984, expected=8.000000
predicted=21.703136, expected=20.000000
predicted=18.858720, expected=4.000000
predicted=20.026213, expected=12.000000
predicted=13.498822, expected=48.000000
predicted=16.468958, expected=36.000000
predicted=21.253838, expected=20.000000
predicted=24.848826, expected=32.000000
predicted=24.327821, expected=12.000000
predicted=25.874021, expected=24.000000
predicted=29.302127, expected=44.000000
predicted=27.498462, expected=24.000000
predicted=26.458421, expected=8.000000
predicted=25.648299, expected=16.000000
predicted=20.316342, expected=4.000000
predicted=19.701472, expected=20.000000
predicted=20.216919, expected=16.000000
predicted=15.057499, expected=32.000000
predicted=15.522915, expected=20.000000
predicted=18.444097, expected=8.000000
predicted=16.642262, expected=8.000000
predicted=17.194075, expected=12.000000
predicted=15.313318, expected=16.000000
predicted=16.650910, expected=28.000000
predicted=15.525831, expected=12.000000
predicted=14.288492, expected=4.000000
predicted=13.469699, expected=8.000000
predicted=12.706945, expected=20.000000
predicted=14.074480, expected=24.000000
predicted=16.747677, expected=8.000000
predicted=13.357088, expected=36.000000
predicted=15.480069, expected=20.000000
predicted=18.816755, expected=8.000000
predicted=20.223737, expected=8.000000
predicted=17.482446, expected=4.000000
predicted=13.111274, expected=16.000000
predicted=16.072429, expected=24.000000
predicted=13.550132, expected=4.000000
predicted=11.279845, expected=12.000000
predicted=11.172556, expected=12.000000
predicted=11.038557, expected=8.000000
predicted=12.952598, expected=16.000000
predicted=13.194549, expected=16.000000
predicted=10.821281, expected=32.000000
predicted=15.685248, expected=16.000000
predicted=16.948877, expected=4.000000
predicted=15.490279, expected=12.000000
predicted=15.401404, expected=32.000000
predicted=17.699686, expected=36.000000
predicted=22.783409, expected=4.000000
predicted=18.378977, expected=8.000000
predicted=15.418529, expected=12.000000
predicted=16.349214, expected=16.000000
predicted=18.645834, expected=20.000000
predicted=17.130400, expected=16.000000
predicted=12.341780, expected=16.000000
predicted=14.381329, expected=4.000000
predicted=14.022351, expected=12.000000
predicted=13.917952, expected=12.000000
predicted=13.461023, expected=60.000000
predicted=19.044779, expected=12.000000
predicted=20.114111, expected=8.000000
predicted=17.987118, expected=16.000000
predicted=18.822100, expected=12.000000
predicted=19.583704, expected=8.000000
predicted=22.062269, expected=4.000000
predicted=10.107539, expected=40.000000
predicted=13.554618, expected=28.000000
predicted=17.977796, expected=12.000000
predicted=17.831093, expected=20.000000
predicted=17.973828, expected=8.000000
predicted=17.788783, expected=12.000000
predicted=21.141288, expected=8.000000
predicted=15.237689, expected=28.000000
predicted=14.216504, expected=4.000000
predicted=14.025214, expected=4.000000
predicted=10.816572, expected=20.000000
predicted=12.058484, expected=4.000000
predicted=11.262156, expected=16.000000
predicted=13.553381, expected=16.000000
predicted=10.047724, expected=4.000000
predicted=10.634926, expected=12.000000
predicted=12.339250, expected=16.000000
predicted=10.616489, expected=8.000000
predicted=12.417980, expected=4.000000
predicted=10.485255, expected=8.000000
predicted=8.203764, expected=16.000000
predicted=10.466420, expected=8.000000
predicted=10.451221, expected=8.000000
predicted=8.767594, expected=12.000000
predicted=8.848416, expected=28.000000
predicted=12.714589, expected=4.000000
predicted=13.242933, expected=20.000000
predicted=13.107394, expected=24.000000
predicted=15.112810, expected=20.000000
predicted=17.871036, expected=4.000000
predicted=17.739805, expected=16.000000
predicted=13.929038, expected=8.000000
predicted=15.378922, expected=16.000000
predicted=15.126179, expected=28.000000
predicted=15.272947, expected=12.000000
predicted=13.749419, expected=16.000000
predicted=16.235025, expected=12.000000
predicted=14.791145, expected=24.000000
predicted=17.668851, expected=24.000000
predicted=19.696819, expected=16.000000
predicted=17.348775, expected=8.000000
predicted=16.870741, expected=12.000000
predicted=15.645736, expected=20.000000
predicted=17.386896, expected=16.000000
predicted=16.462446, expected=28.000000
predicted=16.556842, expected=20.000000
predicted=16.877755, expected=4.000000
predicted=16.878068, expected=4.000000
predicted=15.596716, expected=12.000000
predicted=13.728899, expected=4.000000
predicted=12.898370, expected=12.000000
predicted=9.926077, expected=16.000000
predicted=8.195072, expected=20.000000
predicted=10.923613, expected=16.000000
predicted=13.405752, expected=8.000000
predicted=12.370571, expected=8.000000
predicted=13.208346, expected=12.000000
predicted=13.259171, expected=16.000000
predicted=13.591956, expected=20.000000
predicted=13.474163, expected=16.000000
predicted=13.147093, expected=16.000000
predicted=14.367595, expected=24.000000
predicted=16.880629, expected=20.000000
predicted=18.545938, expected=12.000000
predicted=18.357426, expected=8.000000
predicted=16.024115, expected=4.000000
predicted=13.978836, expected=16.000000
predicted=14.292085, expected=12.000000
predicted=12.383431, expected=4.000000
predicted=9.732618, expected=8.000000
predicted=8.544382, expected=20.000000
predicted=9.970575, expected=16.000000
predicted=12.889823, expected=12.000000
predicted=12.250941, expected=8.000000
predicted=10.960836, expected=8.000000
predicted=11.679282, expected=16.000000
predicted=13.501820, expected=8.000000
predicted=11.625777, expected=12.000000
predicted=10.802517, expected=12.000000
predicted=10.403808, expected=20.000000
predicted=12.326501, expected=8.000000
predicted=12.983001, expected=8.000000
predicted=11.274023, expected=16.000000
predicted=12.369806, expected=16.000000
predicted=13.169033, expected=8.000000
predicted=13.258811, expected=4.000000
predicted=9.973936, expected=20.000000
predicted=11.467249, expected=24.000000
predicted=14.528875, expected=8.000000
predicted=13.826949, expected=8.000000
predicted=11.977095, expected=16.000000
predicted=12.560011, expected=16.000000
predicted=15.438559, expected=32.000000
predicted=17.580722, expected=24.000000
predicted=16.902274, expected=8.000000
predicted=17.240870, expected=8.000000
predicted=17.290546, expected=16.000000
predicted=16.980331, expected=12.000000
predicted=17.450259, expected=12.000000
predicted=14.000357, expected=16.000000
predicted=11.706952, expected=4.000000
predicted=11.222232, expected=16.000000
predicted=12.800634, expected=4.000000
predicted=10.664000, expected=36.000000
predicted=14.251878, expected=12.000000
predicted=14.810318, expected=8.000000
predicted=13.279567, expected=12.000000
predicted=14.549400, expected=8.000000
predicted=12.761821, expected=16.000000
predicted=16.383794, expected=8.000000
predicted=10.738496, expected=12.000000
predicted=10.565074, expected=28.000000
predicted=13.583864, expected=12.000000
predicted=13.826134, expected=8.000000
predicted=14.399959, expected=12.000000
predicted=12.885017, expected=8.000000
Test MSE: 116.066
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665])]
predicted=87.892105, expected=52.000000
predicted=67.241733, expected=72.000000
predicted=66.656100, expected=48.000000
predicted=66.994589, expected=56.000000
predicted=79.333042, expected=84.000000
predicted=80.738508, expected=116.000000
predicted=77.155368, expected=64.000000
predicted=70.900988, expected=40.000000
predicted=56.553112, expected=88.000000
predicted=73.607782, expected=52.000000
predicted=74.265348, expected=76.000000
predicted=80.567536, expected=104.000000
predicted=75.273103, expected=116.000000
predicted=79.757658, expected=60.000000
predicted=78.280424, expected=40.000000
predicted=61.917012, expected=64.000000
predicted=74.786736, expected=64.000000
predicted=80.422494, expected=60.000000
predicted=75.072128, expected=120.000000
predicted=75.736122, expected=40.000000
predicted=55.935034, expected=32.000000
predicted=55.403252, expected=92.000000
predicted=71.503294, expected=72.000000
predicted=70.788611, expected=72.000000
predicted=79.771762, expected=56.000000
predicted=54.413854, expected=96.000000
predicted=67.956434, expected=100.000000
predicted=87.507314, expected=20.000000
predicted=60.065011, expected=52.000000
predicted=62.820701, expected=112.000000
predicted=78.674065, expected=36.000000
predicted=69.588112, expected=72.000000
predicted=70.977403, expected=88.000000
predicted=59.498659, expected=96.000000
predicted=76.212715, expected=92.000000
predicted=88.708725, expected=72.000000
predicted=67.201990, expected=52.000000
predicted=72.257434, expected=48.000000
predicted=72.579608, expected=80.000000
predicted=79.703481, expected=100.000000
predicted=82.859781, expected=68.000000
predicted=69.330566, expected=96.000000
predicted=72.674677, expected=68.000000
predicted=69.787627, expected=76.000000
predicted=80.254348, expected=60.000000
predicted=78.622983, expected=60.000000
predicted=69.028024, expected=60.000000
predicted=73.042475, expected=120.000000
predicted=81.824122, expected=92.000000
predicted=80.323089, expected=68.000000
predicted=70.516859, expected=80.000000
predicted=75.250811, expected=56.000000
predicted=72.468322, expected=56.000000
predicted=82.558980, expected=84.000000
predicted=78.609475, expected=88.000000
predicted=74.830303, expected=32.000000
predicted=61.644646, expected=68.000000
predicted=62.339709, expected=56.000000
predicted=61.901063, expected=64.000000
predicted=69.192423, expected=60.000000
predicted=65.486245, expected=40.000000
predicted=46.775389, expected=100.000000
predicted=71.617971, expected=100.000000
predicted=73.426364, expected=92.000000
predicted=75.990945, expected=36.000000
predicted=60.942655, expected=40.000000
predicted=57.584461, expected=44.000000
predicted=71.375743, expected=100.000000
predicted=81.952632, expected=76.000000
predicted=71.668632, expected=36.000000
predicted=46.363889, expected=40.000000
predicted=49.005295, expected=52.000000
predicted=55.906806, expected=88.000000
predicted=77.047403, expected=128.000000
predicted=81.480184, expected=116.000000
predicted=74.924492, expected=148.000000
predicted=93.388903, expected=84.000000
predicted=88.704860, expected=24.000000
predicted=80.886696, expected=92.000000
predicted=103.818949, expected=44.000000
predicted=86.028906, expected=44.000000
predicted=81.511317, expected=88.000000
predicted=70.623772, expected=92.000000
predicted=63.267128, expected=80.000000
predicted=77.415659, expected=84.000000
predicted=67.727726, expected=80.000000
predicted=72.006720, expected=48.000000
predicted=74.434810, expected=76.000000
predicted=79.301058, expected=100.000000
predicted=83.515657, expected=72.000000
predicted=77.515433, expected=48.000000
predicted=66.608123, expected=52.000000
predicted=59.457788, expected=44.000000
predicted=64.118084, expected=72.000000
predicted=73.436320, expected=92.000000
predicted=70.832243, expected=56.000000
predicted=56.890287, expected=96.000000
predicted=69.766136, expected=68.000000
predicted=65.468472, expected=60.000000
predicted=70.999870, expected=52.000000
predicted=70.293380, expected=52.000000
predicted=60.808764, expected=64.000000
predicted=71.212851, expected=76.000000
predicted=66.153060, expected=60.000000
predicted=60.126577, expected=72.000000
predicted=61.854125, expected=64.000000
predicted=61.970219, expected=76.000000
predicted=69.409150, expected=48.000000
predicted=64.021483, expected=56.000000
predicted=60.648260, expected=60.000000
predicted=63.975728, expected=68.000000
predicted=64.143068, expected=112.000000
predicted=79.370355, expected=36.000000
predicted=54.690635, expected=48.000000
predicted=57.603689, expected=52.000000
predicted=59.993826, expected=56.000000
predicted=63.869445, expected=88.000000
predicted=78.264620, expected=92.000000
predicted=62.831911, expected=44.000000
predicted=55.706978, expected=80.000000
predicted=66.501413, expected=96.000000
predicted=76.867172, expected=80.000000
predicted=82.333767, expected=60.000000
predicted=74.045095, expected=76.000000
predicted=67.603021, expected=136.000000
predicted=96.993733, expected=52.000000
predicted=79.727292, expected=80.000000
predicted=78.928208, expected=64.000000
predicted=71.673108, expected=48.000000
predicted=72.398998, expected=80.000000
predicted=87.918394, expected=88.000000
predicted=70.007980, expected=96.000000
predicted=80.578249, expected=40.000000
predicted=61.352776, expected=140.000000
predicted=86.324129, expected=60.000000
predicted=79.717746, expected=64.000000
predicted=79.054085, expected=68.000000
predicted=78.081059, expected=80.000000
predicted=71.588096, expected=164.000000
predicted=116.679542, expected=36.000000
predicted=67.392317, expected=76.000000
predicted=75.018055, expected=40.000000
predicted=68.894266, expected=48.000000
predicted=74.202617, expected=40.000000
predicted=78.489522, expected=72.000000
predicted=53.753227, expected=116.000000
predicted=76.389620, expected=88.000000
predicted=66.265891, expected=36.000000
predicted=55.497640, expected=56.000000
predicted=59.711647, expected=56.000000
predicted=70.361922, expected=60.000000
predicted=76.641582, expected=76.000000
predicted=68.260139, expected=120.000000
predicted=71.534322, expected=52.000000
predicted=63.867115, expected=36.000000
predicted=57.347071, expected=68.000000
predicted=66.800920, expected=44.000000
predicted=66.422823, expected=80.000000
predicted=78.356107, expected=80.000000
predicted=61.595546, expected=112.000000
predicted=71.843797, expected=60.000000
predicted=69.194398, expected=40.000000
predicted=58.471207, expected=36.000000
predicted=63.972796, expected=68.000000
predicted=71.082288, expected=68.000000
predicted=74.164352, expected=132.000000
predicted=77.530593, expected=128.000000
predicted=80.264480, expected=36.000000
predicted=60.773284, expected=44.000000
predicted=67.908029, expected=88.000000
predicted=83.199351, expected=56.000000
predicted=88.737020, expected=60.000000
predicted=76.820087, expected=76.000000
predicted=57.671917, expected=116.000000
predicted=77.068831, expected=48.000000
predicted=71.135102, expected=56.000000
predicted=62.500943, expected=52.000000
predicted=63.565512, expected=52.000000
predicted=67.479164, expected=80.000000
predicted=78.550881, expected=80.000000
predicted=62.482611, expected=72.000000
predicted=64.217189, expected=56.000000
predicted=60.070308, expected=64.000000
predicted=63.944138, expected=88.000000
predicted=77.941932, expected=60.000000
predicted=70.202099, expected=56.000000
predicted=64.350083, expected=104.000000
predicted=74.525833, expected=112.000000
predicted=84.519388, expected=48.000000
predicted=73.089477, expected=60.000000
predicted=66.799997, expected=76.000000
predicted=73.421848, expected=64.000000
predicted=81.294826, expected=52.000000
predicted=72.714113, expected=84.000000
predicted=64.668521, expected=72.000000
predicted=67.691980, expected=68.000000
predicted=69.945854, expected=72.000000
predicted=67.735892, expected=116.000000
predicted=80.506756, expected=76.000000
predicted=80.601668, expected=88.000000
predicted=80.394314, expected=56.000000
predicted=72.316257, expected=152.000000
predicted=101.404660, expected=80.000000
predicted=96.152377, expected=44.000000
predicted=73.073174, expected=68.000000
predicted=79.481838, expected=44.000000
predicted=67.676689, expected=56.000000
predicted=85.335407, expected=56.000000
predicted=61.305028, expected=92.000000
predicted=63.485024, expected=96.000000
predicted=73.279334, expected=64.000000
predicted=62.016450, expected=56.000000
predicted=63.812716, expected=64.000000
predicted=67.768192, expected=92.000000
predicted=83.769483, expected=80.000000
predicted=79.770448, expected=104.000000
predicted=78.788455, expected=40.000000
predicted=62.794206, expected=68.000000
predicted=71.446476, expected=44.000000
predicted=70.617300, expected=64.000000
predicted=69.622300, expected=68.000000
predicted=72.086498, expected=72.000000
predicted=58.323230, expected=132.000000
predicted=83.753365, expected=48.000000
predicted=61.676388, expected=64.000000
predicted=69.391958, expected=80.000000
predicted=76.287994, expected=52.000000
predicted=71.970076, expected=84.000000
predicted=87.064838, expected=48.000000
predicted=57.370336, expected=92.000000
predicted=73.154107, expected=24.000000
predicted=58.824130, expected=28.000000
predicted=49.306388, expected=84.000000
predicted=68.574338, expected=68.000000
predicted=59.545137, expected=80.000000
predicted=69.417055, expected=64.000000
predicted=51.674145, expected=92.000000
predicted=66.690688, expected=60.000000
predicted=73.475331, expected=52.000000
predicted=65.768385, expected=56.000000
predicted=67.175647, expected=60.000000
predicted=64.371344, expected=76.000000
predicted=72.332248, expected=76.000000
predicted=64.786502, expected=76.000000
predicted=64.912367, expected=104.000000
predicted=76.398712, expected=104.000000
predicted=82.789830, expected=44.000000
predicted=71.997143, expected=76.000000
predicted=77.774581, expected=100.000000
predicted=86.859837, expected=64.000000
predicted=83.474772, expected=72.000000
predicted=79.023569, expected=44.000000
predicted=58.641325, expected=60.000000
predicted=69.691389, expected=44.000000
predicted=66.591505, expected=80.000000
predicted=65.234968, expected=168.000000
predicted=93.609220, expected=20.000000
predicted=55.562560, expected=40.000000
predicted=59.591002, expected=112.000000
predicted=77.980367, expected=56.000000
predicted=79.020223, expected=56.000000
predicted=86.258387, expected=72.000000
predicted=53.783602, expected=28.000000
predicted=52.880953, expected=64.000000
predicted=72.593019, expected=108.000000
predicted=70.278391, expected=60.000000
predicted=62.515356, expected=48.000000
predicted=60.625846, expected=32.000000
predicted=46.943339, expected=68.000000
predicted=66.236584, expected=60.000000
predicted=70.079121, expected=92.000000
predicted=65.447639, expected=116.000000
predicted=72.605299, expected=52.000000
predicted=59.532007, expected=32.000000
predicted=62.042628, expected=76.000000
predicted=70.972982, expected=48.000000
predicted=71.324261, expected=76.000000
predicted=77.010349, expected=80.000000
predicted=61.248056, expected=112.000000
predicted=71.607080, expected=96.000000
predicted=81.703447, expected=44.000000
predicted=64.777742, expected=56.000000
predicted=73.152394, expected=72.000000
predicted=77.802851, expected=96.000000
predicted=89.272794, expected=88.000000
predicted=80.081621, expected=64.000000
predicted=63.406077, expected=64.000000
predicted=68.299380, expected=76.000000
predicted=76.516625, expected=60.000000
predicted=76.300922, expected=48.000000
predicted=66.843819, expected=52.000000
predicted=59.690048, expected=96.000000
predicted=71.774363, expected=72.000000
predicted=69.267328, expected=60.000000
predicted=62.179528, expected=100.000000
predicted=71.706578, expected=40.000000
predicted=61.946387, expected=52.000000
predicted=71.642769, expected=96.000000
predicted=74.642027, expected=72.000000
predicted=69.666393, expected=88.000000
predicted=80.454827, expected=60.000000
predicted=60.419754, expected=68.000000
predicted=69.167121, expected=52.000000
predicted=72.844511, expected=40.000000
predicted=61.585008, expected=92.000000
predicted=75.002578, expected=84.000000
predicted=68.153906, expected=80.000000
predicted=70.428192, expected=48.000000
predicted=58.680994, expected=76.000000
predicted=66.738402, expected=108.000000
predicted=88.296903, expected=48.000000
predicted=71.025126, expected=32.000000
predicted=61.113933, expected=84.000000
predicted=66.649549, expected=136.000000
predicted=91.282264, expected=72.000000
predicted=81.248152, expected=64.000000
predicted=65.202364, expected=96.000000
predicted=75.485015, expected=60.000000
predicted=82.173365, expected=68.000000
predicted=89.204490, expected=60.000000
predicted=68.158963, expected=128.000000
predicted=86.603858, expected=44.000000
predicted=72.116222, expected=84.000000
predicted=73.677266, expected=96.000000
predicted=79.949810, expected=44.000000
predicted=69.148053, expected=92.000000
predicted=90.414859, expected=80.000000
predicted=69.399224, expected=84.000000
predicted=82.163699, expected=92.000000
predicted=84.139924, expected=20.000000
predicted=56.435607, expected=92.000000
predicted=82.905928, expected=52.000000
predicted=68.460339, expected=56.000000
predicted=68.862160, expected=76.000000
predicted=69.029367, expected=40.000000
predicted=48.602509, expected=52.000000
predicted=64.623262, expected=72.000000
predicted=59.114049, expected=84.000000
predicted=66.247969, expected=108.000000
predicted=77.478962, expected=84.000000
predicted=68.347308, expected=140.000000
predicted=92.148349, expected=68.000000
predicted=83.975094, expected=60.000000
predicted=85.540022, expected=56.000000
predicted=83.937574, expected=48.000000
predicted=75.370118, expected=92.000000
predicted=90.009737, expected=52.000000
predicted=61.162448, expected=116.000000
predicted=76.656705, expected=100.000000
predicted=75.997868, expected=64.000000
predicted=72.104822, expected=80.000000
predicted=82.880972, expected=52.000000
predicted=70.305062, expected=68.000000
predicted=84.944821, expected=80.000000
predicted=78.511551, expected=100.000000
predicted=77.495600, expected=116.000000
predicted=86.761754, expected=68.000000
predicted=73.053205, expected=88.000000
predicted=83.684378, expected=68.000000
predicted=82.461935, expected=92.000000
predicted=92.814853, expected=112.000000
predicted=97.285102, expected=124.000000
predicted=93.904363, expected=36.000000
predicted=76.762213, expected=40.000000
predicted=70.749340, expected=60.000000
predicted=77.945335, expected=44.000000
predicted=74.722256, expected=80.000000
predicted=75.552440, expected=88.000000
predicted=58.619138, expected=100.000000
predicted=69.517867, expected=64.000000
predicted=67.374644, expected=92.000000
predicted=75.126258, expected=76.000000
predicted=81.340611, expected=72.000000
predicted=82.322519, expected=104.000000
predicted=89.559561, expected=116.000000
predicted=88.982280, expected=96.000000
predicted=92.570400, expected=48.000000
predicted=76.147917, expected=80.000000
predicted=83.423578, expected=92.000000
predicted=93.341878, expected=28.000000
predicted=75.327518, expected=76.000000
predicted=74.490269, expected=96.000000
predicted=70.947050, expected=112.000000
predicted=87.287118, expected=60.000000
predicted=74.038364, expected=56.000000
predicted=61.803690, expected=80.000000
predicted=79.898824, expected=36.000000
predicted=71.903574, expected=72.000000
predicted=76.630713, expected=80.000000
predicted=65.396853, expected=88.000000
predicted=70.936447, expected=56.000000
predicted=66.470305, expected=52.000000
predicted=57.677736, expected=96.000000
predicted=77.878274, expected=56.000000
predicted=70.479638, expected=80.000000
predicted=75.267074, expected=76.000000
predicted=67.092751, expected=112.000000
predicted=81.517506, expected=68.000000
predicted=79.816606, expected=96.000000
predicted=80.176978, expected=60.000000
predicted=77.028922, expected=52.000000
predicted=74.386984, expected=72.000000
predicted=80.935107, expected=108.000000
predicted=81.424832, expected=100.000000
predicted=86.104108, expected=44.000000
predicted=64.381346, expected=76.000000
predicted=71.680565, expected=84.000000
predicted=80.835207, expected=32.000000
predicted=73.153034, expected=84.000000
predicted=76.490809, expected=72.000000
predicted=62.960660, expected=104.000000
predicted=81.372978, expected=64.000000
predicted=71.138879, expected=100.000000
predicted=73.821040, expected=64.000000
predicted=77.911121, expected=88.000000
predicted=82.688067, expected=92.000000
predicted=88.371287, expected=36.000000
predicted=66.826099, expected=60.000000
predicted=74.969920, expected=116.000000
predicted=81.445531, expected=52.000000
predicted=72.960253, expected=80.000000
predicted=76.010295, expected=60.000000
predicted=60.068571, expected=96.000000
predicted=79.797922, expected=68.000000
predicted=81.341877, expected=84.000000
predicted=72.278894, expected=60.000000
predicted=72.087395, expected=36.000000
predicted=61.997385, expected=52.000000
predicted=68.395713, expected=60.000000
Test MSE: 787.183
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349])]
predicted=19.006317, expected=20.000000
predicted=17.470598, expected=8.000000
predicted=16.511531, expected=44.000000
predicted=25.678836, expected=40.000000
predicted=23.485413, expected=8.000000
predicted=20.344579, expected=28.000000
predicted=28.440672, expected=32.000000
predicted=24.086474, expected=16.000000
predicted=25.098138, expected=32.000000
predicted=30.304082, expected=40.000000
predicted=26.227632, expected=36.000000
predicted=30.411659, expected=12.000000
predicted=26.692170, expected=12.000000
predicted=22.833098, expected=20.000000
predicted=23.786426, expected=28.000000
predicted=24.459465, expected=40.000000
predicted=28.340049, expected=16.000000
predicted=19.662794, expected=28.000000
predicted=25.509816, expected=16.000000
predicted=22.198776, expected=24.000000
predicted=24.357326, expected=24.000000
predicted=25.853625, expected=20.000000
predicted=19.915802, expected=16.000000
predicted=21.433016, expected=48.000000
predicted=28.318239, expected=28.000000
predicted=24.914953, expected=20.000000
predicted=25.980472, expected=12.000000
predicted=23.258730, expected=28.000000
predicted=23.707111, expected=32.000000
predicted=28.906990, expected=12.000000
predicted=20.143010, expected=36.000000
predicted=27.344748, expected=40.000000
predicted=26.648003, expected=48.000000
predicted=34.200865, expected=24.000000
predicted=31.808432, expected=44.000000
predicted=35.518675, expected=8.000000
predicted=27.902237, expected=44.000000
predicted=36.889796, expected=24.000000
predicted=31.007158, expected=36.000000
predicted=29.504896, expected=44.000000
predicted=37.693020, expected=12.000000
predicted=22.069707, expected=4.000000
predicted=26.515087, expected=12.000000
predicted=20.215332, expected=12.000000
predicted=16.976461, expected=16.000000
predicted=18.263225, expected=20.000000
predicted=14.227597, expected=28.000000
predicted=16.599562, expected=24.000000
predicted=19.093910, expected=32.000000
predicted=23.587972, expected=8.000000
predicted=18.447453, expected=16.000000
predicted=20.871377, expected=44.000000
predicted=28.548584, expected=44.000000
predicted=28.113424, expected=16.000000
predicted=26.228858, expected=32.000000
predicted=29.031523, expected=20.000000
predicted=24.593474, expected=16.000000
predicted=26.391030, expected=12.000000
predicted=23.743738, expected=16.000000
predicted=17.005075, expected=24.000000
predicted=21.073664, expected=4.000000
predicted=12.961778, expected=4.000000
predicted=12.369191, expected=4.000000
predicted=9.383413, expected=16.000000
predicted=11.030745, expected=24.000000
predicted=15.120679, expected=8.000000
predicted=8.978212, expected=40.000000
predicted=21.044749, expected=12.000000
predicted=14.150127, expected=40.000000
predicted=26.389101, expected=32.000000
predicted=27.401072, expected=32.000000
predicted=25.682868, expected=28.000000
predicted=32.537373, expected=4.000000
predicted=19.387022, expected=12.000000
predicted=24.020819, expected=8.000000
predicted=16.810407, expected=8.000000
predicted=13.737240, expected=32.000000
predicted=19.675459, expected=36.000000
predicted=18.186974, expected=28.000000
predicted=21.856110, expected=24.000000
predicted=23.691201, expected=16.000000
predicted=21.303316, expected=16.000000
predicted=23.547146, expected=44.000000
predicted=30.577895, expected=44.000000
predicted=30.026025, expected=24.000000
predicted=27.587619, expected=36.000000
predicted=32.469520, expected=8.000000
predicted=22.695208, expected=24.000000
predicted=29.795084, expected=12.000000
predicted=23.189458, expected=16.000000
predicted=18.393336, expected=24.000000
predicted=22.458584, expected=36.000000
predicted=21.064217, expected=20.000000
predicted=21.801398, expected=12.000000
predicted=19.061594, expected=16.000000
predicted=19.859602, expected=20.000000
predicted=19.772421, expected=20.000000
predicted=21.100244, expected=36.000000
predicted=23.803254, expected=20.000000
predicted=19.499627, expected=40.000000
predicted=28.202964, expected=40.000000
predicted=30.553691, expected=12.000000
predicted=23.756926, expected=4.000000
predicted=24.151082, expected=92.000000
predicted=43.546802, expected=172.000000
predicted=77.904081, expected=12.000000
predicted=40.330270, expected=20.000000
predicted=58.471108, expected=44.000000
predicted=55.183973, expected=28.000000
predicted=47.488440, expected=52.000000
predicted=66.912829, expected=36.000000
predicted=30.739431, expected=32.000000
predicted=33.751033, expected=56.000000
predicted=45.753226, expected=32.000000
predicted=34.686470, expected=44.000000
predicted=44.483364, expected=24.000000
predicted=34.856244, expected=72.000000
predicted=48.178629, expected=64.000000
predicted=49.575766, expected=24.000000
predicted=38.340857, expected=52.000000
predicted=52.301647, expected=48.000000
predicted=43.691422, expected=56.000000
predicted=53.062649, expected=52.000000
predicted=51.395962, expected=32.000000
predicted=40.527945, expected=80.000000
predicted=59.928583, expected=68.000000
predicted=54.373416, expected=52.000000
predicted=55.662098, expected=36.000000
predicted=53.048895, expected=32.000000
predicted=46.301886, expected=48.000000
predicted=53.132490, expected=32.000000
predicted=41.802144, expected=56.000000
predicted=46.541032, expected=48.000000
predicted=41.774410, expected=88.000000
predicted=56.499053, expected=104.000000
predicted=68.402226, expected=24.000000
predicted=49.049073, expected=24.000000
predicted=57.900654, expected=32.000000
predicted=49.965195, expected=48.000000
predicted=51.258826, expected=44.000000
predicted=47.715847, expected=76.000000
predicted=47.574566, expected=36.000000
predicted=38.916958, expected=44.000000
predicted=47.504105, expected=56.000000
predicted=52.320102, expected=40.000000
predicted=44.902571, expected=32.000000
predicted=47.466441, expected=52.000000
predicted=45.573067, expected=64.000000
predicted=49.005040, expected=56.000000
predicted=50.360899, expected=48.000000
predicted=49.114756, expected=40.000000
predicted=46.809492, expected=56.000000
predicted=53.617687, expected=48.000000
predicted=50.642499, expected=72.000000
predicted=57.401778, expected=48.000000
predicted=49.884949, expected=28.000000
predicted=45.177545, expected=52.000000
predicted=53.651832, expected=20.000000
predicted=37.657830, expected=84.000000
predicted=59.762712, expected=64.000000
predicted=48.693042, expected=80.000000
predicted=57.604510, expected=32.000000
predicted=51.933629, expected=24.000000
predicted=45.701727, expected=8.000000
predicted=44.665993, expected=28.000000
predicted=38.305180, expected=12.000000
predicted=29.010778, expected=12.000000
predicted=18.821334, expected=28.000000
predicted=21.583796, expected=36.000000
predicted=21.341665, expected=28.000000
predicted=24.475742, expected=20.000000
predicted=22.262735, expected=16.000000
predicted=21.711652, expected=32.000000
predicted=27.741816, expected=48.000000
predicted=32.856492, expected=32.000000
predicted=28.549237, expected=40.000000
predicted=33.639474, expected=56.000000
predicted=39.866327, expected=16.000000
predicted=31.028089, expected=4.000000
predicted=30.282645, expected=16.000000
predicted=26.631569, expected=20.000000
predicted=23.066805, expected=16.000000
predicted=21.825941, expected=24.000000
predicted=18.211025, expected=40.000000
predicted=22.678680, expected=12.000000
predicted=17.800696, expected=36.000000
predicted=28.450466, expected=36.000000
predicted=27.549643, expected=20.000000
predicted=24.871460, expected=20.000000
predicted=28.426666, expected=32.000000
predicted=26.179743, expected=8.000000
predicted=21.085112, expected=24.000000
predicted=25.635579, expected=24.000000
predicted=21.254465, expected=12.000000
predicted=17.291461, expected=8.000000
predicted=18.106573, expected=20.000000
predicted=16.350099, expected=24.000000
predicted=18.906604, expected=20.000000
predicted=18.350902, expected=20.000000
predicted=18.076806, expected=12.000000
predicted=15.572070, expected=16.000000
predicted=18.384773, expected=12.000000
predicted=16.355833, expected=36.000000
predicted=22.663198, expected=20.000000
predicted=18.215515, expected=12.000000
predicted=16.923317, expected=8.000000
predicted=16.561804, expected=16.000000
predicted=16.158739, expected=8.000000
predicted=15.397566, expected=24.000000
predicted=17.172060, expected=20.000000
predicted=14.875247, expected=32.000000
predicted=19.963869, expected=16.000000
predicted=18.245124, expected=4.000000
predicted=14.447034, expected=56.000000
predicted=32.636133, expected=36.000000
predicted=24.922310, expected=28.000000
predicted=29.323394, expected=16.000000
predicted=25.590833, expected=32.000000
predicted=27.438058, expected=16.000000
predicted=28.213843, expected=44.000000
predicted=32.677582, expected=32.000000
predicted=27.840100, expected=4.000000
predicted=19.199916, expected=16.000000
predicted=25.568318, expected=24.000000
predicted=21.262774, expected=264.000000
predicted=102.339757, expected=4.000000
predicted=36.357909, expected=20.000000
predicted=57.490486, expected=16.000000
predicted=64.953275, expected=20.000000
predicted=48.248535, expected=48.000000
predicted=74.532755, expected=44.000000
predicted=25.277388, expected=16.000000
predicted=24.678349, expected=60.000000
predicted=38.247123, expected=20.000000
predicted=30.589910, expected=4.000000
predicted=29.572489, expected=24.000000
predicted=30.247701, expected=12.000000
predicted=20.071533, expected=28.000000
predicted=26.691393, expected=28.000000
predicted=20.028404, expected=16.000000
predicted=17.029119, expected=40.000000
predicted=27.238844, expected=28.000000
predicted=24.130249, expected=32.000000
predicted=28.925080, expected=12.000000
predicted=24.294553, expected=12.000000
predicted=22.190641, expected=24.000000
predicted=25.715693, expected=20.000000
predicted=20.719447, expected=16.000000
predicted=19.211070, expected=52.000000
predicted=26.374287, expected=12.000000
predicted=18.996338, expected=40.000000
predicted=29.721802, expected=40.000000
predicted=30.561092, expected=20.000000
predicted=27.179142, expected=16.000000
predicted=30.105492, expected=12.000000
predicted=21.873944, expected=44.000000
predicted=31.388998, expected=28.000000
predicted=25.911547, expected=40.000000
predicted=27.979242, expected=28.000000
predicted=27.277706, expected=16.000000
predicted=25.837829, expected=28.000000
predicted=31.710130, expected=36.000000
predicted=29.807321, expected=36.000000
predicted=31.021737, expected=40.000000
predicted=31.515342, expected=16.000000
predicted=26.136710, expected=12.000000
predicted=26.807145, expected=12.000000
predicted=24.751444, expected=24.000000
predicted=24.010253, expected=32.000000
predicted=24.065461, expected=52.000000
predicted=27.180359, expected=32.000000
predicted=26.002444, expected=32.000000
predicted=30.276509, expected=20.000000
predicted=30.412004, expected=12.000000
predicted=28.100554, expected=12.000000
predicted=26.464488, expected=16.000000
predicted=20.651560, expected=64.000000
predicted=31.296813, expected=16.000000
predicted=19.791691, expected=20.000000
predicted=23.149562, expected=28.000000
predicted=26.495770, expected=16.000000
predicted=24.181333, expected=36.000000
predicted=32.739645, expected=20.000000
predicted=21.267662, expected=32.000000
predicted=26.124266, expected=12.000000
predicted=22.312767, expected=28.000000
predicted=24.668971, expected=8.000000
predicted=21.037282, expected=36.000000
predicted=24.682428, expected=12.000000
predicted=19.820164, expected=36.000000
predicted=23.534728, expected=32.000000
predicted=25.843001, expected=28.000000
predicted=24.304568, expected=12.000000
predicted=24.835612, expected=20.000000
predicted=23.003460, expected=24.000000
predicted=25.668266, expected=16.000000
predicted=21.219970, expected=20.000000
predicted=20.522449, expected=4.000000
predicted=14.132683, expected=28.000000
predicted=20.412977, expected=12.000000
predicted=16.251528, expected=24.000000
predicted=18.065655, expected=24.000000
predicted=19.232988, expected=32.000000
predicted=20.921694, expected=52.000000
predicted=31.312652, expected=20.000000
predicted=24.540253, expected=16.000000
predicted=26.960176, expected=12.000000
predicted=24.944116, expected=24.000000
predicted=26.229543, expected=28.000000
predicted=26.475642, expected=44.000000
predicted=25.891669, expected=36.000000
predicted=26.533277, expected=12.000000
predicted=23.247746, expected=16.000000
predicted=26.201543, expected=16.000000
predicted=24.609833, expected=12.000000
predicted=22.132475, expected=16.000000
predicted=18.674805, expected=20.000000
predicted=15.613046, expected=44.000000
predicted=23.220908, expected=12.000000
predicted=17.538088, expected=8.000000
predicted=17.471853, expected=20.000000
predicted=20.665658, expected=36.000000
predicted=24.415789, expected=12.000000
predicted=20.669782, expected=4.000000
predicted=14.102238, expected=20.000000
predicted=17.567027, expected=32.000000
predicted=21.597019, expected=16.000000
predicted=19.161781, expected=16.000000
predicted=16.590677, expected=24.000000
predicted=19.015535, expected=16.000000
predicted=19.556165, expected=20.000000
predicted=21.143298, expected=24.000000
predicted=19.738770, expected=52.000000
predicted=28.096971, expected=28.000000
predicted=25.853005, expected=32.000000
predicted=28.687109, expected=32.000000
predicted=31.315897, expected=32.000000
predicted=32.516236, expected=16.000000
predicted=30.748267, expected=36.000000
predicted=30.771898, expected=16.000000
predicted=25.542476, expected=16.000000
predicted=24.053156, expected=20.000000
predicted=23.237545, expected=24.000000
predicted=21.123219, expected=12.000000
predicted=19.871605, expected=16.000000
predicted=17.387593, expected=36.000000
predicted=22.559352, expected=188.000000
predicted=66.813167, expected=456.000000
predicted=218.675221, expected=160.000000
predicted=122.027910, expected=128.000000
predicted=152.759002, expected=168.000000
predicted=186.621130, expected=136.000000
predicted=186.443837, expected=44.000000
predicted=167.216542, expected=24.000000
predicted=87.404613, expected=28.000000
predicted=65.095079, expected=52.000000
predicted=62.611371, expected=28.000000
predicted=42.102352, expected=32.000000
predicted=35.263091, expected=44.000000
predicted=38.425860, expected=16.000000
predicted=25.785437, expected=20.000000
predicted=29.240523, expected=16.000000
predicted=22.342922, expected=20.000000
predicted=21.646910, expected=28.000000
predicted=25.257874, expected=44.000000
predicted=30.387124, expected=12.000000
predicted=19.357786, expected=28.000000
predicted=27.563410, expected=12.000000
predicted=19.444544, expected=20.000000
predicted=21.652328, expected=24.000000
predicted=23.727249, expected=36.000000
predicted=25.860186, expected=12.000000
predicted=18.746075, expected=16.000000
predicted=19.798975, expected=4.000000
predicted=13.545968, expected=16.000000
predicted=16.325428, expected=28.000000
predicted=21.337644, expected=20.000000
predicted=16.546252, expected=24.000000
predicted=21.170394, expected=36.000000
predicted=26.573402, expected=16.000000
predicted=20.064510, expected=20.000000
predicted=23.699853, expected=16.000000
predicted=19.922633, expected=16.000000
predicted=18.537576, expected=12.000000
predicted=16.906176, expected=16.000000
predicted=15.798907, expected=36.000000
predicted=24.691367, expected=8.000000
predicted=13.384099, expected=24.000000
predicted=21.944704, expected=36.000000
predicted=26.577860, expected=24.000000
predicted=22.415034, expected=16.000000
predicted=22.815550, expected=40.000000
predicted=30.355056, expected=44.000000
predicted=33.510907, expected=8.000000
predicted=21.250186, expected=44.000000
predicted=36.775590, expected=20.000000
predicted=23.856129, expected=20.000000
predicted=25.774923, expected=16.000000
predicted=23.576486, expected=44.000000
predicted=30.188928, expected=44.000000
predicted=34.670896, expected=20.000000
predicted=25.323031, expected=28.000000
predicted=30.699800, expected=20.000000
predicted=24.773389, expected=12.000000
predicted=21.635249, expected=12.000000
predicted=19.514110, expected=16.000000
predicted=16.552191, expected=20.000000
predicted=18.028612, expected=8.000000
predicted=12.335030, expected=8.000000
predicted=11.687520, expected=20.000000
predicted=15.826703, expected=8.000000
predicted=10.398732, expected=12.000000
predicted=13.042590, expected=44.000000
predicted=26.027925, expected=24.000000
predicted=19.282911, expected=28.000000
predicted=26.114882, expected=12.000000
predicted=19.280180, expected=8.000000
Test MSE: 997.428
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984])]
predicted=21.004664, expected=8.000000
predicted=14.195689, expected=12.000000
predicted=13.785369, expected=12.000000
predicted=14.823899, expected=4.000000
predicted=20.663510, expected=8.000000
predicted=15.190389, expected=8.000000
predicted=8.296309, expected=36.000000
predicted=17.439945, expected=4.000000
predicted=12.226471, expected=12.000000
predicted=9.031204, expected=20.000000
predicted=14.303005, expected=20.000000
predicted=15.630970, expected=32.000000
predicted=26.331374, expected=20.000000
predicted=16.390222, expected=24.000000
predicted=19.496312, expected=16.000000
predicted=20.465813, expected=36.000000
predicted=25.287358, expected=20.000000
predicted=26.327740, expected=24.000000
predicted=22.157906, expected=68.000000
predicted=37.087861, expected=20.000000
predicted=28.348637, expected=20.000000
predicted=28.537573, expected=36.000000
predicted=29.097696, expected=36.000000
predicted=32.500796, expected=36.000000
predicted=42.961692, expected=20.000000
predicted=25.115562, expected=32.000000
predicted=27.414952, expected=16.000000
predicted=28.337448, expected=24.000000
predicted=27.483981, expected=16.000000
predicted=24.999999, expected=12.000000
predicted=17.886351, expected=16.000000
predicted=20.750408, expected=28.000000
predicted=19.855712, expected=32.000000
predicted=24.651349, expected=20.000000
predicted=20.236421, expected=16.000000
predicted=17.583222, expected=28.000000
predicted=22.206627, expected=4.000000
predicted=19.687995, expected=12.000000
predicted=18.759745, expected=32.000000
predicted=21.366932, expected=36.000000
predicted=24.098345, expected=44.000000
predicted=30.843333, expected=24.000000
predicted=21.754165, expected=28.000000
predicted=24.716961, expected=12.000000
predicted=26.250046, expected=24.000000
predicted=27.574829, expected=28.000000
predicted=30.645542, expected=40.000000
predicted=28.641515, expected=12.000000
predicted=23.496909, expected=12.000000
predicted=16.298829, expected=12.000000
predicted=19.378768, expected=12.000000
predicted=19.120616, expected=32.000000
predicted=26.245740, expected=48.000000
predicted=25.865214, expected=28.000000
predicted=23.890365, expected=16.000000
predicted=19.874199, expected=20.000000
predicted=20.890777, expected=12.000000
predicted=24.033898, expected=8.000000
predicted=23.884115, expected=4.000000
predicted=14.710498, expected=8.000000
predicted=11.006131, expected=44.000000
predicted=22.368733, expected=60.000000
predicted=30.378020, expected=24.000000
predicted=23.118851, expected=16.000000
predicted=18.217245, expected=32.000000
predicted=25.163315, expected=40.000000
predicted=38.603590, expected=32.000000
predicted=39.498832, expected=40.000000
predicted=31.210909, expected=56.000000
predicted=36.502318, expected=24.000000
predicted=34.545081, expected=4.000000
predicted=26.991161, expected=44.000000
predicted=33.632434, expected=28.000000
predicted=34.267067, expected=32.000000
predicted=36.259681, expected=28.000000
predicted=26.902746, expected=20.000000
predicted=19.937124, expected=8.000000
predicted=25.864469, expected=24.000000
predicted=23.437046, expected=28.000000
predicted=26.412076, expected=16.000000
predicted=21.546813, expected=40.000000
predicted=25.350534, expected=32.000000
predicted=23.799543, expected=44.000000
predicted=32.011950, expected=8.000000
predicted=24.825285, expected=16.000000
predicted=20.085405, expected=24.000000
predicted=28.925799, expected=8.000000
predicted=21.105419, expected=8.000000
predicted=20.573820, expected=16.000000
predicted=12.454337, expected=32.000000
predicted=20.140195, expected=16.000000
predicted=19.394652, expected=8.000000
predicted=11.599427, expected=24.000000
predicted=16.252463, expected=20.000000
predicted=19.088474, expected=12.000000
predicted=19.918377, expected=52.000000
predicted=26.642629, expected=12.000000
predicted=18.605769, expected=8.000000
predicted=17.960354, expected=16.000000
predicted=18.601611, expected=24.000000
predicted=19.063707, expected=16.000000
predicted=26.921276, expected=20.000000
predicted=15.894803, expected=16.000000
predicted=14.887510, expected=4.000000
predicted=13.237716, expected=32.000000
predicted=21.695358, expected=20.000000
predicted=18.999494, expected=32.000000
predicted=22.640276, expected=20.000000
predicted=20.408607, expected=52.000000
predicted=26.607394, expected=100.000000
predicted=54.182425, expected=40.000000
predicted=41.646137, expected=4.000000
predicted=30.632318, expected=12.000000
predicted=27.098712, expected=8.000000
predicted=32.038884, expected=24.000000
predicted=42.885365, expected=28.000000
predicted=25.963024, expected=20.000000
predicted=14.930425, expected=28.000000
predicted=20.083618, expected=40.000000
predicted=24.983250, expected=68.000000
predicted=40.516729, expected=40.000000
predicted=37.878748, expected=52.000000
predicted=39.125286, expected=36.000000
predicted=39.713505, expected=28.000000
predicted=38.791580, expected=48.000000
predicted=49.687089, expected=32.000000
predicted=38.429234, expected=16.000000
predicted=33.838160, expected=32.000000
predicted=31.914823, expected=40.000000
predicted=33.484600, expected=80.000000
predicted=51.570769, expected=68.000000
predicted=49.849610, expected=28.000000
predicted=35.516135, expected=24.000000
predicted=36.528262, expected=20.000000
predicted=36.490360, expected=4.000000
predicted=37.188054, expected=16.000000
predicted=31.084443, expected=56.000000
predicted=32.624268, expected=48.000000
predicted=33.809011, expected=28.000000
predicted=27.495606, expected=24.000000
predicted=22.583065, expected=52.000000
predicted=35.869949, expected=60.000000
predicted=51.278879, expected=48.000000
predicted=46.148126, expected=60.000000
predicted=45.562912, expected=56.000000
predicted=46.949659, expected=36.000000
predicted=48.194650, expected=36.000000
predicted=47.526667, expected=60.000000
predicted=51.138080, expected=68.000000
predicted=58.437394, expected=68.000000
predicted=58.557316, expected=60.000000
predicted=52.954683, expected=36.000000
predicted=46.498839, expected=36.000000
predicted=50.160138, expected=36.000000
predicted=50.018145, expected=68.000000
predicted=57.872341, expected=32.000000
predicted=46.120120, expected=80.000000
predicted=52.038758, expected=72.000000
predicted=56.819478, expected=72.000000
predicted=58.216424, expected=28.000000
predicted=54.215671, expected=76.000000
predicted=55.891479, expected=20.000000
predicted=55.409084, expected=36.000000
predicted=48.688436, expected=20.000000
predicted=43.849513, expected=8.000000
predicted=23.223414, expected=80.000000
predicted=55.307682, expected=8.000000
predicted=26.100924, expected=36.000000
predicted=30.746414, expected=8.000000
predicted=22.427645, expected=24.000000
predicted=21.061989, expected=20.000000
predicted=37.050928, expected=40.000000
predicted=23.444172, expected=32.000000
predicted=30.811374, expected=40.000000
predicted=26.517434, expected=32.000000
predicted=30.751157, expected=32.000000
predicted=29.836635, expected=20.000000
predicted=31.159440, expected=64.000000
predicted=40.812397, expected=72.000000
predicted=51.397759, expected=8.000000
predicted=31.805091, expected=40.000000
predicted=35.373641, expected=16.000000
predicted=29.775945, expected=4.000000
predicted=31.606878, expected=48.000000
predicted=41.339652, expected=44.000000
predicted=28.814314, expected=8.000000
predicted=26.072384, expected=36.000000
predicted=24.641518, expected=24.000000
predicted=22.677678, expected=36.000000
predicted=35.846004, expected=16.000000
predicted=28.765620, expected=16.000000
predicted=17.561962, expected=76.000000
predicted=42.661735, expected=40.000000
predicted=36.948194, expected=28.000000
predicted=33.644569, expected=24.000000
predicted=27.373845, expected=40.000000
predicted=33.160163, expected=12.000000
predicted=39.221894, expected=32.000000
predicted=30.641553, expected=32.000000
predicted=29.360520, expected=20.000000
predicted=24.913082, expected=12.000000
predicted=24.416186, expected=8.000000
predicted=14.851312, expected=4.000000
predicted=16.894723, expected=8.000000
predicted=15.428749, expected=8.000000
predicted=11.318400, expected=44.000000
predicted=19.919252, expected=44.000000
predicted=24.521784, expected=8.000000
predicted=15.089626, expected=4.000000
predicted=12.597325, expected=4.000000
predicted=12.418993, expected=16.000000
predicted=22.869221, expected=28.000000
predicted=24.964428, expected=48.000000
predicted=23.481693, expected=20.000000
predicted=18.506989, expected=16.000000
predicted=16.518658, expected=20.000000
predicted=21.378728, expected=32.000000
predicted=28.181641, expected=20.000000
predicted=29.405905, expected=40.000000
predicted=26.770507, expected=76.000000
predicted=40.682560, expected=24.000000
predicted=32.253831, expected=8.000000
predicted=26.228622, expected=20.000000
predicted=25.233725, expected=28.000000
predicted=32.529131, expected=28.000000
predicted=39.012139, expected=36.000000
predicted=26.927166, expected=28.000000
predicted=22.739481, expected=44.000000
predicted=31.368945, expected=32.000000
predicted=32.354868, expected=8.000000
predicted=24.111678, expected=36.000000
predicted=31.594504, expected=8.000000
predicted=23.083093, expected=32.000000
predicted=29.955106, expected=40.000000
predicted=30.945691, expected=44.000000
predicted=28.310432, expected=8.000000
predicted=25.921899, expected=32.000000
predicted=23.108434, expected=60.000000
predicted=40.771060, expected=32.000000
predicted=37.190477, expected=48.000000
predicted=40.580962, expected=28.000000
predicted=28.814129, expected=12.000000
predicted=28.796415, expected=12.000000
predicted=31.898886, expected=28.000000
predicted=27.250229, expected=20.000000
predicted=28.516812, expected=32.000000
predicted=25.253340, expected=28.000000
predicted=21.994717, expected=44.000000
predicted=28.037099, expected=12.000000
predicted=25.005275, expected=16.000000
predicted=21.069938, expected=16.000000
predicted=23.783202, expected=12.000000
predicted=20.125801, expected=52.000000
predicted=34.399687, expected=36.000000
predicted=26.147196, expected=8.000000
predicted=18.779020, expected=16.000000
predicted=19.143693, expected=24.000000
predicted=21.608321, expected=20.000000
predicted=29.778401, expected=12.000000
predicted=20.929471, expected=48.000000
predicted=24.151930, expected=36.000000
predicted=27.650840, expected=84.000000
predicted=45.181535, expected=24.000000
predicted=33.942454, expected=28.000000
predicted=29.369377, expected=8.000000
predicted=33.002971, expected=12.000000
predicted=26.655878, expected=56.000000
predicted=48.727339, expected=64.000000
predicted=39.534999, expected=28.000000
predicted=32.086744, expected=8.000000
predicted=19.331872, expected=28.000000
predicted=26.232756, expected=40.000000
predicted=41.811435, expected=32.000000
predicted=39.524538, expected=60.000000
predicted=37.667807, expected=60.000000
predicted=38.307066, expected=44.000000
predicted=41.400820, expected=20.000000
predicted=36.721538, expected=28.000000
predicted=34.869822, expected=28.000000
predicted=41.051107, expected=32.000000
predicted=39.268511, expected=40.000000
predicted=36.329115, expected=12.000000
predicted=22.572375, expected=8.000000
predicted=20.487448, expected=36.000000
predicted=27.979303, expected=20.000000
predicted=25.959169, expected=24.000000
predicted=26.376646, expected=16.000000
predicted=17.298433, expected=28.000000
predicted=20.172698, expected=20.000000
predicted=25.815109, expected=8.000000
predicted=16.695216, expected=20.000000
predicted=19.754448, expected=16.000000
predicted=17.393277, expected=8.000000
predicted=16.777861, expected=40.000000
predicted=23.216411, expected=48.000000
predicted=27.045088, expected=16.000000
predicted=22.649960, expected=20.000000
predicted=20.998411, expected=12.000000
predicted=17.946049, expected=36.000000
predicted=31.879649, expected=4.000000
predicted=24.319908, expected=24.000000
predicted=18.176422, expected=24.000000
predicted=21.420672, expected=4.000000
predicted=13.393032, expected=20.000000
predicted=21.501282, expected=8.000000
predicted=11.109655, expected=24.000000
predicted=19.545565, expected=24.000000
predicted=20.609253, expected=28.000000
predicted=17.661618, expected=8.000000
predicted=16.864712, expected=24.000000
predicted=17.342676, expected=16.000000
predicted=20.650255, expected=4.000000
predicted=15.383804, expected=4.000000
predicted=13.874554, expected=12.000000
predicted=10.500352, expected=32.000000
predicted=20.777083, expected=28.000000
predicted=19.564935, expected=12.000000
predicted=12.621278, expected=16.000000
predicted=13.895273, expected=36.000000
predicted=23.432752, expected=12.000000
predicted=22.829996, expected=12.000000
predicted=18.647134, expected=52.000000
predicted=27.183750, expected=24.000000
predicted=24.668131, expected=104.000000
predicted=52.372567, expected=80.000000
predicted=51.563929, expected=20.000000
predicted=35.908302, expected=36.000000
predicted=46.369006, expected=24.000000
predicted=37.708241, expected=12.000000
predicted=49.156499, expected=4.000000
predicted=32.200361, expected=16.000000
predicted=17.451501, expected=12.000000
predicted=19.688234, expected=16.000000
predicted=16.244752, expected=44.000000
predicted=22.581473, expected=8.000000
predicted=13.746848, expected=8.000000
predicted=14.020369, expected=8.000000
predicted=12.715130, expected=36.000000
predicted=22.489432, expected=16.000000
predicted=24.726904, expected=8.000000
predicted=11.270694, expected=8.000000
predicted=10.934589, expected=20.000000
predicted=15.012917, expected=12.000000
predicted=19.502655, expected=16.000000
predicted=14.275398, expected=20.000000
predicted=14.329305, expected=20.000000
predicted=15.600780, expected=8.000000
predicted=14.996733, expected=164.000000
predicted=61.826454, expected=264.000000
predicted=131.943625, expected=148.000000
predicted=108.678136, expected=36.000000
predicted=63.672130, expected=8.000000
predicted=52.943589, expected=4.000000
predicted=86.832117, expected=12.000000
predicted=95.392358, expected=72.000000
predicted=78.004746, expected=28.000000
predicted=30.968465, expected=40.000000
predicted=27.006224, expected=4.000000
predicted=14.463337, expected=12.000000
predicted=17.498019, expected=80.000000
predicted=60.589197, expected=20.000000
predicted=28.633934, expected=32.000000
predicted=31.488710, expected=20.000000
predicted=20.671762, expected=56.000000
predicted=38.583835, expected=16.000000
predicted=39.073477, expected=28.000000
predicted=25.459782, expected=28.000000
predicted=30.095334, expected=52.000000
predicted=37.318527, expected=16.000000
predicted=32.030996, expected=28.000000
predicted=24.522775, expected=20.000000
predicted=25.990817, expected=24.000000
predicted=26.132224, expected=32.000000
predicted=34.378054, expected=12.000000
predicted=17.573579, expected=20.000000
predicted=22.020943, expected=12.000000
predicted=17.448451, expected=28.000000
predicted=23.792145, expected=28.000000
predicted=26.498075, expected=32.000000
predicted=23.597068, expected=48.000000
predicted=33.736199, expected=200.000000
predicted=101.521131, expected=8.000000
predicted=42.151022, expected=12.000000
predicted=30.002465, expected=24.000000
predicted=41.169960, expected=32.000000
predicted=44.626093, expected=12.000000
predicted=66.543207, expected=28.000000
predicted=19.732874, expected=40.000000
predicted=28.059408, expected=36.000000
predicted=30.396066, expected=8.000000
predicted=21.148092, expected=20.000000
predicted=19.788812, expected=28.000000
predicted=27.568238, expected=36.000000
predicted=32.677354, expected=24.000000
predicted=27.212642, expected=4.000000
predicted=12.191833, expected=4.000000
predicted=13.770205, expected=28.000000
predicted=24.245486, expected=12.000000
predicted=19.552016, expected=24.000000
predicted=19.638122, expected=28.000000
predicted=18.842123, expected=12.000000
predicted=13.311384, expected=8.000000
predicted=16.438704, expected=24.000000
predicted=18.821256, expected=20.000000
predicted=20.568029, expected=16.000000
predicted=18.932151, expected=48.000000
predicted=28.708338, expected=16.000000
predicted=18.260704, expected=64.000000
predicted=39.937278, expected=16.000000
predicted=25.533120, expected=20.000000
predicted=22.259817, expected=16.000000
predicted=29.313267, expected=16.000000
predicted=19.417819, expected=24.000000
predicted=32.136174, expected=32.000000
predicted=23.764673, expected=8.000000
predicted=15.937395, expected=8.000000
predicted=13.307383, expected=12.000000
predicted=15.003321, expected=16.000000
Test MSE: 604.205
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061])]
predicted=36.818366, expected=28.000000
predicted=36.200401, expected=52.000000
predicted=42.337973, expected=40.000000
predicted=31.909529, expected=28.000000
predicted=31.104714, expected=24.000000
predicted=32.119779, expected=36.000000
predicted=33.870121, expected=36.000000
predicted=37.834240, expected=64.000000
predicted=42.822677, expected=96.000000
predicted=53.584818, expected=76.000000
predicted=55.629927, expected=44.000000
predicted=53.919867, expected=68.000000
predicted=61.362665, expected=56.000000
predicted=64.400745, expected=44.000000
predicted=64.681346, expected=32.000000
predicted=52.448372, expected=76.000000
predicted=55.998194, expected=104.000000
predicted=71.109096, expected=100.000000
predicted=73.500818, expected=16.000000
predicted=51.851405, expected=60.000000
predicted=60.682638, expected=76.000000
predicted=72.651646, expected=28.000000
predicted=61.967585, expected=68.000000
predicted=66.249332, expected=84.000000
predicted=54.767740, expected=60.000000
predicted=61.697701, expected=48.000000
predicted=61.433644, expected=28.000000
predicted=45.242220, expected=52.000000
predicted=57.227507, expected=76.000000
predicted=64.081913, expected=72.000000
predicted=59.221052, expected=72.000000
predicted=59.845265, expected=76.000000
predicted=61.090734, expected=52.000000
predicted=62.171859, expected=56.000000
predicted=66.809118, expected=100.000000
predicted=76.633175, expected=48.000000
predicted=63.857809, expected=60.000000
predicted=67.016155, expected=44.000000
predicted=56.019523, expected=76.000000
predicted=65.057959, expected=36.000000
predicted=61.102735, expected=44.000000
predicted=50.189818, expected=28.000000
predicted=46.002772, expected=36.000000
predicted=42.326497, expected=72.000000
predicted=56.194158, expected=100.000000
predicted=58.821966, expected=68.000000
predicted=58.174744, expected=40.000000
predicted=51.231918, expected=44.000000
predicted=54.485580, expected=60.000000
predicted=64.052765, expected=28.000000
predicted=56.560442, expected=72.000000
predicted=58.393555, expected=60.000000
predicted=50.562870, expected=52.000000
predicted=51.547503, expected=40.000000
predicted=51.458843, expected=52.000000
predicted=47.935699, expected=36.000000
predicted=51.486637, expected=56.000000
predicted=52.161439, expected=60.000000
predicted=51.583149, expected=68.000000
predicted=53.338169, expected=48.000000
predicted=52.457507, expected=40.000000
predicted=47.546196, expected=44.000000
predicted=51.656567, expected=92.000000
predicted=64.831871, expected=20.000000
predicted=47.894653, expected=32.000000
predicted=44.960217, expected=92.000000
predicted=58.606059, expected=32.000000
predicted=45.644147, expected=32.000000
predicted=54.397990, expected=32.000000
predicted=36.361087, expected=24.000000
predicted=35.797668, expected=32.000000
predicted=46.087725, expected=36.000000
predicted=32.064126, expected=44.000000
predicted=34.985217, expected=48.000000
predicted=37.676028, expected=32.000000
predicted=33.801746, expected=52.000000
predicted=42.003118, expected=48.000000
predicted=42.862443, expected=36.000000
predicted=42.197742, expected=40.000000
predicted=43.356466, expected=68.000000
predicted=47.936710, expected=36.000000
predicted=44.946402, expected=44.000000
predicted=46.356640, expected=48.000000
predicted=44.613022, expected=60.000000
predicted=49.611735, expected=32.000000
predicted=47.832020, expected=40.000000
predicted=42.467264, expected=72.000000
predicted=52.534639, expected=40.000000
predicted=46.188318, expected=12.000000
predicted=40.573886, expected=36.000000
predicted=38.173599, expected=56.000000
predicted=43.487672, expected=20.000000
predicted=39.452197, expected=32.000000
predicted=34.928999, expected=64.000000
predicted=38.139061, expected=72.000000
predicted=48.548879, expected=32.000000
predicted=45.143491, expected=56.000000
predicted=46.224088, expected=28.000000
predicted=41.242742, expected=36.000000
predicted=47.961790, expected=36.000000
predicted=45.932288, expected=60.000000
predicted=42.908012, expected=20.000000
predicted=37.837755, expected=36.000000
predicted=36.022325, expected=32.000000
predicted=35.676317, expected=52.000000
predicted=40.389103, expected=28.000000
predicted=39.159131, expected=48.000000
predicted=36.555687, expected=60.000000
predicted=44.815350, expected=36.000000
predicted=39.425541, expected=40.000000
predicted=45.537271, expected=12.000000
predicted=31.658259, expected=16.000000
predicted=33.572950, expected=36.000000
predicted=37.121322, expected=28.000000
predicted=27.995193, expected=56.000000
predicted=37.325754, expected=32.000000
predicted=27.846976, expected=36.000000
predicted=32.536146, expected=24.000000
predicted=33.796890, expected=48.000000
predicted=37.700247, expected=60.000000
predicted=47.081282, expected=40.000000
predicted=38.679033, expected=36.000000
predicted=40.302598, expected=48.000000
predicted=41.423746, expected=28.000000
predicted=40.541111, expected=24.000000
predicted=39.751943, expected=64.000000
predicted=44.486701, expected=16.000000
predicted=31.229710, expected=48.000000
predicted=42.290010, expected=96.000000
predicted=52.117390, expected=56.000000
predicted=46.331294, expected=48.000000
predicted=57.076646, expected=28.000000
predicted=41.525741, expected=32.000000
predicted=47.025701, expected=16.000000
predicted=46.888433, expected=44.000000
predicted=40.947174, expected=28.000000
predicted=33.278303, expected=28.000000
predicted=29.188621, expected=20.000000
predicted=27.576322, expected=24.000000
predicted=24.498065, expected=56.000000
predicted=38.659276, expected=44.000000
predicted=33.818569, expected=68.000000
predicted=44.244435, expected=60.000000
predicted=44.916974, expected=32.000000
predicted=41.703123, expected=80.000000
predicted=61.759908, expected=24.000000
predicted=44.316196, expected=28.000000
predicted=48.646795, expected=36.000000
predicted=44.315458, expected=48.000000
predicted=40.020930, expected=56.000000
predicted=51.757729, expected=72.000000
predicted=46.721348, expected=16.000000
predicted=36.175587, expected=28.000000
predicted=40.507005, expected=28.000000
predicted=39.200373, expected=36.000000
predicted=40.013005, expected=68.000000
predicted=50.353037, expected=64.000000
predicted=40.738612, expected=52.000000
predicted=45.402335, expected=24.000000
predicted=39.855099, expected=28.000000
predicted=41.144481, expected=32.000000
predicted=44.965731, expected=16.000000
predicted=35.645643, expected=68.000000
predicted=44.849644, expected=20.000000
predicted=27.486556, expected=28.000000
predicted=31.896586, expected=24.000000
predicted=30.191687, expected=28.000000
predicted=27.537150, expected=32.000000
predicted=37.852082, expected=32.000000
predicted=27.112566, expected=44.000000
predicted=33.280135, expected=64.000000
predicted=40.278705, expected=44.000000
predicted=39.549923, expected=28.000000
predicted=38.009419, expected=8.000000
predicted=31.082610, expected=40.000000
predicted=38.926345, expected=32.000000
predicted=38.174214, expected=68.000000
predicted=43.572881, expected=40.000000
predicted=35.633775, expected=100.000000
predicted=52.499398, expected=20.000000
predicted=43.505848, expected=28.000000
predicted=43.088898, expected=24.000000
predicted=45.782890, expected=24.000000
predicted=35.282074, expected=44.000000
predicted=49.307166, expected=68.000000
predicted=38.404818, expected=36.000000
predicted=36.016659, expected=28.000000
predicted=34.636484, expected=32.000000
predicted=35.331043, expected=36.000000
predicted=39.612424, expected=16.000000
predicted=36.973552, expected=76.000000
predicted=44.268176, expected=48.000000
predicted=38.766484, expected=20.000000
predicted=34.690504, expected=4.000000
predicted=29.377484, expected=28.000000
predicted=28.000630, expected=52.000000
predicted=45.392720, expected=36.000000
predicted=34.475366, expected=20.000000
predicted=25.285749, expected=24.000000
predicted=23.670591, expected=24.000000
predicted=28.602743, expected=28.000000
predicted=33.096995, expected=12.000000
predicted=23.616168, expected=32.000000
predicted=24.552057, expected=24.000000
predicted=23.721413, expected=64.000000
predicted=35.642207, expected=52.000000
predicted=37.278501, expected=64.000000
predicted=41.597061, expected=44.000000
predicted=44.665515, expected=12.000000
predicted=34.871145, expected=32.000000
predicted=45.421393, expected=28.000000
predicted=37.861299, expected=36.000000
predicted=39.833337, expected=52.000000
predicted=39.038593, expected=28.000000
predicted=27.848811, expected=52.000000
predicted=40.147554, expected=52.000000
predicted=41.226150, expected=20.000000
predicted=35.747622, expected=60.000000
predicted=48.620519, expected=76.000000
predicted=49.541375, expected=52.000000
predicted=52.015629, expected=48.000000
predicted=51.927918, expected=36.000000
predicted=42.194789, expected=32.000000
predicted=48.339864, expected=32.000000
predicted=47.667269, expected=20.000000
predicted=35.569082, expected=120.000000
predicted=61.101429, expected=84.000000
predicted=56.197392, expected=20.000000
predicted=44.058647, expected=60.000000
predicted=54.930038, expected=28.000000
predicted=43.463363, expected=76.000000
predicted=75.099034, expected=28.000000
predicted=50.189223, expected=112.000000
predicted=59.218686, expected=56.000000
predicted=59.581022, expected=88.000000
predicted=63.408031, expected=76.000000
predicted=74.713174, expected=40.000000
predicted=56.423945, expected=56.000000
predicted=74.870320, expected=56.000000
predicted=59.617617, expected=56.000000
predicted=64.458769, expected=36.000000
predicted=53.805794, expected=36.000000
predicted=43.951706, expected=52.000000
predicted=50.024237, expected=64.000000
predicted=53.030398, expected=40.000000
predicted=47.540433, expected=60.000000
predicted=48.820695, expected=64.000000
predicted=52.272766, expected=56.000000
predicted=55.472321, expected=40.000000
predicted=53.392211, expected=56.000000
predicted=51.521960, expected=24.000000
predicted=46.678804, expected=48.000000
predicted=50.173597, expected=100.000000
predicted=62.014247, expected=48.000000
predicted=50.051139, expected=32.000000
predicted=49.917981, expected=24.000000
predicted=39.327587, expected=12.000000
predicted=38.267897, expected=44.000000
predicted=51.250400, expected=40.000000
predicted=36.284955, expected=84.000000
predicted=46.350417, expected=80.000000
predicted=50.255825, expected=4.000000
predicted=32.935875, expected=32.000000
predicted=44.697545, expected=44.000000
predicted=44.794653, expected=24.000000
predicted=46.488196, expected=84.000000
predicted=57.126368, expected=52.000000
predicted=36.514545, expected=44.000000
predicted=44.894281, expected=24.000000
predicted=41.397455, expected=24.000000
predicted=36.014169, expected=36.000000
predicted=48.260465, expected=32.000000
predicted=37.119257, expected=40.000000
predicted=36.230789, expected=88.000000
predicted=46.547161, expected=36.000000
predicted=38.911077, expected=52.000000
predicted=47.245874, expected=36.000000
predicted=42.630356, expected=44.000000
predicted=47.050774, expected=28.000000
predicted=49.947094, expected=64.000000
predicted=45.815600, expected=36.000000
predicted=43.349460, expected=52.000000
predicted=44.112897, expected=48.000000
predicted=45.521764, expected=36.000000
predicted=40.312299, expected=32.000000
predicted=45.449586, expected=32.000000
predicted=37.354700, expected=96.000000
predicted=57.678852, expected=52.000000
predicted=49.826970, expected=56.000000
predicted=50.251894, expected=32.000000
predicted=44.086107, expected=24.000000
predicted=41.759816, expected=32.000000
predicted=52.645475, expected=40.000000
predicted=41.174991, expected=48.000000
predicted=43.026615, expected=72.000000
predicted=45.494036, expected=48.000000
predicted=42.006756, expected=28.000000
predicted=40.158823, expected=24.000000
predicted=39.142617, expected=40.000000
predicted=43.107851, expected=20.000000
predicted=40.440834, expected=60.000000
predicted=42.612809, expected=68.000000
predicted=43.087804, expected=24.000000
predicted=34.863324, expected=32.000000
predicted=39.198588, expected=32.000000
predicted=34.453546, expected=48.000000
predicted=47.173786, expected=12.000000
predicted=36.892111, expected=76.000000
predicted=41.938635, expected=40.000000
predicted=38.734908, expected=52.000000
predicted=43.574704, expected=32.000000
predicted=42.225171, expected=36.000000
predicted=35.600732, expected=16.000000
predicted=42.788853, expected=32.000000
predicted=34.776659, expected=48.000000
predicted=40.464298, expected=60.000000
predicted=40.662199, expected=44.000000
predicted=40.135916, expected=36.000000
predicted=35.254916, expected=20.000000
predicted=35.052137, expected=28.000000
predicted=38.391762, expected=32.000000
predicted=39.371067, expected=52.000000
predicted=39.691771, expected=88.000000
predicted=49.945682, expected=48.000000
predicted=41.952515, expected=24.000000
predicted=39.103768, expected=16.000000
predicted=36.104929, expected=40.000000
predicted=44.519386, expected=4.000000
predicted=39.207579, expected=48.000000
predicted=36.140486, expected=28.000000
predicted=26.551444, expected=20.000000
predicted=23.476402, expected=24.000000
predicted=28.804472, expected=28.000000
predicted=22.004049, expected=32.000000
predicted=33.359724, expected=24.000000
predicted=26.103225, expected=40.000000
predicted=28.823541, expected=64.000000
predicted=38.664081, expected=76.000000
predicted=47.657513, expected=40.000000
predicted=43.321630, expected=44.000000
predicted=43.450395, expected=24.000000
predicted=41.981861, expected=4.000000
predicted=38.263821, expected=52.000000
predicted=47.671443, expected=40.000000
predicted=36.128044, expected=44.000000
predicted=38.481728, expected=12.000000
predicted=25.534569, expected=8.000000
predicted=19.161788, expected=28.000000
predicted=33.193749, expected=12.000000
predicted=24.384929, expected=68.000000
predicted=38.364350, expected=72.000000
predicted=37.359905, expected=40.000000
predicted=34.288446, expected=32.000000
predicted=37.815500, expected=16.000000
predicted=30.326381, expected=40.000000
predicted=47.358121, expected=32.000000
predicted=43.009112, expected=48.000000
predicted=38.244544, expected=28.000000
predicted=31.869386, expected=44.000000
predicted=33.257149, expected=28.000000
predicted=35.614917, expected=32.000000
predicted=34.151207, expected=20.000000
predicted=33.213893, expected=12.000000
predicted=24.460136, expected=52.000000
predicted=36.941310, expected=32.000000
predicted=29.945333, expected=64.000000
predicted=40.356077, expected=12.000000
predicted=26.716104, expected=20.000000
predicted=26.206372, expected=28.000000
predicted=35.771508, expected=32.000000
predicted=31.694637, expected=56.000000
predicted=43.967775, expected=80.000000
predicted=41.785166, expected=28.000000
predicted=35.614864, expected=4.000000
predicted=29.737382, expected=12.000000
predicted=29.512783, expected=40.000000
predicted=40.493682, expected=24.000000
predicted=38.696210, expected=48.000000
predicted=30.535282, expected=36.000000
predicted=25.068714, expected=56.000000
predicted=35.756787, expected=32.000000
predicted=38.300950, expected=12.000000
predicted=28.586691, expected=36.000000
predicted=37.937814, expected=40.000000
predicted=36.371542, expected=48.000000
predicted=42.828460, expected=36.000000
predicted=34.205578, expected=36.000000
predicted=31.035822, expected=12.000000
predicted=30.578733, expected=20.000000
predicted=30.818046, expected=16.000000
predicted=28.985509, expected=12.000000
predicted=22.511856, expected=60.000000
predicted=33.898013, expected=36.000000
predicted=26.072457, expected=64.000000
predicted=37.920013, expected=48.000000
predicted=37.167186, expected=24.000000
predicted=32.878762, expected=4.000000
predicted=35.673515, expected=28.000000
predicted=32.563300, expected=84.000000
predicted=53.929801, expected=24.000000
predicted=36.429775, expected=36.000000
predicted=32.048213, expected=24.000000
predicted=26.076257, expected=28.000000
predicted=34.128533, expected=28.000000
predicted=43.454558, expected=24.000000
predicted=26.218098, expected=48.000000
predicted=35.138480, expected=64.000000
predicted=39.502093, expected=44.000000
predicted=38.804055, expected=32.000000
predicted=36.372004, expected=24.000000
predicted=33.529394, expected=24.000000
predicted=37.778135, expected=24.000000
predicted=37.989549, expected=52.000000
predicted=38.671643, expected=84.000000
predicted=47.399860, expected=20.000000
predicted=32.919618, expected=28.000000
predicted=33.618694, expected=32.000000
predicted=35.211063, expected=24.000000
predicted=39.421386, expected=40.000000
predicted=46.208677, expected=36.000000
predicted=29.530052, expected=24.000000
predicted=29.103038, expected=28.000000
predicted=30.154673, expected=32.000000
predicted=29.731259, expected=16.000000
predicted=28.784635, expected=16.000000
predicted=25.220156, expected=24.000000
Test MSE: 432.401
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623])]
predicted=24.177305, expected=48.000000
predicted=23.772951, expected=32.000000
predicted=28.282488, expected=8.000000
predicted=30.974435, expected=4.000000
predicted=26.651154, expected=8.000000
predicted=23.042338, expected=16.000000
predicted=17.869033, expected=36.000000
predicted=16.007859, expected=36.000000
predicted=16.424749, expected=20.000000
predicted=20.495733, expected=40.000000
predicted=27.734973, expected=4.000000
predicted=24.098008, expected=52.000000
predicted=33.394028, expected=12.000000
predicted=24.081033, expected=12.000000
predicted=26.274458, expected=36.000000
predicted=25.974853, expected=12.000000
predicted=19.385290, expected=8.000000
predicted=23.668887, expected=24.000000
predicted=17.714059, expected=32.000000
predicted=18.847848, expected=16.000000
predicted=20.566187, expected=12.000000
predicted=19.081369, expected=16.000000
predicted=18.490268, expected=20.000000
predicted=19.207696, expected=20.000000
predicted=18.638255, expected=16.000000
predicted=16.731336, expected=24.000000
predicted=18.311875, expected=40.000000
predicted=21.764209, expected=20.000000
predicted=22.216141, expected=8.000000
predicted=23.405310, expected=40.000000
predicted=25.539529, expected=16.000000
predicted=21.871916, expected=16.000000
predicted=25.009260, expected=32.000000
predicted=22.148551, expected=36.000000
predicted=23.008621, expected=52.000000
predicted=31.243303, expected=28.000000
predicted=29.473551, expected=28.000000
predicted=34.532564, expected=24.000000
predicted=33.621632, expected=16.000000
predicted=30.667593, expected=88.000000
predicted=38.527251, expected=8.000000
predicted=27.174541, expected=44.000000
predicted=40.944027, expected=24.000000
predicted=32.559226, expected=12.000000
predicted=33.902849, expected=20.000000
predicted=32.982610, expected=44.000000
predicted=24.019565, expected=44.000000
predicted=28.815501, expected=20.000000
predicted=27.897172, expected=32.000000
predicted=30.990781, expected=52.000000
predicted=34.092104, expected=40.000000
predicted=36.757923, expected=12.000000
predicted=34.975915, expected=32.000000
predicted=33.942864, expected=24.000000
predicted=30.376365, expected=8.000000
predicted=28.282155, expected=8.000000
predicted=21.927250, expected=8.000000
predicted=15.246602, expected=20.000000
predicted=15.763934, expected=8.000000
predicted=11.499315, expected=16.000000
predicted=12.197969, expected=76.000000
predicted=21.108051, expected=24.000000
predicted=21.309515, expected=36.000000
predicted=34.849730, expected=24.000000
predicted=31.209483, expected=16.000000
predicted=32.951093, expected=24.000000
predicted=32.962842, expected=12.000000
predicted=21.928209, expected=20.000000
predicted=22.324313, expected=8.000000
predicted=16.684309, expected=52.000000
predicted=22.048750, expected=28.000000
predicted=20.844862, expected=20.000000
predicted=25.818459, expected=20.000000
predicted=25.965228, expected=44.000000
predicted=28.306817, expected=16.000000
predicted=27.838733, expected=36.000000
predicted=29.297339, expected=60.000000
predicted=31.074241, expected=16.000000
predicted=30.852690, expected=8.000000
predicted=34.083804, expected=32.000000
predicted=28.668101, expected=16.000000
predicted=25.226579, expected=4.000000
predicted=23.344229, expected=8.000000
predicted=15.154973, expected=28.000000
predicted=14.981910, expected=12.000000
predicted=14.575966, expected=20.000000
predicted=16.005875, expected=72.000000
predicted=23.208769, expected=20.000000
predicted=23.447373, expected=12.000000
predicted=32.634485, expected=84.000000
predicted=37.101905, expected=36.000000
predicted=34.246659, expected=16.000000
predicted=45.020341, expected=24.000000
predicted=35.299294, expected=24.000000
predicted=30.925449, expected=20.000000
predicted=32.355312, expected=44.000000
predicted=27.269356, expected=8.000000
predicted=21.256169, expected=24.000000
predicted=27.133076, expected=20.000000
predicted=22.022205, expected=16.000000
predicted=21.707695, expected=56.000000
predicted=27.479537, expected=28.000000
predicted=22.504049, expected=24.000000
predicted=31.179933, expected=28.000000
predicted=29.672484, expected=20.000000
predicted=28.025819, expected=4.000000
predicted=26.951945, expected=44.000000
predicted=25.176321, expected=16.000000
predicted=19.131953, expected=40.000000
predicted=27.452485, expected=28.000000
predicted=24.092336, expected=16.000000
predicted=26.042756, expected=16.000000
predicted=27.779789, expected=20.000000
predicted=22.167918, expected=24.000000
predicted=22.935591, expected=20.000000
predicted=20.272302, expected=24.000000
predicted=20.453660, expected=16.000000
predicted=19.864330, expected=32.000000
predicted=23.009856, expected=16.000000
predicted=20.816697, expected=32.000000
predicted=24.471837, expected=16.000000
predicted=21.687906, expected=32.000000
predicted=25.000076, expected=8.000000
predicted=21.768470, expected=28.000000
predicted=23.515220, expected=28.000000
predicted=22.127468, expected=24.000000
predicted=22.511214, expected=20.000000
predicted=24.097129, expected=24.000000
predicted=22.391089, expected=16.000000
predicted=22.880362, expected=8.000000
predicted=20.633397, expected=8.000000
predicted=17.132240, expected=8.000000
predicted=13.464618, expected=40.000000
predicted=16.255401, expected=4.000000
predicted=11.925998, expected=4.000000
predicted=15.601415, expected=20.000000
predicted=13.959106, expected=16.000000
predicted=13.157406, expected=16.000000
predicted=16.759462, expected=24.000000
predicted=14.260179, expected=40.000000
predicted=19.088151, expected=20.000000
predicted=21.843698, expected=28.000000
predicted=26.137120, expected=12.000000
predicted=23.201230, expected=4.000000
predicted=22.377373, expected=36.000000
predicted=22.961340, expected=24.000000
predicted=17.576215, expected=24.000000
predicted=22.502140, expected=4.000000
predicted=18.423026, expected=28.000000
predicted=21.136264, expected=20.000000
predicted=20.201333, expected=28.000000
predicted=21.569913, expected=20.000000
predicted=20.537711, expected=96.000000
predicted=31.914952, expected=40.000000
predicted=33.848127, expected=12.000000
predicted=42.580313, expected=36.000000
predicted=42.215209, expected=52.000000
predicted=38.659573, expected=12.000000
predicted=39.529148, expected=12.000000
predicted=31.662349, expected=48.000000
predicted=28.194464, expected=24.000000
predicted=26.383271, expected=8.000000
predicted=28.533420, expected=28.000000
predicted=24.155999, expected=40.000000
predicted=23.709825, expected=8.000000
predicted=24.799333, expected=20.000000
predicted=24.898542, expected=40.000000
predicted=22.719091, expected=44.000000
predicted=27.007492, expected=4.000000
predicted=26.909344, expected=40.000000
predicted=30.193360, expected=8.000000
predicted=23.058766, expected=16.000000
predicted=26.720972, expected=24.000000
predicted=22.315675, expected=20.000000
predicted=17.033778, expected=36.000000
predicted=24.094697, expected=20.000000
predicted=20.013256, expected=4.000000
predicted=21.953672, expected=28.000000
predicted=23.264448, expected=20.000000
predicted=18.390159, expected=20.000000
predicted=21.470787, expected=28.000000
predicted=20.582233, expected=24.000000
predicted=19.965595, expected=56.000000
predicted=29.105244, expected=24.000000
predicted=26.846770, expected=32.000000
predicted=34.000656, expected=40.000000
predicted=33.955725, expected=8.000000
predicted=29.737632, expected=16.000000
predicted=31.962491, expected=8.000000
predicted=20.398758, expected=24.000000
predicted=20.285735, expected=24.000000
predicted=18.183096, expected=20.000000
predicted=16.875732, expected=48.000000
predicted=23.868823, expected=8.000000
predicted=20.617118, expected=24.000000
predicted=28.260494, expected=24.000000
predicted=23.547015, expected=12.000000
predicted=21.752850, expected=24.000000
predicted=24.076025, expected=24.000000
predicted=18.258213, expected=12.000000
predicted=19.901786, expected=36.000000
predicted=22.878120, expected=24.000000
predicted=20.085262, expected=12.000000
predicted=23.290424, expected=12.000000
predicted=21.615530, expected=24.000000
predicted=19.188826, expected=32.000000
predicted=21.255525, expected=4.000000
predicted=17.931525, expected=12.000000
predicted=19.019504, expected=4.000000
predicted=13.928368, expected=28.000000
predicted=16.370415, expected=28.000000
predicted=15.530162, expected=28.000000
predicted=17.709532, expected=20.000000
predicted=21.199223, expected=44.000000
predicted=26.019399, expected=32.000000
predicted=28.004075, expected=12.000000
predicted=28.962591, expected=12.000000
predicted=27.048989, expected=16.000000
predicted=21.795409, expected=20.000000
predicted=20.870787, expected=4.000000
predicted=15.550333, expected=36.000000
predicted=17.683307, expected=24.000000
predicted=16.051490, expected=28.000000
predicted=22.399597, expected=16.000000
predicted=22.256617, expected=20.000000
predicted=22.330266, expected=20.000000
predicted=23.222847, expected=8.000000
predicted=19.016322, expected=40.000000
predicted=22.305036, expected=60.000000
predicted=24.179916, expected=16.000000
predicted=26.754507, expected=8.000000
predicted=31.108636, expected=20.000000
predicted=26.214589, expected=12.000000
predicted=22.929942, expected=16.000000
predicted=21.618834, expected=16.000000
predicted=14.526447, expected=8.000000
predicted=13.305084, expected=12.000000
predicted=14.563640, expected=8.000000
predicted=11.487569, expected=36.000000
predicted=15.553364, expected=12.000000
predicted=13.323008, expected=8.000000
predicted=16.634996, expected=32.000000
predicted=18.606971, expected=20.000000
predicted=16.675131, expected=8.000000
predicted=20.468017, expected=12.000000
predicted=17.039645, expected=40.000000
predicted=18.683578, expected=8.000000
predicted=17.355439, expected=4.000000
predicted=18.795699, expected=32.000000
predicted=17.854722, expected=28.000000
predicted=17.004993, expected=80.000000
predicted=31.553703, expected=8.000000
predicted=24.887221, expected=32.000000
predicted=38.096581, expected=8.000000
predicted=30.682399, expected=24.000000
predicted=29.594112, expected=24.000000
predicted=27.158840, expected=24.000000
predicted=19.631159, expected=28.000000
predicted=23.546293, expected=24.000000
predicted=22.073919, expected=20.000000
predicted=24.458236, expected=8.000000
predicted=21.911625, expected=36.000000
predicted=23.506347, expected=12.000000
predicted=18.906728, expected=44.000000
predicted=25.235527, expected=28.000000
predicted=23.027017, expected=32.000000
predicted=27.979230, expected=32.000000
predicted=31.100199, expected=8.000000
predicted=26.415768, expected=36.000000
predicted=31.145941, expected=12.000000
predicted=22.388530, expected=8.000000
predicted=22.730427, expected=12.000000
predicted=18.406960, expected=16.000000
predicted=14.148656, expected=4.000000
predicted=13.838674, expected=8.000000
predicted=10.994209, expected=12.000000
predicted=9.501831, expected=28.000000
predicted=12.217527, expected=24.000000
predicted=14.194472, expected=16.000000
predicted=16.528071, expected=40.000000
predicted=22.351851, expected=8.000000
predicted=20.034669, expected=36.000000
predicted=27.331063, expected=8.000000
predicted=20.629452, expected=4.000000
predicted=20.474419, expected=32.000000
predicted=20.850109, expected=20.000000
predicted=15.151843, expected=20.000000
predicted=20.766218, expected=20.000000
predicted=18.350208, expected=20.000000
predicted=19.369069, expected=16.000000
predicted=21.049936, expected=16.000000
predicted=18.913291, expected=52.000000
predicted=23.111762, expected=8.000000
predicted=19.959882, expected=24.000000
predicted=26.621055, expected=32.000000
predicted=23.868683, expected=12.000000
predicted=22.845709, expected=20.000000
predicted=25.956079, expected=24.000000
predicted=19.487807, expected=4.000000
predicted=18.791713, expected=8.000000
predicted=18.090409, expected=4.000000
predicted=11.486202, expected=12.000000
predicted=11.178350, expected=12.000000
predicted=9.545156, expected=12.000000
predicted=8.735798, expected=28.000000
predicted=12.608463, expected=12.000000
predicted=12.630889, expected=8.000000
predicted=15.752708, expected=44.000000
predicted=19.171741, expected=40.000000
predicted=20.757951, expected=140.000000
predicted=45.269581, expected=12.000000
predicted=40.559727, expected=56.000000
predicted=61.980619, expected=4.000000
predicted=49.992763, expected=16.000000
predicted=44.745110, expected=36.000000
predicted=40.654181, expected=28.000000
predicted=23.246335, expected=4.000000
predicted=24.994682, expected=20.000000
predicted=19.964597, expected=60.000000
predicted=24.847659, expected=12.000000
predicted=24.508528, expected=12.000000
predicted=27.054686, expected=12.000000
predicted=20.891461, expected=16.000000
predicted=20.244738, expected=8.000000
predicted=18.581667, expected=16.000000
predicted=13.023179, expected=24.000000
predicted=13.954817, expected=12.000000
predicted=14.371230, expected=40.000000
predicted=19.940090, expected=40.000000
predicted=22.087305, expected=16.000000
predicted=25.732598, expected=24.000000
predicted=28.400889, expected=44.000000
predicted=28.336603, expected=36.000000
predicted=31.306091, expected=4.000000
predicted=28.929643, expected=24.000000
predicted=27.123475, expected=8.000000
predicted=21.317060, expected=36.000000
predicted=24.256210, expected=20.000000
predicted=19.780239, expected=20.000000
predicted=20.173691, expected=20.000000
predicted=21.895154, expected=12.000000
predicted=19.287634, expected=60.000000
predicted=26.962556, expected=16.000000
predicted=22.658929, expected=16.000000
predicted=27.731685, expected=32.000000
predicted=26.555861, expected=28.000000
predicted=25.386125, expected=44.000000
predicted=31.743415, expected=20.000000
predicted=26.398032, expected=24.000000
predicted=29.448218, expected=16.000000
predicted=27.175200, expected=48.000000
predicted=28.987160, expected=20.000000
predicted=26.673137, expected=24.000000
predicted=27.588425, expected=40.000000
predicted=28.661605, expected=4.000000
predicted=24.811746, expected=20.000000
predicted=27.571367, expected=40.000000
predicted=22.980558, expected=24.000000
predicted=23.546240, expected=8.000000
predicted=24.455050, expected=12.000000
predicted=19.882257, expected=16.000000
predicted=18.784804, expected=8.000000
predicted=16.615488, expected=24.000000
predicted=15.250602, expected=12.000000
predicted=12.686891, expected=16.000000
predicted=15.448239, expected=24.000000
predicted=16.435155, expected=32.000000
predicted=18.599360, expected=16.000000
predicted=20.673028, expected=4.000000
predicted=19.347999, expected=28.000000
predicted=20.257382, expected=52.000000
predicted=22.943795, expected=8.000000
predicted=22.477670, expected=56.000000
predicted=30.594759, expected=12.000000
predicted=25.534279, expected=20.000000
predicted=31.646458, expected=12.000000
predicted=26.327669, expected=32.000000
predicted=22.416636, expected=16.000000
predicted=22.815712, expected=12.000000
predicted=18.775004, expected=48.000000
predicted=22.943299, expected=24.000000
predicted=22.019970, expected=12.000000
predicted=26.236359, expected=32.000000
predicted=25.298188, expected=8.000000
predicted=21.375736, expected=20.000000
predicted=24.380518, expected=32.000000
predicted=20.201208, expected=20.000000
predicted=19.867858, expected=8.000000
predicted=21.404467, expected=4.000000
predicted=16.727358, expected=20.000000
predicted=16.375737, expected=8.000000
predicted=13.465058, expected=36.000000
predicted=15.879277, expected=32.000000
predicted=16.754041, expected=12.000000
predicted=20.109621, expected=24.000000
predicted=23.919734, expected=28.000000
predicted=22.360709, expected=40.000000
predicted=27.275438, expected=4.000000
predicted=23.764490, expected=8.000000
predicted=22.349755, expected=20.000000
predicted=19.677115, expected=28.000000
predicted=18.837178, expected=4.000000
predicted=16.966882, expected=36.000000
predicted=18.264596, expected=16.000000
predicted=17.224166, expected=16.000000
predicted=21.098449, expected=8.000000
predicted=18.657689, expected=16.000000
predicted=16.001111, expected=8.000000
predicted=15.525036, expected=20.000000
predicted=13.905415, expected=32.000000
predicted=15.533393, expected=8.000000
predicted=15.354122, expected=8.000000
predicted=17.580222, expected=8.000000
predicted=14.184951, expected=24.000000
predicted=15.185291, expected=36.000000
predicted=17.324662, expected=12.000000
predicted=16.322895, expected=12.000000
predicted=19.325953, expected=8.000000
predicted=17.098470, expected=20.000000
predicted=17.603095, expected=44.000000
predicted=19.816892, expected=20.000000
Test MSE: 291.005
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186])]
predicted=9.688591, expected=16.000000
predicted=10.890433, expected=12.000000
predicted=11.541174, expected=8.000000
predicted=11.691405, expected=12.000000
predicted=12.637871, expected=24.000000
predicted=12.896966, expected=28.000000
predicted=17.266632, expected=4.000000
predicted=14.224791, expected=4.000000
predicted=12.614872, expected=20.000000
predicted=14.924830, expected=8.000000
predicted=14.305551, expected=4.000000
predicted=11.335476, expected=8.000000
predicted=7.593530, expected=12.000000
predicted=9.106599, expected=16.000000
predicted=11.661654, expected=8.000000
predicted=9.217478, expected=24.000000
predicted=12.414286, expected=16.000000
predicted=13.829917, expected=20.000000
predicted=16.255798, expected=16.000000
predicted=16.450116, expected=20.000000
predicted=17.214235, expected=4.000000
predicted=15.965688, expected=8.000000
predicted=13.545266, expected=12.000000
predicted=12.955815, expected=4.000000
predicted=10.273027, expected=16.000000
predicted=11.011797, expected=8.000000
predicted=8.333686, expected=28.000000
predicted=13.412178, expected=4.000000
predicted=11.471768, expected=8.000000
predicted=11.112292, expected=8.000000
predicted=11.361390, expected=24.000000
predicted=13.615189, expected=24.000000
predicted=16.618213, expected=12.000000
predicted=13.305040, expected=16.000000
predicted=15.139754, expected=12.000000
predicted=15.316767, expected=44.000000
predicted=23.077181, expected=36.000000
predicted=24.680349, expected=8.000000
predicted=20.957279, expected=12.000000
predicted=20.503540, expected=8.000000
predicted=18.556379, expected=12.000000
predicted=19.776064, expected=4.000000
predicted=13.038951, expected=24.000000
predicted=11.817878, expected=16.000000
predicted=12.680266, expected=52.000000
predicted=21.079966, expected=20.000000
predicted=21.193667, expected=44.000000
predicted=27.612550, expected=48.000000
predicted=34.247214, expected=12.000000
predicted=30.980299, expected=4.000000
predicted=28.902386, expected=28.000000
predicted=25.156291, expected=40.000000
predicted=29.857679, expected=8.000000
predicted=23.340418, expected=4.000000
predicted=15.376228, expected=4.000000
predicted=13.209822, expected=24.000000
predicted=18.100598, expected=40.000000
predicted=21.374399, expected=24.000000
predicted=17.911750, expected=20.000000
predicted=19.351029, expected=16.000000
predicted=20.425853, expected=32.000000
predicted=26.024739, expected=12.000000
predicted=23.516080, expected=16.000000
predicted=19.923793, expected=4.000000
predicted=15.647246, expected=20.000000
predicted=16.617460, expected=16.000000
predicted=16.635962, expected=24.000000
predicted=15.846512, expected=8.000000
predicted=14.267335, expected=12.000000
predicted=13.652054, expected=20.000000
predicted=16.539074, expected=8.000000
predicted=14.245988, expected=12.000000
predicted=14.033563, expected=8.000000
predicted=10.803004, expected=12.000000
predicted=11.856693, expected=12.000000
predicted=11.960135, expected=20.000000
predicted=12.288604, expected=8.000000
predicted=11.723958, expected=16.000000
predicted=12.728685, expected=4.000000
predicted=11.300618, expected=8.000000
predicted=11.051671, expected=8.000000
predicted=10.369075, expected=12.000000
predicted=9.324890, expected=8.000000
predicted=9.271719, expected=16.000000
predicted=9.518618, expected=24.000000
predicted=13.062224, expected=8.000000
predicted=12.397758, expected=12.000000
predicted=13.223449, expected=12.000000
predicted=12.810358, expected=64.000000
predicted=24.662505, expected=16.000000
predicted=22.568805, expected=48.000000
predicted=28.138429, expected=36.000000
predicted=30.795307, expected=24.000000
predicted=32.740126, expected=28.000000
predicted=35.850080, expected=36.000000
predicted=31.003340, expected=16.000000
predicted=30.788793, expected=12.000000
predicted=24.770139, expected=16.000000
predicted=21.246149, expected=24.000000
predicted=21.932525, expected=4.000000
predicted=17.535279, expected=40.000000
predicted=19.704823, expected=24.000000
predicted=19.873032, expected=40.000000
predicted=25.752732, expected=8.000000
predicted=22.473266, expected=4.000000
predicted=18.809284, expected=16.000000
predicted=21.312528, expected=4.000000
predicted=15.178044, expected=8.000000
predicted=13.475159, expected=12.000000
predicted=8.555462, expected=32.000000
predicted=13.469235, expected=32.000000
predicted=18.235136, expected=16.000000
predicted=17.378648, expected=28.000000
predicted=21.412030, expected=36.000000
predicted=26.008046, expected=48.000000
predicted=33.000786, expected=60.000000
predicted=38.145848, expected=32.000000
predicted=36.449030, expected=8.000000
predicted=33.825087, expected=16.000000
predicted=31.739344, expected=24.000000
predicted=30.552823, expected=24.000000
predicted=27.662855, expected=12.000000
predicted=19.236340, expected=64.000000
predicted=26.437644, expected=44.000000
predicted=31.238274, expected=20.000000
predicted=31.384397, expected=16.000000
predicted=28.849265, expected=32.000000
predicted=30.382328, expected=24.000000
predicted=33.129198, expected=28.000000
predicted=27.804678, expected=52.000000
predicted=29.724266, expected=64.000000
predicted=37.397761, expected=32.000000
predicted=38.755414, expected=32.000000
predicted=38.225124, expected=24.000000
predicted=37.087673, expected=24.000000
predicted=37.148280, expected=28.000000
predicted=33.947945, expected=32.000000
predicted=28.819242, expected=20.000000
predicted=26.419090, expected=12.000000
predicted=22.651934, expected=48.000000
predicted=28.099075, expected=72.000000
predicted=37.249260, expected=60.000000
predicted=42.442788, expected=28.000000
predicted=39.589615, expected=28.000000
predicted=39.785164, expected=8.000000
predicted=38.185081, expected=20.000000
predicted=35.311432, expected=28.000000
predicted=28.789086, expected=40.000000
predicted=26.333309, expected=28.000000
predicted=25.786943, expected=28.000000
predicted=25.318805, expected=48.000000
predicted=32.518391, expected=40.000000
predicted=35.507154, expected=32.000000
predicted=36.145555, expected=12.000000
predicted=30.005047, expected=36.000000
predicted=32.383876, expected=12.000000
predicted=28.917218, expected=48.000000
predicted=31.336223, expected=8.000000
predicted=23.711721, expected=12.000000
predicted=20.805733, expected=20.000000
predicted=22.130817, expected=40.000000
predicted=23.890753, expected=32.000000
predicted=27.607284, expected=36.000000
predicted=25.350702, expected=20.000000
predicted=25.961472, expected=12.000000
predicted=25.534340, expected=16.000000
predicted=25.246417, expected=20.000000
predicted=22.360914, expected=12.000000
predicted=19.161291, expected=16.000000
predicted=16.011842, expected=24.000000
predicted=16.809826, expected=44.000000
predicted=23.186542, expected=16.000000
predicted=21.866144, expected=16.000000
predicted=21.011088, expected=48.000000
predicted=27.860733, expected=8.000000
predicted=24.895480, expected=8.000000
predicted=23.079746, expected=12.000000
predicted=16.942405, expected=28.000000
predicted=20.056274, expected=8.000000
predicted=18.656343, expected=16.000000
predicted=13.487466, expected=4.000000
predicted=11.742433, expected=36.000000
predicted=18.151592, expected=36.000000
predicted=22.268430, expected=32.000000
predicted=22.804462, expected=44.000000
predicted=28.873549, expected=44.000000
predicted=32.810834, expected=48.000000
predicted=40.596874, expected=56.000000
predicted=44.070360, expected=24.000000
predicted=40.285745, expected=20.000000
predicted=38.200817, expected=44.000000
predicted=39.052678, expected=4.000000
predicted=31.053215, expected=16.000000
predicted=27.240631, expected=52.000000
predicted=27.488490, expected=12.000000
predicted=23.980303, expected=32.000000
predicted=27.766557, expected=40.000000
predicted=25.946804, expected=48.000000
predicted=34.025248, expected=16.000000
predicted=32.987804, expected=8.000000
predicted=24.636655, expected=32.000000
predicted=28.821903, expected=12.000000
predicted=25.092578, expected=52.000000
predicted=29.976437, expected=28.000000
predicted=24.704435, expected=12.000000
predicted=23.465095, expected=28.000000
predicted=27.070584, expected=32.000000
predicted=26.886311, expected=36.000000
predicted=32.146393, expected=48.000000
predicted=31.814043, expected=16.000000
predicted=27.781988, expected=36.000000
predicted=32.786463, expected=44.000000
predicted=35.310627, expected=48.000000
predicted=38.761798, expected=20.000000
predicted=34.958082, expected=40.000000
predicted=33.950903, expected=8.000000
predicted=30.846603, expected=20.000000
predicted=29.581482, expected=48.000000
predicted=31.495467, expected=20.000000
predicted=25.698923, expected=12.000000
predicted=24.602615, expected=8.000000
predicted=17.962488, expected=56.000000
predicted=28.416474, expected=28.000000
predicted=29.071248, expected=24.000000
predicted=25.226940, expected=44.000000
predicted=28.978429, expected=64.000000
predicted=38.202522, expected=24.000000
predicted=39.817458, expected=28.000000
predicted=35.072290, expected=28.000000
predicted=34.072777, expected=32.000000
predicted=36.249376, expected=48.000000
predicted=38.418885, expected=28.000000
predicted=31.150064, expected=12.000000
predicted=28.481787, expected=12.000000
predicted=25.406882, expected=28.000000
predicted=26.306446, expected=52.000000
predicted=31.503336, expected=52.000000
predicted=32.267093, expected=44.000000
predicted=34.135270, expected=56.000000
predicted=41.206846, expected=4.000000
predicted=36.959787, expected=20.000000
predicted=37.015295, expected=8.000000
predicted=28.800267, expected=20.000000
predicted=25.128424, expected=52.000000
predicted=28.586150, expected=48.000000
predicted=26.613851, expected=8.000000
predicted=25.430298, expected=8.000000
predicted=22.549461, expected=36.000000
predicted=28.098967, expected=20.000000
predicted=28.424310, expected=80.000000
predicted=36.803068, expected=40.000000
predicted=32.217928, expected=44.000000
predicted=38.545630, expected=4.000000
predicted=34.925986, expected=28.000000
predicted=34.717733, expected=520.000000
predicted=141.179027, expected=24.000000
predicted=105.994739, expected=4.000000
predicted=111.531022, expected=72.000000
predicted=104.752218, expected=32.000000
predicted=117.972740, expected=20.000000
predicted=122.797841, expected=24.000000
predicted=28.753345, expected=12.000000
predicted=26.403447, expected=4.000000
predicted=26.663170, expected=32.000000
predicted=21.101094, expected=52.000000
predicted=24.624142, expected=48.000000
predicted=29.440020, expected=24.000000
predicted=28.584844, expected=48.000000
predicted=35.393250, expected=20.000000
predicted=35.921760, expected=24.000000
predicted=36.201226, expected=16.000000
predicted=29.039255, expected=60.000000
predicted=33.300369, expected=8.000000
predicted=27.729867, expected=16.000000
predicted=24.804197, expected=36.000000
predicted=26.312449, expected=24.000000
predicted=26.234996, expected=36.000000
predicted=30.728416, expected=68.000000
predicted=32.446349, expected=60.000000
predicted=40.411591, expected=4.000000
predicted=36.957058, expected=20.000000
predicted=35.333572, expected=48.000000
predicted=38.843362, expected=16.000000
predicted=34.990798, expected=16.000000
predicted=27.756635, expected=48.000000
predicted=25.810911, expected=48.000000
predicted=32.702056, expected=32.000000
predicted=34.937065, expected=20.000000
predicted=29.720563, expected=36.000000
predicted=33.342149, expected=8.000000
predicted=30.583714, expected=4.000000
predicted=24.401568, expected=32.000000
predicted=22.187484, expected=80.000000
predicted=31.609346, expected=32.000000
predicted=31.498048, expected=32.000000
predicted=32.499151, expected=84.000000
predicted=45.134546, expected=40.000000
predicted=48.531245, expected=56.000000
predicted=55.562039, expected=40.000000
predicted=46.279061, expected=12.000000
predicted=42.884888, expected=8.000000
predicted=39.045332, expected=28.000000
predicted=30.234881, expected=4.000000
predicted=23.382363, expected=40.000000
predicted=23.452576, expected=24.000000
predicted=18.618690, expected=48.000000
predicted=26.850127, expected=8.000000
predicted=24.033896, expected=16.000000
predicted=23.685449, expected=12.000000
predicted=23.552877, expected=24.000000
predicted=22.085114, expected=24.000000
predicted=21.954798, expected=16.000000
predicted=16.638567, expected=92.000000
predicted=33.482667, expected=20.000000
predicted=29.469103, expected=32.000000
predicted=36.468691, expected=32.000000
predicted=34.830366, expected=32.000000
predicted=36.933539, expected=24.000000
predicted=38.299952, expected=40.000000
predicted=30.462989, expected=40.000000
predicted=33.253089, expected=44.000000
predicted=35.859075, expected=4.000000
predicted=29.420401, expected=24.000000
predicted=29.646577, expected=76.000000
predicted=38.897780, expected=36.000000
predicted=36.610365, expected=4.000000
predicted=31.445027, expected=32.000000
predicted=29.455523, expected=16.000000
predicted=29.628660, expected=32.000000
predicted=33.330201, expected=40.000000
predicted=26.880503, expected=20.000000
predicted=23.674968, expected=20.000000
predicted=26.793722, expected=36.000000
predicted=27.381333, expected=24.000000
predicted=28.119371, expected=20.000000
predicted=26.769223, expected=36.000000
predicted=26.312983, expected=32.000000
predicted=27.745052, expected=20.000000
predicted=27.881705, expected=52.000000
predicted=31.718781, expected=28.000000
predicted=30.409090, expected=68.000000
predicted=41.302018, expected=48.000000
predicted=40.732121, expected=20.000000
predicted=39.101273, expected=68.000000
predicted=48.556623, expected=16.000000
predicted=39.010989, expected=36.000000
predicted=43.855781, expected=36.000000
predicted=36.428200, expected=16.000000
predicted=31.367968, expected=56.000000
predicted=39.220132, expected=32.000000
predicted=31.015683, expected=16.000000
predicted=32.151908, expected=32.000000
predicted=31.338501, expected=52.000000
predicted=34.164622, expected=28.000000
predicted=35.574823, expected=8.000000
predicted=27.768840, expected=28.000000
predicted=27.317670, expected=28.000000
predicted=28.621150, expected=32.000000
predicted=29.706255, expected=56.000000
predicted=31.035886, expected=28.000000
predicted=29.435020, expected=20.000000
predicted=32.184982, expected=20.000000
predicted=29.962477, expected=24.000000
predicted=29.560538, expected=32.000000
predicted=30.084268, expected=32.000000
predicted=26.132426, expected=32.000000
predicted=26.917017, expected=36.000000
predicted=29.543030, expected=32.000000
predicted=31.221709, expected=16.000000
predicted=29.469973, expected=52.000000
predicted=34.310141, expected=16.000000
predicted=29.214319, expected=8.000000
predicted=26.864982, expected=36.000000
predicted=26.762680, expected=40.000000
predicted=27.792121, expected=16.000000
predicted=27.823801, expected=20.000000
predicted=22.946674, expected=36.000000
predicted=25.926922, expected=4.000000
predicted=24.150890, expected=16.000000
predicted=22.502548, expected=12.000000
predicted=16.437342, expected=8.000000
predicted=15.745204, expected=28.000000
predicted=17.836386, expected=484.000000
predicted=109.538326, expected=36.000000
predicted=87.218827, expected=20.000000
predicted=109.313395, expected=40.000000
predicted=98.714466, expected=48.000000
predicted=108.280204, expected=24.000000
predicted=116.593238, expected=28.000000
predicted=33.112317, expected=20.000000
predicted=29.134163, expected=4.000000
predicted=26.404494, expected=4.000000
predicted=20.986985, expected=16.000000
predicted=15.771030, expected=28.000000
predicted=16.885447, expected=12.000000
predicted=13.784209, expected=12.000000
predicted=12.954250, expected=12.000000
predicted=13.624576, expected=20.000000
predicted=16.624251, expected=36.000000
predicted=20.580261, expected=20.000000
predicted=18.368684, expected=12.000000
predicted=18.735903, expected=24.000000
predicted=20.740131, expected=32.000000
predicted=23.850545, expected=12.000000
predicted=22.178238, expected=40.000000
predicted=24.518436, expected=24.000000
predicted=23.134959, expected=4.000000
predicted=22.243275, expected=4.000000
predicted=19.081075, expected=36.000000
predicted=20.253042, expected=12.000000
predicted=19.043434, expected=8.000000
Test MSE: 1581.097
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423])]
predicted=163.891564, expected=418.128000
predicted=258.595173, expected=155.552000
predicted=215.440637, expected=180.980000
predicted=91.769642, expected=191.808000
predicted=112.739771, expected=193.204000
predicted=250.398130, expected=283.464000
predicted=255.845706, expected=175.836000
predicted=203.805928, expected=494.396000
predicted=277.682831, expected=425.488000
predicted=360.635199, expected=332.296000
predicted=316.776657, expected=632.028000
predicted=350.330733, expected=294.468000
predicted=430.396642, expected=323.628000
predicted=354.312804, expected=176.016000
predicted=270.507495, expected=762.200000
predicted=528.418579, expected=457.532000
predicted=572.065347, expected=235.080000
predicted=302.738047, expected=285.980000
predicted=194.115917, expected=219.648000
predicted=391.723055, expected=135.444000
predicted=365.555556, expected=92.960000
predicted=194.088775, expected=396.708000
predicted=271.372420, expected=363.068000
predicted=349.465722, expected=185.932000
predicted=218.113940, expected=176.860000
predicted=117.093140, expected=148.228000
predicted=208.109921, expected=135.068000
predicted=252.277937, expected=119.232000
predicted=183.477779, expected=253.904000
predicted=191.961142, expected=210.752000
predicted=208.758255, expected=215.812000
predicted=178.842057, expected=275.168000
predicted=188.598600, expected=230.044000
predicted=232.004706, expected=242.888000
predicted=229.863305, expected=231.444000
predicted=223.158831, expected=127.976000
predicted=205.357412, expected=271.344000
predicted=220.765516, expected=228.468000
predicted=252.953748, expected=296.620000
predicted=257.774730, expected=131.484000
predicted=181.924370, expected=189.336000
predicted=174.978141, expected=136.548000
predicted=196.263865, expected=454.100000
predicted=307.070275, expected=212.816000
predicted=282.798465, expected=322.700000
predicted=212.074018, expected=229.748000
predicted=209.499591, expected=133.388000
predicted=242.427309, expected=173.148000
predicted=213.185634, expected=88.688000
predicted=197.451961, expected=318.880000
predicted=244.310061, expected=144.052000
predicted=211.853898, expected=281.900000
predicted=186.041997, expected=164.776000
predicted=170.500421, expected=258.216000
predicted=220.809187, expected=256.040000
predicted=239.160538, expected=223.044000
predicted=236.663769, expected=254.228000
predicted=221.251845, expected=228.408000
predicted=232.087851, expected=163.836000
predicted=218.584808, expected=262.968000
predicted=221.852918, expected=130.344000
predicted=217.777591, expected=246.764000
predicted=209.793501, expected=125.580000
predicted=184.937729, expected=555.196000
predicted=307.237094, expected=207.568000
predicted=306.907197, expected=368.368000
predicted=232.492338, expected=137.836000
predicted=198.617519, expected=117.108000
predicted=233.487752, expected=219.644000
predicted=246.294382, expected=191.376000
predicted=267.104767, expected=522.164000
predicted=318.192428, expected=151.848000
predicted=248.086608, expected=458.636000
predicted=229.483548, expected=104.992000
predicted=240.793782, expected=17.580000
predicted=190.283882, expected=60.116000
predicted=134.026820, expected=213.492000
predicted=252.934214, expected=394.152000
predicted=310.537845, expected=161.108000
predicted=179.797762, expected=220.992000
predicted=95.878972, expected=193.476000
predicted=174.976242, expected=165.900000
predicted=250.718399, expected=288.012000
predicted=240.326713, expected=169.160000
predicted=220.785492, expected=401.236000
predicted=250.356685, expected=141.720000
predicted=231.835809, expected=276.508000
predicted=209.828681, expected=126.152000
predicted=201.429488, expected=128.956000
predicted=207.224168, expected=150.012000
predicted=181.455015, expected=77.416000
predicted=168.169683, expected=244.536000
predicted=172.811171, expected=186.828000
predicted=187.923073, expected=247.120000
predicted=184.090503, expected=126.524000
predicted=141.282774, expected=80.152000
predicted=124.661563, expected=214.396000
predicted=173.054894, expected=144.304000
predicted=214.642134, expected=317.948000
predicted=209.650102, expected=252.076000
predicted=207.311892, expected=301.492000
predicted=224.067594, expected=187.696000
predicted=201.653321, expected=137.120000
predicted=190.109940, expected=129.836000
predicted=189.711019, expected=84.012000
predicted=187.797134, expected=221.428000
predicted=193.298209, expected=153.084000
predicted=184.190429, expected=89.044000
predicted=118.620783, expected=133.616000
predicted=94.383645, expected=161.504000
predicted=164.421908, expected=159.708000
predicted=175.352756, expected=105.364000
predicted=118.697827, expected=270.280000
predicted=155.611795, expected=130.232000
predicted=186.929719, expected=339.376000
predicted=200.102223, expected=364.344000
predicted=263.531642, expected=43.744000
predicted=199.787640, expected=76.484000
predicted=75.046444, expected=121.860000
predicted=170.915263, expected=268.040000
predicted=295.475994, expected=131.476000
predicted=193.025170, expected=216.100000
predicted=112.293844, expected=147.148000
predicted=142.746334, expected=54.828000
predicted=145.206385, expected=84.788000
predicted=109.548561, expected=140.712000
predicted=151.868720, expected=234.892000
predicted=196.292256, expected=118.916000
predicted=140.107676, expected=239.428000
predicted=122.514498, expected=223.744000
predicted=185.592171, expected=249.884000
predicted=224.485168, expected=183.452000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=186.423750, expected=111.184000
predicted=157.257852, expected=297.772000
predicted=215.970860, expected=205.364000
predicted=262.237196, expected=240.484000
predicted=213.808377, expected=204.100000
predicted=176.760371, expected=145.924000
predicted=194.583889, expected=114.052000
predicted=170.970203, expected=32.928000
predicted=135.957365, expected=245.160000
predicted=179.453144, expected=245.924000
predicted=232.506012, expected=151.352000
predicted=165.961926, expected=129.580000
predicted=85.204555, expected=128.228000
predicted=139.915853, expected=161.528000
predicted=195.716902, expected=64.700000
predicted=145.993729, expected=245.224000
predicted=146.431191, expected=133.428000
predicted=171.232491, expected=181.236000
predicted=149.607078, expected=130.012000
predicted=124.301955, expected=147.884000
predicted=155.215433, expected=96.880000
predicted=143.610846, expected=96.740000
predicted=123.116661, expected=228.472000
predicted=161.735218, expected=245.848000
predicted=209.061161, expected=239.772000
predicted=187.567544, expected=237.224000
predicted=167.146090, expected=166.408000
predicted=185.010214, expected=133.400000
predicted=181.297753, expected=112.660000
predicted=171.699894, expected=308.464000
predicted=233.488420, expected=373.976000
predicted=298.667396, expected=491.400000
predicted=318.182699, expected=216.508000
predicted=236.388221, expected=67.400000
predicted=142.892775, expected=155.400000
predicted=201.577341, expected=198.068000
predicted=322.265287, expected=196.268000
predicted=267.045617, expected=214.668000
predicted=166.129439, expected=317.560000
predicted=204.995581, expected=170.532000
predicted=217.447289, expected=237.484000
predicted=189.053140, expected=97.124000
predicted=178.528165, expected=115.744000
predicted=177.009611, expected=293.452000
predicted=222.939724, expected=282.696000
predicted=276.330349, expected=276.360000
predicted=220.469202, expected=97.812000
predicted=131.865026, expected=180.972000
predicted=163.922771, expected=94.368000
predicted=208.154890, expected=122.264000
predicted=186.708077, expected=230.876000
predicted=177.050188, expected=235.192000
predicted=208.963630, expected=302.668000
predicted=208.369078, expected=103.020000
predicted=151.301221, expected=100.944000
predicted=120.086849, expected=110.892000
predicted=159.555993, expected=78.248000
predicted=184.875476, expected=183.716000
predicted=156.592807, expected=218.664000
predicted=167.308660, expected=272.568000
predicted=190.773472, expected=123.536000
predicted=141.227416, expected=267.896000
predicted=161.963835, expected=321.092000
predicted=267.659568, expected=165.632000
predicted=250.944386, expected=301.184000
predicted=195.710549, expected=262.036000
predicted=256.619367, expected=271.504000
predicted=286.160174, expected=321.020000
predicted=262.098117, expected=82.980000
predicted=215.919419, expected=209.948000
predicted=188.698087, expected=150.548000
predicted=225.001007, expected=148.284000
predicted=223.929875, expected=163.476000
predicted=159.434064, expected=293.408000
predicted=207.764695, expected=216.464000
predicted=226.870852, expected=115.264000
predicted=144.736330, expected=139.940000
predicted=125.355411, expected=124.972000
predicted=185.777765, expected=247.204000
predicted=223.433716, expected=191.488000
predicted=197.693888, expected=208.196000
predicted=164.504243, expected=135.236000
predicted=144.282862, expected=96.852000
predicted=146.147347, expected=213.440000
predicted=182.563940, expected=129.992000
predicted=194.781665, expected=296.028000
predicted=193.655268, expected=144.316000
predicted=172.875719, expected=213.932000
predicted=166.622257, expected=173.992000
predicted=175.578876, expected=96.180000
predicted=177.037594, expected=108.968000
predicted=137.804365, expected=84.904000
predicted=138.100528, expected=356.748000
predicted=222.306352, expected=186.880000
predicted=222.789606, expected=286.088000
predicted=166.691362, expected=275.032000
predicted=191.060234, expected=374.560000
predicted=303.103875, expected=111.556000
predicted=239.719524, expected=46.384000
predicted=125.607948, expected=259.756000
predicted=209.363765, expected=197.300000
predicted=305.165533, expected=228.000000
predicted=213.124835, expected=191.936000
predicted=138.483537, expected=199.464000
predicted=185.863665, expected=275.056000
predicted=233.207943, expected=154.916000
predicted=217.338489, expected=393.172000
predicted=244.089479, expected=1033.756000
predicted=540.373340, expected=235.044000
predicted=481.972027, expected=155.668000
predicted=121.652586, expected=205.900000
predicted=203.337512, expected=408.612000
predicted=567.420923, expected=304.128000
predicted=458.072547, expected=265.260000
predicted=228.953216, expected=221.708000
predicted=208.334131, expected=513.976000
predicted=367.085801, expected=292.064000
predicted=384.395499, expected=191.644000
predicted=238.705224, expected=115.072000
predicted=176.284396, expected=149.732000
predicted=256.094724, expected=465.288000
predicted=360.100765, expected=888.880000
predicted=525.250810, expected=267.836000
predicted=366.513635, expected=134.804000
predicted=112.784405, expected=204.740000
predicted=246.539495, expected=248.268000
predicted=477.979249, expected=223.172000
predicted=361.902036, expected=356.444000
predicted=247.452754, expected=98.508000
predicted=195.743021, expected=83.108000
predicted=138.631949, expected=140.496000
predicted=170.121168, expected=119.884000
predicted=215.366868, expected=275.808000
predicted=205.381834, expected=188.256000
predicted=168.548790, expected=284.636000
predicted=181.767250, expected=183.196000
predicted=182.655088, expected=125.848000
predicted=173.318747, expected=126.192000
predicted=165.763391, expected=35.364000
predicted=152.898052, expected=211.772000
predicted=174.620864, expected=148.600000
predicted=171.686395, expected=253.516000
predicted=168.735761, expected=121.428000
predicted=129.036168, expected=77.936000
predicted=109.150711, expected=60.320000
predicted=112.013844, expected=152.524000
predicted=161.787593, expected=170.292000
predicted=172.924459, expected=223.708000
predicted=153.168967, expected=230.584000
predicted=155.183790, expected=455.072000
predicted=253.226772, expected=168.880000
predicted=238.377158, expected=135.300000
predicted=154.264690, expected=58.880000
predicted=149.119719, expected=277.336000
predicted=273.196832, expected=160.356000
predicted=252.905324, expected=126.304000
predicted=134.749051, expected=128.052000
predicted=105.493148, expected=103.404000
predicted=151.135156, expected=95.632000
predicted=145.664721, expected=82.180000
predicted=110.165643, expected=379.924000
predicted=201.144842, expected=149.592000
predicted=197.697734, expected=210.916000
predicted=130.040847, expected=180.192000
predicted=145.992588, expected=136.648000
predicted=204.638102, expected=142.444000
predicted=181.767999, expected=85.324000
predicted=144.468681, expected=193.148000
predicted=166.543853, expected=174.740000
predicted=174.845472, expected=261.476000
predicted=185.825842, expected=136.432000
predicted=152.720986, expected=103.248000
predicted=124.056478, expected=115.072000
predicted=140.916529, expected=178.332000
predicted=189.764550, expected=257.236000
predicted=210.678142, expected=175.796000
predicted=168.613503, expected=205.988000
predicted=149.269081, expected=146.320000
predicted=163.577720, expected=132.344000
predicted=175.310255, expected=129.008000
predicted=164.288835, expected=175.784000
predicted=174.582140, expected=159.732000
predicted=169.710745, expected=138.040000
predicted=140.460222, expected=230.472000
predicted=163.090454, expected=196.444000
predicted=191.109234, expected=139.632000
predicted=160.382768, expected=167.020000
predicted=147.354893, expected=68.508000
predicted=149.012747, expected=234.000000
predicted=182.239977, expected=147.376000
predicted=181.579086, expected=180.268000
predicted=156.420009, expected=136.752000
predicted=132.194551, expected=118.740000
predicted=143.903551, expected=119.288000
predicted=145.648266, expected=77.988000
predicted=127.778497, expected=150.600000
predicted=133.795235, expected=186.472000
predicted=155.048931, expected=218.980000
predicted=167.668837, expected=142.992000
predicted=136.482783, expected=133.388000
predicted=124.871066, expected=80.484000
predicted=133.072834, expected=89.972000
predicted=138.646436, expected=83.364000
predicted=125.855771, expected=135.324000
predicted=124.674044, expected=120.368000
predicted=116.790212, expected=142.292000
predicted=110.093165, expected=106.868000
predicted=104.837247, expected=89.580000
predicted=102.246209, expected=136.192000
predicted=120.238522, expected=303.976000
predicted=193.771744, expected=291.464000
predicted=224.902918, expected=288.292000
predicted=197.776413, expected=292.776000
predicted=209.979134, expected=130.764000
predicted=214.447112, expected=243.096000
predicted=234.049726, expected=68.460000
predicted=213.666550, expected=203.516000
predicted=205.173022, expected=218.688000
predicted=211.505735, expected=159.836000
predicted=191.922786, expected=146.944000
predicted=138.446493, expected=116.216000
predicted=138.010831, expected=212.584000
predicted=191.048204, expected=71.960000
predicted=157.355270, expected=300.928000
predicted=175.208178, expected=335.756000
predicted=247.008159, expected=216.904000
predicted=224.390523, expected=170.752000
predicted=149.371643, expected=91.288000
predicted=161.217208, expected=76.396000
predicted=188.471946, expected=73.020000
predicted=159.743392, expected=316.904000
predicted=207.856719, expected=261.160000
predicted=223.599084, expected=162.944000
predicted=140.357961, expected=147.912000
predicted=108.444425, expected=93.848000
predicted=164.249076, expected=112.484000
predicted=184.063265, expected=158.152000
predicted=169.418560, expected=422.304000
predicted=247.598601, expected=147.020000
predicted=204.204890, expected=248.676000
predicted=141.813461, expected=194.880000
predicted=185.746409, expected=108.140000
predicted=222.159343, expected=92.432000
predicted=163.746137, expected=122.956000
predicted=155.749075, expected=229.288000
predicted=203.604812, expected=145.872000
predicted=167.209606, expected=114.128000
predicted=106.789884, expected=89.132000
predicted=101.244789, expected=109.708000
predicted=140.358566, expected=194.140000
predicted=170.636791, expected=175.196000
predicted=161.423026, expected=253.808000
predicted=163.956411, expected=172.472000
predicted=160.293761, expected=242.524000
predicted=185.045595, expected=129.072000
predicted=180.649569, expected=140.572000
predicted=169.075824, expected=84.472000
predicted=151.151758, expected=83.364000
predicted=141.158493, expected=241.196000
predicted=177.028474, expected=202.432000
predicted=189.865255, expected=134.100000
predicted=131.398732, expected=124.916000
predicted=101.681062, expected=32.420000
predicted=118.883727, expected=122.484000
predicted=142.089015, expected=125.848000
predicted=146.823816, expected=276.192000
predicted=177.496695, expected=144.024000
predicted=144.254213, expected=122.968000
predicted=101.016994, expected=127.884000
predicted=122.678897, expected=99.172000
predicted=160.963008, expected=115.528000
predicted=146.773407, expected=55.148000
predicted=102.969261, expected=233.796000
predicted=143.276417, expected=222.356000
predicted=184.083560, expected=244.868000
predicted=176.169702, expected=131.044000
predicted=129.330610, expected=147.236000
predicted=144.121001, expected=58.804000
predicted=155.229573, expected=67.708000
predicted=138.159299, expected=151.272000
predicted=145.577100, expected=297.120000
predicted=201.210621, expected=98.116000
predicted=144.688469, expected=140.268000
predicted=81.590362, expected=134.740000
predicted=130.326313, expected=99.528000
predicted=172.338012, expected=232.804000
predicted=176.188431, expected=180.828000
predicted=173.321093, expected=162.840000
predicted=150.341055, expected=52.000000
predicted=100.124743, expected=81.680000
predicted=114.322255, expected=78.460000
predicted=137.845024, expected=47.504000
predicted=110.264116, expected=57.820000
predicted=69.960440, expected=132.980000
predicted=88.809771, expected=112.508000
predicted=105.910673, expected=42.840000
predicted=62.210766, expected=41.020000
predicted=41.501750, expected=46.756000
predicted=71.547715, expected=131.236000
predicted=109.418732, expected=46.516000
Test MSE: 12714.708
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241])]
predicted=83.828082, expected=80.000000
predicted=85.339971, expected=68.000000
predicted=81.071070, expected=88.000000
predicted=82.830700, expected=108.000000
predicted=91.024717, expected=84.000000
predicted=83.109141, expected=80.000000
predicted=85.956544, expected=100.000000
predicted=90.049414, expected=80.000000
predicted=86.767664, expected=84.000000
predicted=88.637836, expected=84.000000
predicted=84.917740, expected=88.000000
predicted=85.414959, expected=132.000000
predicted=99.860181, expected=152.000000
predicted=110.790924, expected=112.000000
predicted=111.634407, expected=116.000000
predicted=118.484414, expected=68.000000
predicted=104.404003, expected=88.000000
predicted=105.893477, expected=52.000000
predicted=87.008350, expected=116.000000
predicted=93.711514, expected=84.000000
predicted=84.701535, expected=92.000000
predicted=86.121387, expected=100.000000
predicted=91.720481, expected=96.000000
predicted=90.394865, expected=88.000000
predicted=94.814910, expected=96.000000
predicted=93.403212, expected=64.000000
predicted=84.553007, expected=84.000000
predicted=86.994901, expected=96.000000
predicted=86.931009, expected=100.000000
predicted=88.830608, expected=116.000000
predicted=97.379936, expected=80.000000
predicted=89.547466, expected=128.000000
predicted=106.139921, expected=88.000000
predicted=98.128469, expected=60.000000
predicted=90.424044, expected=76.000000
predicted=88.729919, expected=48.000000
predicted=71.520472, expected=124.000000
predicted=90.962047, expected=116.000000
predicted=88.607757, expected=132.000000
predicted=101.552779, expected=124.000000
predicted=110.083887, expected=52.000000
predicted=93.586373, expected=108.000000
predicted=109.171994, expected=84.000000
predicted=95.430337, expected=120.000000
predicted=104.512845, expected=80.000000
predicted=92.599316, expected=108.000000
predicted=95.886873, expected=92.000000
predicted=96.896125, expected=72.000000
predicted=89.181040, expected=88.000000
predicted=92.043703, expected=44.000000
predicted=73.333831, expected=72.000000
predicted=77.034310, expected=72.000000
predicted=70.887494, expected=132.000000
predicted=87.123227, expected=128.000000
predicted=96.158524, expected=124.000000
predicted=103.688202, expected=128.000000
predicted=115.468640, expected=72.000000
predicted=104.035957, expected=84.000000
predicted=106.280428, expected=92.000000
predicted=99.436107, expected=48.000000
predicted=81.691361, expected=100.000000
predicted=88.702136, expected=104.000000
predicted=84.878515, expected=108.000000
predicted=92.941777, expected=56.000000
predicted=82.090974, expected=68.000000
predicted=79.451123, expected=104.000000
predicted=89.412257, expected=116.000000
predicted=94.303720, expected=112.000000
predicted=98.355885, expected=76.000000
predicted=89.206047, expected=100.000000
predicted=97.431478, expected=84.000000
predicted=94.270793, expected=128.000000
predicted=105.703648, expected=140.000000
predicted=111.817286, expected=144.000000
predicted=119.182221, expected=68.000000
predicted=106.170581, expected=64.000000
predicted=99.010198, expected=92.000000
predicted=100.188356, expected=76.000000
predicted=89.820629, expected=92.000000
predicted=89.352877, expected=144.000000
predicted=98.705932, expected=108.000000
predicted=98.425554, expected=80.000000
predicted=98.322439, expected=80.000000
predicted=94.418065, expected=92.000000
predicted=95.538400, expected=80.000000
predicted=92.512900, expected=96.000000
predicted=90.412189, expected=92.000000
predicted=87.328706, expected=144.000000
predicted=105.297547, expected=80.000000
predicted=94.872489, expected=96.000000
predicted=99.709037, expected=96.000000
predicted=99.037204, expected=40.000000
predicted=81.047622, expected=80.000000
predicted=87.258854, expected=68.000000
predicted=72.477035, expected=56.000000
predicted=68.999786, expected=84.000000
predicted=73.021278, expected=104.000000
predicted=76.473068, expected=96.000000
predicted=84.400342, expected=52.000000
predicted=74.376994, expected=84.000000
predicted=80.495013, expected=136.000000
predicted=97.450299, expected=168.000000
predicted=116.588099, expected=84.000000
predicted=103.177380, expected=176.000000
predicted=130.771321, expected=68.000000
predicted=109.547362, expected=76.000000
predicted=111.437174, expected=88.000000
predicted=104.243245, expected=64.000000
predicted=84.219693, expected=80.000000
predicted=89.288352, expected=112.000000
predicted=85.629214, expected=72.000000
predicted=80.261813, expected=120.000000
predicted=96.018723, expected=72.000000
predicted=83.975943, expected=172.000000
predicted=115.725138, expected=100.000000
predicted=107.314428, expected=124.000000
predicted=114.672041, expected=76.000000
predicted=106.083181, expected=72.000000
predicted=95.645749, expected=40.000000
predicted=85.714498, expected=108.000000
predicted=86.805772, expected=112.000000
predicted=91.230602, expected=96.000000
predicted=87.779169, expected=72.000000
predicted=84.213151, expected=76.000000
predicted=81.781135, expected=88.000000
predicted=89.242424, expected=120.000000
predicted=97.190632, expected=84.000000
predicted=89.410306, expected=48.000000
predicted=77.281353, expected=84.000000
predicted=82.428857, expected=72.000000
predicted=78.013955, expected=48.000000
predicted=70.932354, expected=96.000000
predicted=76.072501, expected=88.000000
predicted=73.958377, expected=76.000000
predicted=77.983837, expected=136.000000
predicted=95.290142, expected=236.000000
predicted=134.148015, expected=136.000000
predicted=133.232822, expected=108.000000
predicted=132.875195, expected=92.000000
predicted=123.500062, expected=76.000000
predicted=115.223251, expected=108.000000
predicted=120.866111, expected=96.000000
predicted=100.254665, expected=132.000000
predicted=107.812466, expected=132.000000
predicted=111.711419, expected=92.000000
predicted=104.575751, expected=136.000000
predicted=120.299186, expected=144.000000
predicted=124.348815, expected=64.000000
predicted=107.971568, expected=104.000000
predicted=111.766548, expected=64.000000
predicted=90.828563, expected=108.000000
predicted=102.016253, expected=132.000000
predicted=107.873031, expected=64.000000
predicted=85.776123, expected=128.000000
predicted=106.510267, expected=72.000000
predicted=89.171359, expected=120.000000
predicted=106.235584, expected=88.000000
predicted=98.593734, expected=120.000000
predicted=101.869523, expected=76.000000
predicted=97.175249, expected=96.000000
predicted=94.838546, expected=112.000000
predicted=102.788355, expected=112.000000
predicted=101.966736, expected=140.000000
predicted=115.800088, expected=160.000000
predicted=124.619449, expected=180.000000
predicted=143.353390, expected=200.000000
predicted=162.234061, expected=124.000000
predicted=150.278953, expected=76.000000
predicted=134.517180, expected=56.000000
predicted=114.331585, expected=48.000000
predicted=95.100528, expected=52.000000
predicted=80.883188, expected=68.000000
predicted=68.430202, expected=60.000000
predicted=59.978651, expected=44.000000
predicted=53.203425, expected=60.000000
predicted=55.706970, expected=32.000000
predicted=47.504593, expected=36.000000
predicted=46.361514, expected=88.000000
predicted=58.749281, expected=92.000000
predicted=65.348057, expected=48.000000
predicted=60.241841, expected=56.000000
predicted=59.228214, expected=52.000000
predicted=57.592826, expected=56.000000
predicted=61.655068, expected=52.000000
predicted=57.734543, expected=60.000000
predicted=54.818273, expected=64.000000
predicted=57.931054, expected=68.000000
predicted=60.606182, expected=84.000000
predicted=68.315499, expected=112.000000
predicted=81.543167, expected=112.000000
predicted=90.747399, expected=116.000000
predicted=99.610310, expected=132.000000
predicted=110.921061, expected=96.000000
predicted=106.823582, expected=108.000000
predicted=111.733359, expected=116.000000
predicted=112.531877, expected=136.000000
predicted=120.253243, expected=60.000000
predicted=99.952685, expected=44.000000
predicted=82.787845, expected=56.000000
predicted=76.008148, expected=60.000000
predicted=70.386407, expected=44.000000
predicted=61.507381, expected=52.000000
predicted=52.515127, expected=76.000000
predicted=58.694377, expected=52.000000
predicted=55.874644, expected=56.000000
predicted=57.402015, expected=52.000000
predicted=54.170499, expected=52.000000
predicted=54.462410, expected=104.000000
predicted=72.704781, expected=52.000000
predicted=60.564614, expected=60.000000
predicted=63.658452, expected=88.000000
predicted=71.210706, expected=52.000000
predicted=63.581725, expected=32.000000
predicted=58.724815, expected=68.000000
predicted=58.743824, expected=56.000000
predicted=56.392611, expected=60.000000
predicted=60.023433, expected=104.000000
predicted=71.226472, expected=28.000000
predicted=52.820055, expected=56.000000
predicted=61.405431, expected=48.000000
predicted=54.163887, expected=64.000000
predicted=58.575225, expected=48.000000
predicted=56.744671, expected=92.000000
predicted=63.100070, expected=140.000000
predicted=88.629647, expected=48.000000
predicted=71.631109, expected=40.000000
predicted=68.081784, expected=36.000000
predicted=57.041266, expected=56.000000
predicted=61.053850, expected=48.000000
predicted=58.043362, expected=56.000000
predicted=49.611375, expected=76.000000
predicted=57.200335, expected=32.000000
predicted=47.339159, expected=56.000000
predicted=54.521793, expected=60.000000
predicted=54.237853, expected=100.000000
predicted=70.035200, expected=72.000000
predicted=69.341396, expected=108.000000
predicted=80.484607, expected=52.000000
predicted=71.088601, expected=44.000000
predicted=66.035077, expected=60.000000
predicted=67.763232, expected=20.000000
predicted=48.482209, expected=64.000000
predicted=58.274435, expected=48.000000
predicted=47.144154, expected=36.000000
predicted=43.701643, expected=44.000000
predicted=45.295422, expected=36.000000
predicted=38.752142, expected=72.000000
predicted=53.771799, expected=52.000000
predicted=49.399969, expected=52.000000
predicted=50.432768, expected=40.000000
predicted=47.499853, expected=40.000000
predicted=45.438996, expected=36.000000
predicted=44.959244, expected=196.000000
predicted=93.640158, expected=92.000000
predicted=83.430419, expected=100.000000
predicted=93.694010, expected=200.000000
predicted=128.942681, expected=232.000000
predicted=159.944923, expected=80.000000
predicted=144.191103, expected=80.000000
predicted=125.033726, expected=96.000000
predicted=116.038718, expected=88.000000
predicted=112.064147, expected=100.000000
predicted=110.564856, expected=100.000000
predicted=93.161981, expected=52.000000
predicted=78.960078, expected=76.000000
predicted=82.706203, expected=84.000000
predicted=80.566493, expected=60.000000
predicted=73.449604, expected=124.000000
predicted=92.492337, expected=92.000000
predicted=83.742376, expected=64.000000
predicted=81.335830, expected=124.000000
predicted=98.785377, expected=60.000000
predicted=79.152041, expected=84.000000
predicted=90.685741, expected=60.000000
predicted=75.598920, expected=60.000000
predicted=69.484375, expected=68.000000
predicted=73.577358, expected=64.000000
predicted=64.215286, expected=60.000000
predicted=64.887692, expected=68.000000
predicted=64.121271, expected=56.000000
predicted=60.721457, expected=108.000000
predicted=78.221069, expected=44.000000
predicted=62.682149, expected=76.000000
predicted=71.322561, expected=88.000000
predicted=75.306416, expected=64.000000
predicted=69.758056, expected=32.000000
predicted=62.797702, expected=48.000000
predicted=54.440296, expected=36.000000
predicted=49.332874, expected=24.000000
predicted=42.098114, expected=48.000000
predicted=42.581281, expected=52.000000
predicted=41.257363, expected=100.000000
predicted=62.320046, expected=36.000000
predicted=49.248004, expected=36.000000
predicted=48.403047, expected=48.000000
predicted=50.146444, expected=44.000000
predicted=47.291931, expected=56.000000
predicted=54.142348, expected=32.000000
predicted=40.352502, expected=12.000000
predicted=32.342362, expected=108.000000
predicted=60.060367, expected=164.000000
predicted=88.670264, expected=68.000000
predicted=78.523073, expected=36.000000
predicted=69.729514, expected=84.000000
predicted=76.330108, expected=56.000000
predicted=72.960577, expected=80.000000
predicted=81.493030, expected=116.000000
predicted=83.266473, expected=120.000000
predicted=90.528585, expected=88.000000
predicted=93.643108, expected=68.000000
predicted=85.156366, expected=80.000000
predicted=87.057098, expected=104.000000
predicted=94.769077, expected=104.000000
predicted=96.077595, expected=84.000000
predicted=89.107740, expected=52.000000
predicted=76.319144, expected=112.000000
predicted=92.220939, expected=76.000000
predicted=83.670227, expected=72.000000
predicted=82.239298, expected=60.000000
predicted=73.274851, expected=84.000000
predicted=75.117264, expected=92.000000
predicted=83.816236, expected=84.000000
predicted=80.025250, expected=108.000000
predicted=90.022247, expected=56.000000
predicted=75.573118, expected=96.000000
predicted=88.672588, expected=92.000000
predicted=87.316081, expected=72.000000
predicted=81.505006, expected=72.000000
predicted=81.721182, expected=104.000000
predicted=84.986955, expected=76.000000
predicted=82.597139, expected=52.000000
predicted=73.873934, expected=76.000000
predicted=74.865616, expected=96.000000
predicted=79.990160, expected=80.000000
predicted=80.776221, expected=60.000000
predicted=72.596171, expected=80.000000
predicted=74.887627, expected=92.000000
predicted=81.035083, expected=112.000000
predicted=92.101906, expected=116.000000
predicted=97.418108, expected=144.000000
predicted=111.761965, expected=132.000000
predicted=118.521665, expected=136.000000
predicted=126.776663, expected=136.000000
predicted=131.575812, expected=104.000000
predicted=122.412657, expected=64.000000
predicted=106.981390, expected=60.000000
predicted=92.552654, expected=84.000000
predicted=89.773748, expected=68.000000
predicted=79.636487, expected=156.000000
predicted=104.749014, expected=76.000000
predicted=84.505568, expected=76.000000
predicted=87.520755, expected=56.000000
predicted=79.064280, expected=84.000000
predicted=80.621515, expected=104.000000
predicted=93.707767, expected=140.000000
predicted=101.153515, expected=256.000000
predicted=153.465169, expected=324.000000
predicted=207.719016, expected=228.000000
predicted=211.099810, expected=120.000000
predicted=183.447618, expected=184.000000
predicted=197.546183, expected=104.000000
predicted=167.591475, expected=112.000000
predicted=160.361048, expected=112.000000
predicted=134.305436, expected=68.000000
predicted=99.679071, expected=72.000000
predicted=98.577653, expected=72.000000
predicted=81.854706, expected=84.000000
predicted=83.613661, expected=88.000000
predicted=84.675063, expected=136.000000
predicted=100.525564, expected=144.000000
predicted=113.471373, expected=104.000000
predicted=108.303946, expected=104.000000
predicted=110.329971, expected=88.000000
predicted=101.646104, expected=96.000000
predicted=104.925906, expected=72.000000
predicted=92.663476, expected=60.000000
predicted=78.824853, expected=68.000000
predicted=75.935409, expected=88.000000
predicted=78.922878, expected=80.000000
predicted=78.516047, expected=72.000000
predicted=74.549570, expected=120.000000
predicted=91.745079, expected=72.000000
predicted=80.390688, expected=92.000000
predicted=90.189026, expected=96.000000
predicted=90.155369, expected=44.000000
predicted=70.885939, expected=112.000000
predicted=95.225783, expected=88.000000
predicted=83.064977, expected=88.000000
predicted=88.486825, expected=80.000000
predicted=85.396658, expected=88.000000
predicted=82.496095, expected=96.000000
predicted=92.620880, expected=68.000000
predicted=80.499603, expected=72.000000
predicted=79.397045, expected=64.000000
predicted=72.466086, expected=136.000000
predicted=98.483219, expected=80.000000
predicted=86.198608, expected=80.000000
predicted=85.609042, expected=92.000000
predicted=88.152125, expected=116.000000
predicted=97.084523, expected=116.000000
predicted=108.316670, expected=76.000000
predicted=91.130870, expected=96.000000
predicted=95.996457, expected=96.000000
predicted=95.340236, expected=76.000000
predicted=89.820427, expected=132.000000
predicted=107.853569, expected=92.000000
predicted=93.965184, expected=68.000000
predicted=88.524410, expected=68.000000
predicted=82.481928, expected=104.000000
predicted=89.320839, expected=96.000000
predicted=93.648203, expected=68.000000
predicted=81.156737, expected=104.000000
predicted=90.186738, expected=68.000000
predicted=78.560700, expected=64.000000
predicted=78.707513, expected=92.000000
predicted=83.640647, expected=84.000000
predicted=79.272666, expected=120.000000
predicted=98.416439, expected=48.000000
predicted=73.052292, expected=216.000000
predicted=132.226726, expected=128.000000
predicted=120.318868, expected=72.000000
predicted=107.587055, expected=40.000000
predicted=89.251621, expected=84.000000
predicted=83.944865, expected=128.000000
predicted=111.196005, expected=92.000000
predicted=93.179784, expected=100.000000
predicted=93.939362, expected=112.000000
predicted=97.844086, expected=88.000000
predicted=96.251122, expected=60.000000
Test MSE: 1226.024
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182])]
predicted=10.282360, expected=12.000000
predicted=14.316766, expected=4.000000
predicted=10.088904, expected=4.000000
predicted=8.731169, expected=8.000000
predicted=7.421778, expected=24.000000
predicted=12.186658, expected=8.000000
predicted=11.697984, expected=4.000000
predicted=7.781148, expected=8.000000
predicted=7.626242, expected=40.000000
predicted=12.928831, expected=20.000000
predicted=20.375773, expected=32.000000
predicted=16.717198, expected=8.000000
predicted=18.159282, expected=44.000000
predicted=20.840565, expected=12.000000
predicted=30.564648, expected=4.000000
predicted=19.778383, expected=8.000000
predicted=18.253408, expected=28.000000
predicted=15.215223, expected=12.000000
predicted=22.183031, expected=40.000000
predicted=14.994329, expected=8.000000
predicted=17.926667, expected=12.000000
predicted=15.666435, expected=8.000000
predicted=19.014219, expected=4.000000
predicted=13.624336, expected=12.000000
predicted=16.102617, expected=60.000000
predicted=14.136971, expected=16.000000
predicted=22.260458, expected=4.000000
predicted=15.454272, expected=16.000000
predicted=15.088566, expected=4.000000
predicted=18.527735, expected=20.000000
predicted=24.673898, expected=16.000000
predicted=13.606816, expected=28.000000
predicted=12.723658, expected=40.000000
predicted=20.147015, expected=8.000000
predicted=19.450838, expected=184.000000
predicted=32.340075, expected=140.000000
predicted=91.038219, expected=8.000000
predicted=66.352377, expected=72.000000
predicted=75.141737, expected=180.000000
predicted=86.860857, expected=40.000000
predicted=86.452929, expected=148.000000
predicted=127.634613, expected=28.000000
predicted=84.319674, expected=48.000000
predicted=87.256752, expected=104.000000
predicted=99.611744, expected=24.000000
predicted=66.489248, expected=4.000000
predicted=73.605605, expected=56.000000
predicted=41.675302, expected=32.000000
predicted=38.028350, expected=12.000000
predicted=44.479970, expected=4.000000
predicted=25.538162, expected=8.000000
predicted=17.137860, expected=72.000000
predicted=25.573446, expected=336.000000
predicted=95.172157, expected=40.000000
predicted=56.673849, expected=20.000000
predicted=93.388141, expected=28.000000
predicted=81.594094, expected=48.000000
predicted=107.736416, expected=8.000000
predicted=124.727307, expected=8.000000
predicted=26.720785, expected=8.000000
predicted=19.132683, expected=68.000000
predicted=30.314950, expected=24.000000
predicted=25.204534, expected=16.000000
predicted=23.301933, expected=8.000000
predicted=22.406622, expected=4.000000
predicted=18.448904, expected=32.000000
predicted=27.592304, expected=8.000000
predicted=13.425146, expected=40.000000
predicted=20.744828, expected=32.000000
predicted=20.399785, expected=28.000000
predicted=23.511688, expected=36.000000
predicted=31.093478, expected=52.000000
predicted=33.039657, expected=8.000000
predicted=30.268761, expected=12.000000
predicted=29.181008, expected=8.000000
predicted=22.910234, expected=8.000000
predicted=19.036594, expected=56.000000
predicted=27.968512, expected=16.000000
predicted=15.209478, expected=20.000000
predicted=21.640733, expected=4.000000
predicted=17.899830, expected=32.000000
predicted=22.671546, expected=40.000000
predicted=28.898209, expected=4.000000
predicted=17.257187, expected=16.000000
predicted=21.334365, expected=20.000000
predicted=18.558505, expected=8.000000
predicted=18.453827, expected=4.000000
predicted=15.931836, expected=16.000000
predicted=11.651877, expected=28.000000
predicted=15.501397, expected=16.000000
predicted=14.812079, expected=16.000000
predicted=15.330637, expected=20.000000
predicted=16.789127, expected=24.000000
predicted=19.748803, expected=12.000000
predicted=18.794881, expected=12.000000
predicted=16.877368, expected=4.000000
predicted=13.862443, expected=36.000000
predicted=19.594296, expected=16.000000
predicted=15.897519, expected=8.000000
Test MSE: 2412.426
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187])]
predicted=26.780871, expected=4.000000
predicted=23.900383, expected=28.000000
predicted=25.811304, expected=28.000000
predicted=21.978219, expected=20.000000
predicted=21.753010, expected=4.000000
predicted=18.004835, expected=28.000000
predicted=18.802826, expected=12.000000
predicted=19.703161, expected=44.000000
predicted=23.050090, expected=4.000000
predicted=18.471102, expected=24.000000
predicted=19.205445, expected=12.000000
predicted=20.873489, expected=16.000000
predicted=18.102369, expected=16.000000
predicted=19.708850, expected=36.000000
predicted=18.076022, expected=28.000000
predicted=22.094853, expected=32.000000
predicted=23.394171, expected=32.000000
predicted=26.897077, expected=16.000000
predicted=26.232536, expected=8.000000
predicted=25.177111, expected=36.000000
predicted=25.667119, expected=44.000000
predicted=28.130875, expected=20.000000
predicted=25.749487, expected=16.000000
predicted=23.481947, expected=28.000000
predicted=25.371636, expected=20.000000
predicted=26.967063, expected=4.000000
predicted=21.792715, expected=32.000000
predicted=20.477804, expected=24.000000
predicted=20.476091, expected=20.000000
predicted=21.164729, expected=24.000000
predicted=21.066859, expected=12.000000
predicted=18.877850, expected=16.000000
predicted=21.327015, expected=12.000000
predicted=17.954325, expected=20.000000
predicted=17.270196, expected=12.000000
predicted=15.976973, expected=36.000000
predicted=18.282439, expected=16.000000
predicted=18.542785, expected=20.000000
predicted=19.201410, expected=24.000000
predicted=21.652943, expected=24.000000
predicted=21.669066, expected=12.000000
predicted=21.962924, expected=28.000000
predicted=20.862280, expected=16.000000
predicted=20.485909, expected=20.000000
predicted=20.563697, expected=8.000000
predicted=18.007883, expected=40.000000
predicted=20.881926, expected=8.000000
predicted=19.737872, expected=24.000000
predicted=19.316012, expected=24.000000
predicted=21.075294, expected=36.000000
predicted=23.010736, expected=24.000000
predicted=26.259625, expected=12.000000
predicted=20.997595, expected=32.000000
predicted=25.685203, expected=28.000000
predicted=25.815558, expected=16.000000
predicted=24.443755, expected=36.000000
predicted=25.200464, expected=24.000000
predicted=24.389897, expected=16.000000
predicted=25.091003, expected=20.000000
predicted=23.607443, expected=8.000000
predicted=19.534387, expected=32.000000
predicted=22.962073, expected=24.000000
predicted=20.714293, expected=28.000000
predicted=21.252256, expected=24.000000
predicted=22.931259, expected=8.000000
predicted=20.158303, expected=24.000000
predicted=23.568387, expected=32.000000
predicted=23.429692, expected=72.000000
predicted=31.948651, expected=12.000000
predicted=28.241245, expected=68.000000
predicted=36.615596, expected=28.000000
predicted=39.388645, expected=52.000000
predicted=43.393043, expected=24.000000
predicted=43.422542, expected=16.000000
predicted=32.370482, expected=20.000000
predicted=35.128960, expected=16.000000
predicted=25.484558, expected=12.000000
predicted=23.288177, expected=16.000000
predicted=17.405606, expected=20.000000
predicted=16.641715, expected=4.000000
predicted=14.399644, expected=36.000000
predicted=17.747592, expected=20.000000
predicted=17.948022, expected=24.000000
predicted=19.826266, expected=40.000000
predicted=24.683257, expected=72.000000
predicted=32.998790, expected=4.000000
predicted=32.130882, expected=8.000000
predicted=27.886824, expected=24.000000
predicted=29.040295, expected=44.000000
predicted=31.420535, expected=24.000000
predicted=29.637823, expected=20.000000
predicted=20.705516, expected=20.000000
predicted=23.428974, expected=12.000000
predicted=23.497749, expected=24.000000
predicted=24.174735, expected=16.000000
predicted=19.267110, expected=36.000000
predicted=21.503746, expected=12.000000
predicted=19.927970, expected=24.000000
predicted=20.560745, expected=64.000000
predicted=30.271255, expected=16.000000
predicted=27.180796, expected=40.000000
predicted=32.466406, expected=20.000000
predicted=29.533601, expected=24.000000
predicted=30.560208, expected=20.000000
predicted=31.126542, expected=16.000000
predicted=22.218218, expected=44.000000
predicted=27.846634, expected=4.000000
predicted=20.854425, expected=40.000000
predicted=24.956663, expected=12.000000
predicted=22.770212, expected=32.000000
predicted=24.229800, expected=28.000000
predicted=27.286016, expected=44.000000
predicted=26.417736, expected=48.000000
predicted=34.562599, expected=16.000000
predicted=29.538130, expected=36.000000
predicted=34.321503, expected=20.000000
predicted=31.841523, expected=32.000000
predicted=32.378222, expected=28.000000
predicted=30.363378, expected=40.000000
predicted=28.579067, expected=20.000000
predicted=29.364762, expected=40.000000
predicted=30.088945, expected=16.000000
predicted=29.282257, expected=8.000000
predicted=24.810388, expected=4.000000
predicted=21.453299, expected=32.000000
predicted=19.919061, expected=12.000000
predicted=18.550003, expected=12.000000
predicted=13.880666, expected=24.000000
predicted=15.788825, expected=48.000000
predicted=22.040946, expected=32.000000
predicted=26.746868, expected=20.000000
predicted=24.629163, expected=64.000000
predicted=34.147995, expected=52.000000
predicted=39.872850, expected=4.000000
predicted=35.996680, expected=20.000000
predicted=32.580677, expected=12.000000
predicted=28.161045, expected=12.000000
predicted=26.641812, expected=32.000000
predicted=22.645969, expected=28.000000
predicted=17.904962, expected=16.000000
predicted=19.896056, expected=20.000000
predicted=20.230858, expected=12.000000
predicted=19.705313, expected=28.000000
predicted=22.687020, expected=36.000000
predicted=23.640544, expected=52.000000
predicted=27.606322, expected=28.000000
predicted=29.422529, expected=36.000000
predicted=32.091243, expected=24.000000
predicted=34.005546, expected=28.000000
predicted=33.612838, expected=36.000000
predicted=34.337839, expected=8.000000
predicted=26.122803, expected=44.000000
predicted=29.795237, expected=24.000000
predicted=27.311302, expected=16.000000
predicted=25.460099, expected=8.000000
predicted=22.998557, expected=28.000000
predicted=21.092819, expected=32.000000
predicted=25.468111, expected=64.000000
predicted=29.223429, expected=48.000000
predicted=33.090509, expected=40.000000
predicted=36.591812, expected=20.000000
predicted=38.679801, expected=36.000000
predicted=39.715902, expected=56.000000
predicted=44.396234, expected=12.000000
predicted=34.671274, expected=36.000000
predicted=33.750569, expected=32.000000
predicted=32.192801, expected=48.000000
predicted=36.321044, expected=20.000000
predicted=34.230168, expected=24.000000
predicted=28.433006, expected=16.000000
predicted=29.377516, expected=16.000000
predicted=25.469951, expected=44.000000
predicted=28.562964, expected=76.000000
predicted=33.355983, expected=48.000000
predicted=37.395841, expected=24.000000
predicted=37.237479, expected=28.000000
predicted=39.429376, expected=44.000000
predicted=43.759193, expected=28.000000
predicted=41.064032, expected=12.000000
predicted=30.470846, expected=24.000000
predicted=26.874496, expected=128.000000
predicted=45.613112, expected=32.000000
predicted=43.813500, expected=48.000000
predicted=45.499137, expected=28.000000
predicted=46.481172, expected=40.000000
predicted=48.404034, expected=44.000000
predicted=54.132457, expected=68.000000
predicted=43.487926, expected=32.000000
predicted=43.279400, expected=32.000000
predicted=40.482711, expected=20.000000
predicted=39.441930, expected=20.000000
predicted=35.329013, expected=20.000000
predicted=32.169583, expected=40.000000
predicted=27.509235, expected=20.000000
predicted=25.237797, expected=28.000000
predicted=24.670461, expected=20.000000
predicted=24.836820, expected=20.000000
predicted=24.234064, expected=24.000000
predicted=25.597703, expected=32.000000
predicted=24.012131, expected=40.000000
predicted=27.596244, expected=36.000000
predicted=28.757851, expected=76.000000
predicted=38.814304, expected=28.000000
predicted=39.016750, expected=32.000000
predicted=40.358839, expected=40.000000
predicted=42.682254, expected=12.000000
predicted=36.120639, expected=8.000000
predicted=32.682918, expected=28.000000
predicted=24.954891, expected=52.000000
predicted=28.835738, expected=36.000000
predicted=29.466066, expected=24.000000
predicted=26.698400, expected=44.000000
predicted=32.460090, expected=52.000000
predicted=39.321391, expected=24.000000
predicted=38.261983, expected=88.000000
predicted=45.957263, expected=28.000000
predicted=42.917544, expected=24.000000
predicted=42.582588, expected=92.000000
predicted=53.265426, expected=24.000000
predicted=45.043663, expected=44.000000
predicted=50.499810, expected=52.000000
predicted=44.930608, expected=32.000000
predicted=43.319660, expected=52.000000
predicted=50.247856, expected=12.000000
predicted=35.526975, expected=24.000000
predicted=35.725439, expected=44.000000
predicted=36.558236, expected=56.000000
predicted=36.475622, expected=20.000000
predicted=34.690751, expected=48.000000
predicted=34.439858, expected=56.000000
predicted=41.584830, expected=16.000000
predicted=39.136278, expected=44.000000
predicted=40.783627, expected=48.000000
predicted=38.702744, expected=36.000000
predicted=40.815514, expected=56.000000
predicted=43.520682, expected=80.000000
predicted=47.037824, expected=12.000000
predicted=45.189094, expected=52.000000
predicted=48.034859, expected=28.000000
predicted=43.822273, expected=40.000000
predicted=43.964078, expected=32.000000
predicted=41.515482, expected=20.000000
predicted=30.004248, expected=24.000000
predicted=32.928176, expected=28.000000
predicted=28.522817, expected=56.000000
predicted=33.675504, expected=32.000000
predicted=32.003633, expected=16.000000
predicted=29.155784, expected=36.000000
predicted=32.417004, expected=52.000000
predicted=36.492542, expected=20.000000
predicted=35.048124, expected=40.000000
predicted=33.214036, expected=68.000000
predicted=39.117949, expected=20.000000
predicted=38.470011, expected=100.000000
predicted=51.371525, expected=36.000000
predicted=47.050122, expected=36.000000
predicted=49.463438, expected=28.000000
predicted=48.960401, expected=8.000000
predicted=36.573540, expected=24.000000
predicted=39.108490, expected=32.000000
predicted=27.314575, expected=40.000000
predicted=28.070000, expected=80.000000
predicted=36.315119, expected=40.000000
predicted=37.198149, expected=48.000000
predicted=44.209964, expected=16.000000
predicted=42.501294, expected=16.000000
predicted=39.136249, expected=36.000000
predicted=39.766214, expected=12.000000
predicted=27.424032, expected=20.000000
predicted=24.901616, expected=28.000000
predicted=21.545993, expected=16.000000
predicted=20.893617, expected=12.000000
predicted=20.786698, expected=36.000000
predicted=20.902311, expected=12.000000
predicted=20.308061, expected=20.000000
predicted=20.778285, expected=28.000000
predicted=20.942364, expected=80.000000
predicted=31.796586, expected=24.000000
predicted=33.351918, expected=44.000000
predicted=34.964637, expected=52.000000
predicted=41.821668, expected=12.000000
predicted=38.744492, expected=44.000000
predicted=43.456430, expected=28.000000
predicted=33.714851, expected=20.000000
predicted=32.867379, expected=52.000000
predicted=35.515297, expected=28.000000
predicted=30.199505, expected=44.000000
predicted=36.332598, expected=24.000000
predicted=32.774687, expected=48.000000
predicted=35.855401, expected=48.000000
predicted=41.057677, expected=56.000000
predicted=41.393061, expected=28.000000
predicted=41.495119, expected=40.000000
predicted=40.568248, expected=24.000000
predicted=40.452208, expected=8.000000
predicted=33.380285, expected=28.000000
predicted=30.933417, expected=32.000000
predicted=26.490472, expected=32.000000
predicted=27.467756, expected=4.000000
predicted=21.320905, expected=36.000000
predicted=23.438401, expected=16.000000
predicted=24.405644, expected=12.000000
predicted=21.707470, expected=60.000000
predicted=27.607689, expected=16.000000
predicted=23.408436, expected=52.000000
predicted=32.604361, expected=40.000000
predicted=33.032699, expected=36.000000
predicted=35.469140, expected=20.000000
predicted=37.687133, expected=20.000000
predicted=30.155928, expected=52.000000
predicted=36.944732, expected=24.000000
predicted=31.791010, expected=48.000000
predicted=33.798526, expected=24.000000
predicted=31.397003, expected=28.000000
predicted=32.269275, expected=116.000000
predicted=49.949916, expected=32.000000
predicted=44.863576, expected=28.000000
predicted=46.420973, expected=60.000000
predicted=48.532898, expected=16.000000
predicted=45.196169, expected=40.000000
predicted=49.382625, expected=80.000000
predicted=43.142041, expected=16.000000
predicted=39.293450, expected=44.000000
predicted=43.559303, expected=20.000000
predicted=35.513091, expected=48.000000
predicted=40.997090, expected=8.000000
predicted=36.257461, expected=12.000000
predicted=24.367053, expected=68.000000
predicted=33.856159, expected=24.000000
predicted=29.437131, expected=20.000000
predicted=30.581064, expected=28.000000
predicted=26.792116, expected=44.000000
predicted=32.134443, expected=12.000000
predicted=32.736968, expected=20.000000
predicted=24.858888, expected=8.000000
predicted=21.725235, expected=48.000000
predicted=26.633566, expected=60.000000
predicted=32.421565, expected=56.000000
predicted=34.299614, expected=68.000000
predicted=44.127931, expected=28.000000
predicted=44.303585, expected=28.000000
predicted=47.848073, expected=24.000000
predicted=43.700828, expected=12.000000
predicted=35.372311, expected=40.000000
predicted=33.707784, expected=56.000000
predicted=31.567157, expected=48.000000
predicted=34.977819, expected=4.000000
predicted=30.640038, expected=32.000000
predicted=31.936813, expected=20.000000
predicted=32.766175, expected=32.000000
predicted=32.004968, expected=60.000000
predicted=33.477149, expected=96.000000
predicted=41.259989, expected=44.000000
predicted=47.578085, expected=24.000000
predicted=45.927947, expected=48.000000
predicted=50.442954, expected=36.000000
predicted=50.511487, expected=20.000000
predicted=44.878098, expected=48.000000
predicted=37.173643, expected=36.000000
predicted=34.952401, expected=44.000000
predicted=38.988151, expected=40.000000
predicted=37.629359, expected=28.000000
predicted=35.615145, expected=32.000000
predicted=38.102498, expected=24.000000
predicted=33.705959, expected=32.000000
predicted=33.356334, expected=52.000000
predicted=35.064808, expected=32.000000
predicted=33.257695, expected=12.000000
predicted=30.620424, expected=28.000000
predicted=29.947610, expected=16.000000
predicted=28.070349, expected=20.000000
predicted=26.781255, expected=24.000000
predicted=22.233791, expected=24.000000
predicted=20.505981, expected=44.000000
predicted=26.456176, expected=8.000000
predicted=22.358906, expected=24.000000
predicted=24.117776, expected=32.000000
predicted=25.989951, expected=28.000000
predicted=26.399829, expected=24.000000
predicted=27.096224, expected=40.000000
predicted=26.091936, expected=40.000000
predicted=31.345110, expected=28.000000
predicted=32.049761, expected=56.000000
predicted=36.491653, expected=32.000000
predicted=36.353708, expected=8.000000
predicted=33.739928, expected=40.000000
predicted=34.310716, expected=32.000000
predicted=32.101514, expected=48.000000
predicted=36.536803, expected=24.000000
predicted=30.876186, expected=36.000000
predicted=31.198288, expected=40.000000
predicted=36.764714, expected=20.000000
predicted=32.934527, expected=32.000000
predicted=33.686389, expected=28.000000
predicted=29.763096, expected=36.000000
predicted=32.023489, expected=64.000000
predicted=37.343092, expected=52.000000
predicted=38.764532, expected=40.000000
predicted=42.244850, expected=44.000000
predicted=44.058872, expected=68.000000
predicted=50.636880, expected=56.000000
predicted=54.138412, expected=32.000000
predicted=48.732273, expected=24.000000
predicted=43.799087, expected=24.000000
predicted=40.718149, expected=56.000000
predicted=43.588693, expected=8.000000
predicted=33.031883, expected=28.000000
predicted=28.999296, expected=44.000000
predicted=30.783840, expected=44.000000
predicted=33.720227, expected=28.000000
predicted=35.175675, expected=52.000000
predicted=34.279049, expected=64.000000
predicted=43.465160, expected=20.000000
predicted=41.674538, expected=12.000000
predicted=36.748126, expected=76.000000
predicted=42.303154, expected=32.000000
predicted=41.875461, expected=68.000000
predicted=46.541068, expected=28.000000
predicted=39.341664, expected=56.000000
predicted=45.011818, expected=12.000000
predicted=45.301605, expected=20.000000
predicted=35.437312, expected=104.000000
predicted=49.127788, expected=56.000000
predicted=45.446145, expected=20.000000
predicted=45.309807, expected=28.000000
predicted=40.274865, expected=40.000000
predicted=43.579375, expected=28.000000
Test MSE: 374.403
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543])]
predicted=52.264307, expected=40.000000
predicted=51.618988, expected=56.000000
predicted=46.016901, expected=56.000000
predicted=54.443382, expected=92.000000
predicted=61.667803, expected=64.000000
predicted=56.110958, expected=68.000000
predicted=65.220024, expected=116.000000
predicted=82.539848, expected=40.000000
predicted=63.413483, expected=40.000000
predicted=72.464840, expected=60.000000
predicted=65.254102, expected=80.000000
predicted=61.082367, expected=132.000000
predicted=86.831937, expected=52.000000
predicted=64.477138, expected=72.000000
predicted=78.851509, expected=36.000000
predicted=67.764426, expected=68.000000
predicted=68.564468, expected=52.000000
predicted=67.717152, expected=12.000000
predicted=42.682808, expected=96.000000
predicted=64.933475, expected=48.000000
predicted=45.090607, expected=48.000000
predicted=55.357355, expected=60.000000
predicted=58.329644, expected=40.000000
predicted=44.664637, expected=40.000000
predicted=55.323861, expected=64.000000
predicted=51.818237, expected=72.000000
predicted=53.588453, expected=76.000000
predicted=61.423573, expected=44.000000
predicted=56.192553, expected=28.000000
predicted=52.578927, expected=56.000000
predicted=56.600871, expected=80.000000
predicted=58.086740, expected=60.000000
predicted=56.668279, expected=76.000000
predicted=63.115511, expected=84.000000
predicted=66.279756, expected=92.000000
predicted=75.364204, expected=64.000000
predicted=75.753031, expected=80.000000
predicted=78.379120, expected=52.000000
predicted=70.848474, expected=48.000000
predicted=67.087028, expected=72.000000
predicted=69.377829, expected=108.000000
predicted=72.157592, expected=72.000000
predicted=71.192164, expected=72.000000
predicted=75.027229, expected=80.000000
predicted=76.905930, expected=76.000000
predicted=76.318928, expected=68.000000
predicted=79.035079, expected=120.000000
predicted=87.017782, expected=84.000000
predicted=80.416328, expected=64.000000
predicted=82.458121, expected=64.000000
predicted=80.976558, expected=40.000000
predicted=65.437026, expected=20.000000
predicted=60.138485, expected=60.000000
predicted=56.721156, expected=80.000000
predicted=54.250938, expected=52.000000
predicted=52.047660, expected=60.000000
predicted=57.743195, expected=48.000000
predicted=51.599916, expected=72.000000
predicted=61.964179, expected=72.000000
predicted=64.828598, expected=36.000000
predicted=53.634936, expected=88.000000
predicted=69.379175, expected=64.000000
predicted=59.490096, expected=48.000000
predicted=61.800773, expected=40.000000
predicted=59.737894, expected=104.000000
predicted=65.804839, expected=88.000000
predicted=70.343843, expected=68.000000
predicted=70.774421, expected=100.000000
predicted=82.777520, expected=80.000000
predicted=75.519125, expected=56.000000
predicted=80.295717, expected=40.000000
predicted=70.926559, expected=64.000000
predicted=65.642479, expected=28.000000
predicted=54.150542, expected=68.000000
predicted=59.514994, expected=76.000000
predicted=57.129579, expected=32.000000
predicted=46.646378, expected=60.000000
predicted=61.119447, expected=24.000000
predicted=41.773984, expected=72.000000
predicted=56.961950, expected=48.000000
predicted=51.001600, expected=60.000000
predicted=50.223242, expected=52.000000
predicted=55.171310, expected=72.000000
predicted=54.963306, expected=92.000000
predicted=69.528699, expected=44.000000
predicted=58.153104, expected=60.000000
predicted=67.088316, expected=88.000000
predicted=69.326986, expected=36.000000
predicted=57.462269, expected=52.000000
predicted=65.963557, expected=40.000000
predicted=50.804938, expected=68.000000
predicted=55.767792, expected=44.000000
predicted=53.673004, expected=64.000000
predicted=53.141500, expected=32.000000
predicted=48.274656, expected=64.000000
predicted=53.258348, expected=68.000000
predicted=57.481941, expected=56.000000
predicted=53.163363, expected=80.000000
predicted=66.376642, expected=48.000000
predicted=55.188327, expected=92.000000
predicted=72.101697, expected=36.000000
predicted=59.283114, expected=80.000000
predicted=67.950448, expected=88.000000
predicted=72.649771, expected=56.000000
predicted=62.320400, expected=64.000000
predicted=73.962930, expected=52.000000
predicted=60.144691, expected=104.000000
predicted=75.839516, expected=48.000000
predicted=64.927664, expected=72.000000
predicted=69.588864, expected=88.000000
predicted=74.189455, expected=80.000000
predicted=70.626917, expected=56.000000
predicted=75.668903, expected=76.000000
predicted=72.330703, expected=60.000000
predicted=68.430563, expected=52.000000
predicted=66.421424, expected=60.000000
predicted=64.914644, expected=84.000000
predicted=64.915523, expected=88.000000
predicted=71.021771, expected=64.000000
predicted=68.969225, expected=56.000000
predicted=68.831537, expected=52.000000
predicted=65.197125, expected=60.000000
predicted=64.627325, expected=68.000000
predicted=64.257798, expected=52.000000
predicted=57.676884, expected=68.000000
predicted=61.796398, expected=52.000000
predicted=57.308050, expected=76.000000
predicted=64.081222, expected=72.000000
predicted=65.382360, expected=68.000000
predicted=64.771287, expected=92.000000
predicted=75.574984, expected=84.000000
predicted=73.754428, expected=64.000000
predicted=75.598558, expected=28.000000
predicted=65.669314, expected=28.000000
predicted=56.604149, expected=72.000000
predicted=60.084508, expected=24.000000
predicted=42.824734, expected=64.000000
predicted=52.093508, expected=56.000000
predicted=46.609426, expected=44.000000
predicted=45.500881, expected=36.000000
predicted=51.146183, expected=32.000000
predicted=40.378755, expected=48.000000
predicted=45.786331, expected=44.000000
predicted=42.162220, expected=40.000000
predicted=41.023968, expected=76.000000
predicted=50.607384, expected=100.000000
predicted=60.135193, expected=52.000000
predicted=59.363762, expected=68.000000
predicted=69.168064, expected=56.000000
predicted=63.421984, expected=32.000000
predicted=57.560635, expected=48.000000
predicted=59.825503, expected=48.000000
predicted=47.828246, expected=52.000000
predicted=49.783709, expected=32.000000
predicted=44.312183, expected=20.000000
predicted=37.048948, expected=68.000000
predicted=47.296822, expected=44.000000
predicted=40.390231, expected=60.000000
predicted=49.579288, expected=76.000000
predicted=55.216460, expected=64.000000
predicted=54.533645, expected=40.000000
predicted=58.806781, expected=60.000000
predicted=59.004473, expected=32.000000
predicted=49.857592, expected=48.000000
predicted=52.707585, expected=48.000000
predicted=48.521026, expected=76.000000
predicted=52.153951, expected=84.000000
predicted=61.756842, expected=16.000000
predicted=47.240980, expected=4.000000
predicted=45.343690, expected=40.000000
predicted=42.310318, expected=28.000000
predicted=33.182709, expected=32.000000
predicted=35.301767, expected=76.000000
predicted=40.014214, expected=68.000000
predicted=42.041828, expected=52.000000
predicted=52.099733, expected=60.000000
predicted=56.779251, expected=40.000000
predicted=50.668551, expected=36.000000
predicted=52.845394, expected=76.000000
predicted=58.168353, expected=64.000000
predicted=52.899260, expected=64.000000
predicted=59.650182, expected=16.000000
predicted=47.182943, expected=48.000000
predicted=50.564981, expected=44.000000
predicted=48.336998, expected=24.000000
predicted=38.986686, expected=44.000000
predicted=43.822470, expected=16.000000
predicted=27.721246, expected=44.000000
predicted=37.979166, expected=40.000000
predicted=35.419070, expected=76.000000
predicted=44.238062, expected=80.000000
predicted=54.857570, expected=76.000000
predicted=58.810219, expected=48.000000
predicted=61.691104, expected=76.000000
predicted=67.824223, expected=72.000000
predicted=69.168830, expected=64.000000
predicted=68.079070, expected=32.000000
predicted=59.792637, expected=44.000000
predicted=54.419718, expected=16.000000
predicted=43.767838, expected=64.000000
predicted=49.916212, expected=56.000000
predicted=46.096644, expected=88.000000
predicted=55.113388, expected=72.000000
predicted=61.270395, expected=56.000000
predicted=58.665924, expected=64.000000
predicted=68.376505, expected=32.000000
predicted=54.907042, expected=36.000000
predicted=55.316244, expected=68.000000
predicted=55.916458, expected=40.000000
predicted=45.132217, expected=44.000000
predicted=49.696293, expected=44.000000
predicted=44.730991, expected=76.000000
predicted=52.501734, expected=52.000000
predicted=53.595213, expected=60.000000
predicted=55.524782, expected=44.000000
predicted=53.000444, expected=40.000000
predicted=49.535851, expected=32.000000
predicted=48.460578, expected=48.000000
predicted=45.088347, expected=80.000000
predicted=54.006963, expected=24.000000
predicted=41.147379, expected=56.000000
predicted=51.808978, expected=80.000000
predicted=55.647219, expected=80.000000
predicted=60.297945, expected=44.000000
predicted=62.418662, expected=72.000000
predicted=63.183485, expected=52.000000
predicted=59.797844, expected=32.000000
predicted=55.400426, expected=48.000000
predicted=55.999878, expected=36.000000
predicted=42.638404, expected=84.000000
predicted=58.000397, expected=24.000000
predicted=42.755186, expected=56.000000
predicted=50.243509, expected=60.000000
predicted=52.692234, expected=40.000000
predicted=45.104803, expected=72.000000
predicted=61.672915, expected=52.000000
predicted=49.119274, expected=48.000000
predicted=54.252011, expected=88.000000
predicted=65.273922, expected=88.000000
predicted=64.884882, expected=132.000000
predicted=88.936642, expected=20.000000
predicted=66.734330, expected=16.000000
predicted=63.089807, expected=60.000000
predicted=65.164108, expected=40.000000
predicted=47.953149, expected=60.000000
predicted=58.574891, expected=84.000000
predicted=52.977151, expected=28.000000
predicted=43.614381, expected=72.000000
predicted=63.094447, expected=28.000000
predicted=46.678388, expected=32.000000
predicted=47.602819, expected=24.000000
predicted=43.298352, expected=68.000000
predicted=42.460674, expected=56.000000
predicted=47.410150, expected=56.000000
predicted=47.025589, expected=72.000000
predicted=56.222516, expected=76.000000
predicted=59.284056, expected=36.000000
predicted=58.176582, expected=24.000000
predicted=51.412169, expected=48.000000
predicted=50.107701, expected=32.000000
predicted=42.360025, expected=48.000000
predicted=45.799096, expected=64.000000
predicted=45.491204, expected=64.000000
predicted=47.950860, expected=52.000000
predicted=53.277389, expected=24.000000
predicted=45.028429, expected=44.000000
predicted=48.475806, expected=44.000000
predicted=45.748903, expected=40.000000
predicted=43.420060, expected=40.000000
predicted=42.248628, expected=36.000000
predicted=37.170416, expected=104.000000
predicted=58.336804, expected=40.000000
predicted=47.613405, expected=72.000000
predicted=61.452820, expected=48.000000
predicted=56.352819, expected=76.000000
predicted=61.324321, expected=60.000000
predicted=67.178178, expected=112.000000
predicted=73.121625, expected=44.000000
predicted=66.255741, expected=40.000000
predicted=62.118019, expected=44.000000
predicted=61.203030, expected=28.000000
predicted=45.944083, expected=56.000000
predicted=55.737361, expected=84.000000
predicted=53.066116, expected=20.000000
predicted=41.605354, expected=40.000000
predicted=48.788419, expected=68.000000
predicted=49.797046, expected=64.000000
predicted=52.435454, expected=20.000000
predicted=49.230470, expected=56.000000
predicted=48.053674, expected=56.000000
predicted=48.068795, expected=60.000000
predicted=53.595543, expected=16.000000
predicted=44.568366, expected=44.000000
predicted=42.568050, expected=48.000000
predicted=44.857525, expected=12.000000
predicted=33.987473, expected=84.000000
predicted=52.399606, expected=68.000000
predicted=44.806894, expected=52.000000
predicted=52.301323, expected=64.000000
predicted=60.574013, expected=32.000000
predicted=46.200918, expected=24.000000
predicted=50.821347, expected=68.000000
predicted=53.422097, expected=72.000000
predicted=51.162508, expected=72.000000
predicted=59.327229, expected=48.000000
predicted=54.728403, expected=64.000000
predicted=58.470091, expected=64.000000
predicted=63.275600, expected=88.000000
predicted=69.845877, expected=68.000000
predicted=68.328944, expected=84.000000
predicted=72.145317, expected=76.000000
predicted=74.533051, expected=28.000000
predicted=62.068509, expected=36.000000
predicted=62.013913, expected=116.000000
predicted=71.525946, expected=52.000000
predicted=59.532955, expected=76.000000
predicted=71.584224, expected=80.000000
predicted=67.641959, expected=80.000000
predicted=69.369530, expected=28.000000
predicted=70.007334, expected=44.000000
predicted=58.853655, expected=52.000000
predicted=56.716973, expected=68.000000
predicted=57.396614, expected=60.000000
predicted=58.157089, expected=96.000000
predicted=63.472082, expected=72.000000
predicted=65.665430, expected=100.000000
predicted=78.839846, expected=60.000000
predicted=74.820536, expected=84.000000
predicted=78.794044, expected=72.000000
predicted=80.051730, expected=20.000000
predicted=60.019420, expected=52.000000
predicted=66.262401, expected=44.000000
predicted=49.854041, expected=48.000000
predicted=51.394976, expected=32.000000
predicted=45.880171, expected=36.000000
predicted=37.438857, expected=52.000000
predicted=44.722102, expected=72.000000
predicted=49.303385, expected=144.000000
predicted=75.772063, expected=120.000000
predicted=82.821717, expected=48.000000
predicted=78.131732, expected=72.000000
predicted=86.905244, expected=80.000000
predicted=81.610793, expected=48.000000
predicted=77.751611, expected=32.000000
predicted=66.051519, expected=64.000000
predicted=57.116027, expected=88.000000
predicted=64.083695, expected=28.000000
predicted=53.160361, expected=28.000000
predicted=49.798709, expected=52.000000
predicted=47.421006, expected=40.000000
predicted=43.599401, expected=48.000000
predicted=50.189072, expected=68.000000
predicted=48.287661, expected=104.000000
predicted=62.226121, expected=72.000000
predicted=66.083031, expected=152.000000
predicted=94.953336, expected=48.000000
predicted=76.426298, expected=52.000000
predicted=80.563095, expected=56.000000
predicted=78.626212, expected=56.000000
predicted=61.532054, expected=100.000000
predicted=84.013066, expected=20.000000
predicted=49.858605, expected=40.000000
predicted=55.120018, expected=56.000000
predicted=53.645100, expected=28.000000
predicted=41.721671, expected=80.000000
predicted=61.402496, expected=56.000000
predicted=46.535522, expected=60.000000
predicted=55.151794, expected=80.000000
predicted=65.208344, expected=32.000000
predicted=50.363772, expected=52.000000
predicted=61.102861, expected=32.000000
predicted=47.653301, expected=52.000000
predicted=49.476457, expected=76.000000
predicted=57.684652, expected=32.000000
predicted=43.311647, expected=36.000000
predicted=48.352413, expected=32.000000
predicted=40.617023, expected=24.000000
predicted=36.810645, expected=48.000000
predicted=42.920002, expected=96.000000
predicted=50.895645, expected=56.000000
predicted=49.801659, expected=56.000000
predicted=56.870046, expected=48.000000
predicted=54.010804, expected=44.000000
predicted=53.136864, expected=76.000000
predicted=64.919330, expected=44.000000
predicted=51.537712, expected=112.000000
predicted=71.942366, expected=84.000000
predicted=69.733580, expected=72.000000
predicted=73.486597, expected=40.000000
predicted=69.956315, expected=44.000000
predicted=60.099264, expected=52.000000
predicted=63.518760, expected=52.000000
predicted=55.207144, expected=52.000000
predicted=53.113559, expected=72.000000
predicted=55.203288, expected=40.000000
predicted=49.928940, expected=16.000000
predicted=44.110184, expected=64.000000
predicted=51.219421, expected=76.000000
predicted=52.847153, expected=64.000000
predicted=57.957615, expected=48.000000
predicted=54.387397, expected=84.000000
predicted=61.745144, expected=76.000000
predicted=67.698819, expected=40.000000
predicted=62.261981, expected=24.000000
predicted=53.702318, expected=96.000000
predicted=63.931231, expected=60.000000
predicted=59.163848, expected=60.000000
predicted=62.922530, expected=56.000000
predicted=58.651508, expected=76.000000
predicted=60.873143, expected=20.000000
predicted=55.707878, expected=32.000000
predicted=49.511630, expected=52.000000
predicted=48.243952, expected=24.000000
predicted=37.179443, expected=40.000000
predicted=43.548848, expected=64.000000
predicted=41.630190, expected=64.000000
predicted=46.940672, expected=56.000000
predicted=53.395793, expected=48.000000
predicted=50.346042, expected=80.000000
predicted=61.096255, expected=32.000000
predicted=52.389940, expected=36.000000
predicted=52.162412, expected=60.000000
predicted=52.851738, expected=72.000000
predicted=53.539290, expected=28.000000
predicted=49.998815, expected=40.000000
predicted=46.639797, expected=52.000000
predicted=46.637844, expected=56.000000
Test MSE: 600.488
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444])]
predicted=52.811569, expected=76.000000
predicted=61.710176, expected=40.000000
predicted=48.280679, expected=44.000000
predicted=51.034352, expected=32.000000
predicted=41.287196, expected=48.000000
predicted=48.002147, expected=68.000000
predicted=54.702360, expected=40.000000
predicted=44.544638, expected=52.000000
predicted=48.672217, expected=108.000000
predicted=64.537507, expected=36.000000
predicted=54.086584, expected=84.000000
predicted=71.392843, expected=40.000000
predicted=50.078501, expected=100.000000
predicted=79.396254, expected=44.000000
predicted=61.990896, expected=80.000000
predicted=69.784708, expected=52.000000
predicted=60.597655, expected=48.000000
predicted=60.550844, expected=56.000000
predicted=61.612505, expected=60.000000
predicted=57.172797, expected=32.000000
predicted=51.896154, expected=32.000000
predicted=44.349602, expected=56.000000
predicted=47.732130, expected=80.000000
predicted=58.260944, expected=28.000000
predicted=45.276690, expected=44.000000
predicted=45.267995, expected=52.000000
predicted=45.717860, expected=68.000000
predicted=58.962861, expected=36.000000
predicted=49.325447, expected=52.000000
predicted=47.492771, expected=60.000000
predicted=51.267134, expected=60.000000
predicted=56.740879, expected=52.000000
predicted=54.541926, expected=40.000000
predicted=47.346619, expected=56.000000
predicted=53.567777, expected=24.000000
predicted=44.093031, expected=56.000000
predicted=51.189871, expected=56.000000
predicted=47.050410, expected=72.000000
predicted=55.975096, expected=40.000000
predicted=47.813112, expected=48.000000
predicted=48.841863, expected=68.000000
predicted=57.012512, expected=76.000000
predicted=63.537037, expected=48.000000
predicted=57.596292, expected=64.000000
predicted=57.869789, expected=68.000000
predicted=61.049487, expected=32.000000
predicted=55.854927, expected=56.000000
predicted=58.068268, expected=48.000000
predicted=49.835856, expected=48.000000
predicted=54.083785, expected=40.000000
predicted=46.938961, expected=44.000000
predicted=44.186035, expected=36.000000
predicted=43.643302, expected=64.000000
predicted=50.238699, expected=72.000000
predicted=53.612963, expected=60.000000
predicted=54.438717, expected=64.000000
predicted=57.119414, expected=52.000000
predicted=55.185500, expected=80.000000
predicted=68.528004, expected=40.000000
predicted=56.955805, expected=60.000000
predicted=61.219282, expected=60.000000
predicted=57.237092, expected=56.000000
predicted=59.007074, expected=40.000000
predicted=53.609121, expected=56.000000
predicted=52.183809, expected=52.000000
predicted=53.147172, expected=60.000000
predicted=56.282094, expected=44.000000
predicted=49.474750, expected=60.000000
predicted=53.428381, expected=64.000000
predicted=56.427967, expected=32.000000
predicted=49.164908, expected=52.000000
predicted=52.424673, expected=64.000000
predicted=52.787041, expected=44.000000
predicted=52.647552, expected=48.000000
predicted=50.873291, expected=20.000000
predicted=37.425821, expected=28.000000
predicted=41.275867, expected=52.000000
predicted=43.994552, expected=40.000000
predicted=39.666340, expected=48.000000
predicted=41.955442, expected=48.000000
predicted=38.820845, expected=28.000000
predicted=38.259794, expected=48.000000
predicted=45.025725, expected=60.000000
predicted=46.699518, expected=40.000000
predicted=45.410185, expected=56.000000
predicted=48.507247, expected=76.000000
predicted=53.505731, expected=36.000000
predicted=50.136321, expected=36.000000
predicted=49.177702, expected=24.000000
predicted=38.662806, expected=48.000000
predicted=47.862910, expected=32.000000
predicted=40.805987, expected=80.000000
predicted=50.389605, expected=36.000000
predicted=39.298365, expected=56.000000
predicted=49.313925, expected=52.000000
predicted=47.752970, expected=48.000000
predicted=51.054610, expected=68.000000
predicted=59.116721, expected=64.000000
predicted=54.641754, expected=28.000000
predicted=49.124127, expected=76.000000
predicted=59.161302, expected=56.000000
predicted=54.312510, expected=76.000000
predicted=67.034647, expected=32.000000
predicted=49.402925, expected=36.000000
predicted=48.615361, expected=48.000000
predicted=51.765984, expected=48.000000
predicted=50.362908, expected=40.000000
predicted=47.002446, expected=64.000000
predicted=47.266226, expected=68.000000
predicted=52.481608, expected=36.000000
predicted=48.808317, expected=36.000000
predicted=46.211728, expected=60.000000
predicted=50.559273, expected=68.000000
predicted=58.396363, expected=40.000000
predicted=50.688824, expected=88.000000
predicted=59.787270, expected=56.000000
predicted=54.831500, expected=20.000000
predicted=51.890521, expected=60.000000
predicted=54.889665, expected=20.000000
predicted=40.973046, expected=32.000000
predicted=48.107518, expected=60.000000
predicted=42.680688, expected=44.000000
predicted=40.190552, expected=72.000000
predicted=53.690922, expected=36.000000
predicted=39.777379, expected=48.000000
predicted=49.527474, expected=32.000000
predicted=43.986247, expected=52.000000
predicted=49.392297, expected=40.000000
predicted=45.450012, expected=76.000000
predicted=53.047334, expected=48.000000
predicted=47.664789, expected=84.000000
predicted=61.136937, expected=48.000000
predicted=53.705094, expected=16.000000
predicted=47.288127, expected=60.000000
predicted=55.209713, expected=52.000000
predicted=50.426592, expected=76.000000
predicted=63.251313, expected=36.000000
predicted=44.192366, expected=28.000000
predicted=41.771681, expected=44.000000
predicted=46.856600, expected=48.000000
predicted=48.109818, expected=32.000000
predicted=43.953282, expected=56.000000
predicted=42.964247, expected=32.000000
predicted=36.997033, expected=40.000000
predicted=43.122058, expected=44.000000
predicted=40.987618, expected=52.000000
predicted=44.538985, expected=20.000000
predicted=37.488359, expected=44.000000
predicted=39.687638, expected=44.000000
predicted=39.521986, expected=68.000000
predicted=50.777798, expected=44.000000
predicted=44.495479, expected=68.000000
predicted=51.202714, expected=40.000000
predicted=47.276222, expected=20.000000
predicted=43.960651, expected=80.000000
predicted=57.238065, expected=36.000000
predicted=44.992320, expected=24.000000
predicted=45.156132, expected=56.000000
predicted=41.843155, expected=32.000000
predicted=38.874506, expected=64.000000
predicted=54.393553, expected=44.000000
predicted=40.496487, expected=104.000000
predicted=63.148930, expected=56.000000
predicted=56.554863, expected=80.000000
predicted=67.783780, expected=36.000000
predicted=55.879400, expected=40.000000
predicted=58.031506, expected=48.000000
predicted=58.277371, expected=32.000000
predicted=47.119582, expected=40.000000
predicted=46.734843, expected=32.000000
predicted=35.915598, expected=60.000000
predicted=45.624320, expected=36.000000
predicted=39.941631, expected=36.000000
predicted=39.687039, expected=72.000000
predicted=48.593202, expected=52.000000
predicted=48.176558, expected=20.000000
predicted=43.537798, expected=100.000000
predicted=58.613092, expected=52.000000
predicted=52.429891, expected=40.000000
predicted=58.103369, expected=44.000000
predicted=46.562311, expected=68.000000
predicted=55.246784, expected=36.000000
predicted=55.330056, expected=48.000000
predicted=49.182432, expected=52.000000
predicted=46.417714, expected=36.000000
predicted=46.216852, expected=48.000000
predicted=48.881151, expected=24.000000
predicted=36.703370, expected=72.000000
predicted=51.892966, expected=52.000000
predicted=46.743778, expected=52.000000
predicted=49.986850, expected=72.000000
predicted=54.448515, expected=48.000000
predicted=51.281102, expected=68.000000
predicted=63.317075, expected=68.000000
predicted=59.461111, expected=72.000000
predicted=65.522887, expected=28.000000
predicted=54.116927, expected=80.000000
predicted=63.737477, expected=52.000000
predicted=57.895176, expected=88.000000
predicted=71.724536, expected=68.000000
predicted=63.250408, expected=40.000000
predicted=56.671274, expected=60.000000
predicted=63.217065, expected=40.000000
predicted=53.855235, expected=16.000000
predicted=48.954215, expected=76.000000
predicted=54.057456, expected=56.000000
predicted=47.974765, expected=36.000000
predicted=48.925211, expected=36.000000
predicted=39.991644, expected=44.000000
predicted=42.200507, expected=20.000000
predicted=42.241705, expected=52.000000
predicted=43.646863, expected=48.000000
predicted=39.210977, expected=24.000000
predicted=36.683225, expected=56.000000
predicted=42.646605, expected=32.000000
predicted=35.467923, expected=76.000000
predicted=54.648965, expected=52.000000
predicted=46.752899, expected=52.000000
predicted=50.346851, expected=32.000000
predicted=45.394385, expected=76.000000
predicted=56.558689, expected=44.000000
predicted=53.371409, expected=60.000000
predicted=56.045837, expected=76.000000
predicted=57.410728, expected=44.000000
predicted=53.448448, expected=48.000000
predicted=57.652578, expected=84.000000
predicted=61.004451, expected=68.000000
predicted=64.465014, expected=48.000000
predicted=61.259959, expected=36.000000
predicted=49.805366, expected=68.000000
predicted=59.216083, expected=72.000000
predicted=64.886163, expected=96.000000
predicted=71.445561, expected=40.000000
predicted=55.478702, expected=72.000000
predicted=65.107152, expected=60.000000
predicted=63.872244, expected=68.000000
predicted=70.496674, expected=52.000000
predicted=62.975425, expected=68.000000
predicted=60.904809, expected=32.000000
predicted=54.053047, expected=108.000000
predicted=72.478877, expected=100.000000
predicted=73.807718, expected=100.000000
predicted=82.869265, expected=88.000000
predicted=81.223941, expected=116.000000
predicted=92.153267, expected=44.000000
predicted=84.995436, expected=56.000000
predicted=81.750388, expected=52.000000
predicted=69.916865, expected=68.000000
predicted=72.633978, expected=44.000000
predicted=62.450207, expected=68.000000
predicted=57.526831, expected=40.000000
predicted=51.021496, expected=64.000000
predicted=58.373855, expected=64.000000
predicted=57.969475, expected=56.000000
predicted=56.665224, expected=52.000000
predicted=56.648690, expected=84.000000
predicted=62.542723, expected=32.000000
predicted=54.417107, expected=56.000000
predicted=58.827489, expected=56.000000
predicted=53.369357, expected=56.000000
predicted=57.355854, expected=40.000000
predicted=52.943602, expected=40.000000
predicted=44.721674, expected=20.000000
predicted=40.444508, expected=28.000000
predicted=38.954378, expected=36.000000
predicted=36.624524, expected=44.000000
predicted=36.933846, expected=40.000000
predicted=35.945793, expected=20.000000
predicted=28.969159, expected=52.000000
predicted=38.366122, expected=88.000000
predicted=52.048285, expected=20.000000
predicted=41.472526, expected=32.000000
predicted=41.381462, expected=120.000000
predicted=60.723449, expected=56.000000
predicted=60.792080, expected=76.000000
predicted=72.069250, expected=32.000000
predicted=46.525786, expected=40.000000
predicted=56.436743, expected=16.000000
predicted=51.251269, expected=64.000000
predicted=51.223784, expected=48.000000
predicted=46.714387, expected=40.000000
predicted=41.724048, expected=44.000000
predicted=40.996055, expected=48.000000
predicted=42.351412, expected=68.000000
predicted=55.408943, expected=28.000000
predicted=43.186388, expected=28.000000
predicted=40.897401, expected=48.000000
predicted=42.708093, expected=24.000000
predicted=38.599087, expected=28.000000
predicted=38.175390, expected=24.000000
predicted=27.583384, expected=60.000000
predicted=39.253059, expected=24.000000
predicted=33.243764, expected=64.000000
predicted=42.414041, expected=60.000000
predicted=43.267080, expected=40.000000
predicted=45.286367, expected=36.000000
predicted=45.567681, expected=40.000000
predicted=41.418044, expected=32.000000
predicted=44.060582, expected=24.000000
predicted=37.493892, expected=68.000000
predicted=44.077218, expected=72.000000
predicted=48.781266, expected=48.000000
predicted=48.886269, expected=40.000000
predicted=45.053725, expected=56.000000
predicted=49.557925, expected=48.000000
predicted=54.591249, expected=36.000000
predicted=49.546881, expected=48.000000
predicted=45.894885, expected=28.000000
predicted=39.582173, expected=68.000000
predicted=51.700305, expected=24.000000
predicted=38.317825, expected=32.000000
predicted=39.766313, expected=40.000000
predicted=38.117652, expected=72.000000
predicted=48.286529, expected=52.000000
predicted=49.836445, expected=56.000000
predicted=47.670130, expected=68.000000
predicted=53.450711, expected=44.000000
predicted=52.948534, expected=24.000000
predicted=49.455788, expected=52.000000
predicted=48.759879, expected=40.000000
predicted=45.822621, expected=40.000000
predicted=46.392637, expected=68.000000
predicted=47.618021, expected=56.000000
predicted=46.953171, expected=40.000000
predicted=49.083821, expected=60.000000
predicted=50.847807, expected=44.000000
predicted=48.845223, expected=36.000000
predicted=50.128195, expected=52.000000
predicted=48.181455, expected=80.000000
predicted=55.596366, expected=88.000000
predicted=65.241211, expected=56.000000
predicted=58.962475, expected=68.000000
predicted=62.777165, expected=104.000000
predicted=76.831795, expected=32.000000
predicted=66.057838, expected=36.000000
predicted=62.320262, expected=52.000000
predicted=53.525500, expected=44.000000
predicted=55.206464, expected=52.000000
predicted=56.427623, expected=40.000000
predicted=41.115355, expected=52.000000
predicted=46.800306, expected=56.000000
predicted=49.893306, expected=32.000000
predicted=44.108130, expected=76.000000
predicted=55.470028, expected=96.000000
predicted=62.599281, expected=52.000000
predicted=60.758060, expected=68.000000
predicted=64.395465, expected=60.000000
predicted=59.556289, expected=24.000000
predicted=57.995678, expected=24.000000
predicted=50.842103, expected=60.000000
predicted=48.560586, expected=40.000000
predicted=46.209321, expected=48.000000
predicted=46.045350, expected=24.000000
predicted=32.689136, expected=64.000000
predicted=46.130501, expected=28.000000
predicted=40.957808, expected=60.000000
predicted=48.258119, expected=44.000000
predicted=42.826167, expected=80.000000
predicted=55.005088, expected=72.000000
predicted=59.695473, expected=32.000000
predicted=49.597849, expected=64.000000
predicted=59.089374, expected=52.000000
predicted=53.929191, expected=32.000000
predicted=54.400293, expected=44.000000
predicted=48.925593, expected=60.000000
predicted=47.650292, expected=32.000000
predicted=46.232592, expected=40.000000
predicted=43.874996, expected=40.000000
predicted=39.189276, expected=40.000000
predicted=42.680821, expected=36.000000
predicted=41.324299, expected=48.000000
predicted=40.267326, expected=88.000000
predicted=54.381620, expected=40.000000
predicted=47.214888, expected=44.000000
predicted=49.733841, expected=80.000000
predicted=56.475090, expected=52.000000
predicted=57.248550, expected=44.000000
predicted=58.944405, expected=64.000000
predicted=53.453453, expected=28.000000
predicted=47.283229, expected=36.000000
predicted=50.794185, expected=36.000000
predicted=40.761943, expected=60.000000
predicted=47.527968, expected=28.000000
predicted=40.733329, expected=36.000000
predicted=37.683296, expected=36.000000
predicted=36.438256, expected=40.000000
predicted=39.620926, expected=24.000000
predicted=36.235705, expected=36.000000
predicted=33.583901, expected=52.000000
predicted=38.779908, expected=80.000000
predicted=50.460797, expected=36.000000
predicted=43.565742, expected=60.000000
predicted=49.931093, expected=36.000000
predicted=44.792550, expected=48.000000
predicted=52.511995, expected=32.000000
predicted=46.402322, expected=44.000000
predicted=43.046515, expected=40.000000
predicted=42.827051, expected=40.000000
predicted=40.273866, expected=40.000000
predicted=40.652040, expected=44.000000
predicted=40.135096, expected=44.000000
predicted=42.338421, expected=36.000000
predicted=39.963086, expected=48.000000
predicted=42.780199, expected=32.000000
predicted=38.750439, expected=68.000000
predicted=49.434722, expected=84.000000
predicted=55.933721, expected=44.000000
predicted=51.446870, expected=64.000000
predicted=58.062450, expected=40.000000
predicted=49.650191, expected=48.000000
predicted=57.888865, expected=20.000000
predicted=45.712975, expected=32.000000
predicted=40.274059, expected=36.000000
predicted=39.199932, expected=40.000000
predicted=37.355985, expected=28.000000
predicted=33.820826, expected=40.000000
predicted=33.264019, expected=72.000000
predicted=45.191872, expected=36.000000
predicted=41.183428, expected=112.000000
predicted=64.620770, expected=36.000000
predicted=48.097581, expected=44.000000
predicted=57.246001, expected=60.000000
predicted=56.882621, expected=48.000000
predicted=54.147403, expected=52.000000
predicted=61.050766, expected=44.000000
predicted=45.556723, expected=68.000000
predicted=54.819952, expected=28.000000
predicted=46.580853, expected=56.000000
predicted=51.336649, expected=44.000000
predicted=46.143310, expected=44.000000
predicted=47.914686, expected=68.000000
predicted=54.156907, expected=36.000000
Test MSE: 405.177
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736])]
predicted=37.483767, expected=36.000000
predicted=38.740887, expected=44.000000
predicted=34.943710, expected=40.000000
predicted=35.216168, expected=24.000000
predicted=33.648534, expected=16.000000
predicted=26.549353, expected=32.000000
predicted=32.715064, expected=24.000000
predicted=30.254195, expected=28.000000
predicted=29.636534, expected=44.000000
predicted=30.309226, expected=48.000000
predicted=31.798615, expected=68.000000
predicted=44.540452, expected=24.000000
predicted=33.950703, expected=76.000000
predicted=51.390664, expected=32.000000
predicted=44.013401, expected=20.000000
predicted=41.924981, expected=60.000000
predicted=52.727982, expected=24.000000
predicted=32.827289, expected=20.000000
predicted=42.549534, expected=48.000000
predicted=36.047908, expected=32.000000
predicted=30.257195, expected=20.000000
predicted=36.488551, expected=20.000000
predicted=26.050215, expected=56.000000
predicted=34.228160, expected=32.000000
predicted=34.937131, expected=40.000000
predicted=35.612947, expected=20.000000
predicted=27.831369, expected=36.000000
predicted=32.539134, expected=40.000000
predicted=39.850746, expected=44.000000
predicted=36.099401, expected=48.000000
predicted=40.211894, expected=64.000000
predicted=42.595447, expected=36.000000
predicted=41.755731, expected=16.000000
predicted=38.027478, expected=24.000000
predicted=37.357658, expected=20.000000
predicted=33.029320, expected=40.000000
predicted=38.945755, expected=60.000000
predicted=37.497656, expected=32.000000
predicted=29.315609, expected=44.000000
predicted=37.448907, expected=8.000000
predicted=26.934038, expected=32.000000
predicted=36.578692, expected=28.000000
predicted=36.002061, expected=48.000000
predicted=34.647191, expected=36.000000
predicted=34.887890, expected=44.000000
predicted=31.279480, expected=48.000000
predicted=39.686029, expected=24.000000
predicted=33.983989, expected=20.000000
predicted=36.269643, expected=24.000000
predicted=31.396947, expected=28.000000
predicted=32.178855, expected=36.000000
predicted=33.752088, expected=48.000000
predicted=32.187004, expected=32.000000
predicted=29.657802, expected=28.000000
predicted=31.160431, expected=32.000000
predicted=32.696671, expected=8.000000
predicted=27.136087, expected=32.000000
predicted=33.649097, expected=36.000000
predicted=29.153764, expected=48.000000
predicted=33.306407, expected=28.000000
predicted=30.633055, expected=16.000000
predicted=23.362370, expected=20.000000
predicted=28.619413, expected=44.000000
predicted=34.222975, expected=32.000000
predicted=33.509859, expected=52.000000
predicted=35.524668, expected=56.000000
predicted=36.551436, expected=32.000000
predicted=35.059299, expected=24.000000
predicted=38.655644, expected=40.000000
predicted=38.091546, expected=12.000000
predicted=33.564973, expected=48.000000
predicted=41.682716, expected=60.000000
predicted=38.622213, expected=56.000000
predicted=40.314563, expected=32.000000
predicted=40.300377, expected=8.000000
predicted=27.358921, expected=28.000000
predicted=38.449866, expected=28.000000
predicted=37.199637, expected=24.000000
predicted=32.880167, expected=12.000000
predicted=22.096536, expected=44.000000
predicted=25.126776, expected=52.000000
predicted=33.732645, expected=32.000000
predicted=31.523337, expected=36.000000
predicted=33.286935, expected=24.000000
predicted=27.842206, expected=28.000000
predicted=35.902527, expected=28.000000
predicted=35.179644, expected=44.000000
predicted=34.136505, expected=16.000000
predicted=27.719228, expected=44.000000
predicted=32.767669, expected=40.000000
predicted=32.935282, expected=24.000000
predicted=30.481529, expected=24.000000
predicted=33.172468, expected=48.000000
predicted=32.372855, expected=28.000000
predicted=34.290383, expected=20.000000
predicted=31.087871, expected=28.000000
predicted=27.999148, expected=48.000000
predicted=33.400420, expected=40.000000
predicted=37.845218, expected=36.000000
predicted=33.563820, expected=40.000000
predicted=33.997717, expected=28.000000
predicted=33.382303, expected=28.000000
predicted=37.226243, expected=32.000000
predicted=34.517396, expected=20.000000
predicted=29.285797, expected=24.000000
predicted=29.986387, expected=40.000000
predicted=30.428210, expected=48.000000
predicted=33.820021, expected=28.000000
predicted=31.406722, expected=28.000000
predicted=29.694193, expected=24.000000
predicted=29.030725, expected=40.000000
predicted=36.300937, expected=28.000000
predicted=33.930922, expected=16.000000
predicted=25.773557, expected=56.000000
predicted=36.117084, expected=40.000000
predicted=32.129601, expected=24.000000
predicted=33.961143, expected=24.000000
predicted=30.326207, expected=40.000000
predicted=31.226251, expected=24.000000
predicted=35.510852, expected=32.000000
predicted=33.076606, expected=24.000000
predicted=26.491410, expected=32.000000
predicted=28.947709, expected=32.000000
predicted=32.272621, expected=32.000000
predicted=28.907446, expected=40.000000
predicted=33.624310, expected=32.000000
predicted=30.509231, expected=20.000000
predicted=29.684384, expected=44.000000
predicted=35.414966, expected=16.000000
predicted=27.318469, expected=28.000000
predicted=32.074090, expected=20.000000
predicted=26.087709, expected=20.000000
predicted=22.882756, expected=24.000000
predicted=28.193623, expected=28.000000
predicted=22.280286, expected=76.000000
predicted=39.778532, expected=48.000000
predicted=34.689694, expected=40.000000
predicted=37.855094, expected=28.000000
predicted=36.310200, expected=36.000000
predicted=38.814966, expected=28.000000
predicted=44.878371, expected=28.000000
predicted=35.617903, expected=40.000000
predicted=35.664167, expected=52.000000
predicted=36.883282, expected=24.000000
predicted=32.840411, expected=20.000000
predicted=30.171359, expected=32.000000
predicted=31.722288, expected=36.000000
predicted=34.475247, expected=36.000000
predicted=36.818766, expected=36.000000
predicted=30.880260, expected=24.000000
predicted=27.795848, expected=24.000000
predicted=30.358517, expected=40.000000
predicted=34.415133, expected=36.000000
predicted=33.225542, expected=20.000000
predicted=29.403691, expected=36.000000
predicted=30.793039, expected=60.000000
predicted=37.890114, expected=28.000000
predicted=34.873646, expected=36.000000
predicted=37.505223, expected=40.000000
predicted=34.482440, expected=28.000000
predicted=35.215581, expected=4.000000
predicted=32.283431, expected=36.000000
predicted=30.467715, expected=60.000000
predicted=37.740414, expected=40.000000
predicted=35.684281, expected=32.000000
predicted=33.813905, expected=36.000000
predicted=30.507130, expected=36.000000
predicted=37.964485, expected=28.000000
predicted=39.985116, expected=28.000000
predicted=33.738543, expected=52.000000
predicted=37.881263, expected=32.000000
predicted=33.898259, expected=28.000000
predicted=34.104905, expected=48.000000
predicted=37.456150, expected=32.000000
predicted=33.245045, expected=36.000000
predicted=40.568895, expected=28.000000
predicted=32.721900, expected=56.000000
predicted=39.685258, expected=32.000000
predicted=38.110994, expected=28.000000
predicted=34.325228, expected=48.000000
predicted=40.100068, expected=40.000000
predicted=35.954171, expected=36.000000
predicted=42.239653, expected=32.000000
predicted=35.173810, expected=24.000000
predicted=31.524034, expected=28.000000
predicted=35.659430, expected=24.000000
predicted=30.569047, expected=44.000000
predicted=34.415876, expected=24.000000
predicted=28.190545, expected=8.000000
predicted=22.662612, expected=40.000000
predicted=30.976327, expected=44.000000
predicted=30.332604, expected=52.000000
predicted=39.647375, expected=24.000000
predicted=29.750823, expected=44.000000
predicted=33.811564, expected=20.000000
predicted=33.887134, expected=32.000000
predicted=36.801546, expected=56.000000
predicted=43.370932, expected=52.000000
predicted=37.154835, expected=32.000000
predicted=39.378993, expected=48.000000
predicted=39.525399, expected=52.000000
predicted=43.671919, expected=12.000000
predicted=38.286368, expected=36.000000
predicted=42.183525, expected=28.000000
predicted=31.856152, expected=32.000000
predicted=35.825837, expected=48.000000
predicted=40.276282, expected=16.000000
predicted=23.085641, expected=20.000000
predicted=30.473393, expected=44.000000
predicted=32.950385, expected=28.000000
predicted=29.334547, expected=36.000000
predicted=36.179410, expected=80.000000
predicted=41.775717, expected=44.000000
predicted=37.068245, expected=36.000000
predicted=45.174667, expected=16.000000
predicted=34.454047, expected=20.000000
predicted=34.548039, expected=28.000000
predicted=42.003370, expected=20.000000
predicted=27.931828, expected=48.000000
predicted=33.499938, expected=44.000000
predicted=29.122557, expected=40.000000
predicted=32.883187, expected=44.000000
predicted=37.830363, expected=56.000000
predicted=40.912757, expected=20.000000
predicted=38.457411, expected=12.000000
predicted=34.129456, expected=60.000000
predicted=42.891664, expected=40.000000
predicted=37.133611, expected=40.000000
predicted=42.665607, expected=36.000000
predicted=33.409238, expected=36.000000
predicted=32.661808, expected=20.000000
predicted=38.559590, expected=24.000000
predicted=32.625490, expected=40.000000
predicted=34.839672, expected=40.000000
predicted=33.736768, expected=56.000000
predicted=40.245336, expected=68.000000
predicted=43.005037, expected=12.000000
predicted=31.898649, expected=16.000000
predicted=37.053904, expected=16.000000
predicted=31.087681, expected=64.000000
predicted=45.370331, expected=36.000000
predicted=39.440976, expected=32.000000
predicted=28.436277, expected=28.000000
predicted=29.511443, expected=48.000000
predicted=35.292744, expected=32.000000
predicted=41.631497, expected=20.000000
predicted=31.462741, expected=28.000000
predicted=31.586321, expected=16.000000
predicted=25.330580, expected=32.000000
predicted=33.085306, expected=28.000000
predicted=26.843563, expected=48.000000
predicted=30.953218, expected=28.000000
predicted=28.957597, expected=84.000000
predicted=44.763425, expected=52.000000
predicted=43.139868, expected=24.000000
predicted=38.799353, expected=48.000000
predicted=49.651071, expected=36.000000
predicted=38.838379, expected=24.000000
predicted=47.183817, expected=56.000000
predicted=45.904570, expected=40.000000
predicted=34.551199, expected=20.000000
predicted=36.566693, expected=28.000000
predicted=34.479308, expected=40.000000
predicted=32.907473, expected=24.000000
predicted=35.350048, expected=36.000000
predicted=34.628709, expected=24.000000
predicted=26.017936, expected=60.000000
predicted=38.913773, expected=12.000000
predicted=29.135888, expected=8.000000
predicted=24.947706, expected=36.000000
predicted=32.091581, expected=28.000000
predicted=24.954750, expected=20.000000
predicted=31.893496, expected=64.000000
predicted=32.974639, expected=36.000000
predicted=26.813869, expected=48.000000
predicted=41.494631, expected=28.000000
predicted=34.534664, expected=8.000000
predicted=26.888399, expected=60.000000
predicted=48.640865, expected=20.000000
predicted=28.885155, expected=56.000000
predicted=43.528952, expected=44.000000
predicted=35.564918, expected=20.000000
predicted=28.143650, expected=28.000000
predicted=40.959056, expected=32.000000
predicted=30.072407, expected=12.000000
predicted=31.844259, expected=48.000000
predicted=36.631094, expected=44.000000
predicted=29.909103, expected=20.000000
predicted=28.873038, expected=36.000000
predicted=34.047925, expected=52.000000
predicted=33.379869, expected=32.000000
predicted=38.389664, expected=28.000000
predicted=36.794010, expected=20.000000
predicted=27.569198, expected=12.000000
predicted=27.512521, expected=44.000000
predicted=36.886182, expected=28.000000
predicted=26.885352, expected=16.000000
predicted=24.699836, expected=68.000000
predicted=36.484052, expected=12.000000
predicted=21.918840, expected=40.000000
predicted=39.706845, expected=84.000000
predicted=44.775534, expected=32.000000
predicted=34.678085, expected=24.000000
predicted=47.788741, expected=20.000000
predicted=28.612260, expected=32.000000
predicted=36.925635, expected=24.000000
predicted=40.977450, expected=32.000000
predicted=29.358378, expected=40.000000
predicted=29.568428, expected=64.000000
predicted=37.655610, expected=28.000000
predicted=34.105827, expected=32.000000
predicted=35.874843, expected=40.000000
predicted=37.640066, expected=20.000000
predicted=34.040297, expected=32.000000
predicted=40.689094, expected=72.000000
predicted=40.892784, expected=52.000000
predicted=40.332843, expected=24.000000
predicted=39.342894, expected=16.000000
predicted=31.144049, expected=48.000000
predicted=39.835204, expected=12.000000
predicted=36.749151, expected=24.000000
predicted=34.051312, expected=60.000000
predicted=33.832709, expected=32.000000
predicted=27.609086, expected=20.000000
predicted=35.404873, expected=56.000000
predicted=34.575530, expected=28.000000
predicted=30.688136, expected=36.000000
predicted=43.678118, expected=40.000000
predicted=35.269601, expected=40.000000
predicted=33.916006, expected=48.000000
predicted=45.218820, expected=40.000000
predicted=36.969346, expected=40.000000
predicted=40.367464, expected=40.000000
predicted=40.855298, expected=56.000000
predicted=45.234903, expected=68.000000
predicted=51.320918, expected=36.000000
predicted=43.852938, expected=12.000000
predicted=38.508780, expected=44.000000
predicted=42.836603, expected=36.000000
predicted=40.658263, expected=36.000000
predicted=43.766121, expected=48.000000
predicted=38.089462, expected=48.000000
predicted=34.352604, expected=44.000000
predicted=43.507531, expected=40.000000
predicted=41.137193, expected=12.000000
predicted=33.252267, expected=36.000000
predicted=40.228181, expected=20.000000
predicted=31.601773, expected=16.000000
predicted=29.247131, expected=60.000000
predicted=37.382016, expected=76.000000
predicted=37.298641, expected=20.000000
predicted=35.113469, expected=28.000000
predicted=36.190600, expected=40.000000
predicted=34.348887, expected=32.000000
predicted=42.190031, expected=36.000000
predicted=45.430114, expected=24.000000
predicted=27.166522, expected=60.000000
predicted=39.770639, expected=28.000000
predicted=33.964735, expected=32.000000
predicted=36.342934, expected=52.000000
predicted=40.281325, expected=20.000000
predicted=29.867991, expected=28.000000
predicted=41.085097, expected=44.000000
predicted=33.859656, expected=40.000000
predicted=34.872190, expected=36.000000
predicted=39.914718, expected=16.000000
predicted=26.840722, expected=48.000000
predicted=36.998517, expected=36.000000
predicted=35.663660, expected=20.000000
predicted=32.730737, expected=52.000000
predicted=38.864398, expected=40.000000
predicted=30.862663, expected=32.000000
predicted=39.772761, expected=36.000000
predicted=36.714406, expected=32.000000
predicted=31.666065, expected=24.000000
predicted=36.665571, expected=44.000000
predicted=37.428595, expected=48.000000
predicted=36.171289, expected=24.000000
predicted=33.349068, expected=32.000000
predicted=35.010814, expected=20.000000
predicted=27.689054, expected=48.000000
predicted=39.569393, expected=24.000000
predicted=32.254879, expected=8.000000
predicted=24.341328, expected=44.000000
predicted=32.785229, expected=32.000000
predicted=25.648681, expected=28.000000
predicted=34.238816, expected=32.000000
predicted=28.601013, expected=40.000000
predicted=28.115984, expected=24.000000
predicted=33.125155, expected=52.000000
predicted=38.178879, expected=40.000000
predicted=33.817059, expected=52.000000
predicted=41.783177, expected=32.000000
predicted=38.454674, expected=20.000000
predicted=32.962388, expected=44.000000
predicted=42.768971, expected=24.000000
predicted=32.349928, expected=52.000000
predicted=43.370429, expected=28.000000
predicted=30.943625, expected=24.000000
predicted=30.378305, expected=20.000000
predicted=31.953856, expected=24.000000
predicted=26.778787, expected=40.000000
predicted=35.534209, expected=24.000000
predicted=25.760956, expected=28.000000
predicted=27.709762, expected=36.000000
predicted=28.178573, expected=40.000000
predicted=31.538875, expected=24.000000
predicted=32.061719, expected=32.000000
predicted=30.852522, expected=60.000000
predicted=38.382205, expected=12.000000
predicted=29.488680, expected=12.000000
predicted=31.858258, expected=36.000000
predicted=28.746995, expected=68.000000
predicted=38.872145, expected=36.000000
predicted=39.557505, expected=36.000000
predicted=33.395607, expected=40.000000
predicted=34.321134, expected=16.000000
predicted=33.802307, expected=36.000000
predicted=44.019934, expected=52.000000
predicted=37.055552, expected=16.000000
predicted=29.763215, expected=20.000000
predicted=32.585795, expected=16.000000
predicted=22.063915, expected=32.000000
predicted=29.921726, expected=36.000000
predicted=32.536487, expected=36.000000
predicted=26.172792, expected=32.000000
predicted=28.273462, expected=40.000000
predicted=31.143005, expected=48.000000
predicted=37.763751, expected=28.000000
predicted=34.906721, expected=28.000000
predicted=35.637144, expected=40.000000
Test MSE: 237.659
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422])]
predicted=10.711525, expected=4.000000
predicted=8.038072, expected=4.000000
predicted=5.900980, expected=4.000000
predicted=5.210814, expected=4.000000
predicted=4.595837, expected=8.000000
predicted=7.349481, expected=4.000000
predicted=4.388462, expected=4.000000
predicted=4.298009, expected=4.000000
predicted=4.125128, expected=12.000000
predicted=7.674851, expected=12.000000
predicted=9.158101, expected=8.000000
predicted=7.362894, expected=8.000000
predicted=7.321357, expected=8.000000
predicted=7.624204, expected=8.000000
predicted=9.132746, expected=8.000000
predicted=8.785961, expected=24.000000
predicted=14.768915, expected=12.000000
predicted=11.558802, expected=16.000000
predicted=13.385273, expected=12.000000
predicted=11.869072, expected=4.000000
predicted=9.084618, expected=12.000000
predicted=13.783960, expected=28.000000
predicted=18.338206, expected=8.000000
predicted=12.594097, expected=12.000000
predicted=12.353787, expected=12.000000
predicted=10.659636, expected=12.000000
predicted=13.098271, expected=4.000000
predicted=11.699084, expected=8.000000
predicted=8.400423, expected=16.000000
predicted=12.371822, expected=8.000000
predicted=9.869837, expected=8.000000
predicted=9.253162, expected=24.000000
predicted=14.303364, expected=20.000000
predicted=15.607743, expected=16.000000
predicted=16.115214, expected=28.000000
predicted=19.501556, expected=36.000000
predicted=25.071062, expected=16.000000
predicted=21.610747, expected=36.000000
predicted=28.073065, expected=52.000000
predicted=35.750847, expected=72.000000
predicted=50.709189, expected=44.000000
predicted=43.732428, expected=64.000000
predicted=49.439337, expected=36.000000
predicted=43.647133, expected=36.000000
predicted=45.351664, expected=28.000000
predicted=42.753838, expected=60.000000
predicted=48.970424, expected=12.000000
predicted=34.721408, expected=8.000000
predicted=22.722457, expected=20.000000
predicted=24.540116, expected=12.000000
predicted=18.930346, expected=12.000000
predicted=23.017588, expected=12.000000
predicted=12.256610, expected=28.000000
predicted=18.484070, expected=16.000000
predicted=17.435964, expected=28.000000
predicted=20.961864, expected=8.000000
predicted=13.819505, expected=4.000000
predicted=10.727893, expected=20.000000
predicted=18.784686, expected=8.000000
predicted=12.001584, expected=8.000000
predicted=13.162657, expected=16.000000
predicted=11.955220, expected=12.000000
predicted=10.531637, expected=12.000000
predicted=13.559342, expected=4.000000
predicted=7.661790, expected=4.000000
predicted=6.840174, expected=20.000000
predicted=14.420968, expected=12.000000
predicted=11.616628, expected=8.000000
predicted=9.992921, expected=28.000000
predicted=16.657186, expected=16.000000
predicted=14.057441, expected=24.000000
predicted=20.707271, expected=20.000000
predicted=18.166532, expected=4.000000
predicted=11.173944, expected=12.000000
predicted=16.186747, expected=8.000000
predicted=11.522106, expected=16.000000
predicted=15.699302, expected=16.000000
predicted=14.965669, expected=20.000000
predicted=14.347864, expected=8.000000
predicted=11.675713, expected=20.000000
predicted=15.321632, expected=8.000000
predicted=12.501154, expected=28.000000
predicted=20.141741, expected=16.000000
predicted=17.392546, expected=44.000000
predicted=26.982783, expected=4.000000
predicted=16.142578, expected=24.000000
predicted=19.079413, expected=16.000000
predicted=20.719844, expected=12.000000
predicted=15.774710, expected=20.000000
predicted=23.052368, expected=16.000000
predicted=14.031038, expected=16.000000
predicted=17.790463, expected=12.000000
predicted=14.319001, expected=24.000000
predicted=18.097681, expected=12.000000
predicted=15.938116, expected=20.000000
predicted=17.510127, expected=12.000000
predicted=14.826678, expected=20.000000
predicted=16.730694, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=12.983854, expected=12.000000
predicted=11.969177, expected=40.000000
predicted=25.160564, expected=12.000000
predicted=15.928217, expected=24.000000
predicted=20.819419, expected=16.000000
predicted=15.580321, expected=12.000000
predicted=15.439484, expected=4.000000
predicted=15.958616, expected=4.000000
predicted=8.458988, expected=8.000000
predicted=11.176450, expected=8.000000
predicted=9.243445, expected=8.000000
predicted=8.268560, expected=16.000000
predicted=10.143778, expected=8.000000
predicted=8.255927, expected=12.000000
predicted=10.347513, expected=32.000000
predicted=19.029110, expected=12.000000
predicted=14.020007, expected=12.000000
predicted=14.499605, expected=16.000000
predicted=14.094830, expected=8.000000
predicted=12.111850, expected=4.000000
predicted=12.761340, expected=8.000000
predicted=8.983192, expected=8.000000
predicted=8.886286, expected=12.000000
predicted=11.047804, expected=8.000000
predicted=8.281407, expected=12.000000
predicted=9.118845, expected=4.000000
predicted=7.136836, expected=20.000000
predicted=12.931289, expected=16.000000
predicted=13.770701, expected=12.000000
predicted=11.912884, expected=28.000000
predicted=19.003977, expected=24.000000
predicted=18.319048, expected=12.000000
predicted=17.272205, expected=8.000000
predicted=13.405583, expected=24.000000
predicted=18.097723, expected=20.000000
predicted=20.779388, expected=32.000000
predicted=24.904961, expected=8.000000
predicted=14.623138, expected=8.000000
predicted=12.072288, expected=20.000000
predicted=18.732710, expected=20.000000
predicted=18.709203, expected=12.000000
predicted=17.667081, expected=40.000000
predicted=23.702074, expected=12.000000
predicted=16.232571, expected=20.000000
predicted=20.214733, expected=20.000000
predicted=20.061612, expected=8.000000
predicted=14.025354, expected=28.000000
predicted=25.260895, expected=40.000000
predicted=26.342712, expected=48.000000
predicted=34.486293, expected=24.000000
predicted=27.456914, expected=20.000000
predicted=22.470075, expected=12.000000
predicted=21.924497, expected=8.000000
predicted=20.284539, expected=44.000000
predicted=33.840996, expected=36.000000
predicted=29.298627, expected=20.000000
predicted=23.298369, expected=20.000000
predicted=20.384990, expected=32.000000
predicted=24.848189, expected=16.000000
predicted=26.467418, expected=16.000000
predicted=22.516219, expected=16.000000
predicted=18.148945, expected=28.000000
predicted=22.804696, expected=36.000000
predicted=29.444080, expected=20.000000
predicted=21.590538, expected=8.000000
predicted=15.960715, expected=4.000000
predicted=12.403500, expected=4.000000
predicted=12.819776, expected=28.000000
predicted=22.341705, expected=4.000000
predicted=11.104438, expected=4.000000
predicted=7.111475, expected=32.000000
predicted=16.972335, expected=16.000000
predicted=14.350364, expected=8.000000
predicted=15.370464, expected=8.000000
predicted=9.188228, expected=20.000000
predicted=14.154756, expected=16.000000
predicted=18.638853, expected=28.000000
predicted=20.204877, expected=20.000000
predicted=17.212669, expected=20.000000
predicted=17.866043, expected=20.000000
predicted=20.247515, expected=16.000000
predicted=17.992632, expected=16.000000
predicted=19.539045, expected=24.000000
predicted=20.664832, expected=28.000000
predicted=23.130834, expected=20.000000
predicted=20.922887, expected=20.000000
predicted=19.900389, expected=8.000000
predicted=14.973774, expected=4.000000
predicted=13.171801, expected=12.000000
predicted=15.064918, expected=32.000000
predicted=21.445814, expected=16.000000
predicted=17.255202, expected=24.000000
predicted=17.980725, expected=56.000000
predicted=31.715274, expected=24.000000
predicted=25.612748, expected=20.000000
predicted=27.033092, expected=4.000000
predicted=15.547923, expected=36.000000
predicted=27.901558, expected=16.000000
predicted=27.170423, expected=16.000000
predicted=19.092211, expected=4.000000
predicted=12.718712, expected=36.000000
predicted=21.001404, expected=12.000000
predicted=20.355738, expected=24.000000
predicted=19.585410, expected=16.000000
predicted=17.706164, expected=16.000000
predicted=14.866156, expected=24.000000
predicted=24.028754, expected=20.000000
predicted=18.294190, expected=12.000000
predicted=17.435049, expected=24.000000
predicted=19.692300, expected=28.000000
predicted=22.339077, expected=24.000000
predicted=23.312642, expected=20.000000
predicted=21.179896, expected=12.000000
predicted=16.259767, expected=16.000000
predicted=18.921450, expected=12.000000
predicted=17.382642, expected=8.000000
predicted=13.807519, expected=12.000000
predicted=13.474428, expected=12.000000
predicted=11.791193, expected=8.000000
predicted=10.868066, expected=12.000000
predicted=11.160714, expected=4.000000
predicted=7.434903, expected=12.000000
predicted=10.501349, expected=8.000000
predicted=9.312708, expected=16.000000
predicted=11.472571, expected=28.000000
predicted=18.153346, expected=24.000000
predicted=17.383489, expected=24.000000
predicted=20.173985, expected=16.000000
predicted=17.095186, expected=12.000000
predicted=16.461233, expected=36.000000
predicted=27.279785, expected=16.000000
predicted=20.602736, expected=8.000000
predicted=16.113117, expected=8.000000
predicted=13.011299, expected=12.000000
predicted=12.778786, expected=12.000000
predicted=16.660446, expected=8.000000
predicted=10.608077, expected=20.000000
predicted=13.546398, expected=12.000000
predicted=11.808079, expected=4.000000
predicted=9.159063, expected=8.000000
predicted=9.637914, expected=4.000000
predicted=6.968234, expected=12.000000
predicted=11.507834, expected=8.000000
predicted=8.718528, expected=20.000000
predicted=12.016284, expected=16.000000
predicted=12.957459, expected=20.000000
predicted=14.497344, expected=36.000000
predicted=23.672509, expected=24.000000
predicted=20.956174, expected=8.000000
predicted=16.986551, expected=24.000000
predicted=20.794715, expected=48.000000
predicted=32.019990, expected=32.000000
predicted=31.677805, expected=32.000000
predicted=29.830276, expected=24.000000
predicted=24.506243, expected=28.000000
predicted=28.541725, expected=24.000000
predicted=30.814617, expected=16.000000
predicted=23.280859, expected=28.000000
predicted=26.579439, expected=8.000000
predicted=17.431187, expected=8.000000
predicted=15.828533, expected=16.000000
predicted=16.771721, expected=20.000000
predicted=16.813099, expected=4.000000
predicted=12.973002, expected=20.000000
predicted=14.220594, expected=8.000000
predicted=10.670065, expected=20.000000
predicted=16.079993, expected=12.000000
predicted=14.589384, expected=16.000000
predicted=12.797090, expected=28.000000
predicted=21.163209, expected=16.000000
predicted=15.825464, expected=16.000000
predicted=17.792776, expected=4.000000
predicted=11.280793, expected=4.000000
predicted=10.135818, expected=16.000000
predicted=15.620174, expected=12.000000
predicted=12.089965, expected=8.000000
predicted=10.393468, expected=4.000000
predicted=6.327034, expected=16.000000
predicted=10.647238, expected=12.000000
predicted=12.178042, expected=36.000000
predicted=21.184930, expected=24.000000
predicted=19.192998, expected=12.000000
predicted=14.575252, expected=4.000000
predicted=12.802333, expected=24.000000
predicted=18.256845, expected=16.000000
predicted=20.217760, expected=8.000000
predicted=13.874701, expected=12.000000
predicted=12.413009, expected=16.000000
predicted=12.575989, expected=16.000000
predicted=16.513072, expected=4.000000
predicted=10.232784, expected=12.000000
predicted=10.802370, expected=12.000000
predicted=11.750182, expected=20.000000
predicted=15.551720, expected=20.000000
predicted=16.652447, expected=16.000000
predicted=13.802568, expected=20.000000
predicted=17.289040, expected=8.000000
predicted=13.021429, expected=4.000000
predicted=11.459739, expected=20.000000
predicted=16.362958, expected=20.000000
predicted=16.442788, expected=12.000000
predicted=14.542068, expected=16.000000
predicted=13.802310, expected=24.000000
predicted=16.916107, expected=12.000000
predicted=16.116136, expected=16.000000
predicted=16.845199, expected=28.000000
predicted=20.331254, expected=32.000000
predicted=24.193955, expected=4.000000
predicted=15.886388, expected=16.000000
predicted=16.308523, expected=16.000000
predicted=16.907514, expected=8.000000
predicted=15.027969, expected=4.000000
predicted=12.716277, expected=16.000000
predicted=11.022117, expected=20.000000
predicted=15.592074, expected=4.000000
predicted=10.022898, expected=32.000000
predicted=18.954408, expected=28.000000
predicted=19.527223, expected=12.000000
predicted=16.721953, expected=12.000000
predicted=16.817020, expected=28.000000
predicted=19.316041, expected=32.000000
predicted=27.210213, expected=12.000000
predicted=19.595759, expected=12.000000
predicted=15.694776, expected=12.000000
predicted=14.765350, expected=8.000000
predicted=14.712918, expected=28.000000
predicted=22.157217, expected=20.000000
predicted=16.820442, expected=4.000000
predicted=11.064157, expected=20.000000
predicted=16.391818, expected=8.000000
predicted=11.275013, expected=12.000000
predicted=15.357936, expected=12.000000
predicted=13.515955, expected=4.000000
predicted=7.110703, expected=16.000000
predicted=13.987574, expected=24.000000
predicted=15.613308, expected=16.000000
predicted=14.790670, expected=12.000000
predicted=13.712520, expected=4.000000
predicted=8.837400, expected=8.000000
predicted=11.215425, expected=4.000000
predicted=10.054121, expected=8.000000
predicted=8.953694, expected=8.000000
predicted=8.114771, expected=4.000000
predicted=5.109912, expected=4.000000
predicted=5.583652, expected=4.000000
predicted=4.538601, expected=36.000000
predicted=17.987042, expected=28.000000
predicted=18.599486, expected=4.000000
predicted=10.432237, expected=16.000000
predicted=14.518605, expected=20.000000
predicted=16.054021, expected=12.000000
predicted=18.528439, expected=40.000000
predicted=27.476821, expected=8.000000
predicted=13.196550, expected=12.000000
predicted=15.922240, expected=8.000000
predicted=14.178653, expected=4.000000
predicted=9.593700, expected=20.000000
predicted=19.274905, expected=24.000000
predicted=15.710114, expected=16.000000
predicted=15.001222, expected=4.000000
predicted=9.942625, expected=8.000000
predicted=9.713235, expected=4.000000
predicted=10.147261, expected=4.000000
predicted=9.324932, expected=12.000000
predicted=10.031634, expected=20.000000
predicted=11.646880, expected=8.000000
predicted=9.281553, expected=12.000000
predicted=10.155813, expected=16.000000
predicted=12.160844, expected=4.000000
predicted=9.378451, expected=4.000000
predicted=9.612744, expected=40.000000
predicted=20.825229, expected=16.000000
predicted=15.647672, expected=16.000000
predicted=16.898533, expected=12.000000
predicted=13.228704, expected=12.000000
predicted=12.781110, expected=4.000000
predicted=15.349827, expected=4.000000
predicted=8.830969, expected=8.000000
predicted=9.294387, expected=4.000000
predicted=6.612140, expected=8.000000
predicted=7.696068, expected=20.000000
predicted=11.231933, expected=4.000000
predicted=6.624532, expected=8.000000
predicted=8.574003, expected=12.000000
predicted=9.317621, expected=16.000000
predicted=12.014199, expected=4.000000
predicted=10.112135, expected=8.000000
predicted=7.872265, expected=12.000000
predicted=10.059162, expected=4.000000
predicted=7.797552, expected=20.000000
predicted=14.182800, expected=4.000000
predicted=6.905277, expected=4.000000
predicted=7.099971, expected=12.000000
predicted=10.269267, expected=8.000000
predicted=7.508568, expected=4.000000
predicted=8.758400, expected=8.000000
predicted=6.714249, expected=16.000000
predicted=10.079746, expected=4.000000
predicted=7.834762, expected=8.000000
predicted=8.133242, expected=4.000000
predicted=5.756041, expected=8.000000
predicted=7.566705, expected=16.000000
predicted=12.141926, expected=16.000000
predicted=10.935785, expected=8.000000
predicted=9.621971, expected=8.000000
predicted=8.735899, expected=12.000000
Test MSE: 100.588
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941])]
predicted=74.382348, expected=92.000000
predicted=57.707708, expected=80.000000
predicted=53.947374, expected=40.000000
predicted=51.797875, expected=20.000000
predicted=53.823575, expected=48.000000
predicted=57.494400, expected=48.000000
predicted=60.120840, expected=156.000000
predicted=92.241646, expected=32.000000
predicted=47.709990, expected=36.000000
predicted=45.774889, expected=60.000000
predicted=59.487255, expected=60.000000
predicted=52.946351, expected=28.000000
predicted=80.359851, expected=120.000000
predicted=66.573485, expected=140.000000
predicted=78.648147, expected=68.000000
predicted=72.907521, expected=52.000000
predicted=72.742035, expected=44.000000
predicted=53.022823, expected=28.000000
predicted=71.412682, expected=40.000000
predicted=76.918029, expected=84.000000
predicted=63.765859, expected=64.000000
predicted=54.465930, expected=76.000000
predicted=60.162222, expected=56.000000
predicted=50.833661, expected=112.000000
predicted=72.735351, expected=36.000000
predicted=65.850577, expected=16.000000
predicted=51.241967, expected=68.000000
predicted=67.098980, expected=136.000000
predicted=77.950107, expected=36.000000
predicted=72.297407, expected=24.000000
predicted=46.926905, expected=60.000000
predicted=46.874670, expected=48.000000
predicted=53.651067, expected=36.000000
predicted=74.019549, expected=92.000000
predicted=58.215063, expected=108.000000
predicted=61.278354, expected=40.000000
predicted=57.942636, expected=48.000000
predicted=59.117397, expected=88.000000
predicted=63.077387, expected=68.000000
predicted=73.338707, expected=20.000000
predicted=66.203505, expected=56.000000
predicted=52.612172, expected=200.000000
predicted=98.637862, expected=36.000000
predicted=66.541871, expected=96.000000
predicted=89.803274, expected=80.000000
predicted=66.945134, expected=120.000000
predicted=83.452121, expected=92.000000
predicted=130.426174, expected=100.000000
predicted=77.301030, expected=388.000000
predicted=194.715634, expected=20.000000
predicted=91.504811, expected=68.000000
predicted=131.043077, expected=40.000000
predicted=100.143859, expected=20.000000
predicted=67.797395, expected=28.000000
predicted=157.938521, expected=52.000000
predicted=34.439925, expected=96.000000
predicted=64.236576, expected=148.000000
predicted=78.996794, expected=80.000000
predicted=63.830646, expected=36.000000
predicted=58.508571, expected=16.000000
predicted=54.114987, expected=56.000000
predicted=68.941097, expected=92.000000
predicted=91.591289, expected=80.000000
predicted=69.837608, expected=72.000000
predicted=59.761068, expected=20.000000
predicted=39.459210, expected=76.000000
predicted=65.201307, expected=100.000000
predicted=81.553464, expected=20.000000
predicted=55.659547, expected=108.000000
predicted=81.040187, expected=144.000000
predicted=77.065903, expected=56.000000
predicted=74.862957, expected=124.000000
predicted=107.700972, expected=60.000000
predicted=62.207485, expected=40.000000
predicted=81.028244, expected=52.000000
predicted=89.627762, expected=60.000000
predicted=57.904920, expected=100.000000
predicted=90.665999, expected=128.000000
predicted=83.519484, expected=60.000000
predicted=64.282829, expected=236.000000
predicted=125.869247, expected=36.000000
predicted=77.876730, expected=48.000000
predicted=93.680234, expected=68.000000
predicted=97.711932, expected=96.000000
predicted=75.315685, expected=8.000000
predicted=104.743906, expected=132.000000
predicted=74.356530, expected=56.000000
predicted=58.782652, expected=36.000000
predicted=60.558444, expected=56.000000
predicted=73.425782, expected=92.000000
predicted=50.840745, expected=60.000000
predicted=84.118225, expected=68.000000
predicted=64.196594, expected=40.000000
predicted=49.707271, expected=40.000000
predicted=52.760224, expected=48.000000
predicted=63.282527, expected=16.000000
predicted=40.937349, expected=80.000000
predicted=60.346161, expected=88.000000
predicted=56.178258, expected=40.000000
predicted=47.720724, expected=36.000000
predicted=50.947153, expected=20.000000
predicted=31.564658, expected=8.000000
predicted=42.680754, expected=52.000000
predicted=53.635544, expected=72.000000
predicted=44.627527, expected=160.000000
predicted=76.694395, expected=60.000000
predicted=55.141550, expected=36.000000
predicted=49.013062, expected=44.000000
predicted=60.362802, expected=40.000000
predicted=56.766454, expected=44.000000
predicted=82.382914, expected=88.000000
predicted=62.216323, expected=56.000000
predicted=48.790276, expected=52.000000
predicted=53.172976, expected=20.000000
predicted=41.775956, expected=44.000000
predicted=45.425295, expected=52.000000
predicted=59.364619, expected=40.000000
predicted=45.467594, expected=32.000000
predicted=42.755558, expected=72.000000
predicted=43.700752, expected=20.000000
predicted=37.530943, expected=44.000000
predicted=46.701707, expected=40.000000
predicted=40.594377, expected=36.000000
predicted=35.697948, expected=36.000000
predicted=48.811076, expected=20.000000
predicted=26.279017, expected=68.000000
predicted=47.138058, expected=28.000000
predicted=35.804585, expected=60.000000
predicted=45.161440, expected=264.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=110.597512, expected=32.000000
predicted=54.865899, expected=68.000000
predicted=88.907204, expected=72.000000
predicted=69.225405, expected=64.000000
predicted=68.700488, expected=160.000000
predicted=159.499095, expected=64.000000
predicted=64.181184, expected=104.000000
predicted=90.678084, expected=36.000000
predicted=71.277705, expected=80.000000
predicted=76.413953, expected=60.000000
predicted=95.655665, expected=184.000000
predicted=100.617154, expected=60.000000
predicted=88.235290, expected=12.000000
predicted=55.302918, expected=28.000000
predicted=64.201254, expected=32.000000
predicted=48.878200, expected=8.000000
predicted=73.733742, expected=112.000000
predicted=61.107483, expected=132.000000
predicted=59.933852, expected=80.000000
predicted=63.201114, expected=72.000000
predicted=67.963028, expected=112.000000
predicted=71.451954, expected=56.000000
predicted=88.132746, expected=40.000000
predicted=86.328496, expected=88.000000
predicted=77.958842, expected=76.000000
predicted=71.009508, expected=36.000000
predicted=73.281187, expected=40.000000
predicted=54.121518, expected=112.000000
predicted=66.692196, expected=32.000000
predicted=61.844447, expected=172.000000
predicted=99.690171, expected=52.000000
predicted=61.850471, expected=112.000000
predicted=81.811821, expected=60.000000
predicted=91.623123, expected=164.000000
predicted=91.360064, expected=60.000000
predicted=114.144434, expected=40.000000
predicted=66.861755, expected=36.000000
predicted=78.703450, expected=120.000000
predicted=76.749117, expected=48.000000
predicted=92.672210, expected=60.000000
predicted=62.954233, expected=44.000000
predicted=52.576014, expected=64.000000
predicted=52.604765, expected=56.000000
predicted=76.735426, expected=28.000000
predicted=45.060229, expected=88.000000
predicted=64.020203, expected=108.000000
predicted=67.534304, expected=48.000000
predicted=62.963533, expected=100.000000
predicted=76.845911, expected=32.000000
predicted=50.302129, expected=32.000000
predicted=63.859645, expected=32.000000
predicted=64.876119, expected=76.000000
predicted=52.839107, expected=148.000000
predicted=93.246076, expected=52.000000
predicted=55.782165, expected=24.000000
predicted=50.844462, expected=52.000000
predicted=53.552866, expected=12.000000
predicted=48.962970, expected=44.000000
predicted=74.287379, expected=60.000000
predicted=47.227260, expected=88.000000
predicted=49.004584, expected=96.000000
predicted=67.240455, expected=52.000000
predicted=48.482851, expected=60.000000
predicted=61.267268, expected=48.000000
predicted=60.434953, expected=68.000000
predicted=71.097648, expected=84.000000
predicted=77.971549, expected=44.000000
predicted=55.046015, expected=88.000000
predicted=69.792997, expected=172.000000
predicted=92.836855, expected=68.000000
predicted=79.927178, expected=60.000000
predicted=85.200631, expected=72.000000
predicted=72.060896, expected=124.000000
predicted=95.097599, expected=188.000000
predicted=143.051690, expected=104.000000
predicted=98.123107, expected=84.000000
predicted=94.936660, expected=68.000000
predicted=90.849428, expected=60.000000
predicted=95.758153, expected=56.000000
predicted=106.394272, expected=76.000000
predicted=80.685131, expected=156.000000
predicted=97.860207, expected=112.000000
predicted=89.604116, expected=76.000000
predicted=83.518094, expected=76.000000
predicted=82.264708, expected=48.000000
predicted=75.368256, expected=36.000000
predicted=89.278765, expected=120.000000
predicted=93.426304, expected=192.000000
predicted=107.502498, expected=120.000000
predicted=100.965213, expected=20.000000
predicted=70.952813, expected=116.000000
predicted=88.974956, expected=32.000000
predicted=84.768181, expected=16.000000
predicted=93.681809, expected=180.000000
predicted=111.764813, expected=60.000000
predicted=52.684627, expected=28.000000
predicted=79.528103, expected=56.000000
predicted=55.976049, expected=40.000000
predicted=40.533692, expected=76.000000
predicted=99.419243, expected=36.000000
predicted=49.927081, expected=104.000000
predicted=59.837344, expected=92.000000
predicted=69.963901, expected=60.000000
predicted=60.701074, expected=28.000000
predicted=63.138899, expected=60.000000
predicted=54.264501, expected=36.000000
predicted=65.059900, expected=4.000000
predicted=48.539810, expected=16.000000
predicted=36.763240, expected=40.000000
predicted=29.549367, expected=20.000000
predicted=33.788324, expected=12.000000
predicted=24.223339, expected=32.000000
predicted=19.160146, expected=180.000000
predicted=67.306650, expected=80.000000
predicted=60.751616, expected=64.000000
predicted=60.402370, expected=40.000000
predicted=51.927886, expected=8.000000
predicted=41.698751, expected=56.000000
predicted=92.208179, expected=76.000000
predicted=62.566961, expected=36.000000
predicted=49.108611, expected=16.000000
predicted=36.997622, expected=28.000000
predicted=27.374419, expected=40.000000
predicted=42.396340, expected=68.000000
predicted=56.033783, expected=332.000000
predicted=127.248861, expected=92.000000
predicted=78.820639, expected=128.000000
predicted=106.877655, expected=108.000000
predicted=105.004642, expected=84.000000
predicted=100.074104, expected=36.000000
predicted=160.639922, expected=64.000000
predicted=79.948344, expected=24.000000
predicted=73.143110, expected=64.000000
predicted=72.405530, expected=52.000000
predicted=60.548873, expected=128.000000
predicted=69.183977, expected=28.000000
predicted=56.795816, expected=32.000000
predicted=44.356032, expected=80.000000
predicted=66.446790, expected=120.000000
predicted=74.034280, expected=52.000000
predicted=84.569528, expected=96.000000
predicted=67.913956, expected=12.000000
predicted=45.964721, expected=84.000000
predicted=75.007973, expected=68.000000
predicted=81.876477, expected=40.000000
predicted=52.221662, expected=196.000000
predicted=111.172565, expected=60.000000
predicted=58.654542, expected=36.000000
predicted=76.856332, expected=28.000000
predicted=62.459493, expected=24.000000
predicted=43.221059, expected=76.000000
predicted=98.810981, expected=64.000000
predicted=54.119316, expected=68.000000
predicted=52.058301, expected=44.000000
predicted=45.862950, expected=136.000000
predicted=71.444129, expected=56.000000
predicted=71.324692, expected=24.000000
predicted=58.843176, expected=16.000000
predicted=51.442501, expected=32.000000
predicted=40.801701, expected=16.000000
predicted=59.195157, expected=12.000000
predicted=29.980103, expected=32.000000
predicted=24.306518, expected=76.000000
predicted=35.894311, expected=52.000000
predicted=40.020834, expected=80.000000
predicted=47.944294, expected=76.000000
predicted=50.701928, expected=52.000000
predicted=53.030276, expected=4.000000
predicted=50.992934, expected=44.000000
predicted=48.002471, expected=20.000000
predicted=45.614446, expected=172.000000
predicted=86.519519, expected=36.000000
predicted=53.531252, expected=108.000000
predicted=62.460228, expected=40.000000
predicted=60.445536, expected=28.000000
predicted=44.673413, expected=28.000000
predicted=84.089123, expected=12.000000
predicted=31.052507, expected=4.000000
predicted=45.204849, expected=100.000000
predicted=48.358219, expected=100.000000
predicted=53.246718, expected=92.000000
predicted=61.152608, expected=68.000000
predicted=56.421632, expected=16.000000
predicted=39.349735, expected=68.000000
predicted=76.210920, expected=32.000000
predicted=62.530101, expected=80.000000
predicted=70.331307, expected=120.000000
predicted=77.858275, expected=44.000000
predicted=48.394570, expected=44.000000
predicted=63.649857, expected=64.000000
predicted=54.871908, expected=28.000000
predicted=57.202870, expected=24.000000
predicted=63.153370, expected=124.000000
predicted=65.281159, expected=56.000000
predicted=53.942783, expected=4.000000
predicted=47.268244, expected=36.000000
predicted=39.552430, expected=44.000000
predicted=36.801827, expected=148.000000
predicted=96.815833, expected=24.000000
predicted=50.917926, expected=32.000000
predicted=37.611370, expected=92.000000
predicted=61.377872, expected=44.000000
predicted=51.943832, expected=172.000000
predicted=118.312718, expected=8.000000
predicted=46.070540, expected=24.000000
predicted=49.163258, expected=56.000000
predicted=67.517921, expected=152.000000
predicted=78.880547, expected=68.000000
predicted=101.185430, expected=16.000000
predicted=40.429365, expected=4.000000
predicted=37.298779, expected=16.000000
predicted=41.264815, expected=52.000000
predicted=71.061048, expected=28.000000
predicted=38.488180, expected=100.000000
predicted=45.218743, expected=116.000000
predicted=55.860386, expected=36.000000
predicted=46.839572, expected=24.000000
predicted=52.897959, expected=20.000000
predicted=39.419069, expected=80.000000
predicted=70.969702, expected=80.000000
predicted=75.659054, expected=80.000000
predicted=56.672100, expected=136.000000
predicted=74.994510, expected=52.000000
predicted=59.450598, expected=64.000000
predicted=79.034388, expected=40.000000
predicted=68.592723, expected=12.000000
predicted=54.770441, expected=76.000000
predicted=80.430239, expected=168.000000
predicted=83.610354, expected=52.000000
predicted=67.018965, expected=20.000000
predicted=52.483681, expected=12.000000
predicted=36.887910, expected=8.000000
predicted=46.363529, expected=36.000000
predicted=71.343175, expected=-36.000000
predicted=12.917563, expected=268.000000
predicted=85.281007, expected=48.000000
predicted=48.491593, expected=20.000000
predicted=45.102816, expected=28.000000
predicted=50.833950, expected=8.000000
predicted=20.061886, expected=8.000000
predicted=96.624926, expected=72.000000
predicted=41.560975, expected=88.000000
predicted=43.486520, expected=44.000000
predicted=41.461768, expected=40.000000
predicted=36.840421, expected=56.000000
predicted=41.732033, expected=24.000000
predicted=51.038339, expected=40.000000
predicted=55.460552, expected=48.000000
predicted=43.098175, expected=48.000000
predicted=42.814992, expected=28.000000
predicted=42.318749, expected=40.000000
predicted=35.253164, expected=36.000000
predicted=38.676490, expected=36.000000
predicted=40.306483, expected=92.000000
predicted=55.676166, expected=32.000000
predicted=39.029228, expected=48.000000
predicted=46.958420, expected=36.000000
predicted=42.102882, expected=44.000000
predicted=43.265490, expected=28.000000
predicted=53.085107, expected=4.000000
predicted=26.371344, expected=48.000000
predicted=39.254278, expected=88.000000
predicted=48.260273, expected=64.000000
predicted=50.405020, expected=28.000000
predicted=39.470922, expected=56.000000
predicted=39.858788, expected=68.000000
predicted=56.588342, expected=68.000000
predicted=68.800958, expected=44.000000
predicted=55.906721, expected=36.000000
predicted=42.684331, expected=176.000000
predicted=88.779560, expected=128.000000
predicted=91.443896, expected=188.000000
predicted=118.014494, expected=56.000000
predicted=86.257029, expected=52.000000
predicted=79.638397, expected=76.000000
predicted=116.717344, expected=144.000000
predicted=115.488835, expected=44.000000
predicted=106.099806, expected=8.000000
predicted=52.815632, expected=76.000000
predicted=63.896048, expected=24.000000
predicted=54.676861, expected=72.000000
predicted=81.009221, expected=48.000000
predicted=46.510924, expected=80.000000
predicted=47.376458, expected=104.000000
predicted=77.095970, expected=68.000000
predicted=58.427691, expected=48.000000
predicted=67.477163, expected=144.000000
predicted=85.962476, expected=16.000000
predicted=65.885782, expected=56.000000
predicted=76.873796, expected=64.000000
predicted=65.281008, expected=44.000000
predicted=53.545498, expected=56.000000
predicted=79.794916, expected=44.000000
predicted=39.615547, expected=44.000000
predicted=50.587206, expected=64.000000
predicted=57.030657, expected=136.000000
predicted=73.638004, expected=80.000000
predicted=71.120094, expected=32.000000
predicted=57.707345, expected=24.000000
predicted=51.641322, expected=36.000000
Test MSE: 2702.002
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215])]
predicted=74.745539, expected=32.000000
predicted=53.952535, expected=80.000000
predicted=67.203077, expected=156.000000
predicted=103.095758, expected=56.000000
predicted=66.362393, expected=36.000000
predicted=55.241017, expected=20.000000
predicted=44.172237, expected=108.000000
predicted=88.432377, expected=56.000000
predicted=76.640020, expected=76.000000
predicted=63.131486, expected=56.000000
predicted=50.764267, expected=184.000000
predicted=104.131282, expected=24.000000
predicted=68.536307, expected=172.000000
predicted=110.884842, expected=128.000000
predicted=102.622551, expected=44.000000
predicted=86.556243, expected=80.000000
predicted=102.429895, expected=40.000000
predicted=64.318004, expected=64.000000
predicted=94.145219, expected=72.000000
predicted=75.675633, expected=92.000000
predicted=70.445007, expected=136.000000
predicted=93.289524, expected=12.000000
predicted=49.695027, expected=48.000000
predicted=63.055880, expected=172.000000
predicted=105.439656, expected=48.000000
predicted=79.230037, expected=176.000000
predicted=121.655221, expected=132.000000
predicted=90.049991, expected=28.000000
predicted=81.167160, expected=20.000000
predicted=79.967759, expected=132.000000
predicted=95.826512, expected=8.000000
predicted=77.275417, expected=72.000000
predicted=76.001186, expected=84.000000
predicted=54.433142, expected=20.000000
predicted=46.436398, expected=68.000000
predicted=70.501154, expected=4.000000
predicted=26.551046, expected=300.000000
predicted=143.239450, expected=72.000000
predicted=82.761477, expected=36.000000
predicted=68.451210, expected=32.000000
predicted=57.557994, expected=60.000000
predicted=76.655151, expected=16.000000
predicted=94.481120, expected=164.000000
predicted=88.521670, expected=12.000000
predicted=39.147654, expected=64.000000
predicted=57.617783, expected=300.000000
predicted=137.722955, expected=88.000000
predicted=96.060177, expected=108.000000
predicted=125.200040, expected=48.000000
predicted=67.976264, expected=44.000000
predicted=95.612569, expected=68.000000
predicted=120.241478, expected=40.000000
predicted=63.605956, expected=140.000000
predicted=93.697954, expected=40.000000
predicted=53.935944, expected=108.000000
predicted=79.428204, expected=40.000000
predicted=58.923131, expected=36.000000
predicted=60.405323, expected=60.000000
predicted=71.912265, expected=112.000000
predicted=75.589172, expected=92.000000
predicted=82.208177, expected=112.000000
predicted=78.746270, expected=40.000000
predicted=59.494900, expected=104.000000
predicted=87.757715, expected=44.000000
predicted=75.720640, expected=80.000000
predicted=82.888862, expected=44.000000
predicted=65.497218, expected=64.000000
predicted=61.973757, expected=172.000000
predicted=104.962114, expected=40.000000
predicted=63.685386, expected=80.000000
predicted=79.235552, expected=12.000000
predicted=46.606405, expected=8.000000
predicted=54.587966, expected=48.000000
predicted=66.741805, expected=100.000000
predicted=61.091319, expected=40.000000
predicted=49.623617, expected=120.000000
predicted=62.861764, expected=84.000000
predicted=60.844926, expected=44.000000
predicted=65.351344, expected=16.000000
predicted=54.726231, expected=40.000000
predicted=51.212384, expected=16.000000
predicted=52.760836, expected=32.000000
predicted=42.640723, expected=8.000000
predicted=21.808743, expected=4.000000
predicted=15.321828, expected=8.000000
predicted=16.311997, expected=60.000000
predicted=29.667251, expected=32.000000
predicted=26.280319, expected=80.000000
predicted=39.848648, expected=16.000000
predicted=22.966270, expected=52.000000
predicted=40.267837, expected=20.000000
predicted=36.647792, expected=56.000000
predicted=46.179358, expected=40.000000
predicted=44.914859, expected=32.000000
predicted=33.303450, expected=28.000000
predicted=34.838833, expected=60.000000
predicted=41.469799, expected=8.000000
predicted=32.197034, expected=24.000000
predicted=30.323231, expected=32.000000
predicted=28.546633, expected=36.000000
predicted=33.206938, expected=16.000000
predicted=28.405754, expected=24.000000
predicted=20.383862, expected=48.000000
predicted=32.248331, expected=16.000000
predicted=26.121329, expected=32.000000
predicted=29.158890, expected=64.000000
predicted=36.421167, expected=24.000000
predicted=31.551748, expected=32.000000
predicted=35.126119, expected=4.000000
predicted=18.949143, expected=60.000000
predicted=41.564418, expected=4.000000
predicted=27.617320, expected=4.000000
predicted=17.947883, expected=4.000000
predicted=12.776110, expected=20.000000
predicted=16.546610, expected=36.000000
predicted=28.377203, expected=16.000000
predicted=12.618605, expected=44.000000
predicted=22.707590, expected=164.000000
predicted=68.131136, expected=116.000000
predicted=73.456113, expected=24.000000
predicted=52.399602, expected=84.000000
predicted=64.175436, expected=28.000000
predicted=61.632971, expected=76.000000
predicted=92.982088, expected=32.000000
predicted=56.573904, expected=40.000000
predicted=44.379953, expected=64.000000
predicted=56.750035, expected=40.000000
predicted=43.939837, expected=184.000000
predicted=98.073321, expected=16.000000
predicted=47.609045, expected=252.000000
predicted=127.043098, expected=20.000000
predicted=72.215446, expected=48.000000
predicted=82.020599, expected=52.000000
predicted=84.483854, expected=144.000000
predicted=99.573959, expected=72.000000
predicted=110.006610, expected=84.000000
predicted=66.432837, expected=304.000000
predicted=146.543909, expected=44.000000
predicted=99.489555, expected=304.000000
predicted=183.865616, expected=76.000000
predicted=121.046547, expected=264.000000
predicted=188.893569, expected=132.000000
predicted=185.420213, expected=176.000000
predicted=158.790142, expected=32.000000
predicted=149.134098, expected=68.000000
predicted=105.762612, expected=108.000000
predicted=137.143673, expected=140.000000
predicted=122.475751, expected=20.000000
predicted=86.279512, expected=80.000000
predicted=65.505389, expected=44.000000
predicted=68.472935, expected=148.000000
predicted=104.280844, expected=96.000000
predicted=96.676169, expected=128.000000
predicted=86.775370, expected=32.000000
predicted=74.190051, expected=8.000000
predicted=56.299659, expected=56.000000
predicted=77.294463, expected=56.000000
predicted=67.675564, expected=80.000000
predicted=71.411541, expected=48.000000
predicted=44.560856, expected=180.000000
predicted=84.159690, expected=20.000000
predicted=65.238478, expected=32.000000
predicted=55.960599, expected=176.000000
predicted=99.440606, expected=84.000000
predicted=92.914803, expected=60.000000
predicted=93.086466, expected=80.000000
predicted=64.495819, expected=52.000000
predicted=71.560077, expected=180.000000
predicted=125.821816, expected=52.000000
predicted=81.938671, expected=16.000000
predicted=58.166661, expected=48.000000
predicted=60.991185, expected=52.000000
predicted=65.228126, expected=216.000000
predicted=126.203418, expected=160.000000
predicted=104.570517, expected=32.000000
predicted=68.729619, expected=64.000000
predicted=74.462813, expected=96.000000
predicted=97.618239, expected=36.000000
predicted=104.280770, expected=208.000000
predicted=122.730347, expected=64.000000
predicted=78.388609, expected=60.000000
predicted=78.334550, expected=56.000000
predicted=74.592890, expected=8.000000
predicted=59.764423, expected=188.000000
predicted=122.722662, expected=32.000000
predicted=66.581391, expected=48.000000
predicted=58.934323, expected=52.000000
predicted=53.176978, expected=152.000000
predicted=90.555622, expected=44.000000
predicted=90.879496, expected=32.000000
predicted=48.578013, expected=216.000000
predicted=103.694387, expected=156.000000
predicted=120.285190, expected=36.000000
predicted=97.523680, expected=108.000000
predicted=85.137017, expected=108.000000
predicted=103.782455, expected=92.000000
predicted=127.088383, expected=36.000000
predicted=82.913460, expected=140.000000
predicted=88.982037, expected=28.000000
predicted=79.560637, expected=48.000000
predicted=72.039756, expected=48.000000
predicted=60.863838, expected=100.000000
predicted=71.899747, expected=216.000000
predicted=122.462240, expected=76.000000
predicted=81.995525, expected=52.000000
predicted=74.224839, expected=24.000000
predicted=65.736410, expected=96.000000
predicted=97.370196, expected=112.000000
predicted=111.864049, expected=180.000000
predicted=105.820413, expected=32.000000
predicted=69.971442, expected=108.000000
predicted=83.387158, expected=24.000000
predicted=79.302136, expected=32.000000
predicted=77.086121, expected=48.000000
predicted=73.995913, expected=132.000000
predicted=74.061263, expected=120.000000
predicted=89.646761, expected=160.000000
predicted=92.238791, expected=32.000000
predicted=70.142955, expected=56.000000
predicted=76.669715, expected=52.000000
predicted=87.119077, expected=76.000000
predicted=88.152847, expected=60.000000
predicted=78.488526, expected=40.000000
predicted=47.352947, expected=68.000000
predicted=57.940733, expected=4.000000
predicted=42.431634, expected=36.000000
predicted=46.066268, expected=76.000000
predicted=52.755682, expected=84.000000
predicted=58.523202, expected=140.000000
predicted=79.801189, expected=48.000000
predicted=55.654875, expected=24.000000
predicted=53.430472, expected=32.000000
predicted=58.262629, expected=180.000000
predicted=103.835407, expected=56.000000
predicted=86.275813, expected=100.000000
predicted=71.389707, expected=108.000000
predicted=77.767240, expected=76.000000
predicted=86.492190, expected=92.000000
predicted=105.201718, expected=104.000000
predicted=88.095560, expected=40.000000
predicted=80.439483, expected=44.000000
predicted=71.463408, expected=68.000000
predicted=69.491147, expected=36.000000
predicted=63.638263, expected=200.000000
predicted=103.388482, expected=56.000000
predicted=71.095155, expected=128.000000
predicted=87.560086, expected=32.000000
predicted=71.724894, expected=104.000000
predicted=89.441516, expected=96.000000
predicted=110.572673, expected=156.000000
predicted=103.949903, expected=16.000000
predicted=79.720474, expected=152.000000
predicted=91.389665, expected=88.000000
predicted=101.877561, expected=128.000000
predicted=109.993710, expected=324.000000
predicted=172.573919, expected=56.000000
predicted=113.154944, expected=148.000000
predicted=139.519433, expected=80.000000
predicted=118.136747, expected=28.000000
predicted=117.696865, expected=132.000000
predicted=141.941263, expected=84.000000
predicted=89.483562, expected=96.000000
predicted=100.354159, expected=180.000000
predicted=106.875218, expected=76.000000
predicted=93.066504, expected=96.000000
predicted=106.295392, expected=92.000000
predicted=96.222429, expected=104.000000
predicted=108.825255, expected=144.000000
predicted=125.415719, expected=44.000000
predicted=84.419239, expected=64.000000
predicted=82.394989, expected=24.000000
predicted=68.730916, expected=96.000000
predicted=85.994537, expected=48.000000
predicted=74.504184, expected=20.000000
predicted=43.647220, expected=128.000000
predicted=68.922639, expected=52.000000
predicted=61.255589, expected=40.000000
predicted=61.711046, expected=56.000000
predicted=50.367201, expected=136.000000
predicted=79.920772, expected=52.000000
predicted=80.997105, expected=8.000000
predicted=45.301283, expected=40.000000
predicted=45.526914, expected=88.000000
predicted=69.642923, expected=104.000000
predicted=85.452990, expected=8.000000
predicted=42.501147, expected=80.000000
predicted=48.788059, expected=12.000000
predicted=47.582594, expected=84.000000
predicted=69.136860, expected=148.000000
predicted=86.316139, expected=44.000000
predicted=59.374155, expected=92.000000
predicted=72.889725, expected=64.000000
predicted=64.683620, expected=44.000000
predicted=76.787952, expected=164.000000
predicted=105.507565, expected=52.000000
predicted=74.474984, expected=12.000000
predicted=61.106421, expected=84.000000
predicted=64.031183, expected=16.000000
predicted=59.030862, expected=68.000000
predicted=74.296040, expected=56.000000
predicted=47.269785, expected=164.000000
predicted=78.904789, expected=32.000000
predicted=66.558816, expected=100.000000
predicted=67.698135, expected=56.000000
predicted=71.365688, expected=68.000000
predicted=78.746204, expected=72.000000
predicted=84.787889, expected=44.000000
predicted=57.762912, expected=124.000000
predicted=84.435426, expected=12.000000
predicted=56.249553, expected=48.000000
predicted=56.834352, expected=88.000000
predicted=65.431479, expected=148.000000
predicted=90.584571, expected=4.000000
predicted=65.873223, expected=144.000000
predicted=71.996121, expected=48.000000
predicted=73.499607, expected=20.000000
predicted=70.502723, expected=168.000000
predicted=97.992711, expected=4.000000
predicted=58.643935, expected=80.000000
predicted=79.677858, expected=56.000000
predicted=54.931845, expected=12.000000
predicted=52.726415, expected=52.000000
predicted=64.251895, expected=4.000000
predicted=28.752023, expected=196.000000
predicted=86.102597, expected=52.000000
predicted=64.794734, expected=64.000000
predicted=56.954428, expected=16.000000
predicted=46.541392, expected=72.000000
predicted=66.052107, expected=20.000000
predicted=74.286325, expected=36.000000
predicted=42.726411, expected=56.000000
predicted=44.519394, expected=52.000000
predicted=43.539310, expected=100.000000
predicted=62.350653, expected=16.000000
predicted=40.468783, expected=140.000000
predicted=71.051022, expected=96.000000
predicted=79.266236, expected=72.000000
predicted=78.404826, expected=140.000000
predicted=93.922124, expected=244.000000
predicted=131.147872, expected=28.000000
predicted=114.285242, expected=36.000000
predicted=82.582591, expected=88.000000
predicted=90.413974, expected=4.000000
predicted=91.542620, expected=52.000000
predicted=83.117066, expected=20.000000
predicted=32.683827, expected=92.000000
predicted=55.494055, expected=100.000000
predicted=67.503305, expected=16.000000
predicted=41.082842, expected=124.000000
predicted=67.659325, expected=40.000000
predicted=60.197532, expected=124.000000
predicted=89.869897, expected=24.000000
predicted=64.735867, expected=76.000000
predicted=63.911853, expected=72.000000
predicted=76.860089, expected=12.000000
predicted=53.788972, expected=80.000000
predicted=66.364281, expected=12.000000
predicted=40.984815, expected=28.000000
predicted=46.104599, expected=168.000000
predicted=73.793821, expected=52.000000
predicted=61.946284, expected=60.000000
predicted=62.990696, expected=28.000000
predicted=42.858141, expected=88.000000
predicted=72.373103, expected=16.000000
predicted=70.292141, expected=80.000000
predicted=55.834943, expected=28.000000
predicted=46.481722, expected=132.000000
predicted=69.542065, expected=64.000000
predicted=69.706147, expected=80.000000
predicted=64.377899, expected=60.000000
predicted=67.905543, expected=24.000000
predicted=57.497136, expected=4.000000
predicted=55.548055, expected=76.000000
predicted=54.368184, expected=20.000000
predicted=46.955424, expected=140.000000
predicted=64.853056, expected=72.000000
predicted=56.705771, expected=56.000000
predicted=56.258411, expected=40.000000
predicted=57.659460, expected=88.000000
predicted=68.727420, expected=108.000000
predicted=93.584268, expected=104.000000
predicted=82.593357, expected=8.000000
predicted=56.131715, expected=64.000000
predicted=60.237490, expected=36.000000
predicted=65.868585, expected=44.000000
predicted=64.642942, expected=24.000000
predicted=45.460313, expected=72.000000
predicted=42.346783, expected=12.000000
predicted=40.544520, expected=72.000000
predicted=44.704553, expected=4.000000
predicted=33.295515, expected=24.000000
predicted=31.653213, expected=16.000000
predicted=31.213227, expected=120.000000
predicted=51.080355, expected=68.000000
predicted=57.851815, expected=72.000000
predicted=48.506402, expected=132.000000
predicted=71.442168, expected=24.000000
predicted=64.903456, expected=52.000000
predicted=73.374830, expected=196.000000
predicted=99.758206, expected=100.000000
predicted=104.297595, expected=56.000000
predicted=88.324384, expected=36.000000
predicted=58.592721, expected=108.000000
predicted=91.624222, expected=28.000000
predicted=91.993420, expected=60.000000
predicted=64.721664, expected=68.000000
predicted=57.386993, expected=32.000000
predicted=53.389901, expected=32.000000
predicted=52.961440, expected=44.000000
predicted=41.203824, expected=92.000000
predicted=61.135277, expected=28.000000
predicted=49.513841, expected=8.000000
predicted=31.536359, expected=32.000000
predicted=33.756126, expected=60.000000
predicted=48.238402, expected=16.000000
predicted=41.951210, expected=36.000000
predicted=27.779708, expected=68.000000
predicted=37.118206, expected=100.000000
predicted=59.175367, expected=4.000000
predicted=43.017949, expected=36.000000
predicted=35.038330, expected=48.000000
predicted=45.812189, expected=32.000000
predicted=50.784785, expected=68.000000
predicted=52.763782, expected=36.000000
predicted=34.609650, expected=24.000000
Test MSE: 3638.195
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018])]
predicted=82.205415, expected=144.000000
predicted=98.926438, expected=24.000000
predicted=67.704247, expected=40.000000
predicted=59.372327, expected=56.000000
predicted=58.008906, expected=60.000000
predicted=70.634752, expected=72.000000
predicted=84.800226, expected=28.000000
predicted=37.420286, expected=48.000000
predicted=46.264521, expected=24.000000
predicted=42.828719, expected=44.000000
predicted=48.958198, expected=92.000000
predicted=65.455561, expected=92.000000
predicted=61.731698, expected=20.000000
predicted=44.442929, expected=64.000000
predicted=47.393172, expected=20.000000
predicted=43.818193, expected=20.000000
predicted=53.325072, expected=92.000000
predicted=67.731526, expected=80.000000
predicted=54.592514, expected=104.000000
predicted=75.534288, expected=16.000000
predicted=36.436951, expected=48.000000
predicted=45.930972, expected=56.000000
predicted=67.398636, expected=32.000000
predicted=58.940562, expected=40.000000
predicted=56.627649, expected=104.000000
predicted=55.204467, expected=36.000000
predicted=50.956177, expected=40.000000
predicted=48.557671, expected=44.000000
predicted=40.748482, expected=96.000000
predicted=66.496090, expected=28.000000
predicted=62.669171, expected=80.000000
predicted=55.033364, expected=64.000000
predicted=55.079942, expected=40.000000
predicted=53.141265, expected=36.000000
predicted=58.203570, expected=24.000000
predicted=35.767811, expected=44.000000
predicted=53.730921, expected=20.000000
predicted=39.587511, expected=32.000000
predicted=33.797623, expected=72.000000
predicted=45.189037, expected=64.000000
predicted=46.317815, expected=36.000000
predicted=42.965633, expected=44.000000
predicted=37.071040, expected=44.000000
predicted=43.572134, expected=60.000000
predicted=59.690694, expected=28.000000
predicted=45.813654, expected=84.000000
predicted=54.085772, expected=68.000000
predicted=56.661057, expected=52.000000
predicted=54.062314, expected=24.000000
predicted=45.118449, expected=36.000000
predicted=39.847099, expected=24.000000
predicted=49.706401, expected=20.000000
predicted=39.805807, expected=76.000000
predicted=49.916492, expected=84.000000
predicted=51.902564, expected=44.000000
predicted=46.026876, expected=52.000000
predicted=42.585749, expected=20.000000
predicted=34.636004, expected=52.000000
predicted=58.281427, expected=24.000000
predicted=48.908269, expected=88.000000
predicted=56.432008, expected=100.000000
predicted=67.366962, expected=28.000000
predicted=41.964421, expected=52.000000
predicted=51.168164, expected=48.000000
predicted=46.053625, expected=32.000000
predicted=60.070514, expected=40.000000
predicted=57.134922, expected=96.000000
predicted=55.990712, expected=96.000000
predicted=70.307234, expected=56.000000
predicted=58.601566, expected=44.000000
predicted=47.740000, expected=32.000000
predicted=47.347581, expected=68.000000
predicted=72.763052, expected=52.000000
predicted=66.018110, expected=60.000000
predicted=55.453261, expected=108.000000
predicted=68.072987, expected=40.000000
predicted=51.244956, expected=56.000000
predicted=61.658982, expected=28.000000
predicted=46.646017, expected=4.000000
predicted=41.098862, expected=40.000000
predicted=55.869059, expected=56.000000
predicted=43.747129, expected=52.000000
predicted=48.325428, expected=28.000000
predicted=31.021377, expected=16.000000
predicted=20.763140, expected=52.000000
predicted=42.235692, expected=28.000000
predicted=41.210112, expected=76.000000
predicted=52.908780, expected=76.000000
predicted=49.874744, expected=92.000000
predicted=58.665422, expected=68.000000
predicted=62.816760, expected=28.000000
predicted=45.223936, expected=56.000000
predicted=63.020251, expected=36.000000
predicted=57.535959, expected=52.000000
predicted=63.322594, expected=84.000000
predicted=63.954838, expected=24.000000
predicted=39.247845, expected=44.000000
predicted=47.577248, expected=36.000000
predicted=39.473526, expected=40.000000
predicted=47.895283, expected=52.000000
predicted=55.362128, expected=40.000000
predicted=36.985599, expected=100.000000
predicted=61.963277, expected=84.000000
predicted=62.021759, expected=60.000000
predicted=58.762898, expected=60.000000
predicted=58.500468, expected=16.000000
predicted=44.449411, expected=12.000000
predicted=52.671007, expected=20.000000
predicted=43.550197, expected=20.000000
predicted=35.724658, expected=80.000000
predicted=51.921181, expected=12.000000
predicted=23.105733, expected=56.000000
predicted=33.317978, expected=20.000000
predicted=25.976538, expected=60.000000
predicted=42.902091, expected=40.000000
predicted=50.479073, expected=40.000000
predicted=34.334085, expected=72.000000
predicted=53.741362, expected=68.000000
predicted=50.381895, expected=64.000000
predicted=60.428013, expected=28.000000
predicted=42.339073, expected=36.000000
predicted=43.407122, expected=48.000000
predicted=54.772194, expected=148.000000
predicted=88.370226, expected=120.000000
predicted=88.420711, expected=36.000000
predicted=53.178493, expected=40.000000
predicted=48.676554, expected=44.000000
predicted=59.725792, expected=64.000000
predicted=90.907279, expected=32.000000
predicted=63.548205, expected=60.000000
predicted=46.515243, expected=104.000000
predicted=65.475718, expected=32.000000
predicted=50.882848, expected=56.000000
predicted=56.082894, expected=20.000000
predicted=37.149681, expected=68.000000
predicted=61.520829, expected=68.000000
predicted=69.989622, expected=56.000000
predicted=50.103220, expected=92.000000
predicted=65.032027, expected=32.000000
predicted=44.287579, expected=32.000000
predicted=52.318088, expected=116.000000
predicted=76.013323, expected=40.000000
predicted=60.612760, expected=48.000000
predicted=62.614980, expected=112.000000
predicted=64.030399, expected=52.000000
predicted=61.441246, expected=80.000000
predicted=83.596165, expected=28.000000
predicted=45.568187, expected=60.000000
predicted=60.599066, expected=36.000000
predicted=64.056428, expected=40.000000
predicted=49.421435, expected=76.000000
predicted=62.061457, expected=112.000000
predicted=67.903976, expected=52.000000
predicted=61.830938, expected=48.000000
predicted=50.164269, expected=60.000000
predicted=55.770474, expected=44.000000
predicted=64.870349, expected=56.000000
predicted=70.192699, expected=44.000000
predicted=48.902255, expected=76.000000
predicted=58.889622, expected=36.000000
predicted=50.599597, expected=68.000000
predicted=55.065124, expected=52.000000
predicted=53.744662, expected=28.000000
predicted=45.646419, expected=44.000000
predicted=51.442679, expected=28.000000
predicted=38.410075, expected=80.000000
predicted=61.164877, expected=36.000000
predicted=45.069168, expected=76.000000
predicted=51.188561, expected=28.000000
predicted=41.657825, expected=24.000000
predicted=37.631598, expected=60.000000
predicted=55.443322, expected=60.000000
predicted=51.270652, expected=64.000000
predicted=60.410634, expected=48.000000
predicted=42.566455, expected=28.000000
predicted=37.820258, expected=56.000000
predicted=53.432219, expected=24.000000
predicted=45.179788, expected=76.000000
predicted=58.336553, expected=24.000000
predicted=39.742603, expected=52.000000
predicted=42.606493, expected=28.000000
predicted=40.163148, expected=60.000000
predicted=45.330770, expected=64.000000
predicted=58.203704, expected=36.000000
predicted=40.306106, expected=40.000000
predicted=43.711730, expected=56.000000
predicted=44.984790, expected=44.000000
predicted=52.371513, expected=20.000000
predicted=41.560638, expected=36.000000
predicted=35.551490, expected=44.000000
predicted=41.419142, expected=28.000000
predicted=40.660246, expected=64.000000
predicted=44.614631, expected=48.000000
predicted=38.879433, expected=52.000000
predicted=45.856867, expected=56.000000
predicted=47.832067, expected=24.000000
predicted=38.128052, expected=48.000000
predicted=49.870634, expected=12.000000
predicted=35.219832, expected=32.000000
predicted=39.003846, expected=52.000000
predicted=43.056448, expected=72.000000
predicted=47.005325, expected=40.000000
predicted=43.626232, expected=44.000000
predicted=35.090795, expected=44.000000
predicted=42.299256, expected=20.000000
predicted=42.135816, expected=44.000000
predicted=47.948831, expected=36.000000
predicted=38.317558, expected=36.000000
predicted=39.388434, expected=40.000000
predicted=37.579098, expected=56.000000
predicted=39.526873, expected=28.000000
predicted=38.804440, expected=76.000000
predicted=49.423154, expected=40.000000
predicted=43.623824, expected=60.000000
predicted=50.971150, expected=68.000000
predicted=56.042638, expected=24.000000
predicted=41.997943, expected=40.000000
predicted=50.770092, expected=60.000000
predicted=48.761047, expected=12.000000
predicted=42.905507, expected=80.000000
predicted=56.072390, expected=56.000000
predicted=44.633740, expected=48.000000
predicted=50.043374, expected=36.000000
predicted=44.247752, expected=28.000000
predicted=34.166896, expected=48.000000
predicted=54.329258, expected=32.000000
predicted=43.147746, expected=24.000000
predicted=35.649752, expected=56.000000
predicted=39.469082, expected=32.000000
predicted=35.887022, expected=48.000000
predicted=43.306521, expected=44.000000
predicted=37.696995, expected=16.000000
predicted=30.984176, expected=28.000000
predicted=36.570658, expected=32.000000
predicted=32.607142, expected=40.000000
predicted=39.926529, expected=44.000000
predicted=37.977602, expected=36.000000
predicted=30.492324, expected=120.000000
predicted=60.727054, expected=16.000000
predicted=41.942897, expected=48.000000
predicted=45.883549, expected=80.000000
predicted=54.416256, expected=80.000000
predicted=68.513395, expected=44.000000
predicted=70.299635, expected=52.000000
predicted=43.353959, expected=28.000000
predicted=47.397165, expected=52.000000
predicted=60.015131, expected=64.000000
predicted=60.584172, expected=84.000000
predicted=60.792204, expected=8.000000
predicted=40.575774, expected=32.000000
predicted=35.456432, expected=40.000000
predicted=44.386966, expected=40.000000
predicted=51.113100, expected=40.000000
predicted=47.800445, expected=76.000000
predicted=40.962109, expected=84.000000
predicted=56.842688, expected=80.000000
predicted=62.093723, expected=28.000000
predicted=46.906255, expected=24.000000
predicted=42.889670, expected=36.000000
predicted=53.100579, expected=20.000000
predicted=49.245955, expected=128.000000
predicted=73.852701, expected=52.000000
predicted=49.283878, expected=40.000000
predicted=43.072676, expected=4.000000
predicted=28.620547, expected=20.000000
predicted=35.388564, expected=32.000000
predicted=58.890327, expected=20.000000
predicted=33.082221, expected=32.000000
predicted=28.051846, expected=64.000000
predicted=31.370764, expected=40.000000
predicted=35.348681, expected=20.000000
predicted=30.158611, expected=32.000000
predicted=28.434646, expected=48.000000
predicted=40.778839, expected=28.000000
predicted=42.856389, expected=56.000000
predicted=40.800918, expected=24.000000
predicted=29.736164, expected=44.000000
predicted=38.509265, expected=8.000000
predicted=30.410355, expected=60.000000
predicted=39.912653, expected=4.000000
predicted=31.852227, expected=16.000000
predicted=23.329649, expected=12.000000
predicted=22.297156, expected=36.000000
predicted=24.768474, expected=44.000000
predicted=38.326867, expected=32.000000
predicted=23.026546, expected=32.000000
predicted=25.631841, expected=24.000000
predicted=24.682381, expected=32.000000
predicted=33.518253, expected=24.000000
predicted=32.242285, expected=48.000000
predicted=35.410077, expected=8.000000
predicted=25.139275, expected=24.000000
predicted=24.404398, expected=32.000000
predicted=28.373331, expected=20.000000
predicted=26.572507, expected=32.000000
predicted=31.066292, expected=76.000000
predicted=36.709586, expected=48.000000
predicted=40.800822, expected=56.000000
predicted=43.590263, expected=56.000000
predicted=42.479840, expected=28.000000
predicted=42.765210, expected=56.000000
predicted=56.404542, expected=52.000000
predicted=50.267525, expected=48.000000
predicted=51.877219, expected=28.000000
predicted=41.874741, expected=8.000000
predicted=27.922023, expected=16.000000
predicted=33.177081, expected=20.000000
predicted=31.665642, expected=32.000000
predicted=32.038929, expected=28.000000
predicted=24.710592, expected=48.000000
predicted=26.831541, expected=32.000000
predicted=27.813126, expected=24.000000
predicted=27.054165, expected=16.000000
predicted=25.697016, expected=12.000000
predicted=23.631842, expected=40.000000
predicted=34.473516, expected=36.000000
predicted=31.189376, expected=52.000000
predicted=34.225344, expected=28.000000
predicted=26.947202, expected=20.000000
predicted=24.564860, expected=60.000000
predicted=42.134587, expected=12.000000
predicted=32.791424, expected=28.000000
predicted=34.541242, expected=52.000000
predicted=34.153573, expected=52.000000
predicted=40.647702, expected=44.000000
predicted=45.388806, expected=36.000000
predicted=30.978096, expected=44.000000
predicted=39.566088, expected=4.000000
predicted=34.189579, expected=28.000000
predicted=34.863902, expected=56.000000
predicted=41.065190, expected=56.000000
predicted=44.594855, expected=68.000000
predicted=48.169173, expected=24.000000
predicted=28.949794, expected=32.000000
predicted=36.515809, expected=28.000000
predicted=41.519376, expected=52.000000
predicted=49.223535, expected=80.000000
predicted=58.928908, expected=80.000000
predicted=53.377536, expected=40.000000
predicted=45.407834, expected=40.000000
predicted=42.538608, expected=32.000000
predicted=47.847843, expected=24.000000
predicted=50.826203, expected=32.000000
predicted=45.912788, expected=72.000000
predicted=47.374461, expected=48.000000
predicted=45.055453, expected=24.000000
predicted=33.707617, expected=40.000000
predicted=33.485913, expected=84.000000
predicted=55.025155, expected=44.000000
predicted=57.511588, expected=16.000000
predicted=36.444503, expected=52.000000
predicted=37.578845, expected=32.000000
predicted=43.484518, expected=16.000000
predicted=44.481214, expected=36.000000
predicted=32.882028, expected=20.000000
predicted=25.563334, expected=20.000000
predicted=31.847788, expected=32.000000
predicted=27.184680, expected=32.000000
predicted=26.462691, expected=44.000000
predicted=34.792937, expected=16.000000
predicted=23.538255, expected=20.000000
predicted=23.291540, expected=56.000000
predicted=36.924448, expected=16.000000
predicted=30.469395, expected=24.000000
predicted=29.819243, expected=32.000000
predicted=24.117036, expected=28.000000
predicted=29.251989, expected=28.000000
predicted=34.485335, expected=16.000000
predicted=20.290347, expected=28.000000
predicted=25.563712, expected=12.000000
predicted=23.040171, expected=24.000000
predicted=23.862960, expected=24.000000
predicted=23.132094, expected=68.000000
predicted=35.582125, expected=52.000000
predicted=38.698880, expected=44.000000
predicted=34.406388, expected=12.000000
predicted=26.908213, expected=16.000000
predicted=28.258342, expected=16.000000
predicted=36.458904, expected=44.000000
predicted=38.772919, expected=60.000000
predicted=41.442824, expected=12.000000
predicted=22.065621, expected=4.000000
predicted=15.998926, expected=20.000000
predicted=20.610447, expected=40.000000
predicted=37.082431, expected=32.000000
predicted=36.340855, expected=36.000000
predicted=23.748352, expected=64.000000
predicted=33.289216, expected=72.000000
predicted=47.270144, expected=32.000000
predicted=42.644659, expected=28.000000
predicted=35.620218, expected=48.000000
predicted=43.561103, expected=40.000000
predicted=51.039081, expected=52.000000
predicted=51.982745, expected=84.000000
predicted=52.073861, expected=20.000000
predicted=38.481191, expected=40.000000
predicted=43.384995, expected=52.000000
predicted=45.484212, expected=16.000000
predicted=42.763120, expected=36.000000
predicted=46.207671, expected=68.000000
predicted=40.932758, expected=44.000000
predicted=45.570567, expected=32.000000
predicted=40.379998, expected=40.000000
predicted=32.730019, expected=36.000000
predicted=40.782084, expected=16.000000
predicted=40.111164, expected=64.000000
predicted=43.917360, expected=20.000000
predicted=32.579390, expected=24.000000
predicted=32.622974, expected=36.000000
predicted=31.280404, expected=28.000000
predicted=29.746477, expected=32.000000
predicted=39.083651, expected=44.000000
predicted=30.969029, expected=16.000000
predicted=26.639422, expected=36.000000
predicted=32.549238, expected=40.000000
predicted=32.955033, expected=24.000000
predicted=31.891813, expected=8.000000
predicted=25.403329, expected=20.000000
predicted=20.259146, expected=8.000000
Test MSE: 597.613
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604])]
predicted=78.656331, expected=104.000000
predicted=91.296160, expected=96.000000
predicted=91.900502, expected=92.000000
predicted=90.540086, expected=40.000000
predicted=76.239759, expected=56.000000
predicted=67.391051, expected=100.000000
predicted=83.455749, expected=72.000000
predicted=82.459231, expected=68.000000
predicted=75.016662, expected=112.000000
predicted=73.140116, expected=68.000000
predicted=77.679363, expected=76.000000
predicted=84.265074, expected=72.000000
predicted=73.248360, expected=68.000000
predicted=74.898364, expected=40.000000
predicted=72.081302, expected=80.000000
predicted=66.512701, expected=116.000000
predicted=81.862294, expected=68.000000
predicted=78.979356, expected=96.000000
predicted=79.062433, expected=36.000000
predicted=61.330720, expected=48.000000
predicted=68.417087, expected=56.000000
predicted=69.361475, expected=100.000000
predicted=73.426395, expected=44.000000
predicted=68.894973, expected=112.000000
predicted=67.997640, expected=100.000000
predicted=77.034975, expected=68.000000
predicted=79.891531, expected=72.000000
predicted=80.232722, expected=80.000000
predicted=72.064867, expected=124.000000
predicted=100.374184, expected=108.000000
predicted=99.537901, expected=100.000000
predicted=92.782658, expected=100.000000
predicted=92.759715, expected=96.000000
predicted=97.056027, expected=44.000000
predicted=91.152121, expected=72.000000
predicted=82.668889, expected=48.000000
predicted=72.837226, expected=60.000000
predicted=72.353975, expected=100.000000
predicted=76.640982, expected=92.000000
predicted=73.491725, expected=80.000000
predicted=78.633550, expected=92.000000
predicted=75.257490, expected=44.000000
predicted=70.360254, expected=68.000000
predicted=77.330881, expected=52.000000
predicted=68.667309, expected=96.000000
predicted=76.977561, expected=68.000000
predicted=74.865783, expected=48.000000
predicted=59.563106, expected=44.000000
predicted=56.595504, expected=60.000000
predicted=57.426738, expected=64.000000
predicted=68.326275, expected=104.000000
predicted=72.569734, expected=88.000000
predicted=72.036652, expected=96.000000
predicted=77.081907, expected=72.000000
predicted=76.102434, expected=64.000000
predicted=74.998354, expected=44.000000
predicted=73.422378, expected=40.000000
predicted=63.149261, expected=72.000000
predicted=67.546712, expected=48.000000
predicted=59.399808, expected=88.000000
predicted=65.032276, expected=56.000000
predicted=57.158314, expected=80.000000
predicted=63.896950, expected=64.000000
predicted=67.237568, expected=84.000000
predicted=69.684923, expected=52.000000
predicted=70.519560, expected=88.000000
predicted=70.133600, expected=44.000000
predicted=66.772456, expected=80.000000
predicted=68.760699, expected=108.000000
predicted=81.122604, expected=108.000000
predicted=85.807103, expected=84.000000
predicted=88.399568, expected=112.000000
predicted=84.839590, expected=104.000000
predicted=97.682607, expected=20.000000
predicted=83.055480, expected=4.000000
predicted=58.267522, expected=20.000000
predicted=45.219151, expected=12.000000
predicted=47.280017, expected=52.000000
predicted=47.602871, expected=96.000000
predicted=45.179352, expected=124.000000
predicted=65.142415, expected=84.000000
predicted=69.416978, expected=104.000000
predicted=73.711578, expected=88.000000
predicted=83.650534, expected=104.000000
predicted=100.001429, expected=92.000000
predicted=101.601808, expected=80.000000
predicted=89.050570, expected=104.000000
predicted=95.863230, expected=72.000000
predicted=87.439575, expected=84.000000
predicted=89.534081, expected=108.000000
predicted=91.588071, expected=88.000000
predicted=90.837330, expected=104.000000
predicted=97.365394, expected=100.000000
predicted=91.029211, expected=112.000000
predicted=100.449611, expected=88.000000
predicted=100.001916, expected=92.000000
predicted=94.042921, expected=84.000000
predicted=93.525878, expected=60.000000
predicted=84.843839, expected=76.000000
predicted=84.101866, expected=128.000000
predicted=93.831077, expected=184.000000
predicted=123.015942, expected=92.000000
predicted=109.930975, expected=92.000000
predicted=94.681637, expected=136.000000
predicted=107.400430, expected=60.000000
predicted=109.929430, expected=60.000000
predicted=104.702753, expected=96.000000
predicted=83.741774, expected=68.000000
predicted=84.853266, expected=88.000000
predicted=93.368564, expected=96.000000
predicted=78.310636, expected=100.000000
predicted=86.345554, expected=84.000000
predicted=90.414774, expected=116.000000
predicted=92.159969, expected=100.000000
predicted=97.885818, expected=120.000000
predicted=106.484661, expected=64.000000
predicted=92.604492, expected=84.000000
predicted=87.896864, expected=60.000000
predicted=84.930401, expected=44.000000
predicted=73.881819, expected=76.000000
predicted=77.241616, expected=88.000000
predicted=72.645754, expected=76.000000
predicted=78.021611, expected=36.000000
predicted=58.687687, expected=80.000000
predicted=61.190597, expected=52.000000
predicted=65.665421, expected=48.000000
predicted=64.982102, expected=40.000000
predicted=52.827970, expected=72.000000
predicted=53.305004, expected=92.000000
predicted=73.082076, expected=44.000000
predicted=59.605529, expected=104.000000
predicted=69.165502, expected=80.000000
predicted=70.025550, expected=100.000000
predicted=86.918013, expected=84.000000
predicted=85.705344, expected=160.000000
predicted=100.096111, expected=100.000000
predicted=109.853406, expected=96.000000
predicted=101.085158, expected=124.000000
predicted=106.819789, expected=76.000000
predicted=98.959738, expected=76.000000
predicted=105.764620, expected=48.000000
predicted=76.857090, expected=124.000000
predicted=93.278178, expected=80.000000
predicted=95.388629, expected=36.000000
predicted=70.359274, expected=52.000000
predicted=60.268396, expected=152.000000
predicted=85.553835, expected=88.000000
predicted=102.069049, expected=104.000000
predicted=93.117360, expected=80.000000
predicted=76.000340, expected=84.000000
predicted=84.161109, expected=40.000000
predicted=88.336333, expected=48.000000
predicted=66.714108, expected=68.000000
predicted=70.512921, expected=120.000000
predicted=83.698112, expected=152.000000
predicted=104.324150, expected=68.000000
predicted=83.069377, expected=76.000000
predicted=78.445645, expected=60.000000
predicted=75.415394, expected=64.000000
predicted=86.219363, expected=92.000000
predicted=94.099758, expected=120.000000
predicted=88.136954, expected=128.000000
predicted=100.555118, expected=72.000000
predicted=86.414486, expected=52.000000
predicted=74.678114, expected=88.000000
predicted=84.321927, expected=64.000000
predicted=87.097979, expected=100.000000
predicted=93.685456, expected=100.000000
predicted=83.798588, expected=108.000000
predicted=87.963051, expected=68.000000
predicted=85.876033, expected=44.000000
predicted=68.823475, expected=68.000000
predicted=75.556693, expected=80.000000
predicted=80.105102, expected=80.000000
predicted=82.845680, expected=120.000000
predicted=85.253872, expected=160.000000
predicted=102.248087, expected=52.000000
predicted=89.429006, expected=132.000000
predicted=101.311814, expected=84.000000
predicted=94.903574, expected=60.000000
predicted=97.418215, expected=72.000000
predicted=93.734615, expected=104.000000
predicted=80.475280, expected=96.000000
predicted=101.284320, expected=76.000000
predicted=83.951376, expected=44.000000
predicted=65.585860, expected=72.000000
predicted=70.522652, expected=72.000000
predicted=78.709175, expected=76.000000
predicted=78.347332, expected=96.000000
predicted=78.475197, expected=96.000000
predicted=77.421829, expected=116.000000
predicted=93.139247, expected=112.000000
predicted=97.141278, expected=80.000000
predicted=91.902363, expected=96.000000
predicted=95.536425, expected=100.000000
predicted=97.566179, expected=120.000000
predicted=109.772195, expected=128.000000
predicted=113.569500, expected=80.000000
predicted=96.774413, expected=84.000000
predicted=94.431802, expected=116.000000
predicted=101.997932, expected=72.000000
predicted=99.488513, expected=84.000000
predicted=96.202903, expected=140.000000
predicted=99.468743, expected=104.000000
predicted=103.427646, expected=140.000000
predicted=118.832537, expected=52.000000
predicted=87.432273, expected=60.000000
predicted=83.087225, expected=52.000000
predicted=83.552882, expected=52.000000
predicted=73.647794, expected=120.000000
predicted=94.646435, expected=140.000000
predicted=92.916247, expected=32.000000
predicted=73.760430, expected=60.000000
predicted=63.562500, expected=84.000000
predicted=69.980374, expected=64.000000
predicted=87.306849, expected=68.000000
predicted=83.899023, expected=68.000000
predicted=58.191802, expected=96.000000
predicted=75.605794, expected=52.000000
predicted=72.282681, expected=112.000000
predicted=80.389037, expected=132.000000
predicted=94.871536, expected=72.000000
predicted=89.110280, expected=92.000000
predicted=91.347149, expected=92.000000
predicted=82.663904, expected=136.000000
predicted=113.010683, expected=100.000000
predicted=111.169610, expected=136.000000
predicted=107.248644, expected=72.000000
predicted=97.515128, expected=76.000000
predicted=93.035321, expected=68.000000
predicted=92.782084, expected=56.000000
predicted=79.574405, expected=92.000000
predicted=90.502536, expected=80.000000
predicted=76.495831, expected=80.000000
predicted=78.415683, expected=64.000000
predicted=70.434730, expected=60.000000
predicted=65.844672, expected=96.000000
predicted=81.803720, expected=148.000000
predicted=100.493122, expected=128.000000
predicted=107.571156, expected=108.000000
predicted=100.971915, expected=88.000000
predicted=92.803161, expected=128.000000
predicted=111.649581, expected=48.000000
predicted=103.275848, expected=96.000000
predicted=99.216029, expected=84.000000
predicted=90.061246, expected=72.000000
predicted=85.327599, expected=60.000000
predicted=82.654611, expected=92.000000
predicted=72.151018, expected=56.000000
predicted=76.669400, expected=116.000000
predicted=86.953305, expected=112.000000
predicted=90.533752, expected=72.000000
predicted=83.394330, expected=116.000000
predicted=95.466040, expected=76.000000
predicted=83.316845, expected=28.000000
predicted=79.655833, expected=44.000000
predicted=66.951466, expected=84.000000
predicted=68.480135, expected=104.000000
predicted=90.362124, expected=52.000000
predicted=69.649538, expected=44.000000
predicted=50.453842, expected=52.000000
predicted=53.278171, expected=52.000000
predicted=63.527527, expected=44.000000
predicted=62.140772, expected=76.000000
predicted=56.875338, expected=96.000000
predicted=66.916005, expected=52.000000
predicted=63.084889, expected=52.000000
predicted=57.627904, expected=72.000000
predicted=59.857247, expected=72.000000
predicted=71.696911, expected=64.000000
predicted=72.929083, expected=100.000000
predicted=72.096714, expected=100.000000
predicted=79.836791, expected=76.000000
predicted=81.727985, expected=48.000000
predicted=69.367401, expected=48.000000
predicted=62.064933, expected=32.000000
predicted=61.721037, expected=40.000000
predicted=57.793099, expected=60.000000
predicted=55.050999, expected=132.000000
predicted=74.360956, expected=72.000000
predicted=71.226941, expected=84.000000
predicted=69.609633, expected=72.000000
predicted=67.552285, expected=80.000000
predicted=77.885921, expected=96.000000
predicted=96.500196, expected=104.000000
predicted=88.410067, expected=84.000000
predicted=88.114392, expected=64.000000
predicted=77.375197, expected=44.000000
predicted=68.610774, expected=52.000000
predicted=68.679057, expected=36.000000
predicted=62.301911, expected=44.000000
predicted=55.051252, expected=68.000000
predicted=55.668803, expected=80.000000
predicted=60.009969, expected=64.000000
predicted=61.295605, expected=76.000000
predicted=60.964818, expected=48.000000
predicted=57.187964, expected=72.000000
predicted=67.085894, expected=52.000000
predicted=64.339575, expected=156.000000
predicted=91.196990, expected=84.000000
predicted=88.731688, expected=68.000000
predicted=76.195799, expected=68.000000
predicted=73.180540, expected=64.000000
predicted=70.719595, expected=72.000000
predicted=92.133835, expected=96.000000
predicted=80.917113, expected=100.000000
predicted=83.545110, expected=88.000000
predicted=83.476909, expected=100.000000
predicted=85.964020, expected=96.000000
predicted=89.866864, expected=68.000000
predicted=87.847154, expected=48.000000
predicted=76.209465, expected=64.000000
predicted=71.699731, expected=160.000000
predicted=103.793279, expected=112.000000
predicted=105.033742, expected=100.000000
predicted=95.242930, expected=40.000000
predicted=68.947680, expected=88.000000
predicted=81.435512, expected=60.000000
predicted=94.899083, expected=112.000000
predicted=95.004666, expected=80.000000
predicted=85.940515, expected=116.000000
predicted=84.050458, expected=56.000000
predicted=81.496457, expected=52.000000
predicted=68.255844, expected=76.000000
predicted=80.565833, expected=68.000000
predicted=74.305528, expected=92.000000
predicted=86.823649, expected=84.000000
predicted=73.372209, expected=116.000000
predicted=85.043633, expected=76.000000
predicted=84.663975, expected=100.000000
predicted=87.442349, expected=88.000000
predicted=90.956300, expected=84.000000
predicted=88.884561, expected=64.000000
predicted=86.581355, expected=56.000000
predicted=70.921436, expected=68.000000
predicted=75.797352, expected=48.000000
predicted=66.716258, expected=88.000000
predicted=73.387084, expected=80.000000
predicted=71.246232, expected=84.000000
predicted=73.422330, expected=100.000000
predicted=81.463534, expected=116.000000
predicted=87.906993, expected=152.000000
predicted=113.849454, expected=60.000000
predicted=93.186196, expected=68.000000
predicted=84.746609, expected=76.000000
predicted=85.662115, expected=88.000000
predicted=94.775345, expected=76.000000
predicted=95.926227, expected=120.000000
predicted=86.115214, expected=192.000000
predicted=119.362043, expected=88.000000
predicted=108.111250, expected=72.000000
predicted=95.163873, expected=44.000000
predicted=75.631600, expected=80.000000
predicted=92.437676, expected=108.000000
predicted=113.961144, expected=140.000000
predicted=103.840963, expected=352.000000
predicted=177.792853, expected=232.000000
predicted=181.141688, expected=144.000000
predicted=162.192674, expected=248.000000
predicted=185.928028, expected=140.000000
predicted=180.804758, expected=300.000000
predicted=265.243407, expected=116.000000
predicted=192.896570, expected=96.000000
predicted=151.379215, expected=156.000000
predicted=163.832435, expected=120.000000
predicted=148.770563, expected=276.000000
predicted=212.345666, expected=164.000000
predicted=163.335962, expected=1412.000000
predicted=530.400833, expected=128.000000
predicted=675.222018, expected=208.000000
predicted=335.180112, expected=256.000000
predicted=348.858894, expected=80.000000
predicted=400.829248, expected=104.000000
predicted=592.486825, expected=68.000000
predicted=115.709838, expected=80.000000
predicted=120.529963, expected=236.000000
predicted=144.580846, expected=80.000000
predicted=126.122987, expected=56.000000
predicted=101.650404, expected=88.000000
predicted=81.540035, expected=136.000000
predicted=109.817513, expected=68.000000
predicted=117.636957, expected=120.000000
predicted=92.503416, expected=88.000000
predicted=91.278439, expected=76.000000
predicted=94.719797, expected=56.000000
predicted=84.431708, expected=48.000000
predicted=68.354106, expected=104.000000
predicted=79.941205, expected=64.000000
predicted=77.261838, expected=44.000000
predicted=65.712434, expected=84.000000
predicted=62.156994, expected=92.000000
predicted=74.864379, expected=96.000000
predicted=87.542438, expected=52.000000
predicted=73.283087, expected=64.000000
predicted=66.462277, expected=72.000000
predicted=72.162205, expected=100.000000
predicted=81.996022, expected=84.000000
predicted=83.492673, expected=96.000000
predicted=81.181355, expected=52.000000
predicted=76.187142, expected=60.000000
predicted=71.385317, expected=72.000000
predicted=72.695822, expected=76.000000
predicted=74.520327, expected=84.000000
predicted=76.629026, expected=68.000000
predicted=70.367967, expected=104.000000
predicted=78.499182, expected=112.000000
predicted=90.637868, expected=76.000000
predicted=90.827964, expected=72.000000
predicted=82.697644, expected=48.000000
predicted=72.404238, expected=72.000000
predicted=75.310442, expected=80.000000
predicted=76.836215, expected=44.000000
predicted=66.867948, expected=60.000000
predicted=59.852154, expected=80.000000
predicted=62.686887, expected=132.000000
predicted=85.555588, expected=148.000000
predicted=104.894728, expected=132.000000
predicted=111.153983, expected=100.000000
predicted=109.562846, expected=80.000000
predicted=103.650219, expected=76.000000
predicted=101.374911, expected=92.000000
predicted=99.749489, expected=104.000000
predicted=98.940964, expected=40.000000
predicted=82.004389, expected=76.000000
predicted=71.945387, expected=120.000000
predicted=84.117001, expected=100.000000
predicted=97.486664, expected=100.000000
predicted=95.365315, expected=64.000000
predicted=80.339769, expected=68.000000
predicted=81.092384, expected=40.000000
Test MSE: 6743.023
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387])]
predicted=96.184319, expected=144.000000
predicted=110.812997, expected=144.000000
predicted=110.798761, expected=96.000000
predicted=106.822161, expected=56.000000
predicted=90.083431, expected=68.000000
predicted=99.465205, expected=104.000000
predicted=113.779249, expected=216.000000
predicted=146.671271, expected=208.000000
predicted=136.998235, expected=172.000000
predicted=123.215125, expected=108.000000
predicted=116.796105, expected=100.000000
predicted=128.598498, expected=88.000000
predicted=151.603694, expected=96.000000
predicted=140.008649, expected=92.000000
predicted=119.889873, expected=200.000000
predicted=135.303310, expected=96.000000
predicted=104.472630, expected=120.000000
predicted=107.368898, expected=64.000000
predicted=97.314012, expected=124.000000
predicted=112.526065, expected=40.000000
predicted=113.870392, expected=96.000000
predicted=91.382073, expected=132.000000
predicted=113.165260, expected=188.000000
predicted=116.615477, expected=84.000000
predicted=105.699554, expected=64.000000
predicted=74.442726, expected=88.000000
predicted=103.339441, expected=108.000000
predicted=116.118885, expected=104.000000
predicted=124.624006, expected=76.000000
predicted=82.702056, expected=132.000000
predicted=97.536441, expected=60.000000
predicted=84.679312, expected=96.000000
predicted=97.275943, expected=56.000000
predicted=85.216840, expected=152.000000
predicted=104.167872, expected=216.000000
predicted=148.448053, expected=132.000000
predicted=104.776224, expected=68.000000
predicted=98.097479, expected=36.000000
predicted=80.423035, expected=112.000000
predicted=128.923856, expected=156.000000
predicted=154.013721, expected=136.000000
predicted=117.087044, expected=128.000000
predicted=100.191187, expected=92.000000
predicted=88.034796, expected=80.000000
predicted=107.063882, expected=64.000000
predicted=110.141443, expected=72.000000
predicted=99.700840, expected=124.000000
predicted=110.439509, expected=100.000000
predicted=91.828983, expected=148.000000
predicted=104.859198, expected=88.000000
predicted=88.003196, expected=72.000000
predicted=84.771974, expected=88.000000
predicted=106.224660, expected=148.000000
predicted=117.556728, expected=80.000000
predicted=107.274459, expected=136.000000
predicted=105.304909, expected=144.000000
predicted=112.363521, expected=56.000000
predicted=88.122368, expected=92.000000
predicted=113.914526, expected=104.000000
predicted=100.269596, expected=92.000000
predicted=107.923165, expected=52.000000
predicted=92.245521, expected=144.000000
predicted=96.458307, expected=104.000000
predicted=99.012274, expected=84.000000
predicted=92.101002, expected=64.000000
predicted=84.680672, expected=128.000000
predicted=94.728220, expected=24.000000
predicted=87.065175, expected=40.000000
predicted=70.682186, expected=212.000000
predicted=124.680701, expected=168.000000
predicted=109.233665, expected=100.000000
predicted=106.885874, expected=52.000000
predicted=70.136950, expected=76.000000
predicted=86.463352, expected=72.000000
predicted=128.740909, expected=80.000000
predicted=106.234682, expected=64.000000
predicted=77.501216, expected=132.000000
predicted=86.537147, expected=132.000000
predicted=98.729932, expected=100.000000
predicted=88.685381, expected=72.000000
predicted=86.297690, expected=92.000000
predicted=90.109586, expected=64.000000
predicted=98.278048, expected=124.000000
predicted=112.590656, expected=200.000000
predicted=131.478154, expected=132.000000
predicted=104.756720, expected=144.000000
predicted=120.429771, expected=32.000000
predicted=82.819835, expected=92.000000
predicted=115.076899, expected=96.000000
predicted=135.407757, expected=84.000000
predicted=99.717698, expected=180.000000
predicted=134.191109, expected=64.000000
predicted=68.953260, expected=64.000000
predicted=84.455207, expected=92.000000
predicted=99.006646, expected=60.000000
predicted=81.678940, expected=56.000000
predicted=100.103835, expected=88.000000
predicted=74.515616, expected=112.000000
predicted=83.877020, expected=96.000000
predicted=87.510230, expected=136.000000
predicted=94.553122, expected=68.000000
predicted=77.097507, expected=100.000000
predicted=96.375628, expected=60.000000
predicted=91.918246, expected=104.000000
predicted=96.744588, expected=128.000000
predicted=116.556827, expected=60.000000
predicted=73.508501, expected=108.000000
predicted=98.032704, expected=68.000000
predicted=77.836099, expected=100.000000
predicted=97.481552, expected=60.000000
predicted=90.594947, expected=76.000000
predicted=72.925009, expected=212.000000
predicted=134.011135, expected=208.000000
predicted=129.778080, expected=96.000000
predicted=105.851964, expected=108.000000
predicted=105.944991, expected=88.000000
predicted=111.123793, expected=100.000000
predicted=145.531943, expected=156.000000
predicted=154.172142, expected=140.000000
predicted=115.990223, expected=188.000000
predicted=138.087519, expected=60.000000
predicted=96.940697, expected=96.000000
predicted=110.313696, expected=104.000000
predicted=130.575166, expected=100.000000
predicted=117.170835, expected=168.000000
predicted=147.566836, expected=136.000000
predicted=104.573909, expected=156.000000
predicted=124.872160, expected=116.000000
predicted=120.186263, expected=152.000000
predicted=132.916573, expected=104.000000
predicted=137.573345, expected=80.000000
predicted=114.967444, expected=188.000000
predicted=154.119781, expected=172.000000
predicted=141.093007, expected=120.000000
predicted=132.010654, expected=84.000000
predicted=108.585299, expected=72.000000
predicted=100.569815, expected=64.000000
predicted=122.163335, expected=92.000000
predicted=116.301926, expected=80.000000
predicted=92.152101, expected=152.000000
predicted=104.403342, expected=128.000000
predicted=99.102706, expected=60.000000
predicted=76.445927, expected=48.000000
predicted=81.335686, expected=80.000000
predicted=88.866442, expected=104.000000
predicted=112.311530, expected=96.000000
predicted=97.076871, expected=216.000000
predicted=120.309657, expected=124.000000
predicted=98.281095, expected=80.000000
predicted=94.512911, expected=76.000000
predicted=104.475199, expected=52.000000
predicted=93.074194, expected=68.000000
predicted=121.798672, expected=104.000000
predicted=99.737556, expected=168.000000
predicted=108.817219, expected=176.000000
predicted=116.450303, expected=76.000000
predicted=82.115601, expected=72.000000
predicted=89.190889, expected=60.000000
predicted=98.212041, expected=88.000000
predicted=118.591401, expected=132.000000
predicted=127.959172, expected=172.000000
predicted=112.664189, expected=164.000000
predicted=115.382121, expected=64.000000
predicted=84.088417, expected=108.000000
predicted=109.867831, expected=96.000000
predicted=121.248926, expected=92.000000
predicted=123.547414, expected=172.000000
predicted=143.003445, expected=100.000000
predicted=93.389877, expected=112.000000
predicted=109.351943, expected=48.000000
predicted=87.317343, expected=92.000000
predicted=98.572744, expected=92.000000
predicted=118.691477, expected=80.000000
predicted=88.051186, expected=132.000000
predicted=107.151769, expected=192.000000
predicted=115.451683, expected=148.000000
predicted=120.132035, expected=68.000000
predicted=95.044364, expected=76.000000
predicted=97.124279, expected=44.000000
predicted=100.947456, expected=68.000000
predicted=115.063770, expected=124.000000
predicted=113.762144, expected=148.000000
predicted=99.193185, expected=124.000000
predicted=96.786568, expected=92.000000
predicted=81.797027, expected=100.000000
predicted=96.949015, expected=64.000000
predicted=101.477225, expected=64.000000
predicted=101.712583, expected=156.000000
predicted=122.918899, expected=148.000000
predicted=113.517403, expected=120.000000
predicted=106.438176, expected=176.000000
predicted=121.028044, expected=84.000000
predicted=98.630005, expected=104.000000
predicted=129.127285, expected=56.000000
predicted=108.400931, expected=56.000000
predicted=93.536128, expected=160.000000
predicted=139.947434, expected=220.000000
predicted=136.922854, expected=56.000000
predicted=88.531260, expected=108.000000
predicted=92.219514, expected=56.000000
predicted=84.551460, expected=84.000000
predicted=119.523517, expected=144.000000
predicted=148.894527, expected=100.000000
predicted=84.715059, expected=124.000000
predicted=107.411227, expected=104.000000
predicted=90.711719, expected=104.000000
predicted=102.171923, expected=60.000000
predicted=102.858360, expected=72.000000
predicted=89.996063, expected=88.000000
predicted=100.301843, expected=192.000000
predicted=128.876353, expected=152.000000
predicted=119.516236, expected=80.000000
predicted=83.696272, expected=68.000000
predicted=87.081959, expected=96.000000
predicted=105.514365, expected=56.000000
predicted=116.568093, expected=84.000000
predicted=103.263969, expected=172.000000
predicted=112.244005, expected=92.000000
predicted=86.375000, expected=84.000000
predicted=90.126776, expected=96.000000
predicted=86.911933, expected=84.000000
predicted=94.324436, expected=88.000000
predicted=116.254030, expected=128.000000
predicted=103.695339, expected=180.000000
predicted=122.936822, expected=128.000000
predicted=113.032846, expected=68.000000
predicted=90.264300, expected=68.000000
predicted=93.450361, expected=68.000000
predicted=104.508185, expected=76.000000
predicted=114.363392, expected=76.000000
predicted=91.374123, expected=132.000000
predicted=91.977801, expected=88.000000
predicted=80.606204, expected=92.000000
predicted=82.628902, expected=64.000000
predicted=78.148490, expected=84.000000
predicted=85.309667, expected=80.000000
predicted=98.678532, expected=144.000000
predicted=105.683051, expected=172.000000
predicted=120.531102, expected=120.000000
predicted=98.899087, expected=88.000000
predicted=96.974718, expected=88.000000
predicted=99.625335, expected=96.000000
predicted=120.754941, expected=52.000000
predicted=106.717305, expected=156.000000
predicted=121.302663, expected=72.000000
predicted=85.905456, expected=104.000000
predicted=93.470894, expected=128.000000
predicted=107.720507, expected=140.000000
predicted=103.332186, expected=124.000000
predicted=129.360980, expected=136.000000
predicted=110.033208, expected=120.000000
predicted=118.481319, expected=120.000000
predicted=125.792816, expected=36.000000
predicted=98.135371, expected=92.000000
predicted=106.747085, expected=36.000000
predicted=88.915933, expected=76.000000
predicted=89.192949, expected=160.000000
predicted=116.663137, expected=112.000000
predicted=79.697685, expected=72.000000
predicted=82.708659, expected=84.000000
predicted=73.891893, expected=84.000000
predicted=90.359786, expected=48.000000
predicted=98.195325, expected=136.000000
predicted=108.461126, expected=140.000000
predicted=102.004225, expected=116.000000
predicted=99.074140, expected=96.000000
predicted=94.316486, expected=92.000000
predicted=86.717785, expected=84.000000
predicted=110.762500, expected=84.000000
predicted=107.354891, expected=104.000000
predicted=103.835743, expected=128.000000
predicted=106.142894, expected=132.000000
predicted=108.207885, expected=104.000000
predicted=98.479754, expected=64.000000
predicted=86.042645, expected=120.000000
predicted=111.586002, expected=60.000000
predicted=97.994014, expected=104.000000
predicted=107.724407, expected=204.000000
predicted=135.465360, expected=168.000000
predicted=118.467041, expected=108.000000
predicted=116.325125, expected=76.000000
predicted=90.532408, expected=108.000000
predicted=118.588149, expected=72.000000
predicted=131.663071, expected=128.000000
predicted=130.612246, expected=88.000000
predicted=97.325115, expected=124.000000
predicted=99.410205, expected=48.000000
predicted=84.770011, expected=84.000000
predicted=83.555100, expected=124.000000
predicted=115.457257, expected=88.000000
predicted=90.254990, expected=84.000000
predicted=96.463637, expected=120.000000
predicted=88.279899, expected=152.000000
predicted=115.241726, expected=100.000000
predicted=110.285460, expected=56.000000
predicted=82.713644, expected=108.000000
predicted=100.792000, expected=84.000000
predicted=104.056207, expected=140.000000
predicted=127.635022, expected=140.000000
predicted=113.054108, expected=100.000000
predicted=89.158266, expected=72.000000
predicted=96.468096, expected=80.000000
predicted=92.502076, expected=44.000000
predicted=94.140358, expected=96.000000
predicted=104.851139, expected=116.000000
predicted=98.390307, expected=144.000000
predicted=100.714071, expected=128.000000
predicted=101.685699, expected=72.000000
predicted=75.699263, expected=36.000000
predicted=79.833631, expected=88.000000
predicted=101.775945, expected=92.000000
predicted=108.405655, expected=164.000000
predicted=123.810084, expected=212.000000
predicted=128.559293, expected=96.000000
predicted=85.267279, expected=96.000000
predicted=103.928244, expected=52.000000
predicted=94.252824, expected=24.000000
predicted=100.838914, expected=68.000000
predicted=118.635581, expected=148.000000
predicted=106.407226, expected=228.000000
predicted=137.911818, expected=132.000000
predicted=96.451555, expected=48.000000
predicted=62.421089, expected=60.000000
predicted=86.371737, expected=120.000000
predicted=133.966659, expected=84.000000
predicted=136.859133, expected=216.000000
predicted=146.170721, expected=128.000000
predicted=96.928938, expected=112.000000
predicted=97.799097, expected=96.000000
predicted=115.088584, expected=16.000000
predicted=76.623441, expected=84.000000
predicted=132.410874, expected=180.000000
predicted=135.582984, expected=104.000000
predicted=103.829548, expected=100.000000
predicted=93.217669, expected=104.000000
predicted=76.175332, expected=60.000000
predicted=87.744359, expected=144.000000
predicted=142.294849, expected=96.000000
predicted=101.360826, expected=168.000000
predicted=124.054262, expected=148.000000
predicted=122.721131, expected=296.000000
predicted=168.230927, expected=108.000000
predicted=140.041583, expected=112.000000
predicted=121.408146, expected=76.000000
predicted=136.245180, expected=80.000000
predicted=127.288615, expected=52.000000
predicted=151.178445, expected=120.000000
predicted=104.968329, expected=124.000000
predicted=109.091957, expected=96.000000
predicted=87.204202, expected=44.000000
predicted=70.063776, expected=76.000000
predicted=73.348120, expected=76.000000
predicted=95.984172, expected=60.000000
predicted=86.218118, expected=84.000000
predicted=81.885970, expected=188.000000
predicted=106.049425, expected=148.000000
predicted=110.082287, expected=120.000000
predicted=101.267683, expected=104.000000
predicted=96.096094, expected=84.000000
predicted=100.681745, expected=108.000000
predicted=138.698893, expected=88.000000
predicted=114.382704, expected=116.000000
predicted=111.505830, expected=124.000000
predicted=110.286249, expected=124.000000
predicted=105.483326, expected=92.000000
predicted=102.725548, expected=60.000000
predicted=84.349761, expected=108.000000
predicted=109.219075, expected=92.000000
predicted=105.915410, expected=208.000000
predicted=144.599851, expected=148.000000
predicted=120.034914, expected=112.000000
predicted=98.082799, expected=96.000000
predicted=111.546334, expected=72.000000
predicted=100.030079, expected=48.000000
predicted=121.533267, expected=152.000000
predicted=132.183450, expected=148.000000
predicted=121.691096, expected=96.000000
predicted=96.298448, expected=68.000000
predicted=78.964566, expected=68.000000
predicted=75.136915, expected=68.000000
predicted=106.811281, expected=60.000000
predicted=95.679847, expected=124.000000
predicted=98.176352, expected=140.000000
predicted=98.683518, expected=196.000000
predicted=122.913334, expected=84.000000
predicted=89.584503, expected=84.000000
predicted=87.018384, expected=96.000000
predicted=115.901876, expected=88.000000
predicted=115.854135, expected=88.000000
predicted=125.983175, expected=128.000000
predicted=101.798449, expected=116.000000
predicted=100.701626, expected=64.000000
predicted=85.315015, expected=96.000000
predicted=93.194210, expected=88.000000
predicted=93.111175, expected=144.000000
predicted=124.045474, expected=112.000000
predicted=109.642283, expected=208.000000
predicted=128.857012, expected=88.000000
predicted=105.237043, expected=80.000000
predicted=95.630724, expected=96.000000
predicted=121.490485, expected=116.000000
predicted=117.365307, expected=60.000000
predicted=122.292344, expected=116.000000
predicted=97.223261, expected=148.000000
predicted=111.454488, expected=152.000000
predicted=120.437390, expected=72.000000
predicted=98.859139, expected=104.000000
predicted=91.949105, expected=80.000000
predicted=105.462803, expected=112.000000
predicted=122.225882, expected=44.000000
predicted=95.935979, expected=120.000000
predicted=92.187471, expected=68.000000
predicted=88.535925, expected=80.000000
predicted=79.890614, expected=176.000000
predicted=127.067464, expected=208.000000
predicted=124.494344, expected=176.000000
predicted=142.579713, expected=116.000000
predicted=108.496867, expected=96.000000
predicted=109.676695, expected=104.000000
predicted=143.420445, expected=88.000000
predicted=141.277293, expected=76.000000
predicted=117.933993, expected=80.000000
predicted=95.768189, expected=168.000000
predicted=121.420288, expected=104.000000
predicted=104.549679, expected=84.000000
predicted=88.836820, expected=112.000000
predicted=98.899977, expected=76.000000
predicted=89.625153, expected=76.000000
Test MSE: 1780.656
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338])]
predicted=21.140157, expected=12.000000
predicted=19.970110, expected=16.000000
predicted=20.996730, expected=12.000000
predicted=18.996298, expected=8.000000
predicted=20.539333, expected=24.000000
predicted=20.307604, expected=44.000000
predicted=22.437646, expected=8.000000
predicted=15.034213, expected=28.000000
predicted=23.098817, expected=12.000000
predicted=17.362228, expected=36.000000
predicted=27.986818, expected=36.000000
predicted=28.486615, expected=36.000000
predicted=26.371475, expected=36.000000
predicted=31.189342, expected=8.000000
predicted=22.879214, expected=20.000000
predicted=29.125582, expected=32.000000
predicted=28.889234, expected=8.000000
predicted=20.713735, expected=24.000000
predicted=23.693364, expected=12.000000
predicted=15.010377, expected=12.000000
predicted=17.696715, expected=8.000000
predicted=15.397739, expected=12.000000
predicted=12.508391, expected=8.000000
predicted=12.202322, expected=4.000000
predicted=8.614974, expected=12.000000
predicted=10.060851, expected=16.000000
predicted=10.457011, expected=20.000000
predicted=13.006648, expected=12.000000
predicted=11.267515, expected=8.000000
predicted=11.046733, expected=12.000000
predicted=13.189061, expected=12.000000
predicted=13.044559, expected=4.000000
predicted=10.386158, expected=20.000000
predicted=13.197415, expected=12.000000
predicted=10.323976, expected=12.000000
predicted=12.198394, expected=16.000000
predicted=13.027871, expected=16.000000
predicted=12.998103, expected=4.000000
predicted=11.891577, expected=12.000000
predicted=12.512995, expected=4.000000
predicted=9.131585, expected=8.000000
predicted=10.336919, expected=12.000000
predicted=9.860553, expected=8.000000
predicted=7.427269, expected=20.000000
predicted=12.404570, expected=16.000000
predicted=10.936415, expected=12.000000
predicted=12.265460, expected=16.000000
predicted=14.267799, expected=12.000000
predicted=13.042290, expected=12.000000
predicted=14.607807, expected=12.000000
predicted=13.139291, expected=8.000000
predicted=11.205300, expected=4.000000
predicted=9.884630, expected=12.000000
predicted=10.615901, expected=8.000000
predicted=8.759821, expected=8.000000
predicted=8.773978, expected=16.000000
predicted=10.272135, expected=12.000000
predicted=9.464676, expected=4.000000
predicted=9.043606, expected=4.000000
predicted=8.072969, expected=4.000000
predicted=7.287491, expected=8.000000
predicted=8.418827, expected=8.000000
predicted=6.850352, expected=8.000000
predicted=6.043177, expected=12.000000
predicted=7.786846, expected=12.000000
predicted=8.627026, expected=4.000000
predicted=7.608341, expected=4.000000
predicted=7.554332, expected=16.000000
predicted=10.412048, expected=8.000000
predicted=8.526373, expected=16.000000
predicted=11.361848, expected=12.000000
predicted=9.392419, expected=16.000000
predicted=12.329187, expected=8.000000
predicted=11.655838, expected=8.000000
predicted=10.856865, expected=8.000000
predicted=10.946999, expected=4.000000
predicted=8.488502, expected=28.000000
predicted=15.187470, expected=4.000000
predicted=7.408140, expected=8.000000
predicted=10.485507, expected=4.000000
predicted=8.001622, expected=8.000000
predicted=9.085861, expected=12.000000
predicted=11.574966, expected=12.000000
predicted=8.108765, expected=8.000000
predicted=8.281119, expected=12.000000
predicted=9.537879, expected=20.000000
predicted=12.888958, expected=24.000000
predicted=15.606264, expected=16.000000
predicted=14.782646, expected=32.000000
predicted=20.626026, expected=24.000000
predicted=20.361243, expected=20.000000
predicted=22.294475, expected=16.000000
predicted=21.118211, expected=16.000000
predicted=19.831374, expected=8.000000
predicted=18.043786, expected=12.000000
predicted=16.116388, expected=16.000000
predicted=14.976467, expected=12.000000
predicted=12.952209, expected=16.000000
predicted=13.983187, expected=20.000000
predicted=14.402431, expected=24.000000
predicted=17.388052, expected=16.000000
predicted=16.621391, expected=28.000000
predicted=20.720979, expected=28.000000
predicted=22.051110, expected=4.000000
predicted=17.003485, expected=4.000000
predicted=16.427844, expected=12.000000
predicted=14.925255, expected=32.000000
predicted=20.810404, expected=32.000000
predicted=20.322123, expected=20.000000
predicted=16.577524, expected=12.000000
predicted=16.934850, expected=12.000000
predicted=18.596679, expected=4.000000
predicted=16.943463, expected=24.000000
predicted=19.882486, expected=32.000000
predicted=19.081455, expected=20.000000
predicted=16.767635, expected=28.000000
predicted=21.200288, expected=24.000000
predicted=20.785762, expected=8.000000
predicted=20.249260, expected=16.000000
predicted=21.788822, expected=36.000000
predicted=24.163119, expected=20.000000
predicted=20.904443, expected=12.000000
predicted=18.763002, expected=8.000000
predicted=14.855297, expected=16.000000
predicted=17.936546, expected=12.000000
predicted=17.147583, expected=4.000000
predicted=11.079433, expected=8.000000
predicted=10.053088, expected=12.000000
predicted=10.044117, expected=4.000000
predicted=8.452199, expected=16.000000
predicted=10.961477, expected=8.000000
predicted=7.506556, expected=28.000000
predicted=15.451528, expected=40.000000
predicted=20.467183, expected=60.000000
predicted=30.289416, expected=20.000000
predicted=24.763365, expected=28.000000
predicted=30.507151, expected=20.000000
predicted=29.820561, expected=32.000000
predicted=34.142023, expected=12.000000
predicted=26.900708, expected=64.000000
predicted=35.923643, expected=68.000000
predicted=40.062425, expected=20.000000
predicted=31.085299, expected=44.000000
predicted=42.447777, expected=16.000000
predicted=30.754665, expected=68.000000
predicted=53.195307, expected=24.000000
predicted=36.694824, expected=48.000000
predicted=38.926698, expected=52.000000
predicted=42.999813, expected=28.000000
predicted=35.922275, expected=16.000000
predicted=37.908349, expected=8.000000
predicted=25.987928, expected=32.000000
predicted=32.587508, expected=24.000000
predicted=26.669672, expected=36.000000
predicted=26.391596, expected=40.000000
predicted=27.239251, expected=40.000000
predicted=30.240697, expected=40.000000
predicted=35.826433, expected=20.000000
predicted=30.348135, expected=20.000000
predicted=31.393687, expected=16.000000
predicted=27.687893, expected=28.000000
predicted=28.439803, expected=20.000000
predicted=23.640781, expected=24.000000
predicted=21.897501, expected=12.000000
predicted=18.303896, expected=16.000000
predicted=18.971628, expected=20.000000
predicted=20.304139, expected=36.000000
predicted=23.716412, expected=8.000000
predicted=16.729864, expected=12.000000
predicted=16.938174, expected=20.000000
predicted=18.727534, expected=16.000000
predicted=17.982712, expected=4.000000
predicted=14.928127, expected=4.000000
predicted=9.708935, expected=12.000000
predicted=11.549312, expected=4.000000
predicted=9.080641, expected=24.000000
predicted=13.506105, expected=12.000000
predicted=9.109956, expected=12.000000
predicted=11.253187, expected=4.000000
predicted=9.960434, expected=16.000000
predicted=12.563936, expected=12.000000
predicted=13.186823, expected=12.000000
predicted=11.449411, expected=36.000000
predicted=18.748845, expected=12.000000
predicted=13.023592, expected=4.000000
predicted=13.981032, expected=8.000000
predicted=13.177728, expected=4.000000
predicted=11.042713, expected=4.000000
predicted=11.485590, expected=12.000000
predicted=8.343036, expected=20.000000
predicted=10.022896, expected=12.000000
predicted=9.712973, expected=4.000000
predicted=8.140160, expected=12.000000
predicted=10.789887, expected=20.000000
predicted=14.162336, expected=20.000000
predicted=15.460727, expected=4.000000
predicted=10.298765, expected=4.000000
predicted=9.604180, expected=8.000000
predicted=10.856038, expected=4.000000
predicted=9.295773, expected=4.000000
predicted=7.450454, expected=16.000000
predicted=8.111411, expected=4.000000
predicted=5.415200, expected=4.000000
predicted=6.511412, expected=8.000000
predicted=6.701706, expected=12.000000
predicted=8.274704, expected=4.000000
predicted=7.398564, expected=16.000000
predicted=9.376240, expected=8.000000
predicted=7.716417, expected=28.000000
predicted=15.309686, expected=16.000000
predicted=13.341499, expected=12.000000
predicted=13.280104, expected=4.000000
predicted=12.415683, expected=4.000000
predicted=10.656248, expected=4.000000
predicted=10.976323, expected=16.000000
predicted=10.868083, expected=4.000000
predicted=6.385007, expected=16.000000
predicted=9.455823, expected=40.000000
predicted=17.646982, expected=4.000000
predicted=10.432295, expected=20.000000
predicted=18.332015, expected=36.000000
predicted=21.406762, expected=12.000000
predicted=18.620871, expected=52.000000
predicted=33.123002, expected=24.000000
predicted=21.775301, expected=24.000000
predicted=27.839453, expected=12.000000
predicted=24.495035, expected=12.000000
predicted=20.826793, expected=12.000000
predicted=22.437163, expected=12.000000
predicted=15.721846, expected=8.000000
predicted=12.864023, expected=20.000000
predicted=13.984936, expected=12.000000
predicted=11.981884, expected=36.000000
predicted=20.005253, expected=8.000000
predicted=13.379053, expected=16.000000
predicted=16.913377, expected=48.000000
predicted=27.081612, expected=40.000000
predicted=27.105167, expected=20.000000
predicted=27.028107, expected=8.000000
predicted=20.356749, expected=32.000000
predicted=28.258985, expected=16.000000
predicted=25.615252, expected=4.000000
predicted=18.627661, expected=12.000000
predicted=15.368979, expected=12.000000
predicted=13.088807, expected=4.000000
predicted=12.495140, expected=40.000000
predicted=19.425394, expected=16.000000
predicted=12.856075, expected=20.000000
predicted=18.224437, expected=16.000000
predicted=17.073644, expected=28.000000
predicted=21.239296, expected=20.000000
predicted=23.087368, expected=16.000000
predicted=18.753713, expected=12.000000
predicted=17.643226, expected=16.000000
predicted=17.672505, expected=32.000000
predicted=22.851910, expected=28.000000
predicted=21.211547, expected=4.000000
predicted=15.371323, expected=12.000000
predicted=16.973179, expected=4.000000
predicted=13.670209, expected=8.000000
predicted=14.663329, expected=32.000000
predicted=18.205255, expected=4.000000
predicted=8.102426, expected=8.000000
predicted=11.616209, expected=20.000000
predicted=13.283301, expected=8.000000
predicted=11.689389, expected=12.000000
predicted=14.879786, expected=8.000000
predicted=9.076146, expected=8.000000
predicted=10.176606, expected=28.000000
predicted=16.653281, expected=4.000000
predicted=9.006950, expected=4.000000
predicted=10.326932, expected=12.000000
predicted=10.673840, expected=8.000000
predicted=9.820788, expected=12.000000
predicted=12.293282, expected=8.000000
predicted=7.489986, expected=4.000000
predicted=7.167833, expected=12.000000
predicted=9.981896, expected=20.000000
predicted=11.779341, expected=4.000000
predicted=8.598753, expected=16.000000
predicted=11.900819, expected=12.000000
predicted=10.529995, expected=8.000000
predicted=11.424457, expected=8.000000
predicted=11.189116, expected=16.000000
predicted=11.209058, expected=12.000000
predicted=11.801675, expected=8.000000
predicted=10.284402, expected=24.000000
predicted=14.427117, expected=4.000000
predicted=9.719350, expected=12.000000
predicted=13.381085, expected=8.000000
predicted=10.371770, expected=12.000000
predicted=11.444091, expected=4.000000
predicted=9.898833, expected=4.000000
predicted=6.813901, expected=16.000000
predicted=10.526463, expected=8.000000
predicted=7.978809, expected=20.000000
predicted=12.483824, expected=28.000000
predicted=14.773281, expected=4.000000
predicted=10.836294, expected=4.000000
predicted=12.625466, expected=8.000000
predicted=11.094863, expected=24.000000
predicted=16.480075, expected=12.000000
predicted=13.051478, expected=12.000000
predicted=10.818398, expected=28.000000
predicted=16.301343, expected=20.000000
predicted=16.668455, expected=4.000000
predicted=15.009451, expected=12.000000
predicted=14.610385, expected=40.000000
predicted=22.270518, expected=36.000000
predicted=24.503714, expected=12.000000
predicted=18.931447, expected=28.000000
predicted=23.033987, expected=12.000000
predicted=20.268589, expected=20.000000
predicted=25.314045, expected=16.000000
predicted=20.219968, expected=16.000000
predicted=16.982238, expected=28.000000
predicted=21.663580, expected=16.000000
predicted=16.793847, expected=12.000000
predicted=17.424877, expected=8.000000
predicted=14.728519, expected=8.000000
predicted=13.791015, expected=20.000000
predicted=16.720576, expected=32.000000
predicted=18.181765, expected=28.000000
predicted=18.734491, expected=20.000000
predicted=18.799376, expected=8.000000
predicted=17.012468, expected=8.000000
predicted=17.952487, expected=48.000000
predicted=28.705304, expected=20.000000
predicted=20.183429, expected=20.000000
predicted=21.309188, expected=24.000000
predicted=20.963415, expected=8.000000
predicted=18.431330, expected=16.000000
predicted=23.429923, expected=36.000000
predicted=22.937355, expected=24.000000
predicted=20.823633, expected=20.000000
predicted=21.456039, expected=4.000000
predicted=15.087254, expected=28.000000
predicted=23.049593, expected=24.000000
predicted=22.624518, expected=32.000000
predicted=23.827880, expected=20.000000
predicted=20.386370, expected=24.000000
predicted=21.842025, expected=16.000000
predicted=22.662906, expected=24.000000
predicted=23.865147, expected=28.000000
predicted=24.729856, expected=24.000000
predicted=22.500101, expected=12.000000
predicted=19.868685, expected=24.000000
predicted=21.997167, expected=16.000000
predicted=20.138265, expected=28.000000
predicted=23.617328, expected=12.000000
predicted=17.700160, expected=16.000000
predicted=17.930842, expected=16.000000
predicted=18.315068, expected=16.000000
predicted=17.076988, expected=4.000000
predicted=13.960310, expected=12.000000
predicted=12.968641, expected=20.000000
predicted=14.819489, expected=8.000000
predicted=11.619326, expected=44.000000
predicted=22.034857, expected=48.000000
predicted=24.406125, expected=24.000000
predicted=24.412270, expected=16.000000
predicted=25.115111, expected=4.000000
predicted=20.190969, expected=36.000000
predicted=31.675319, expected=32.000000
predicted=27.463407, expected=28.000000
predicted=23.993984, expected=12.000000
predicted=19.211385, expected=32.000000
predicted=25.105874, expected=36.000000
predicted=30.137567, expected=12.000000
predicted=23.038725, expected=12.000000
predicted=21.378631, expected=4.000000
predicted=15.550082, expected=20.000000
predicted=20.698756, expected=12.000000
predicted=15.587431, expected=8.000000
predicted=10.922554, expected=12.000000
predicted=11.505973, expected=36.000000
predicted=18.225291, expected=8.000000
predicted=13.590809, expected=16.000000
predicted=16.103868, expected=12.000000
predicted=14.131198, expected=12.000000
predicted=15.415722, expected=8.000000
predicted=14.998731, expected=28.000000
predicted=16.225400, expected=28.000000
predicted=18.144026, expected=24.000000
predicted=18.900863, expected=12.000000
predicted=17.092561, expected=28.000000
predicted=22.361742, expected=28.000000
predicted=24.830581, expected=8.000000
predicted=19.182759, expected=4.000000
predicted=16.101176, expected=4.000000
predicted=12.605044, expected=24.000000
predicted=18.162711, expected=28.000000
predicted=17.669173, expected=16.000000
predicted=13.411892, expected=36.000000
predicted=21.178962, expected=28.000000
predicted=21.834843, expected=16.000000
predicted=23.262147, expected=12.000000
predicted=21.521071, expected=12.000000
predicted=18.805857, expected=32.000000
predicted=25.073276, expected=32.000000
predicted=23.057266, expected=8.000000
predicted=16.259590, expected=32.000000
predicted=23.611343, expected=16.000000
predicted=19.671765, expected=52.000000
predicted=33.335860, expected=8.000000
predicted=20.602844, expected=24.000000
predicted=24.149754, expected=36.000000
predicted=29.140684, expected=8.000000
predicted=20.682217, expected=16.000000
predicted=24.741882, expected=12.000000
Test MSE: 125.331
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151])]
predicted=96.447472, expected=96.000000
predicted=108.260009, expected=36.000000
predicted=76.551247, expected=200.000000
predicted=115.953449, expected=192.000000
predicted=116.771393, expected=92.000000
predicted=108.254157, expected=132.000000
predicted=132.851021, expected=224.000000
predicted=144.405424, expected=124.000000
predicted=151.722288, expected=52.000000
predicted=137.650803, expected=116.000000
predicted=126.968116, expected=96.000000
predicted=110.374170, expected=124.000000
predicted=128.734317, expected=56.000000
predicted=93.540750, expected=108.000000
predicted=94.007032, expected=16.000000
predicted=77.064877, expected=108.000000
predicted=88.101711, expected=84.000000
predicted=84.347661, expected=104.000000
predicted=77.573074, expected=48.000000
predicted=81.616095, expected=64.000000
predicted=66.535447, expected=32.000000
predicted=70.231643, expected=32.000000
predicted=55.743291, expected=20.000000
predicted=49.991117, expected=32.000000
predicted=35.769700, expected=56.000000
predicted=42.683160, expected=20.000000
predicted=29.088515, expected=12.000000
predicted=28.853432, expected=24.000000
predicted=27.347838, expected=4.000000
predicted=19.116828, expected=8.000000
predicted=21.383034, expected=56.000000
predicted=25.656997, expected=116.000000
predicted=43.782926, expected=64.000000
predicted=46.439000, expected=28.000000
predicted=46.403490, expected=36.000000
predicted=50.005756, expected=28.000000
predicted=46.165427, expected=12.000000
predicted=44.929667, expected=32.000000
predicted=36.112180, expected=44.000000
predicted=30.408623, expected=48.000000
predicted=34.734056, expected=28.000000
predicted=32.653593, expected=24.000000
predicted=30.160991, expected=36.000000
predicted=35.027721, expected=24.000000
predicted=31.288591, expected=24.000000
predicted=31.162198, expected=8.000000
predicted=22.309154, expected=24.000000
predicted=22.905153, expected=28.000000
predicted=24.585694, expected=48.000000
predicted=28.248225, expected=36.000000
predicted=29.585693, expected=52.000000
predicted=34.820129, expected=8.000000
predicted=28.927247, expected=24.000000
predicted=31.504467, expected=24.000000
predicted=31.607534, expected=36.000000
predicted=28.471435, expected=20.000000
predicted=28.858154, expected=4.000000
predicted=16.685855, expected=20.000000
predicted=22.093150, expected=16.000000
predicted=17.621124, expected=48.000000
predicted=27.780390, expected=12.000000
predicted=18.929169, expected=32.000000
predicted=23.393264, expected=20.000000
predicted=24.503213, expected=48.000000
predicted=29.210547, expected=4.000000
predicted=25.806890, expected=4.000000
predicted=17.667197, expected=28.000000
predicted=25.088453, expected=16.000000
predicted=15.485434, expected=24.000000
predicted=23.881119, expected=4.000000
predicted=12.379207, expected=88.000000
predicted=34.373976, expected=4.000000
predicted=22.181873, expected=8.000000
predicted=23.376138, expected=8.000000
predicted=24.808854, expected=4.000000
predicted=9.807566, expected=16.000000
predicted=25.526495, expected=44.000000
predicted=17.175543, expected=28.000000
predicted=17.969750, expected=12.000000
predicted=18.640129, expected=12.000000
predicted=19.033338, expected=16.000000
predicted=18.515979, expected=8.000000
predicted=18.614926, expected=48.000000
predicted=25.403735, expected=8.000000
predicted=14.651897, expected=24.000000
predicted=20.550410, expected=20.000000
predicted=21.744539, expected=24.000000
predicted=18.686096, expected=24.000000
predicted=27.172379, expected=28.000000
predicted=21.004878, expected=12.000000
predicted=20.773501, expected=36.000000
predicted=25.786911, expected=4.000000
predicted=18.306624, expected=20.000000
predicted=20.767007, expected=36.000000
predicted=25.548723, expected=12.000000
predicted=15.836503, expected=16.000000
predicted=23.056288, expected=8.000000
predicted=14.334586, expected=4.000000
predicted=12.959713, expected=12.000000
predicted=15.905448, expected=12.000000
predicted=9.963575, expected=20.000000
predicted=13.204267, expected=16.000000
predicted=12.536883, expected=24.000000
predicted=15.367288, expected=12.000000
predicted=15.299405, expected=12.000000
predicted=15.143337, expected=60.000000
predicted=29.113986, expected=32.000000
predicted=24.128045, expected=36.000000
predicted=31.547022, expected=20.000000
predicted=28.804314, expected=12.000000
predicted=23.377715, expected=60.000000
predicted=41.753687, expected=8.000000
predicted=23.025127, expected=108.000000
predicted=51.084537, expected=80.000000
predicted=50.739588, expected=44.000000
predicted=47.455304, expected=32.000000
predicted=59.302900, expected=32.000000
predicted=42.464005, expected=24.000000
predicted=50.392127, expected=8.000000
predicted=34.758136, expected=8.000000
predicted=23.493141, expected=80.000000
predicted=36.895574, expected=20.000000
predicted=25.162846, expected=112.000000
predicted=53.386046, expected=24.000000
predicted=39.629612, expected=24.000000
predicted=38.569149, expected=16.000000
predicted=48.343531, expected=64.000000
predicted=38.332710, expected=32.000000
predicted=47.656370, expected=16.000000
predicted=28.040272, expected=12.000000
predicted=27.668471, expected=8.000000
predicted=19.035943, expected=44.000000
predicted=32.537571, expected=24.000000
predicted=22.590345, expected=84.000000
predicted=38.304331, expected=52.000000
predicted=39.001251, expected=48.000000
predicted=41.931319, expected=24.000000
predicted=46.189533, expected=52.000000
predicted=44.191748, expected=16.000000
predicted=43.378668, expected=44.000000
predicted=40.126694, expected=64.000000
predicted=45.788970, expected=120.000000
predicted=58.693956, expected=44.000000
predicted=56.648559, expected=4.000000
predicted=43.184958, expected=20.000000
predicted=47.479112, expected=8.000000
predicted=33.393862, expected=56.000000
predicted=47.930178, expected=28.000000
predicted=28.475112, expected=36.000000
predicted=25.617094, expected=28.000000
predicted=30.920356, expected=20.000000
predicted=24.641235, expected=60.000000
predicted=42.900484, expected=24.000000
predicted=29.968798, expected=72.000000
predicted=44.821548, expected=20.000000
predicted=35.717579, expected=60.000000
predicted=42.331719, expected=44.000000
predicted=49.107802, expected=32.000000
predicted=36.803493, expected=16.000000
predicted=41.803690, expected=48.000000
predicted=35.774390, expected=20.000000
predicted=34.647830, expected=60.000000
predicted=40.156946, expected=44.000000
predicted=38.652576, expected=28.000000
predicted=32.413689, expected=12.000000
predicted=35.370089, expected=36.000000
predicted=31.324099, expected=4.000000
predicted=27.516643, expected=32.000000
predicted=27.682150, expected=40.000000
predicted=28.304959, expected=48.000000
predicted=28.437550, expected=24.000000
predicted=32.107914, expected=124.000000
predicted=53.948688, expected=36.000000
predicted=47.028713, expected=4.000000
predicted=40.771506, expected=24.000000
predicted=46.220332, expected=68.000000
predicted=40.730934, expected=36.000000
predicted=50.805175, expected=60.000000
predicted=43.443085, expected=24.000000
predicted=34.004291, expected=44.000000
predicted=39.693025, expected=20.000000
predicted=41.932005, expected=12.000000
predicted=27.922539, expected=32.000000
predicted=35.161558, expected=48.000000
predicted=29.959047, expected=56.000000
predicted=38.648783, expected=4.000000
predicted=26.125581, expected=32.000000
predicted=30.880997, expected=24.000000
predicted=30.731995, expected=8.000000
predicted=24.167994, expected=4.000000
predicted=23.520455, expected=20.000000
predicted=14.068613, expected=8.000000
predicted=14.710714, expected=40.000000
predicted=21.031647, expected=72.000000
predicted=31.194983, expected=56.000000
predicted=33.815477, expected=24.000000
predicted=36.497101, expected=16.000000
predicted=32.873233, expected=16.000000
predicted=32.648423, expected=28.000000
predicted=34.830832, expected=20.000000
predicted=27.413157, expected=12.000000
predicted=18.828689, expected=16.000000
predicted=18.163127, expected=40.000000
predicted=23.261865, expected=52.000000
predicted=30.817925, expected=32.000000
predicted=29.081296, expected=32.000000
predicted=31.329154, expected=76.000000
predicted=44.772032, expected=44.000000
predicted=43.513130, expected=116.000000
predicted=67.549498, expected=28.000000
predicted=51.489907, expected=24.000000
predicted=46.962542, expected=44.000000
predicted=58.698596, expected=8.000000
predicted=32.579853, expected=8.000000
predicted=40.050512, expected=16.000000
predicted=21.492912, expected=4.000000
predicted=13.205020, expected=28.000000
predicted=21.525967, expected=8.000000
predicted=11.235153, expected=8.000000
predicted=10.757493, expected=12.000000
predicted=13.885137, expected=64.000000
predicted=24.146033, expected=40.000000
predicted=28.671847, expected=28.000000
predicted=26.952187, expected=24.000000
predicted=29.994150, expected=32.000000
predicted=29.471850, expected=4.000000
predicted=29.316821, expected=4.000000
predicted=20.545293, expected=56.000000
predicted=29.295954, expected=12.000000
predicted=18.506774, expected=12.000000
predicted=21.041269, expected=16.000000
predicted=18.656838, expected=4.000000
predicted=11.094452, expected=12.000000
predicted=20.550514, expected=32.000000
predicted=16.832861, expected=32.000000
predicted=18.785090, expected=24.000000
predicted=21.258975, expected=24.000000
predicted=21.737994, expected=20.000000
predicted=22.193990, expected=8.000000
predicted=21.093679, expected=8.000000
predicted=18.453321, expected=36.000000
predicted=21.955435, expected=36.000000
predicted=23.208132, expected=8.000000
predicted=18.324362, expected=32.000000
predicted=23.829050, expected=28.000000
predicted=23.007137, expected=20.000000
predicted=24.939204, expected=20.000000
predicted=25.900565, expected=20.000000
predicted=19.512037, expected=40.000000
predicted=28.370362, expected=32.000000
predicted=27.427422, expected=12.000000
predicted=22.371019, expected=12.000000
predicted=22.085668, expected=24.000000
predicted=22.008421, expected=16.000000
predicted=21.466333, expected=40.000000
predicted=26.152973, expected=32.000000
predicted=23.715399, expected=12.000000
predicted=20.230293, expected=28.000000
predicted=27.096671, expected=20.000000
predicted=22.109696, expected=24.000000
predicted=25.708012, expected=56.000000
predicted=33.773854, expected=32.000000
predicted=27.228584, expected=24.000000
predicted=30.570966, expected=24.000000
predicted=29.950273, expected=264.000000
predicted=92.992882, expected=12.000000
predicted=59.813076, expected=4.000000
predicted=58.910030, expected=12.000000
predicted=63.126065, expected=68.000000
predicted=43.366189, expected=16.000000
predicted=71.972772, expected=104.000000
predicted=44.386152, expected=20.000000
predicted=35.092175, expected=52.000000
predicted=40.690797, expected=80.000000
predicted=66.057670, expected=96.000000
predicted=55.236265, expected=212.000000
predicted=113.093553, expected=124.000000
predicted=96.555187, expected=124.000000
predicted=114.584387, expected=320.000000
predicted=182.778250, expected=76.000000
predicted=139.021204, expected=108.000000
predicted=167.740810, expected=200.000000
predicted=166.023991, expected=168.000000
predicted=144.749555, expected=112.000000
predicted=176.826871, expected=80.000000
predicted=123.587645, expected=156.000000
predicted=134.356276, expected=120.000000
predicted=133.682339, expected=60.000000
predicted=112.845416, expected=112.000000
predicted=113.660309, expected=216.000000
predicted=126.499584, expected=80.000000
predicted=115.197934, expected=36.000000
predicted=108.937521, expected=60.000000
predicted=95.148150, expected=12.000000
predicted=64.625654, expected=52.000000
predicted=77.935909, expected=56.000000
predicted=50.951675, expected=52.000000
predicted=42.423301, expected=8.000000
predicted=40.671796, expected=4.000000
predicted=27.585890, expected=20.000000
predicted=29.435153, expected=20.000000
predicted=22.738063, expected=12.000000
predicted=19.987862, expected=20.000000
predicted=15.935292, expected=52.000000
predicted=23.862635, expected=36.000000
predicted=26.425483, expected=48.000000
predicted=35.119070, expected=60.000000
predicted=41.597538, expected=72.000000
predicted=48.673793, expected=8.000000
predicted=42.758307, expected=52.000000
predicted=49.087453, expected=144.000000
predicted=71.078362, expected=148.000000
predicted=82.608963, expected=12.000000
predicted=71.456412, expected=28.000000
predicted=70.172744, expected=20.000000
predicted=56.591066, expected=32.000000
predicted=52.788040, expected=88.000000
predicted=64.965273, expected=80.000000
predicted=44.754135, expected=52.000000
predicted=51.783249, expected=36.000000
predicted=52.557295, expected=12.000000
predicted=42.704722, expected=8.000000
predicted=41.005656, expected=12.000000
predicted=31.030498, expected=24.000000
predicted=23.347763, expected=48.000000
predicted=27.012373, expected=40.000000
predicted=25.575244, expected=64.000000
predicted=37.598332, expected=32.000000
predicted=35.639842, expected=8.000000
predicted=32.038694, expected=32.000000
predicted=38.769710, expected=36.000000
predicted=31.751616, expected=96.000000
predicted=51.904588, expected=8.000000
predicted=31.712642, expected=36.000000
predicted=38.492277, expected=24.000000
predicted=37.896074, expected=16.000000
predicted=27.216953, expected=4.000000
predicted=32.752963, expected=12.000000
predicted=14.500803, expected=52.000000
predicted=27.421760, expected=32.000000
predicted=22.805441, expected=36.000000
predicted=28.481926, expected=52.000000
predicted=35.222033, expected=12.000000
predicted=26.619141, expected=28.000000
predicted=36.930374, expected=76.000000
predicted=43.831524, expected=20.000000
predicted=30.845079, expected=100.000000
predicted=59.447139, expected=24.000000
predicted=39.283634, expected=32.000000
predicted=43.261476, expected=8.000000
predicted=44.268466, expected=4.000000
predicted=21.672673, expected=16.000000
predicted=32.425378, expected=36.000000
predicted=20.133037, expected=20.000000
predicted=19.696960, expected=12.000000
predicted=16.752235, expected=32.000000
predicted=21.917100, expected=16.000000
predicted=18.841387, expected=8.000000
predicted=19.989861, expected=20.000000
predicted=19.529876, expected=32.000000
predicted=19.388782, expected=20.000000
predicted=21.156224, expected=12.000000
predicted=18.503638, expected=40.000000
predicted=24.373150, expected=12.000000
predicted=19.187454, expected=8.000000
predicted=20.267205, expected=36.000000
predicted=24.625237, expected=12.000000
predicted=15.445133, expected=-8.000000
predicted=15.527564, expected=16.000000
predicted=14.859059, expected=12.000000
predicted=9.174656, expected=4.000000
predicted=11.401939, expected=140.000000
predicted=45.517002, expected=36.000000
predicted=27.777883, expected=16.000000
predicted=39.091086, expected=4.000000
predicted=37.288605, expected=12.000000
predicted=21.802834, expected=8.000000
predicted=36.608357, expected=16.000000
predicted=16.004515, expected=8.000000
predicted=10.833694, expected=12.000000
predicted=9.900749, expected=8.000000
predicted=10.539334, expected=8.000000
predicted=9.067224, expected=16.000000
predicted=12.342053, expected=12.000000
predicted=10.108256, expected=28.000000
predicted=16.075989, expected=24.000000
predicted=16.710457, expected=52.000000
predicted=26.647222, expected=24.000000
predicted=25.608116, expected=12.000000
predicted=23.700226, expected=76.000000
predicted=42.560033, expected=8.000000
predicted=24.883759, expected=4.000000
predicted=29.700207, expected=28.000000
predicted=28.310444, expected=20.000000
predicted=17.314665, expected=12.000000
predicted=26.587030, expected=4.000000
predicted=12.825481, expected=12.000000
Test MSE: 1244.699
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107])]
predicted=62.575008, expected=112.000000
predicted=74.231594, expected=60.000000
predicted=60.855391, expected=108.000000
predicted=76.345242, expected=72.000000
predicted=63.452617, expected=44.000000
predicted=66.583939, expected=84.000000
predicted=90.698136, expected=76.000000
predicted=68.276930, expected=44.000000
predicted=71.323132, expected=48.000000
predicted=62.472228, expected=64.000000
predicted=56.208959, expected=36.000000
predicted=55.934034, expected=44.000000
predicted=56.043257, expected=88.000000
predicted=61.688758, expected=64.000000
predicted=55.308941, expected=60.000000
predicted=62.547259, expected=28.000000
predicted=44.289033, expected=64.000000
predicted=55.264169, expected=52.000000
predicted=62.358293, expected=60.000000
predicted=57.405624, expected=92.000000
predicted=70.742971, expected=44.000000
predicted=45.858246, expected=20.000000
predicted=48.974149, expected=72.000000
predicted=60.913326, expected=64.000000
predicted=56.468949, expected=28.000000
predicted=54.884580, expected=44.000000
predicted=48.015158, expected=44.000000
predicted=37.596595, expected=24.000000
predicted=43.782872, expected=52.000000
predicted=51.342548, expected=28.000000
predicted=31.392385, expected=84.000000
predicted=56.110697, expected=112.000000
predicted=70.608178, expected=52.000000
predicted=48.788518, expected=68.000000
predicted=68.277012, expected=108.000000
predicted=74.014173, expected=60.000000
predicted=71.972420, expected=48.000000
predicted=78.228973, expected=20.000000
predicted=47.711312, expected=88.000000
predicted=69.446374, expected=56.000000
predicted=69.090969, expected=12.000000
predicted=40.526410, expected=44.000000
predicted=49.089830, expected=12.000000
predicted=23.376183, expected=36.000000
predicted=48.590699, expected=64.000000
predicted=49.828482, expected=88.000000
predicted=47.214926, expected=28.000000
predicted=42.085348, expected=52.000000
predicted=43.527951, expected=32.000000
predicted=41.364713, expected=32.000000
predicted=44.809777, expected=44.000000
predicted=55.713535, expected=108.000000
predicted=59.940767, expected=48.000000
predicted=50.898341, expected=24.000000
predicted=40.717537, expected=32.000000
predicted=42.505955, expected=48.000000
predicted=43.938025, expected=48.000000
predicted=61.673527, expected=20.000000
predicted=35.322289, expected=76.000000
predicted=48.650636, expected=64.000000
predicted=47.608594, expected=40.000000
predicted=46.263339, expected=68.000000
predicted=59.502125, expected=36.000000
predicted=37.954361, expected=20.000000
predicted=47.246171, expected=28.000000
predicted=44.295933, expected=52.000000
predicted=41.197054, expected=36.000000
predicted=44.030861, expected=28.000000
predicted=33.706436, expected=56.000000
predicted=39.600774, expected=28.000000
predicted=31.336241, expected=36.000000
predicted=41.780690, expected=28.000000
predicted=34.259494, expected=24.000000
predicted=27.991480, expected=52.000000
predicted=45.965879, expected=32.000000
predicted=30.791936, expected=20.000000
predicted=30.179526, expected=52.000000
predicted=39.412357, expected=100.000000
predicted=54.871459, expected=84.000000
predicted=63.026500, expected=92.000000
predicted=68.190149, expected=72.000000
predicted=62.039993, expected=60.000000
predicted=65.952752, expected=44.000000
predicted=72.009034, expected=20.000000
predicted=53.387738, expected=60.000000
predicted=65.224657, expected=24.000000
predicted=43.626518, expected=68.000000
predicted=55.410011, expected=44.000000
predicted=44.751499, expected=52.000000
predicted=40.517531, expected=24.000000
predicted=44.510519, expected=16.000000
predicted=27.522979, expected=24.000000
predicted=40.360763, expected=28.000000
predicted=31.044589, expected=52.000000
predicted=42.147803, expected=72.000000
predicted=44.084340, expected=44.000000
predicted=36.246052, expected=32.000000
predicted=37.460490, expected=40.000000
predicted=40.186079, expected=28.000000
predicted=39.299388, expected=72.000000
predicted=59.835686, expected=64.000000
predicted=50.822588, expected=12.000000
predicted=31.396733, expected=32.000000
predicted=41.368820, expected=32.000000
predicted=32.841653, expected=16.000000
predicted=36.540051, expected=16.000000
predicted=34.209775, expected=88.000000
predicted=43.467423, expected=40.000000
predicted=35.152863, expected=40.000000
predicted=40.116286, expected=68.000000
predicted=48.116594, expected=60.000000
predicted=42.928152, expected=12.000000
predicted=49.187373, expected=20.000000
predicted=36.275218, expected=60.000000
predicted=45.368342, expected=60.000000
predicted=51.985420, expected=64.000000
predicted=56.019702, expected=16.000000
predicted=28.658826, expected=36.000000
predicted=36.339331, expected=40.000000
predicted=46.075523, expected=68.000000
predicted=53.570885, expected=128.000000
predicted=81.014985, expected=96.000000
predicted=62.936720, expected=52.000000
predicted=60.985428, expected=48.000000
predicted=61.297905, expected=28.000000
predicted=54.261358, expected=40.000000
predicted=69.564219, expected=8.000000
predicted=44.789389, expected=36.000000
predicted=38.620601, expected=56.000000
predicted=44.042610, expected=8.000000
predicted=21.345870, expected=40.000000
predicted=38.585304, expected=56.000000
predicted=34.083046, expected=16.000000
predicted=27.575127, expected=64.000000
predicted=53.424464, expected=68.000000
predicted=41.245454, expected=48.000000
predicted=45.463863, expected=24.000000
predicted=45.175687, expected=40.000000
predicted=36.160394, expected=24.000000
predicted=40.812536, expected=32.000000
predicted=42.722246, expected=144.000000
predicted=78.390379, expected=84.000000
predicted=55.952691, expected=72.000000
predicted=66.534490, expected=36.000000
predicted=52.768782, expected=52.000000
predicted=52.556541, expected=68.000000
predicted=87.146457, expected=40.000000
predicted=57.005845, expected=80.000000
predicted=69.311944, expected=116.000000
predicted=73.361450, expected=36.000000
predicted=52.949240, expected=48.000000
predicted=65.074150, expected=40.000000
predicted=49.412817, expected=32.000000
predicted=51.310280, expected=36.000000
predicted=61.977370, expected=32.000000
predicted=34.677538, expected=80.000000
predicted=55.397842, expected=12.000000
predicted=30.826066, expected=48.000000
predicted=42.409766, expected=60.000000
predicted=47.657515, expected=68.000000
predicted=48.044860, expected=140.000000
predicted=94.086586, expected=92.000000
predicted=63.942075, expected=28.000000
predicted=57.438228, expected=52.000000
predicted=67.722491, expected=24.000000
predicted=49.934947, expected=56.000000
predicted=76.642544, expected=8.000000
predicted=43.946575, expected=24.000000
predicted=28.547004, expected=68.000000
predicted=50.292401, expected=88.000000
predicted=50.078752, expected=24.000000
predicted=43.167115, expected=24.000000
predicted=31.838234, expected=4.000000
predicted=24.578395, expected=8.000000
predicted=31.297965, expected=48.000000
predicted=48.637224, expected=20.000000
predicted=20.007734, expected=36.000000
predicted=28.807278, expected=40.000000
predicted=26.506881, expected=16.000000
predicted=18.917058, expected=12.000000
predicted=29.249684, expected=24.000000
predicted=22.934509, expected=24.000000
predicted=25.598406, expected=52.000000
predicted=37.709088, expected=64.000000
predicted=38.215257, expected=56.000000
predicted=38.611087, expected=68.000000
predicted=50.675696, expected=28.000000
predicted=37.550162, expected=24.000000
predicted=42.473374, expected=16.000000
predicted=38.999316, expected=52.000000
predicted=45.017913, expected=44.000000
predicted=45.835915, expected=36.000000
predicted=33.619021, expected=4.000000
predicted=22.563798, expected=44.000000
predicted=31.907360, expected=28.000000
predicted=34.683909, expected=16.000000
predicted=27.782954, expected=32.000000
predicted=32.137929, expected=56.000000
predicted=30.433299, expected=16.000000
predicted=29.457466, expected=60.000000
predicted=42.612728, expected=24.000000
predicted=26.860642, expected=32.000000
predicted=33.599529, expected=32.000000
predicted=40.901357, expected=36.000000
predicted=28.432096, expected=60.000000
predicted=50.948422, expected=24.000000
predicted=29.100341, expected=72.000000
predicted=50.127276, expected=20.000000
predicted=32.666690, expected=44.000000
predicted=41.391716, expected=68.000000
predicted=57.348326, expected=28.000000
predicted=31.986054, expected=112.000000
predicted=78.602213, expected=48.000000
predicted=44.174663, expected=52.000000
predicted=54.543233, expected=8.000000
predicted=45.856603, expected=12.000000
predicted=27.986544, expected=32.000000
predicted=53.958475, expected=48.000000
predicted=38.289386, expected=36.000000
predicted=37.780920, expected=28.000000
predicted=24.968385, expected=68.000000
predicted=41.241962, expected=16.000000
predicted=29.276728, expected=20.000000
predicted=35.074718, expected=16.000000
predicted=28.081814, expected=24.000000
predicted=24.479345, expected=44.000000
predicted=42.777557, expected=40.000000
predicted=28.071894, expected=56.000000
predicted=38.022114, expected=40.000000
predicted=34.051063, expected=16.000000
predicted=28.388409, expected=48.000000
predicted=43.952518, expected=52.000000
predicted=42.646766, expected=52.000000
predicted=48.530615, expected=68.000000
predicted=52.848997, expected=28.000000
predicted=33.571998, expected=8.000000
predicted=34.592385, expected=20.000000
predicted=35.530970, expected=16.000000
predicted=28.839203, expected=80.000000
predicted=55.125518, expected=48.000000
predicted=36.493619, expected=28.000000
predicted=28.268217, expected=16.000000
predicted=28.595824, expected=24.000000
predicted=25.753041, expected=68.000000
predicted=57.130003, expected=4.000000
predicted=26.379458, expected=52.000000
predicted=38.864121, expected=12.000000
predicted=21.656084, expected=56.000000
predicted=37.393323, expected=24.000000
predicted=40.468356, expected=4.000000
predicted=14.171629, expected=12.000000
predicted=29.176740, expected=16.000000
predicted=15.230573, expected=32.000000
predicted=32.113986, expected=36.000000
predicted=26.061944, expected=28.000000
predicted=20.150890, expected=52.000000
predicted=33.020322, expected=20.000000
predicted=24.395887, expected=92.000000
predicted=55.084966, expected=60.000000
predicted=48.883818, expected=60.000000
predicted=49.878718, expected=16.000000
predicted=43.577415, expected=44.000000
predicted=39.900300, expected=28.000000
predicted=51.267645, expected=28.000000
predicted=39.056354, expected=40.000000
predicted=43.066579, expected=44.000000
predicted=31.837537, expected=20.000000
predicted=32.443189, expected=44.000000
predicted=36.330871, expected=16.000000
predicted=26.055448, expected=64.000000
predicted=45.241085, expected=12.000000
predicted=29.874722, expected=124.000000
predicted=62.509713, expected=84.000000
predicted=63.006512, expected=4.000000
predicted=31.130930, expected=60.000000
predicted=64.527582, expected=44.000000
predicted=38.327217, expected=32.000000
predicted=62.302635, expected=24.000000
predicted=47.690569, expected=40.000000
predicted=28.302759, expected=60.000000
predicted=50.498175, expected=12.000000
predicted=30.626758, expected=16.000000
predicted=28.357357, expected=12.000000
predicted=21.913387, expected=28.000000
predicted=28.130159, expected=12.000000
predicted=27.655355, expected=28.000000
predicted=19.781882, expected=144.000000
predicted=64.339714, expected=36.000000
predicted=34.228774, expected=40.000000
predicted=46.355312, expected=48.000000
predicted=44.941297, expected=44.000000
predicted=42.038169, expected=8.000000
predicted=59.876436, expected=28.000000
predicted=33.094878, expected=24.000000
predicted=29.990424, expected=20.000000
predicted=28.906470, expected=52.000000
predicted=39.467502, expected=12.000000
predicted=16.965850, expected=32.000000
predicted=29.942492, expected=20.000000
predicted=24.577784, expected=20.000000
predicted=21.674818, expected=36.000000
predicted=36.006725, expected=36.000000
predicted=25.229088, expected=48.000000
predicted=36.884014, expected=52.000000
predicted=37.604900, expected=12.000000
predicted=25.421542, expected=28.000000
predicted=34.235115, expected=88.000000
predicted=53.443782, expected=44.000000
predicted=43.786208, expected=24.000000
predicted=41.526236, expected=8.000000
predicted=24.112651, expected=16.000000
predicted=25.374574, expected=40.000000
predicted=46.422384, expected=60.000000
predicted=41.484024, expected=76.000000
predicted=46.369220, expected=12.000000
predicted=25.005164, expected=36.000000
predicted=35.714537, expected=80.000000
predicted=55.434222, expected=52.000000
predicted=51.304756, expected=28.000000
predicted=50.410118, expected=60.000000
predicted=43.810230, expected=56.000000
predicted=47.612671, expected=92.000000
predicted=73.344363, expected=16.000000
predicted=42.720009, expected=24.000000
predicted=37.584345, expected=32.000000
predicted=44.935202, expected=32.000000
predicted=38.478786, expected=16.000000
predicted=41.931434, expected=56.000000
predicted=34.441895, expected=20.000000
predicted=25.342757, expected=28.000000
predicted=30.677452, expected=16.000000
predicted=26.404642, expected=16.000000
predicted=19.322654, expected=4.000000
predicted=24.569642, expected=56.000000
predicted=31.029977, expected=44.000000
predicted=31.406919, expected=48.000000
predicted=33.368391, expected=48.000000
predicted=37.516950, expected=56.000000
predicted=38.054066, expected=20.000000
predicted=40.674935, expected=40.000000
predicted=42.582428, expected=44.000000
predicted=43.383362, expected=48.000000
predicted=43.923514, expected=4.000000
predicted=31.976063, expected=16.000000
predicted=23.902596, expected=40.000000
predicted=34.676285, expected=28.000000
predicted=30.190262, expected=32.000000
predicted=34.441162, expected=84.000000
predicted=42.571446, expected=28.000000
predicted=30.017278, expected=44.000000
predicted=44.473276, expected=20.000000
predicted=32.703955, expected=12.000000
predicted=26.589896, expected=16.000000
predicted=39.289695, expected=12.000000
predicted=18.897163, expected=32.000000
predicted=29.199351, expected=8.000000
predicted=14.884122, expected=72.000000
predicted=35.886186, expected=24.000000
predicted=24.216819, expected=56.000000
predicted=36.344694, expected=20.000000
predicted=32.294370, expected=16.000000
predicted=21.639521, expected=48.000000
predicted=48.813258, expected=96.000000
predicted=51.806427, expected=172.000000
predicted=95.231184, expected=72.000000
predicted=63.638123, expected=8.000000
predicted=45.944737, expected=4.000000
predicted=46.845606, expected=44.000000
predicted=59.891648, expected=52.000000
predicted=76.703361, expected=16.000000
predicted=36.538566, expected=36.000000
predicted=27.807210, expected=40.000000
predicted=28.022971, expected=36.000000
predicted=37.003433, expected=32.000000
predicted=38.765037, expected=16.000000
predicted=23.027992, expected=16.000000
predicted=26.688859, expected=44.000000
predicted=35.642189, expected=8.000000
predicted=21.629982, expected=32.000000
predicted=28.992056, expected=16.000000
predicted=19.407000, expected=48.000000
predicted=29.736249, expected=32.000000
predicted=33.889967, expected=16.000000
predicted=19.330423, expected=12.000000
predicted=24.461121, expected=44.000000
predicted=28.918152, expected=32.000000
predicted=33.396765, expected=60.000000
predicted=40.752249, expected=16.000000
predicted=24.377887, expected=28.000000
predicted=27.192915, expected=32.000000
predicted=36.340223, expected=8.000000
predicted=22.059391, expected=20.000000
predicted=32.505445, expected=60.000000
predicted=33.682173, expected=48.000000
predicted=34.899117, expected=40.000000
predicted=37.176336, expected=16.000000
predicted=24.391674, expected=48.000000
predicted=36.922852, expected=32.000000
predicted=40.962580, expected=40.000000
predicted=39.857873, expected=40.000000
predicted=38.990486, expected=60.000000
predicted=39.858683, expected=44.000000
predicted=45.065132, expected=20.000000
predicted=33.030772, expected=24.000000
predicted=35.197954, expected=24.000000
predicted=31.734288, expected=12.000000
predicted=30.186645, expected=4.000000
predicted=21.177336, expected=40.000000
predicted=25.625374, expected=16.000000
predicted=18.649014, expected=24.000000
predicted=22.431940, expected=16.000000
predicted=17.660426, expected=40.000000
predicted=23.154169, expected=16.000000
predicted=25.665710, expected=32.000000
predicted=24.882030, expected=28.000000
predicted=26.630636, expected=20.000000
predicted=21.175724, expected=36.000000
predicted=33.632533, expected=40.000000
predicted=28.803020, expected=48.000000
predicted=37.442926, expected=16.000000
predicted=27.193649, expected=16.000000
predicted=24.276374, expected=56.000000
predicted=40.834564, expected=20.000000
predicted=28.798666, expected=12.000000
predicted=28.605719, expected=12.000000
predicted=19.115443, expected=28.000000
predicted=21.549832, expected=24.000000
Test MSE: 722.548
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221])]
predicted=69.402599, expected=100.000000
predicted=87.728109, expected=68.000000
predicted=77.666098, expected=104.000000
predicted=79.540669, expected=84.000000
predicted=81.614465, expected=128.000000
predicted=102.510090, expected=68.000000
predicted=86.995444, expected=76.000000
predicted=83.689003, expected=56.000000
predicted=79.004427, expected=72.000000
predicted=79.190099, expected=88.000000
predicted=87.077678, expected=152.000000
predicted=100.322379, expected=128.000000
predicted=102.558302, expected=28.000000
predicted=70.960787, expected=52.000000
predicted=74.813548, expected=12.000000
predicted=60.436325, expected=48.000000
predicted=73.865656, expected=96.000000
predicted=75.546092, expected=108.000000
predicted=68.428974, expected=52.000000
predicted=58.842427, expected=72.000000
predicted=59.823589, expected=44.000000
predicted=60.121177, expected=68.000000
predicted=75.007815, expected=40.000000
predicted=62.351013, expected=120.000000
predicted=77.832552, expected=176.000000
predicted=107.614840, expected=116.000000
predicted=96.891171, expected=88.000000
predicted=94.095326, expected=60.000000
predicted=81.216379, expected=48.000000
predicted=89.737292, expected=48.000000
predicted=88.078377, expected=104.000000
predicted=88.518256, expected=112.000000
predicted=87.952922, expected=24.000000
predicted=55.936821, expected=76.000000
predicted=66.535479, expected=60.000000
predicted=64.027806, expected=64.000000
predicted=76.257189, expected=88.000000
predicted=78.885615, expected=60.000000
predicted=57.721392, expected=108.000000
predicted=84.084617, expected=72.000000
predicted=72.583774, expected=16.000000
predicted=55.408803, expected=16.000000
predicted=49.827611, expected=52.000000
predicted=53.301035, expected=84.000000
predicted=71.319911, expected=96.000000
predicted=69.003046, expected=120.000000
predicted=73.137048, expected=76.000000
predicted=67.993938, expected=180.000000
predicted=115.744249, expected=108.000000
predicted=107.689101, expected=72.000000
predicted=99.940775, expected=104.000000
predicted=106.228942, expected=188.000000
predicted=133.582613, expected=60.000000
predicted=113.326648, expected=60.000000
predicted=90.491072, expected=176.000000
predicted=118.969046, expected=44.000000
predicted=91.420448, expected=60.000000
predicted=101.884697, expected=16.000000
predicted=51.377821, expected=96.000000
predicted=78.691445, expected=84.000000
predicted=90.533324, expected=36.000000
predicted=51.711864, expected=72.000000
predicted=62.461030, expected=112.000000
predicted=73.434581, expected=52.000000
predicted=72.885246, expected=84.000000
predicted=77.647014, expected=92.000000
predicted=73.585999, expected=108.000000
predicted=91.247852, expected=76.000000
predicted=87.459202, expected=20.000000
predicted=57.385090, expected=96.000000
predicted=82.781783, expected=48.000000
predicted=68.093287, expected=44.000000
predicted=65.924012, expected=36.000000
predicted=50.043035, expected=192.000000
predicted=95.752724, expected=88.000000
predicted=87.027380, expected=92.000000
predicted=84.865972, expected=4.000000
predicted=54.296888, expected=32.000000
predicted=58.765227, expected=20.000000
predicted=70.173058, expected=44.000000
predicted=50.038940, expected=92.000000
predicted=63.010943, expected=28.000000
predicted=31.998983, expected=72.000000
predicted=52.489840, expected=28.000000
predicted=39.104935, expected=20.000000
predicted=40.455728, expected=20.000000
predicted=41.664155, expected=40.000000
predicted=34.728468, expected=92.000000
predicted=59.482814, expected=100.000000
predicted=60.928546, expected=112.000000
predicted=72.615297, expected=32.000000
predicted=53.253248, expected=48.000000
predicted=61.069926, expected=104.000000
predicted=86.571086, expected=156.000000
predicted=109.448539, expected=176.000000
predicted=124.895294, expected=72.000000
predicted=85.467414, expected=28.000000
predicted=73.955858, expected=32.000000
predicted=78.331676, expected=20.000000
predicted=73.388843, expected=56.000000
predicted=74.192734, expected=76.000000
predicted=57.474467, expected=24.000000
predicted=34.861379, expected=12.000000
predicted=29.255732, expected=12.000000
predicted=25.268670, expected=32.000000
predicted=36.674502, expected=20.000000
predicted=32.063066, expected=44.000000
predicted=29.099619, expected=44.000000
predicted=29.750101, expected=64.000000
predicted=40.863989, expected=80.000000
predicted=54.114232, expected=16.000000
predicted=34.978024, expected=40.000000
predicted=44.846532, expected=52.000000
predicted=48.558780, expected=4.000000
predicted=35.739305, expected=52.000000
predicted=47.228664, expected=60.000000
predicted=40.335255, expected=148.000000
predicted=81.145546, expected=44.000000
predicted=55.932144, expected=36.000000
predicted=46.087003, expected=36.000000
predicted=52.727432, expected=60.000000
predicted=62.982619, expected=76.000000
predicted=77.998300, expected=72.000000
predicted=57.894928, expected=72.000000
predicted=59.586009, expected=96.000000
predicted=72.031583, expected=96.000000
predicted=81.428190, expected=76.000000
predicted=79.699585, expected=112.000000
predicted=91.714648, expected=136.000000
predicted=105.236150, expected=104.000000
predicted=103.625257, expected=36.000000
predicted=78.653478, expected=24.000000
predicted=64.754835, expected=40.000000
predicted=69.324720, expected=40.000000
predicted=65.197016, expected=68.000000
predicted=61.845057, expected=68.000000
predicted=50.809748, expected=112.000000
predicted=69.352602, expected=52.000000
predicted=58.193957, expected=40.000000
predicted=54.530742, expected=76.000000
predicted=69.798991, expected=44.000000
predicted=60.526871, expected=48.000000
predicted=63.753174, expected=64.000000
predicted=55.756450, expected=160.000000
predicted=92.135338, expected=88.000000
predicted=82.880029, expected=112.000000
predicted=88.760963, expected=60.000000
predicted=75.892238, expected=40.000000
predicted=72.325398, expected=40.000000
predicted=79.207772, expected=120.000000
predicted=89.294702, expected=16.000000
predicted=58.358599, expected=56.000000
predicted=55.645128, expected=64.000000
predicted=55.207827, expected=12.000000
predicted=40.573277, expected=36.000000
predicted=53.917919, expected=68.000000
predicted=45.158942, expected=96.000000
predicted=66.838098, expected=24.000000
predicted=45.524358, expected=92.000000
predicted=58.943035, expected=52.000000
predicted=55.803249, expected=16.000000
predicted=48.716604, expected=96.000000
predicted=73.783354, expected=80.000000
predicted=61.364798, expected=36.000000
predicted=59.975412, expected=104.000000
predicted=72.029353, expected=64.000000
predicted=59.580531, expected=12.000000
predicted=56.108452, expected=40.000000
predicted=53.249903, expected=32.000000
predicted=41.485807, expected=44.000000
predicted=54.741728, expected=72.000000
predicted=53.507909, expected=64.000000
predicted=45.873818, expected=96.000000
predicted=66.213150, expected=36.000000
predicted=49.040040, expected=132.000000
predicted=85.139668, expected=64.000000
predicted=73.559852, expected=36.000000
predicted=62.561159, expected=36.000000
predicted=60.439820, expected=64.000000
predicted=58.181718, expected=20.000000
predicted=57.678659, expected=172.000000
predicted=92.074005, expected=48.000000
predicted=57.649490, expected=20.000000
predicted=48.466759, expected=68.000000
predicted=62.679633, expected=72.000000
predicted=61.665070, expected=20.000000
predicted=69.532309, expected=68.000000
predicted=53.375094, expected=136.000000
predicted=75.736053, expected=68.000000
predicted=72.241715, expected=88.000000
predicted=79.444727, expected=76.000000
predicted=67.827474, expected=64.000000
predicted=76.293226, expected=88.000000
predicted=92.981716, expected=60.000000
predicted=69.632164, expected=112.000000
predicted=89.985857, expected=48.000000
predicted=68.424952, expected=48.000000
predicted=63.988303, expected=12.000000
predicted=50.988267, expected=24.000000
predicted=43.946288, expected=64.000000
predicted=61.221494, expected=52.000000
predicted=45.424784, expected=56.000000
predicted=47.544708, expected=20.000000
predicted=30.130391, expected=36.000000
predicted=37.589570, expected=40.000000
predicted=45.106790, expected=20.000000
predicted=34.942205, expected=16.000000
predicted=30.295776, expected=56.000000
predicted=35.356619, expected=136.000000
predicted=70.644491, expected=16.000000
predicted=40.686224, expected=48.000000
predicted=45.485820, expected=52.000000
predicted=46.619948, expected=88.000000
predicted=70.073688, expected=36.000000
predicted=65.953930, expected=68.000000
predicted=51.198503, expected=96.000000
predicted=69.845951, expected=56.000000
predicted=62.456254, expected=76.000000
predicted=74.106549, expected=76.000000
predicted=65.578547, expected=48.000000
predicted=64.415795, expected=32.000000
predicted=59.746904, expected=48.000000
predicted=52.994329, expected=56.000000
predicted=57.887553, expected=80.000000
predicted=65.106544, expected=12.000000
predicted=38.423636, expected=16.000000
predicted=33.162113, expected=56.000000
predicted=46.368563, expected=20.000000
predicted=36.832714, expected=48.000000
predicted=46.419451, expected=40.000000
predicted=31.232045, expected=56.000000
predicted=40.771049, expected=72.000000
predicted=55.465138, expected=28.000000
predicted=37.629298, expected=40.000000
predicted=45.473753, expected=32.000000
predicted=40.069104, expected=84.000000
predicted=60.074292, expected=12.000000
predicted=40.438698, expected=40.000000
predicted=38.251774, expected=20.000000
predicted=32.839115, expected=88.000000
predicted=54.078279, expected=24.000000
predicted=45.104654, expected=52.000000
predicted=39.412936, expected=24.000000
predicted=36.597512, expected=20.000000
predicted=30.860070, expected=84.000000
predicted=61.299334, expected=16.000000
predicted=30.734567, expected=48.000000
predicted=44.036402, expected=40.000000
predicted=36.611134, expected=92.000000
predicted=56.408142, expected=36.000000
predicted=53.250686, expected=16.000000
predicted=32.485463, expected=40.000000
predicted=43.216355, expected=52.000000
predicted=46.019809, expected=120.000000
predicted=77.986044, expected=80.000000
predicted=61.662145, expected=112.000000
predicted=74.816617, expected=40.000000
predicted=62.237105, expected=44.000000
predicted=63.877831, expected=64.000000
predicted=77.417523, expected=112.000000
predicted=84.497041, expected=36.000000
predicted=66.695121, expected=96.000000
predicted=69.462277, expected=40.000000
predicted=56.781808, expected=60.000000
predicted=65.087277, expected=44.000000
predicted=65.144220, expected=100.000000
predicted=67.700101, expected=12.000000
predicted=53.237702, expected=92.000000
predicted=62.743534, expected=120.000000
predicted=81.693256, expected=28.000000
predicted=55.751475, expected=52.000000
predicted=67.668540, expected=32.000000
predicted=43.773849, expected=24.000000
predicted=53.240468, expected=92.000000
predicted=72.957165, expected=72.000000
predicted=53.254904, expected=8.000000
predicted=39.375668, expected=80.000000
predicted=54.566334, expected=48.000000
predicted=48.414951, expected=64.000000
predicted=65.676257, expected=20.000000
predicted=45.136382, expected=108.000000
predicted=60.169726, expected=56.000000
predicted=64.119586, expected=156.000000
predicted=90.534249, expected=32.000000
predicted=65.101180, expected=100.000000
predicted=74.333243, expected=44.000000
predicted=78.051945, expected=88.000000
predicted=76.087134, expected=44.000000
predicted=81.205543, expected=136.000000
predicted=80.631009, expected=204.000000
predicted=127.580619, expected=80.000000
predicted=91.260130, expected=52.000000
predicted=88.226964, expected=24.000000
predicted=67.263083, expected=24.000000
predicted=75.744755, expected=52.000000
predicted=83.876075, expected=64.000000
predicted=56.847846, expected=152.000000
predicted=81.925548, expected=96.000000
predicted=72.369884, expected=108.000000
predicted=81.527807, expected=60.000000
predicted=77.745768, expected=40.000000
predicted=70.857056, expected=152.000000
predicted=118.052534, expected=92.000000
predicted=94.361750, expected=184.000000
predicted=124.407177, expected=24.000000
predicted=76.130959, expected=56.000000
predicted=72.905373, expected=20.000000
predicted=80.168629, expected=8.000000
predicted=52.749138, expected=40.000000
predicted=66.966065, expected=80.000000
predicted=46.192259, expected=56.000000
predicted=49.820694, expected=64.000000
predicted=46.160997, expected=96.000000
predicted=60.001609, expected=116.000000
predicted=81.352812, expected=84.000000
predicted=84.259690, expected=56.000000
predicted=70.265006, expected=64.000000
predicted=72.772105, expected=32.000000
predicted=66.791097, expected=8.000000
predicted=53.529017, expected=96.000000
predicted=67.508255, expected=80.000000
predicted=63.800788, expected=48.000000
predicted=55.521470, expected=44.000000
predicted=46.598680, expected=88.000000
predicted=59.115624, expected=48.000000
predicted=67.555188, expected=56.000000
predicted=61.549833, expected=108.000000
predicted=72.812036, expected=176.000000
predicted=103.596088, expected=104.000000
predicted=101.101521, expected=20.000000
predicted=65.024021, expected=88.000000
predicted=83.389710, expected=40.000000
predicted=79.629418, expected=32.000000
predicted=77.606295, expected=96.000000
predicted=75.781962, expected=216.000000
predicted=106.670019, expected=56.000000
predicted=85.642251, expected=88.000000
predicted=80.696338, expected=60.000000
predicted=75.495696, expected=60.000000
predicted=84.303784, expected=76.000000
predicted=105.761973, expected=12.000000
predicted=47.318469, expected=4.000000
predicted=42.297370, expected=220.000000
predicted=103.247646, expected=20.000000
predicted=59.717732, expected=36.000000
predicted=57.580051, expected=36.000000
predicted=44.283901, expected=88.000000
predicted=59.638345, expected=56.000000
predicted=92.291174, expected=24.000000
predicted=36.288711, expected=68.000000
predicted=52.561064, expected=48.000000
predicted=49.763916, expected=64.000000
predicted=62.738407, expected=88.000000
predicted=65.216802, expected=140.000000
predicted=81.845624, expected=84.000000
predicted=83.013578, expected=24.000000
predicted=60.089905, expected=76.000000
predicted=75.048406, expected=16.000000
predicted=59.922545, expected=16.000000
predicted=57.922380, expected=80.000000
predicted=60.148194, expected=92.000000
predicted=56.923354, expected=92.000000
predicted=72.371239, expected=48.000000
predicted=51.532200, expected=108.000000
predicted=72.630358, expected=60.000000
predicted=76.076445, expected=36.000000
predicted=65.989324, expected=72.000000
predicted=72.252440, expected=140.000000
predicted=87.041826, expected=68.000000
predicted=83.304799, expected=76.000000
predicted=74.172089, expected=40.000000
predicted=60.317332, expected=24.000000
predicted=57.426813, expected=52.000000
predicted=71.607181, expected=48.000000
predicted=52.143234, expected=80.000000
predicted=62.390055, expected=68.000000
predicted=55.401135, expected=16.000000
predicted=37.951506, expected=52.000000
predicted=51.423079, expected=24.000000
predicted=41.935463, expected=28.000000
predicted=44.285343, expected=56.000000
predicted=47.713528, expected=80.000000
predicted=47.831061, expected=72.000000
predicted=57.864949, expected=56.000000
predicted=50.657759, expected=128.000000
predicted=77.750688, expected=40.000000
predicted=64.092553, expected=84.000000
predicted=77.761922, expected=96.000000
predicted=82.709315, expected=76.000000
predicted=75.532317, expected=72.000000
predicted=86.802009, expected=80.000000
predicted=71.094812, expected=36.000000
predicted=66.362050, expected=20.000000
predicted=56.560957, expected=12.000000
predicted=42.702841, expected=64.000000
predicted=52.507761, expected=56.000000
predicted=52.508673, expected=88.000000
predicted=55.140554, expected=80.000000
predicted=56.972049, expected=56.000000
predicted=52.887823, expected=40.000000
predicted=58.318360, expected=80.000000
predicted=67.009756, expected=32.000000
predicted=59.053978, expected=28.000000
predicted=49.831768, expected=56.000000
predicted=50.723143, expected=12.000000
predicted=33.923309, expected=28.000000
predicted=41.306498, expected=36.000000
predicted=32.666703, expected=76.000000
predicted=45.743133, expected=92.000000
predicted=62.058411, expected=116.000000
predicted=68.482819, expected=20.000000
predicted=49.547632, expected=56.000000
predicted=58.001205, expected=28.000000
Test MSE: 1690.957
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518])]
predicted=262.328788, expected=212.000000
predicted=224.174193, expected=248.000000
predicted=278.075134, expected=228.000000
predicted=248.421648, expected=260.000000
predicted=219.816090, expected=160.000000
predicted=198.761577, expected=188.000000
predicted=203.424774, expected=220.000000
predicted=226.904329, expected=152.000000
predicted=179.445101, expected=276.000000
predicted=258.274577, expected=256.000000
predicted=212.221190, expected=244.000000
predicted=219.626436, expected=272.000000
predicted=255.655507, expected=188.000000
predicted=185.327850, expected=248.000000
predicted=257.624327, expected=144.000000
predicted=196.918149, expected=184.000000
predicted=206.813314, expected=224.000000
predicted=235.145871, expected=136.000000
predicted=157.372781, expected=228.000000
predicted=229.994963, expected=256.000000
predicted=204.719058, expected=152.000000
predicted=168.637053, expected=120.000000
predicted=177.019046, expected=172.000000
predicted=161.972308, expected=420.000000
predicted=302.515582, expected=292.000000
predicted=258.538119, expected=236.000000
predicted=221.373319, expected=172.000000
predicted=188.500112, expected=236.000000
predicted=214.205532, expected=180.000000
predicted=264.128691, expected=208.000000
predicted=233.802338, expected=304.000000
predicted=264.549564, expected=312.000000
predicted=244.236818, expected=220.000000
predicted=233.885699, expected=192.000000
predicted=208.862869, expected=140.000000
predicted=182.867304, expected=128.000000
predicted=197.335354, expected=88.000000
predicted=174.834139, expected=236.000000
predicted=210.145932, expected=184.000000
predicted=174.550573, expected=244.000000
predicted=194.533115, expected=220.000000
predicted=190.520821, expected=188.000000
predicted=157.188404, expected=164.000000
predicted=200.259380, expected=236.000000
predicted=210.571990, expected=284.000000
predicted=251.452339, expected=308.000000
predicted=260.769941, expected=200.000000
predicted=208.966859, expected=212.000000
predicted=209.420202, expected=268.000000
predicted=253.369256, expected=120.000000
predicted=188.705796, expected=172.000000
predicted=228.337283, expected=228.000000
predicted=211.585117, expected=188.000000
predicted=186.558053, expected=236.000000
predicted=241.916999, expected=160.000000
predicted=155.798769, expected=244.000000
predicted=211.996339, expected=176.000000
predicted=198.449661, expected=192.000000
predicted=190.330057, expected=276.000000
predicted=251.178969, expected=156.000000
predicted=162.647921, expected=176.000000
predicted=208.330669, expected=244.000000
predicted=215.200749, expected=280.000000
predicted=228.785099, expected=140.000000
predicted=200.566438, expected=196.000000
predicted=193.378311, expected=296.000000
predicted=238.778301, expected=240.000000
predicted=227.643537, expected=12.000000
predicted=146.167706, expected=32.000000
predicted=108.126786, expected=136.000000
predicted=149.124186, expected=464.000000
predicted=326.209088, expected=412.000000
predicted=299.431898, expected=428.000000
predicted=269.345805, expected=328.000000
predicted=254.219221, expected=124.000000
predicted=173.528787, expected=364.000000
predicted=397.421630, expected=224.000000
predicted=287.602861, expected=232.000000
predicted=296.364648, expected=248.000000
predicted=283.506214, expected=288.000000
predicted=222.098456, expected=260.000000
predicted=290.796066, expected=140.000000
predicted=190.438608, expected=204.000000
predicted=223.665562, expected=200.000000
predicted=214.993037, expected=152.000000
predicted=198.596886, expected=220.000000
predicted=228.573594, expected=292.000000
predicted=221.703809, expected=264.000000
predicted=231.325585, expected=220.000000
predicted=220.592004, expected=316.000000
predicted=255.501049, expected=172.000000
predicted=201.159826, expected=260.000000
predicted=269.401626, expected=180.000000
predicted=220.031940, expected=232.000000
predicted=222.584297, expected=152.000000
predicted=218.723453, expected=212.000000
predicted=195.297153, expected=172.000000
predicted=204.905494, expected=92.000000
predicted=135.714301, expected=112.000000
predicted=163.425148, expected=32.000000
predicted=87.813026, expected=112.000000
predicted=138.912947, expected=300.000000
predicted=216.446023, expected=256.000000
predicted=172.542738, expected=232.000000
predicted=189.804580, expected=224.000000
predicted=172.281800, expected=204.000000
predicted=180.699526, expected=200.000000
predicted=236.131226, expected=260.000000
predicted=249.378868, expected=232.000000
predicted=227.193148, expected=256.000000
predicted=240.602188, expected=252.000000
predicted=235.867768, expected=196.000000
predicted=205.881175, expected=480.000000
predicted=365.286151, expected=468.000000
predicted=352.665232, expected=264.000000
predicted=278.072752, expected=296.000000
predicted=313.057446, expected=300.000000
predicted=277.134691, expected=280.000000
predicted=343.208363, expected=312.000000
predicted=358.800129, expected=356.000000
predicted=314.575428, expected=212.000000
predicted=255.566564, expected=292.000000
predicted=300.318937, expected=244.000000
predicted=262.839942, expected=164.000000
predicted=226.998784, expected=164.000000
predicted=242.656993, expected=200.000000
predicted=202.666008, expected=328.000000
predicted=285.649957, expected=324.000000
predicted=274.515008, expected=284.000000
predicted=243.562801, expected=288.000000
predicted=255.380488, expected=328.000000
predicted=282.429093, expected=160.000000
predicted=237.416712, expected=168.000000
predicted=240.840762, expected=356.000000
predicted=309.978449, expected=452.000000
predicted=348.284672, expected=176.000000
predicted=243.568781, expected=252.000000
predicted=250.500018, expected=312.000000
predicted=264.776577, expected=212.000000
predicted=256.502107, expected=140.000000
predicted=267.303011, expected=172.000000
predicted=188.579461, expected=428.000000
predicted=323.414885, expected=220.000000
predicted=237.781243, expected=172.000000
predicted=210.219619, expected=260.000000
predicted=235.728562, expected=96.000000
predicted=136.035005, expected=164.000000
predicted=256.558606, expected=340.000000
predicted=269.735090, expected=300.000000
predicted=226.417146, expected=240.000000
predicted=251.328543, expected=244.000000
predicted=212.057894, expected=248.000000
predicted=223.924476, expected=208.000000
predicted=255.511110, expected=192.000000
predicted=236.119397, expected=204.000000
predicted=219.041977, expected=392.000000
predicted=307.902761, expected=196.000000
predicted=213.492845, expected=160.000000
predicted=203.123993, expected=252.000000
predicted=240.272785, expected=304.000000
predicted=245.028310, expected=432.000000
predicted=376.371105, expected=380.000000
predicted=303.691458, expected=524.000000
predicted=382.356286, expected=320.000000
predicted=317.218320, expected=244.000000
predicted=302.778326, expected=168.000000
predicted=298.091248, expected=104.000000
predicted=219.307843, expected=264.000000
predicted=332.441783, expected=216.000000
predicted=232.580418, expected=240.000000
predicted=231.647803, expected=232.000000
predicted=214.061453, expected=232.000000
predicted=191.283876, expected=128.000000
predicted=190.387786, expected=76.000000
predicted=147.147328, expected=156.000000
predicted=183.897894, expected=252.000000
predicted=216.232275, expected=256.000000
predicted=223.380513, expected=224.000000
predicted=192.008600, expected=164.000000
predicted=153.619601, expected=184.000000
predicted=184.570901, expected=100.000000
predicted=163.407735, expected=232.000000
predicted=227.135818, expected=260.000000
predicted=226.507662, expected=300.000000
predicted=233.588936, expected=236.000000
predicted=223.152702, expected=216.000000
predicted=191.522849, expected=288.000000
predicted=265.931218, expected=164.000000
predicted=205.155626, expected=232.000000
predicted=256.103206, expected=292.000000
predicted=261.293660, expected=264.000000
predicted=237.090762, expected=240.000000
predicted=259.817998, expected=484.000000
predicted=345.212735, expected=424.000000
predicted=333.736299, expected=228.000000
predicted=275.943885, expected=268.000000
predicted=301.813930, expected=344.000000
predicted=304.421241, expected=472.000000
predicted=433.044334, expected=316.000000
predicted=348.826671, expected=280.000000
predicted=289.770874, expected=272.000000
predicted=293.760088, expected=204.000000
predicted=263.261882, expected=264.000000
predicted=329.457906, expected=296.000000
predicted=290.356546, expected=460.000000
predicted=362.085087, expected=264.000000
predicted=270.751262, expected=148.000000
predicted=209.696216, expected=248.000000
predicted=274.244071, expected=288.000000
predicted=272.913495, expected=184.000000
predicted=270.993082, expected=372.000000
predicted=319.915135, expected=440.000000
predicted=310.056764, expected=264.000000
predicted=261.919666, expected=196.000000
predicted=266.975697, expected=232.000000
predicted=238.410052, expected=108.000000
predicted=209.678111, expected=112.000000
predicted=233.087999, expected=208.000000
predicted=217.333748, expected=276.000000
predicted=218.526629, expected=172.000000
predicted=189.259900, expected=228.000000
predicted=195.257096, expected=124.000000
predicted=137.099199, expected=80.000000
predicted=140.587729, expected=120.000000
predicted=178.598862, expected=184.000000
predicted=162.674956, expected=156.000000
predicted=167.952448, expected=88.000000
predicted=111.689251, expected=132.000000
predicted=122.768674, expected=144.000000
predicted=130.378123, expected=104.000000
predicted=129.051483, expected=132.000000
predicted=141.199113, expected=184.000000
predicted=142.031091, expected=264.000000
predicted=195.543460, expected=148.000000
predicted=148.698087, expected=128.000000
predicted=139.398832, expected=152.000000
predicted=154.887781, expected=196.000000
predicted=179.049676, expected=184.000000
predicted=200.656208, expected=176.000000
predicted=167.332607, expected=244.000000
predicted=198.198167, expected=224.000000
predicted=192.415358, expected=200.000000
predicted=200.903406, expected=136.000000
predicted=169.168184, expected=180.000000
predicted=183.765371, expected=168.000000
predicted=190.078437, expected=144.000000
predicted=170.572786, expected=216.000000
predicted=203.910755, expected=180.000000
predicted=160.492866, expected=192.000000
predicted=186.284909, expected=80.000000
predicted=128.961594, expected=168.000000
predicted=163.198234, expected=180.000000
predicted=181.549477, expected=240.000000
predicted=198.836371, expected=192.000000
predicted=189.800099, expected=144.000000
predicted=136.195526, expected=88.000000
predicted=136.288107, expected=76.000000
predicted=123.485032, expected=216.000000
predicted=204.158864, expected=172.000000
predicted=159.918273, expected=132.000000
predicted=139.037571, expected=152.000000
predicted=140.945122, expected=84.000000
predicted=91.858575, expected=76.000000
predicted=131.260757, expected=60.000000
predicted=104.629296, expected=160.000000
predicted=135.243144, expected=96.000000
predicted=107.202166, expected=76.000000
predicted=84.916080, expected=104.000000
predicted=99.963097, expected=136.000000
predicted=101.119820, expected=96.000000
predicted=114.176449, expected=152.000000
predicted=129.039193, expected=216.000000
predicted=153.424510, expected=220.000000
predicted=165.454336, expected=120.000000
predicted=137.426925, expected=92.000000
predicted=116.854626, expected=136.000000
predicted=145.983834, expected=104.000000
predicted=136.756339, expected=76.000000
predicted=127.517725, expected=148.000000
predicted=134.343684, expected=112.000000
predicted=99.848648, expected=136.000000
predicted=131.571060, expected=124.000000
predicted=118.983878, expected=60.000000
predicted=75.427622, expected=68.000000
predicted=104.249283, expected=112.000000
predicted=106.947958, expected=100.000000
predicted=102.948613, expected=68.000000
predicted=89.471285, expected=104.000000
predicted=90.735897, expected=136.000000
predicted=103.997466, expected=168.000000
predicted=134.838327, expected=124.000000
predicted=115.870381, expected=124.000000
predicted=111.979436, expected=164.000000
predicted=141.618069, expected=200.000000
predicted=164.889996, expected=116.000000
predicted=136.859895, expected=140.000000
predicted=143.606869, expected=100.000000
predicted=117.024323, expected=104.000000
predicted=125.516314, expected=152.000000
predicted=160.860497, expected=124.000000
predicted=116.006770, expected=184.000000
predicted=160.391270, expected=76.000000
predicted=94.255641, expected=84.000000
predicted=102.952549, expected=156.000000
predicted=149.472305, expected=84.000000
predicted=93.128129, expected=72.000000
predicted=116.304645, expected=160.000000
predicted=126.438144, expected=172.000000
predicted=125.103711, expected=112.000000
predicted=126.492154, expected=172.000000
predicted=144.859331, expected=172.000000
predicted=133.959397, expected=160.000000
predicted=155.883421, expected=56.000000
predicted=113.713595, expected=172.000000
predicted=152.170140, expected=236.000000
predicted=190.423724, expected=104.000000
predicted=125.348974, expected=96.000000
predicted=138.847920, expected=92.000000
predicted=94.218212, expected=76.000000
predicted=107.443999, expected=48.000000
predicted=114.324503, expected=72.000000
predicted=83.464729, expected=112.000000
predicted=96.577752, expected=40.000000
predicted=58.502613, expected=124.000000
predicted=104.004289, expected=88.000000
predicted=72.021404, expected=104.000000
predicted=89.231072, expected=76.000000
predicted=93.047944, expected=116.000000
predicted=87.752126, expected=52.000000
predicted=80.443417, expected=140.000000
predicted=115.448854, expected=76.000000
predicted=85.164526, expected=64.000000
predicted=72.986149, expected=72.000000
predicted=92.718494, expected=24.000000
predicted=39.062655, expected=116.000000
predicted=114.181573, expected=112.000000
predicted=87.531027, expected=96.000000
predicted=80.770953, expected=72.000000
predicted=80.646522, expected=76.000000
predicted=64.180441, expected=60.000000
predicted=80.644687, expected=84.000000
predicted=89.957321, expected=156.000000
predicted=120.368493, expected=176.000000
predicted=123.594887, expected=132.000000
predicted=112.805471, expected=80.000000
predicted=90.512228, expected=88.000000
predicted=98.427710, expected=72.000000
predicted=102.494451, expected=84.000000
predicted=111.386624, expected=136.000000
predicted=123.902174, expected=84.000000
predicted=80.559517, expected=92.000000
predicted=94.442251, expected=24.000000
predicted=54.280066, expected=60.000000
predicted=71.508924, expected=76.000000
predicted=90.055165, expected=80.000000
predicted=72.771136, expected=152.000000
predicted=118.085405, expected=104.000000
predicted=73.569464, expected=128.000000
predicted=105.064657, expected=148.000000
predicted=121.924580, expected=152.000000
predicted=121.872167, expected=132.000000
predicted=139.377280, expected=56.000000
predicted=87.998063, expected=84.000000
predicted=107.972427, expected=116.000000
predicted=120.144591, expected=80.000000
predicted=98.845313, expected=72.000000
predicted=96.075209, expected=88.000000
predicted=79.454135, expected=104.000000
predicted=91.317045, expected=56.000000
predicted=78.316322, expected=156.000000
predicted=121.460243, expected=188.000000
predicted=130.906147, expected=88.000000
predicted=90.791855, expected=76.000000
predicted=104.244709, expected=100.000000
predicted=92.269472, expected=112.000000
predicted=117.751883, expected=144.000000
predicted=146.856564, expected=108.000000
predicted=101.135841, expected=72.000000
predicted=83.634802, expected=72.000000
predicted=90.370728, expected=64.000000
predicted=82.144899, expected=80.000000
predicted=97.266681, expected=52.000000
predicted=71.449875, expected=80.000000
predicted=75.598040, expected=104.000000
predicted=86.272072, expected=96.000000
predicted=79.634450, expected=44.000000
predicted=64.015042, expected=52.000000
predicted=60.768910, expected=88.000000
predicted=80.919789, expected=72.000000
predicted=75.900951, expected=72.000000
predicted=78.980601, expected=92.000000
predicted=74.678733, expected=172.000000
predicted=115.547592, expected=104.000000
predicted=94.077912, expected=96.000000
predicted=96.109069, expected=60.000000
predicted=78.115383, expected=48.000000
predicted=69.643153, expected=72.000000
predicted=103.103936, expected=44.000000
predicted=62.905686, expected=72.000000
predicted=76.771826, expected=92.000000
predicted=75.129861, expected=76.000000
predicted=63.087317, expected=120.000000
predicted=98.282331, expected=68.000000
predicted=62.775420, expected=100.000000
predicted=90.857987, expected=92.000000
predicted=91.747887, expected=112.000000
predicted=94.699688, expected=120.000000
predicted=115.294296, expected=80.000000
predicted=79.795203, expected=72.000000
predicted=88.767011, expected=56.000000
predicted=74.398660, expected=48.000000
predicted=71.710264, expected=84.000000
predicted=90.569041, expected=84.000000
predicted=75.709843, expected=52.000000
predicted=60.322478, expected=56.000000
predicted=61.210115, expected=40.000000
predicted=46.634013, expected=52.000000
predicted=61.240802, expected=64.000000
predicted=66.384527, expected=96.000000
predicted=72.357691, expected=48.000000
predicted=51.749718, expected=80.000000
predicted=67.741980, expected=88.000000
predicted=73.130747, expected=44.000000
predicted=52.784511, expected=76.000000
predicted=83.798983, expected=80.000000
predicted=66.405210, expected=88.000000
predicted=79.393832, expected=116.000000
predicted=100.188209, expected=92.000000
predicted=75.089531, expected=72.000000
predicted=78.695511, expected=132.000000
predicted=110.483102, expected=48.000000
Test MSE: 4528.746
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235])]
predicted=156.597728, expected=128.000000
predicted=160.010699, expected=192.000000
predicted=155.007924, expected=164.000000
predicted=151.657933, expected=120.000000
predicted=154.768021, expected=108.000000
predicted=133.699521, expected=144.000000
predicted=140.871992, expected=88.000000
predicted=129.343091, expected=168.000000
predicted=145.635933, expected=152.000000
predicted=128.936368, expected=188.000000
predicted=148.865122, expected=248.000000
predicted=178.701025, expected=180.000000
predicted=161.822741, expected=180.000000
predicted=187.063283, expected=160.000000
predicted=175.010650, expected=124.000000
predicted=169.200057, expected=144.000000
predicted=175.375461, expected=128.000000
predicted=148.228546, expected=132.000000
predicted=146.143884, expected=100.000000
predicted=126.821261, expected=132.000000
predicted=128.486809, expected=124.000000
predicted=125.569194, expected=80.000000
predicted=109.884171, expected=252.000000
predicted=162.155618, expected=244.000000
predicted=160.445545, expected=152.000000
predicted=161.757291, expected=148.000000
predicted=162.944814, expected=144.000000
predicted=153.046641, expected=148.000000
predicted=180.846576, expected=120.000000
predicted=158.783688, expected=120.000000
predicted=136.855832, expected=284.000000
predicted=185.675692, expected=176.000000
predicted=157.884471, expected=56.000000
predicted=137.981660, expected=160.000000
predicted=155.788338, expected=112.000000
predicted=131.076084, expected=160.000000
predicted=174.961572, expected=168.000000
predicted=145.499882, expected=192.000000
predicted=143.727606, expected=212.000000
predicted=175.452010, expected=104.000000
predicted=141.107574, expected=144.000000
predicted=164.356240, expected=108.000000
predicted=141.589854, expected=152.000000
predicted=157.903426, expected=172.000000
predicted=156.985168, expected=220.000000
predicted=160.247371, expected=160.000000
predicted=156.067187, expected=196.000000
predicted=171.650017, expected=160.000000
predicted=167.741662, expected=60.000000
predicted=142.210211, expected=88.000000
predicted=145.236668, expected=164.000000
predicted=142.211542, expected=164.000000
predicted=146.809051, expected=176.000000
predicted=148.461919, expected=120.000000
predicted=118.771495, expected=124.000000
predicted=133.042110, expected=256.000000
predicted=185.242541, expected=136.000000
predicted=150.480607, expected=172.000000
predicted=175.081770, expected=92.000000
predicted=130.556793, expected=208.000000
predicted=173.477821, expected=144.000000
predicted=165.350057, expected=92.000000
predicted=134.203252, expected=104.000000
predicted=133.531484, expected=116.000000
predicted=118.796962, expected=128.000000
predicted=137.466637, expected=284.000000
predicted=174.002702, expected=184.000000
predicted=145.439528, expected=132.000000
predicted=153.646519, expected=204.000000
predicted=175.841400, expected=364.000000
predicted=234.899921, expected=196.000000
predicted=218.580861, expected=240.000000
predicted=232.187737, expected=228.000000
predicted=215.227765, expected=148.000000
predicted=209.807353, expected=92.000000
predicted=205.227455, expected=272.000000
predicted=213.435552, expected=220.000000
predicted=197.660823, expected=108.000000
predicted=173.322584, expected=136.000000
predicted=163.379684, expected=148.000000
predicted=147.277723, expected=120.000000
predicted=166.100482, expected=72.000000
predicted=131.316186, expected=124.000000
predicted=120.181081, expected=88.000000
predicted=106.397757, expected=88.000000
predicted=108.359251, expected=124.000000
predicted=109.208616, expected=208.000000
predicted=129.686824, expected=168.000000
predicted=136.201573, expected=152.000000
predicted=140.170143, expected=176.000000
predicted=152.855220, expected=88.000000
predicted=132.347012, expected=132.000000
predicted=159.285781, expected=144.000000
predicted=142.242867, expected=176.000000
predicted=150.618991, expected=148.000000
predicted=147.735062, expected=164.000000
predicted=143.247592, expected=112.000000
predicted=135.932637, expected=152.000000
predicted=151.402288, expected=140.000000
predicted=146.751626, expected=196.000000
predicted=161.412519, expected=220.000000
predicted=174.368366, expected=228.000000
predicted=179.544130, expected=220.000000
predicted=195.917245, expected=148.000000
predicted=177.279017, expected=148.000000
predicted=186.656011, expected=120.000000
predicted=169.117411, expected=124.000000
predicted=161.659526, expected=108.000000
predicted=143.232647, expected=152.000000
predicted=139.131179, expected=224.000000
predicted=161.931337, expected=188.000000
predicted=154.545426, expected=84.000000
predicted=133.575280, expected=144.000000
predicted=149.588574, expected=172.000000
predicted=156.076359, expected=180.000000
predicted=172.586896, expected=148.000000
predicted=156.862168, expected=184.000000
predicted=154.162659, expected=172.000000
predicted=163.003371, expected=76.000000
predicted=139.009717, expected=164.000000
predicted=164.399476, expected=116.000000
predicted=130.537946, expected=180.000000
predicted=161.447913, expected=168.000000
predicted=151.759384, expected=280.000000
predicted=181.453379, expected=196.000000
predicted=181.087271, expected=64.000000
predicted=143.223900, expected=84.000000
predicted=152.993154, expected=104.000000
predicted=134.903525, expected=36.000000
predicted=118.609820, expected=64.000000
predicted=100.242125, expected=184.000000
predicted=106.549713, expected=144.000000
predicted=103.364382, expected=80.000000
predicted=102.346344, expected=104.000000
predicted=100.055429, expected=216.000000
predicted=140.421209, expected=248.000000
predicted=179.026388, expected=172.000000
predicted=162.968976, expected=144.000000
predicted=155.400640, expected=196.000000
predicted=176.502328, expected=124.000000
predicted=166.336358, expected=96.000000
predicted=159.625750, expected=212.000000
predicted=173.971195, expected=164.000000
predicted=147.260482, expected=148.000000
predicted=163.149286, expected=144.000000
predicted=147.693209, expected=40.000000
predicted=104.293854, expected=72.000000
predicted=129.308194, expected=40.000000
predicted=87.912277, expected=68.000000
predicted=86.495902, expected=176.000000
predicted=116.256036, expected=232.000000
predicted=124.246438, expected=184.000000
predicted=137.509945, expected=172.000000
predicted=147.287642, expected=112.000000
predicted=135.508149, expected=132.000000
predicted=160.251198, expected=124.000000
predicted=155.332674, expected=220.000000
predicted=176.040763, expected=140.000000
predicted=145.852175, expected=132.000000
predicted=142.446046, expected=112.000000
predicted=134.718833, expected=184.000000
predicted=154.941020, expected=224.000000
predicted=185.110806, expected=224.000000
predicted=179.482287, expected=208.000000
predicted=185.207832, expected=128.000000
predicted=159.714034, expected=120.000000
predicted=168.521332, expected=100.000000
predicted=153.927167, expected=68.000000
predicted=129.438249, expected=72.000000
predicted=115.248032, expected=148.000000
predicted=118.084917, expected=176.000000
predicted=127.225940, expected=160.000000
predicted=129.729296, expected=236.000000
predicted=163.680519, expected=180.000000
predicted=153.146348, expected=172.000000
predicted=177.180964, expected=168.000000
predicted=178.357644, expected=176.000000
predicted=175.580146, expected=224.000000
predicted=205.820920, expected=180.000000
predicted=180.064915, expected=148.000000
predicted=172.427721, expected=72.000000
predicted=138.553181, expected=84.000000
predicted=133.511968, expected=56.000000
predicted=114.468288, expected=4.000000
predicted=74.663145, expected=144.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=110.039874, expected=176.000000
predicted=103.435424, expected=136.000000
predicted=109.937024, expected=84.000000
predicted=96.949310, expected=76.000000
predicted=84.819255, expected=160.000000
predicted=137.097831, expected=120.000000
predicted=124.106018, expected=196.000000
predicted=152.536066, expected=272.000000
predicted=176.413558, expected=220.000000
predicted=173.937688, expected=200.000000
predicted=199.265433, expected=168.000000
predicted=180.090718, expected=216.000000
predicted=210.178427, expected=296.000000
predicted=249.904611, expected=228.000000
predicted=220.443907, expected=200.000000
predicted=217.452643, expected=152.000000
predicted=189.534607, expected=240.000000
predicted=225.829047, expected=160.000000
predicted=201.115483, expected=148.000000
predicted=185.309714, expected=196.000000
predicted=189.163351, expected=152.000000
predicted=160.614804, expected=120.000000
predicted=165.823044, expected=136.000000
predicted=149.466913, expected=108.000000
predicted=130.261031, expected=148.000000
predicted=151.069960, expected=208.000000
predicted=162.167195, expected=212.000000
predicted=165.755480, expected=172.000000
predicted=165.989101, expected=116.000000
predicted=144.859034, expected=156.000000
predicted=163.677560, expected=64.000000
predicted=129.308047, expected=116.000000
predicted=143.847100, expected=228.000000
predicted=166.780706, expected=196.000000
predicted=151.317683, expected=180.000000
predicted=169.865214, expected=220.000000
predicted=173.545914, expected=352.000000
predicted=242.006059, expected=240.000000
predicted=231.791167, expected=204.000000
predicted=230.208680, expected=216.000000
predicted=225.688788, expected=304.000000
predicted=260.875615, expected=228.000000
predicted=254.459575, expected=296.000000
predicted=268.043306, expected=152.000000
predicted=204.310735, expected=116.000000
predicted=193.045836, expected=136.000000
predicted=195.185897, expected=200.000000
predicted=189.011481, expected=188.000000
predicted=193.299619, expected=136.000000
predicted=151.696591, expected=152.000000
predicted=153.453537, expected=152.000000
predicted=152.475083, expected=128.000000
predicted=152.886705, expected=128.000000
predicted=147.448402, expected=172.000000
predicted=151.025789, expected=180.000000
predicted=157.595350, expected=196.000000
predicted=170.471928, expected=136.000000
predicted=148.192236, expected=180.000000
predicted=168.656155, expected=96.000000
predicted=138.957310, expected=192.000000
predicted=175.984501, expected=156.000000
predicted=157.850227, expected=212.000000
predicted=174.703850, expected=72.000000
predicted=131.933897, expected=216.000000
predicted=171.759220, expected=108.000000
predicted=142.288495, expected=216.000000
predicted=177.879419, expected=244.000000
predicted=201.258514, expected=244.000000
predicted=184.807432, expected=272.000000
predicted=238.480825, expected=188.000000
predicted=193.412122, expected=152.000000
predicted=202.431103, expected=180.000000
predicted=206.825088, expected=192.000000
predicted=200.150994, expected=244.000000
predicted=223.176719, expected=184.000000
predicted=188.020064, expected=144.000000
predicted=171.353459, expected=340.000000
predicted=248.058733, expected=228.000000
predicted=210.911477, expected=156.000000
predicted=209.850296, expected=256.000000
predicted=231.876024, expected=300.000000
predicted=234.138651, expected=160.000000
predicted=227.348547, expected=100.000000
predicted=185.300972, expected=168.000000
predicted=179.938185, expected=136.000000
predicted=168.680317, expected=164.000000
predicted=184.200683, expected=168.000000
predicted=157.060677, expected=196.000000
predicted=159.985330, expected=156.000000
predicted=162.852735, expected=64.000000
predicted=123.903034, expected=176.000000
predicted=164.916289, expected=140.000000
predicted=140.088728, expected=100.000000
predicted=134.136356, expected=184.000000
predicted=158.024363, expected=240.000000
predicted=160.398112, expected=236.000000
predicted=194.279937, expected=160.000000
predicted=173.481583, expected=144.000000
predicted=164.149391, expected=140.000000
predicted=169.031614, expected=164.000000
predicted=178.467658, expected=136.000000
predicted=161.502743, expected=64.000000
predicted=117.909995, expected=104.000000
predicted=123.878895, expected=100.000000
predicted=109.699610, expected=224.000000
predicted=160.491798, expected=176.000000
predicted=143.472000, expected=124.000000
predicted=127.085532, expected=132.000000
predicted=141.787095, expected=224.000000
predicted=170.230509, expected=128.000000
predicted=156.325308, expected=160.000000
predicted=166.817165, expected=136.000000
predicted=143.779197, expected=144.000000
predicted=145.639845, expected=144.000000
predicted=160.343767, expected=136.000000
predicted=137.183247, expected=220.000000
predicted=176.199899, expected=116.000000
predicted=134.547216, expected=152.000000
predicted=156.915013, expected=400.000000
predicted=248.548933, expected=144.000000
predicted=160.068306, expected=152.000000
predicted=207.786139, expected=204.000000
predicted=191.508813, expected=200.000000
predicted=186.285086, expected=116.000000
predicted=201.986632, expected=168.000000
predicted=168.978373, expected=196.000000
predicted=171.704200, expected=192.000000
predicted=181.698510, expected=188.000000
predicted=186.061204, expected=168.000000
predicted=165.893501, expected=204.000000
predicted=189.690745, expected=184.000000
predicted=185.617609, expected=156.000000
predicted=176.608135, expected=136.000000
predicted=166.086110, expected=84.000000
predicted=134.966115, expected=72.000000
predicted=126.543746, expected=128.000000
predicted=130.499092, expected=196.000000
predicted=145.369334, expected=124.000000
predicted=122.939600, expected=112.000000
predicted=121.449901, expected=176.000000
predicted=141.377329, expected=144.000000
predicted=136.827098, expected=152.000000
predicted=158.587706, expected=212.000000
predicted=168.833040, expected=136.000000
predicted=141.035504, expected=156.000000
predicted=167.846185, expected=176.000000
predicted=163.925294, expected=144.000000
predicted=151.999396, expected=80.000000
predicted=139.847507, expected=136.000000
predicted=139.736546, expected=88.000000
predicted=114.059356, expected=192.000000
predicted=156.788617, expected=132.000000
predicted=127.944332, expected=88.000000
predicted=109.687776, expected=148.000000
predicted=141.024718, expected=136.000000
predicted=120.303397, expected=156.000000
predicted=151.408279, expected=224.000000
predicted=169.153329, expected=264.000000
predicted=185.148397, expected=404.000000
predicted=270.515438, expected=156.000000
predicted=194.343366, expected=188.000000
predicted=228.718683, expected=68.000000
predicted=172.357210, expected=160.000000
predicted=192.079603, expected=192.000000
predicted=211.027330, expected=168.000000
predicted=155.227452, expected=152.000000
predicted=163.571798, expected=132.000000
predicted=134.556024, expected=132.000000
predicted=148.298426, expected=92.000000
predicted=132.628926, expected=108.000000
predicted=128.073100, expected=108.000000
predicted=118.056506, expected=264.000000
predicted=173.247406, expected=688.000000
predicted=362.072338, expected=568.000000
predicted=365.294197, expected=432.000000
predicted=387.035817, expected=192.000000
predicted=292.526382, expected=220.000000
predicted=315.407570, expected=244.000000
predicted=367.203627, expected=264.000000
predicted=322.670797, expected=188.000000
predicted=253.197439, expected=132.000000
predicted=180.426076, expected=340.000000
predicted=270.850882, expected=104.000000
predicted=166.559782, expected=116.000000
predicted=181.515462, expected=136.000000
predicted=160.035169, expected=220.000000
predicted=176.280264, expected=220.000000
predicted=215.352139, expected=188.000000
predicted=169.480554, expected=164.000000
predicted=168.369232, expected=160.000000
predicted=168.507764, expected=128.000000
predicted=163.227055, expected=212.000000
predicted=194.880015, expected=92.000000
predicted=133.569723, expected=112.000000
predicted=138.533360, expected=168.000000
predicted=154.483421, expected=164.000000
predicted=144.900532, expected=168.000000
predicted=166.626575, expected=100.000000
predicted=119.138077, expected=180.000000
predicted=157.853170, expected=248.000000
predicted=195.075501, expected=92.000000
predicted=132.648758, expected=140.000000
predicted=159.699441, expected=124.000000
predicted=131.302581, expected=100.000000
predicted=129.207044, expected=116.000000
predicted=142.004993, expected=168.000000
predicted=134.442948, expected=164.000000
predicted=144.123004, expected=136.000000
predicted=136.034384, expected=60.000000
predicted=100.849475, expected=148.000000
predicted=137.182987, expected=112.000000
predicted=122.392337, expected=108.000000
predicted=120.939184, expected=108.000000
predicted=115.224819, expected=172.000000
predicted=129.937956, expected=140.000000
predicted=134.067693, expected=260.000000
predicted=188.252979, expected=160.000000
predicted=152.362471, expected=172.000000
predicted=168.029390, expected=236.000000
predicted=206.349375, expected=148.000000
predicted=162.700584, expected=160.000000
predicted=190.230973, expected=316.000000
predicted=236.256525, expected=160.000000
predicted=175.150396, expected=112.000000
predicted=175.900365, expected=132.000000
predicted=157.556096, expected=132.000000
predicted=146.349427, expected=180.000000
predicted=188.239832, expected=116.000000
predicted=131.987062, expected=76.000000
predicted=109.057683, expected=84.000000
predicted=109.126719, expected=76.000000
predicted=96.340975, expected=108.000000
predicted=113.040301, expected=184.000000
predicted=134.576086, expected=112.000000
predicted=103.841649, expected=56.000000
predicted=89.630645, expected=128.000000
predicted=115.459940, expected=120.000000
predicted=111.140008, expected=88.000000
predicted=112.116723, expected=88.000000
predicted=99.297635, expected=96.000000
predicted=90.538122, expected=180.000000
predicted=138.759512, expected=148.000000
predicted=127.527397, expected=184.000000
predicted=148.998609, expected=116.000000
predicted=124.759238, expected=136.000000
predicted=137.687027, expected=104.000000
Test MSE: 4275.682
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675])]
predicted=8.939686, expected=16.000000
predicted=12.135626, expected=16.000000
predicted=12.867660, expected=8.000000
predicted=11.733179, expected=16.000000
predicted=12.904756, expected=12.000000
predicted=12.481351, expected=12.000000
predicted=12.660538, expected=8.000000
predicted=11.264337, expected=4.000000
predicted=7.484525, expected=12.000000
predicted=10.210094, expected=4.000000
predicted=6.902635, expected=8.000000
predicted=7.859624, expected=16.000000
predicted=10.857419, expected=4.000000
predicted=6.897623, expected=20.000000
predicted=13.772788, expected=8.000000
predicted=9.939148, expected=20.000000
predicted=14.318136, expected=8.000000
predicted=12.558341, expected=8.000000
predicted=9.515167, expected=4.000000
predicted=9.178775, expected=4.000000
predicted=5.602237, expected=4.000000
predicted=6.349569, expected=4.000000
predicted=4.402494, expected=4.000000
predicted=4.383297, expected=4.000000
predicted=3.887892, expected=24.000000
predicted=11.866137, expected=8.000000
predicted=9.317680, expected=8.000000
predicted=9.659664, expected=8.000000
predicted=9.231229, expected=16.000000
predicted=10.678259, expected=12.000000
predicted=13.016986, expected=16.000000
predicted=13.226719, expected=12.000000
predicted=12.638718, expected=4.000000
predicted=8.941237, expected=12.000000
predicted=11.349911, expected=20.000000
predicted=13.772840, expected=12.000000
predicted=13.032946, expected=8.000000
predicted=11.656434, expected=60.000000
predicted=30.208960, expected=4.000000
predicted=17.345602, expected=8.000000
predicted=17.613119, expected=8.000000
predicted=13.739509, expected=36.000000
predicted=18.717084, expected=8.000000
predicted=19.776386, expected=8.000000
predicted=12.199249, expected=108.000000
predicted=50.715213, expected=12.000000
predicted=28.886457, expected=16.000000
predicted=33.219100, expected=8.000000
predicted=22.044349, expected=8.000000
predicted=10.378940, expected=4.000000
predicted=19.735820, expected=12.000000
predicted=9.238468, expected=8.000000
predicted=8.961894, expected=4.000000
predicted=6.583485, expected=8.000000
predicted=7.586093, expected=20.000000
predicted=11.428878, expected=8.000000
predicted=10.245935, expected=12.000000
predicted=11.566903, expected=8.000000
predicted=9.590502, expected=20.000000
predicted=13.366756, expected=8.000000
predicted=12.168290, expected=12.000000
predicted=11.604868, expected=4.000000
predicted=9.018232, expected=4.000000
predicted=6.340331, expected=8.000000
predicted=8.383363, expected=8.000000
predicted=6.761552, expected=8.000000
predicted=7.916465, expected=8.000000
predicted=7.400488, expected=8.000000
predicted=7.420816, expected=4.000000
predicted=6.349756, expected=4.000000
predicted=5.579156, expected=4.000000
predicted=4.876550, expected=12.000000
predicted=7.535338, expected=4.000000
predicted=5.930222, expected=16.000000
predicted=9.990016, expected=44.000000
predicted=22.792969, expected=8.000000
predicted=15.315112, expected=4.000000
predicted=14.111612, expected=8.000000
predicted=10.907694, expected=4.000000
predicted=6.821716, expected=12.000000
predicted=12.691840, expected=4.000000
predicted=6.392417, expected=8.000000
predicted=6.892696, expected=4.000000
predicted=6.091532, expected=12.000000
predicted=7.773480, expected=4.000000
predicted=6.886973, expected=12.000000
predicted=8.453437, expected=12.000000
predicted=9.987780, expected=4.000000
predicted=6.889597, expected=8.000000
predicted=8.787742, expected=4.000000
predicted=5.646898, expected=40.000000
predicted=19.685118, expected=4.000000
predicted=12.291515, expected=8.000000
predicted=11.817717, expected=8.000000
predicted=10.947717, expected=4.000000
predicted=5.602333, expected=8.000000
predicted=11.045395, expected=52.000000
predicted=23.856627, expected=32.000000
predicted=25.255529, expected=12.000000
predicted=21.768367, expected=12.000000
predicted=19.092168, expected=8.000000
predicted=12.435898, expected=4.000000
predicted=13.197966, expected=44.000000
predicted=24.754487, expected=32.000000
predicted=23.970053, expected=4.000000
predicted=17.244774, expected=8.000000
predicted=15.502373, expected=4.000000
predicted=8.143652, expected=8.000000
predicted=11.486174, expected=4.000000
predicted=8.710509, expected=8.000000
predicted=6.187274, expected=16.000000
predicted=10.322094, expected=20.000000
predicted=13.147667, expected=16.000000
predicted=14.683773, expected=4.000000
predicted=10.366680, expected=4.000000
predicted=8.428226, expected=16.000000
predicted=11.624225, expected=8.000000
predicted=9.860954, expected=36.000000
predicted=20.791874, expected=4.000000
predicted=12.048576, expected=8.000000
predicted=11.568063, expected=68.000000
predicted=34.807176, expected=48.000000
predicted=34.534958, expected=20.000000
predicted=34.224121, expected=48.000000
predicted=39.276247, expected=40.000000
predicted=34.966215, expected=40.000000
predicted=42.797164, expected=72.000000
predicted=54.333857, expected=72.000000
predicted=55.966207, expected=648.000000
predicted=302.970511, expected=252.000000
predicted=265.784340, expected=160.000000
predicted=241.926832, expected=196.000000
predicted=240.545720, expected=56.000000
predicted=158.872867, expected=68.000000
predicted=210.412301, expected=8.000000
predicted=68.438199, expected=28.000000
predicted=54.003150, expected=8.000000
predicted=33.787906, expected=4.000000
predicted=17.102835, expected=4.000000
predicted=11.277437, expected=4.000000
predicted=5.653522, expected=4.000000
predicted=6.167353, expected=4.000000
predicted=4.256376, expected=4.000000
predicted=3.915803, expected=20.000000
predicted=10.938040, expected=20.000000
predicted=14.211635, expected=16.000000
predicted=15.401830, expected=4.000000
predicted=9.939695, expected=12.000000
predicted=11.091204, expected=4.000000
predicted=8.213122, expected=12.000000
predicted=10.884254, expected=4.000000
predicted=6.890583, expected=4.000000
predicted=5.801312, expected=8.000000
predicted=6.668414, expected=12.000000
predicted=8.659519, expected=8.000000
predicted=8.726603, expected=12.000000
predicted=9.874993, expected=16.000000
predicted=12.076808, expected=4.000000
predicted=8.754096, expected=20.000000
predicted=14.348229, expected=8.000000
predicted=10.172230, expected=16.000000
predicted=14.244592, expected=12.000000
predicted=12.271681, expected=16.000000
predicted=14.008345, expected=16.000000
predicted=15.152408, expected=12.000000
predicted=13.365836, expected=16.000000
predicted=14.933765, expected=24.000000
predicted=18.392230, expected=76.000000
predicted=43.789328, expected=8.000000
predicted=26.041657, expected=4.000000
predicted=20.110161, expected=8.000000
predicted=11.372271, expected=8.000000
predicted=12.125080, expected=8.000000
predicted=13.589329, expected=4.000000
predicted=5.970685, expected=8.000000
predicted=6.777133, expected=4.000000
predicted=5.445858, expected=4.000000
predicted=5.202847, expected=8.000000
predicted=6.173580, expected=8.000000
predicted=6.698509, expected=8.000000
predicted=7.563446, expected=12.000000
predicted=9.137894, expected=8.000000
predicted=8.410371, expected=20.000000
predicted=13.926801, expected=36.000000
predicted=22.819526, expected=36.000000
predicted=28.341821, expected=72.000000
predicted=47.728085, expected=8.000000
predicted=27.932099, expected=20.000000
predicted=28.526602, expected=8.000000
predicted=16.816715, expected=8.000000
predicted=15.887138, expected=12.000000
predicted=15.629662, expected=4.000000
predicted=7.637265, expected=8.000000
predicted=8.859571, expected=4.000000
predicted=5.609746, expected=4.000000
predicted=5.413408, expected=8.000000
predicted=6.510797, expected=36.000000
predicted=18.984987, expected=16.000000
predicted=16.824222, expected=28.000000
predicted=22.899407, expected=16.000000
predicted=17.779989, expected=12.000000
predicted=16.768515, expected=4.000000
predicted=12.057245, expected=4.000000
predicted=8.133298, expected=24.000000
predicted=15.681484, expected=8.000000
predicted=11.233557, expected=16.000000
predicted=14.324278, expected=4.000000
predicted=7.910776, expected=8.000000
predicted=9.073305, expected=8.000000
predicted=8.885057, expected=12.000000
predicted=9.953897, expected=56.000000
predicted=30.265760, expected=40.000000
predicted=32.235151, expected=164.000000
predicted=92.099398, expected=4.000000
predicted=47.692735, expected=12.000000
predicted=41.071439, expected=24.000000
predicted=27.331905, expected=12.000000
predicted=25.109555, expected=8.000000
predicted=25.349576, expected=4.000000
predicted=7.435195, expected=28.000000
predicted=17.134126, expected=4.000000
predicted=11.306471, expected=60.000000
predicted=33.307273, expected=84.000000
predicted=51.837806, expected=4.000000
predicted=32.149106, expected=8.000000
predicted=24.331001, expected=8.000000
predicted=12.757033, expected=8.000000
predicted=16.513455, expected=8.000000
predicted=14.312549, expected=56.000000
predicted=28.411182, expected=116.000000
predicted=65.202946, expected=80.000000
predicted=70.459412, expected=12.000000
predicted=45.294113, expected=44.000000
predicted=44.194605, expected=12.000000
predicted=30.800299, expected=40.000000
predicted=43.137896, expected=8.000000
predicted=23.359277, expected=8.000000
predicted=16.034176, expected=4.000000
predicted=10.884069, expected=8.000000
predicted=9.220824, expected=4.000000
predicted=8.336931, expected=4.000000
predicted=5.199780, expected=24.000000
predicted=13.215268, expected=8.000000
predicted=10.025566, expected=16.000000
predicted=13.867016, expected=4.000000
predicted=7.898200, expected=20.000000
predicted=14.287756, expected=44.000000
predicted=27.243022, expected=32.000000
predicted=28.270398, expected=20.000000
predicted=25.403307, expected=8.000000
predicted=16.338630, expected=8.000000
predicted=14.045359, expected=44.000000
predicted=28.753885, expected=68.000000
predicted=44.512213, expected=4.000000
predicted=25.775401, expected=12.000000
predicted=20.809150, expected=20.000000
predicted=17.829908, expected=4.000000
predicted=15.780028, expected=20.000000
predicted=19.774800, expected=20.000000
predicted=15.299409, expected=12.000000
predicted=15.111918, expected=24.000000
predicted=19.191127, expected=32.000000
predicted=23.227933, expected=4.000000
predicted=15.779906, expected=4.000000
predicted=11.511042, expected=4.000000
predicted=6.897720, expected=8.000000
predicted=9.065013, expected=4.000000
predicted=7.249761, expected=24.000000
Test MSE: 2094.514
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138])]
predicted=6.981760, expected=4.000000
predicted=7.240345, expected=16.000000
predicted=11.307045, expected=20.000000
predicted=12.094318, expected=16.000000
predicted=11.064973, expected=4.000000
predicted=8.822818, expected=8.000000
predicted=9.831812, expected=4.000000
predicted=11.932669, expected=20.000000
predicted=13.477272, expected=12.000000
predicted=12.068498, expected=20.000000
predicted=10.311188, expected=20.000000
predicted=14.113456, expected=20.000000
predicted=14.860154, expected=4.000000
predicted=15.348472, expected=8.000000
predicted=12.588944, expected=20.000000
predicted=17.032315, expected=24.000000
predicted=17.782098, expected=8.000000
predicted=13.775638, expected=12.000000
predicted=10.632047, expected=12.000000
predicted=13.887126, expected=12.000000
predicted=15.187984, expected=8.000000
predicted=13.486342, expected=12.000000
predicted=10.311409, expected=24.000000
predicted=14.386296, expected=16.000000
predicted=14.278767, expected=12.000000
predicted=12.752004, expected=4.000000
predicted=11.383107, expected=4.000000
predicted=11.331395, expected=4.000000
predicted=11.978831, expected=8.000000
predicted=9.006370, expected=32.000000
predicted=12.878850, expected=16.000000
predicted=11.600708, expected=28.000000
predicted=13.540939, expected=20.000000
predicted=17.315217, expected=4.000000
predicted=15.071182, expected=4.000000
predicted=17.199759, expected=4.000000
predicted=12.819409, expected=12.000000
predicted=14.174886, expected=12.000000
predicted=11.216086, expected=16.000000
predicted=8.600190, expected=12.000000
predicted=9.532586, expected=16.000000
predicted=11.153281, expected=8.000000
predicted=12.342465, expected=20.000000
predicted=13.934434, expected=20.000000
predicted=16.667149, expected=4.000000
predicted=11.987753, expected=16.000000
predicted=13.475020, expected=16.000000
predicted=14.527362, expected=20.000000
predicted=16.792687, expected=12.000000
predicted=15.002616, expected=8.000000
predicted=10.694672, expected=8.000000
predicted=13.091649, expected=4.000000
predicted=11.363493, expected=28.000000
predicted=15.474171, expected=24.000000
predicted=16.031352, expected=32.000000
predicted=16.945095, expected=4.000000
predicted=14.328200, expected=4.000000
predicted=11.712493, expected=8.000000
predicted=18.029593, expected=8.000000
predicted=14.930366, expected=8.000000
predicted=12.782242, expected=44.000000
predicted=14.898392, expected=20.000000
predicted=16.175469, expected=4.000000
predicted=10.736370, expected=24.000000
predicted=16.576942, expected=12.000000
predicted=18.161728, expected=12.000000
predicted=21.373321, expected=32.000000
predicted=19.295547, expected=24.000000
predicted=17.627004, expected=12.000000
predicted=18.530503, expected=4.000000
predicted=13.381992, expected=24.000000
predicted=17.886854, expected=8.000000
predicted=19.707229, expected=4.000000
predicted=12.376077, expected=4.000000
predicted=9.103151, expected=12.000000
predicted=9.064862, expected=16.000000
predicted=14.042863, expected=8.000000
predicted=8.423512, expected=8.000000
predicted=7.412388, expected=16.000000
predicted=10.479522, expected=16.000000
predicted=13.325788, expected=8.000000
predicted=11.889740, expected=4.000000
predicted=8.639240, expected=8.000000
predicted=9.536889, expected=4.000000
predicted=9.946104, expected=4.000000
predicted=7.903974, expected=4.000000
predicted=5.572935, expected=8.000000
predicted=5.452006, expected=4.000000
predicted=5.654409, expected=4.000000
predicted=4.203376, expected=4.000000
predicted=4.520889, expected=4.000000
predicted=4.483884, expected=4.000000
predicted=5.006659, expected=8.000000
predicted=4.920906, expected=24.000000
predicted=9.466648, expected=4.000000
predicted=7.435704, expected=12.000000
predicted=7.702826, expected=8.000000
predicted=9.585046, expected=4.000000
predicted=8.829202, expected=4.000000
predicted=10.624039, expected=28.000000
predicted=11.305724, expected=28.000000
predicted=16.327851, expected=4.000000
predicted=10.280485, expected=4.000000
predicted=8.928376, expected=4.000000
predicted=10.567894, expected=4.000000
predicted=13.571381, expected=4.000000
predicted=10.382796, expected=4.000000
predicted=3.953955, expected=8.000000
predicted=4.947878, expected=4.000000
predicted=4.578454, expected=4.000000
predicted=4.207276, expected=20.000000
predicted=8.499448, expected=28.000000
predicted=13.005970, expected=20.000000
predicted=13.803915, expected=4.000000
predicted=10.177785, expected=16.000000
predicted=13.533926, expected=8.000000
predicted=16.384630, expected=8.000000
predicted=14.662969, expected=28.000000
predicted=16.871699, expected=16.000000
predicted=12.981729, expected=8.000000
predicted=12.648753, expected=24.000000
predicted=15.344024, expected=8.000000
predicted=14.010931, expected=12.000000
predicted=16.500857, expected=16.000000
predicted=14.948066, expected=16.000000
predicted=13.453873, expected=8.000000
predicted=14.645029, expected=4.000000
predicted=9.134088, expected=16.000000
predicted=12.560422, expected=4.000000
predicted=11.052541, expected=4.000000
predicted=8.527278, expected=8.000000
predicted=7.705355, expected=4.000000
predicted=6.042609, expected=8.000000
predicted=8.459321, expected=4.000000
predicted=5.120514, expected=16.000000
predicted=7.736258, expected=16.000000
predicted=10.420186, expected=12.000000
predicted=9.147182, expected=20.000000
predicted=12.797233, expected=16.000000
predicted=13.154626, expected=12.000000
predicted=14.738433, expected=8.000000
predicted=13.435920, expected=8.000000
predicted=11.902259, expected=16.000000
predicted=14.715573, expected=16.000000
predicted=13.834657, expected=8.000000
predicted=10.827992, expected=16.000000
predicted=11.680785, expected=16.000000
predicted=13.311371, expected=8.000000
predicted=12.882058, expected=4.000000
predicted=10.774237, expected=24.000000
predicted=13.494171, expected=4.000000
predicted=12.210911, expected=20.000000
predicted=13.099544, expected=8.000000
predicted=11.302537, expected=4.000000
predicted=8.221785, expected=12.000000
predicted=13.761490, expected=8.000000
predicted=8.738139, expected=28.000000
predicted=15.803470, expected=36.000000
predicted=18.133678, expected=4.000000
predicted=12.184511, expected=12.000000
predicted=14.192780, expected=8.000000
predicted=14.598885, expected=40.000000
predicted=24.602424, expected=4.000000
predicted=19.443142, expected=4.000000
predicted=8.223799, expected=12.000000
predicted=13.840249, expected=8.000000
predicted=12.059870, expected=12.000000
predicted=16.264539, expected=8.000000
predicted=7.616187, expected=8.000000
predicted=7.825243, expected=16.000000
predicted=11.491917, expected=20.000000
predicted=12.642680, expected=12.000000
predicted=12.355459, expected=12.000000
predicted=11.628910, expected=84.000000
predicted=30.163577, expected=4.000000
predicted=23.733741, expected=4.000000
predicted=18.215195, expected=20.000000
predicted=23.138678, expected=28.000000
predicted=24.150959, expected=4.000000
predicted=29.863585, expected=12.000000
predicted=11.125338, expected=4.000000
predicted=11.150005, expected=4.000000
predicted=11.567128, expected=4.000000
predicted=11.226045, expected=16.000000
predicted=7.636688, expected=28.000000
predicted=13.088694, expected=8.000000
predicted=9.302531, expected=8.000000
predicted=9.982051, expected=4.000000
predicted=10.499431, expected=4.000000
predicted=10.857680, expected=12.000000
predicted=12.893893, expected=20.000000
predicted=10.194624, expected=4.000000
predicted=7.873916, expected=4.000000
predicted=6.966546, expected=24.000000
predicted=12.283927, expected=8.000000
predicted=11.344048, expected=4.000000
predicted=10.586537, expected=4.000000
predicted=7.873837, expected=4.000000
predicted=7.001210, expected=20.000000
predicted=13.055587, expected=4.000000
predicted=7.010125, expected=8.000000
predicted=6.555755, expected=4.000000
predicted=7.269885, expected=12.000000
predicted=8.145717, expected=24.000000
predicted=14.156048, expected=20.000000
predicted=11.544999, expected=8.000000
predicted=11.370949, expected=8.000000
predicted=11.519147, expected=4.000000
predicted=12.101609, expected=20.000000
predicted=15.653309, expected=28.000000
predicted=16.666796, expected=28.000000
predicted=15.670567, expected=12.000000
predicted=14.956405, expected=8.000000
predicted=14.387045, expected=40.000000
predicted=24.774602, expected=4.000000
predicted=19.344088, expected=12.000000
predicted=17.186896, expected=8.000000
predicted=14.700523, expected=20.000000
predicted=14.433860, expected=8.000000
predicted=17.536459, expected=12.000000
predicted=9.646787, expected=32.000000
predicted=17.034984, expected=16.000000
predicted=14.770517, expected=20.000000
predicted=17.832622, expected=4.000000
predicted=14.278994, expected=20.000000
predicted=16.866934, expected=16.000000
predicted=19.815977, expected=12.000000
predicted=13.862954, expected=40.000000
predicted=20.925355, expected=28.000000
predicted=19.083741, expected=28.000000
predicted=23.070003, expected=8.000000
predicted=20.765922, expected=4.000000
predicted=17.781452, expected=24.000000
predicted=24.848195, expected=12.000000
predicted=17.928731, expected=8.000000
predicted=14.078350, expected=28.000000
predicted=15.188505, expected=24.000000
predicted=16.099195, expected=4.000000
predicted=15.558554, expected=12.000000
predicted=14.576259, expected=8.000000
predicted=13.447706, expected=32.000000
predicted=19.942120, expected=12.000000
predicted=15.863890, expected=8.000000
predicted=10.650631, expected=4.000000
predicted=12.723636, expected=12.000000
predicted=12.330815, expected=8.000000
predicted=14.158394, expected=8.000000
predicted=8.594010, expected=32.000000
predicted=13.604312, expected=12.000000
predicted=11.558727, expected=16.000000
predicted=13.773745, expected=4.000000
predicted=12.821427, expected=4.000000
predicted=11.342388, expected=4.000000
predicted=13.640189, expected=8.000000
predicted=8.319859, expected=4.000000
predicted=7.243030, expected=4.000000
predicted=4.378216, expected=4.000000
predicted=4.668062, expected=8.000000
predicted=5.409739, expected=16.000000
predicted=8.154405, expected=20.000000
predicted=9.641338, expected=4.000000
predicted=7.995099, expected=4.000000
predicted=8.269971, expected=8.000000
predicted=10.235052, expected=20.000000
predicted=13.068461, expected=4.000000
predicted=10.110582, expected=28.000000
predicted=11.774222, expected=16.000000
predicted=13.226832, expected=20.000000
predicted=14.684376, expected=4.000000
predicted=15.338338, expected=4.000000
predicted=10.870495, expected=4.000000
predicted=13.940210, expected=8.000000
predicted=9.736146, expected=12.000000
predicted=10.040059, expected=24.000000
predicted=10.071256, expected=16.000000
predicted=10.932542, expected=16.000000
predicted=12.282080, expected=4.000000
predicted=12.231716, expected=4.000000
predicted=11.681757, expected=4.000000
predicted=12.269577, expected=36.000000
predicted=15.831011, expected=4.000000
predicted=11.117112, expected=12.000000
predicted=8.863312, expected=12.000000
predicted=12.538014, expected=8.000000
predicted=10.859411, expected=28.000000
predicted=19.664899, expected=16.000000
predicted=12.795690, expected=4.000000
predicted=11.601068, expected=4.000000
predicted=11.728828, expected=12.000000
predicted=12.082570, expected=16.000000
predicted=15.054848, expected=24.000000
predicted=13.725434, expected=12.000000
predicted=10.962530, expected=8.000000
predicted=11.017371, expected=8.000000
predicted=13.178702, expected=16.000000
predicted=14.604770, expected=20.000000
predicted=16.126314, expected=24.000000
predicted=14.916306, expected=4.000000
predicted=11.670186, expected=8.000000
predicted=12.146400, expected=12.000000
predicted=14.880562, expected=8.000000
predicted=12.913176, expected=8.000000
predicted=11.629127, expected=12.000000
predicted=8.623956, expected=20.000000
predicted=11.795995, expected=8.000000
predicted=10.874840, expected=12.000000
predicted=10.719589, expected=20.000000
predicted=13.870916, expected=12.000000
predicted=13.439183, expected=20.000000
predicted=15.933476, expected=12.000000
predicted=13.471369, expected=24.000000
predicted=16.587123, expected=8.000000
predicted=15.975174, expected=4.000000
predicted=11.899589, expected=8.000000
predicted=13.632645, expected=8.000000
predicted=10.760163, expected=28.000000
predicted=15.626521, expected=32.000000
predicted=15.568566, expected=8.000000
predicted=11.976595, expected=8.000000
predicted=13.626285, expected=4.000000
predicted=13.982253, expected=4.000000
predicted=14.759443, expected=28.000000
predicted=17.574962, expected=12.000000
predicted=10.441482, expected=44.000000
predicted=17.291334, expected=4.000000
predicted=14.185020, expected=8.000000
predicted=13.167561, expected=4.000000
predicted=18.190226, expected=4.000000
predicted=12.164430, expected=16.000000
predicted=17.050019, expected=8.000000
predicted=7.167857, expected=12.000000
predicted=8.327571, expected=12.000000
predicted=9.165367, expected=16.000000
predicted=10.959324, expected=4.000000
predicted=11.097605, expected=12.000000
predicted=10.244719, expected=8.000000
predicted=11.041069, expected=8.000000
predicted=9.837733, expected=12.000000
predicted=10.837936, expected=12.000000
predicted=9.095569, expected=8.000000
predicted=9.845669, expected=12.000000
predicted=9.867754, expected=4.000000
predicted=8.876816, expected=20.000000
predicted=12.020461, expected=8.000000
predicted=10.949063, expected=4.000000
predicted=8.072286, expected=4.000000
predicted=8.782999, expected=4.000000
Test MSE: 103.192
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918])]
predicted=380.430290, expected=36.000000
predicted=386.260064, expected=44.000000
predicted=403.020948, expected=28.000000
predicted=375.868618, expected=24.000000
predicted=37.800848, expected=28.000000
predicted=33.220370, expected=56.000000
predicted=36.001249, expected=48.000000
predicted=37.834992, expected=24.000000
predicted=34.508819, expected=28.000000
predicted=34.585811, expected=40.000000
predicted=37.470149, expected=16.000000
predicted=35.188962, expected=24.000000
predicted=29.710874, expected=2248.000000
predicted=399.674010, expected=28.000000
predicted=402.220120, expected=12.000000
predicted=402.611692, expected=44.000000
predicted=410.198579, expected=12.000000
predicted=428.359609, expected=44.000000
predicted=408.012934, expected=16.000000
predicted=25.751442, expected=36.000000
predicted=27.431578, expected=48.000000
predicted=33.045017, expected=36.000000
predicted=32.095523, expected=24.000000
predicted=33.714502, expected=12.000000
predicted=28.668278, expected=32.000000
predicted=31.334676, expected=12.000000
predicted=27.141777, expected=28.000000
predicted=23.805153, expected=2204.000000
predicted=388.378088, expected=24.000000
predicted=388.073705, expected=36.000000
predicted=397.734189, expected=24.000000
predicted=399.604116, expected=40.000000
predicted=423.807741, expected=20.000000
predicted=399.667876, expected=28.000000
predicted=28.629216, expected=60.000000
predicted=34.534351, expected=40.000000
predicted=35.325622, expected=44.000000
predicted=38.475884, expected=24.000000
predicted=35.940306, expected=28.000000
predicted=37.449372, expected=64.000000
predicted=43.203060, expected=52.000000
predicted=41.961214, expected=2036.000000
predicted=377.752119, expected=56.000000
predicted=379.922459, expected=40.000000
predicted=384.866456, expected=16.000000
predicted=385.898101, expected=36.000000
predicted=397.561455, expected=40.000000
predicted=375.511000, expected=44.000000
predicted=38.547581, expected=36.000000
predicted=35.108453, expected=24.000000
predicted=32.643688, expected=36.000000
predicted=35.941197, expected=48.000000
predicted=37.989085, expected=20.000000
predicted=34.526143, expected=56.000000
predicted=36.538590, expected=36.000000
predicted=36.658710, expected=40.000000
predicted=39.331440, expected=20.000000
predicted=36.394038, expected=40.000000
predicted=35.452069, expected=16.000000
predicted=34.468556, expected=2212.000000
predicted=397.566858, expected=52.000000
predicted=401.125435, expected=32.000000
predicted=399.762617, expected=24.000000
predicted=405.985772, expected=20.000000
predicted=420.565662, expected=24.000000
predicted=403.331340, expected=36.000000
predicted=31.187862, expected=48.000000
predicted=30.575330, expected=36.000000
predicted=31.212470, expected=64.000000
predicted=37.953276, expected=32.000000
predicted=39.969531, expected=64.000000
predicted=46.687458, expected=24.000000
predicted=44.536338, expected=12.000000
predicted=38.665420, expected=32.000000
predicted=37.781215, expected=2656.000000
predicted=475.521040, expected=28.000000
predicted=474.585110, expected=32.000000
predicted=471.143483, expected=52.000000
predicted=486.427728, expected=32.000000
predicted=509.069436, expected=40.000000
predicted=494.347959, expected=44.000000
predicted=37.945596, expected=24.000000
predicted=37.326193, expected=40.000000
predicted=38.535120, expected=28.000000
predicted=34.619421, expected=32.000000
predicted=34.609163, expected=20.000000
predicted=31.157646, expected=24.000000
predicted=27.959260, expected=2044.000000
predicted=367.590490, expected=24.000000
predicted=363.588236, expected=28.000000
predicted=365.260473, expected=12.000000
predicted=366.805182, expected=20.000000
predicted=379.577915, expected=20.000000
predicted=364.908006, expected=84.000000
predicted=31.312967, expected=40.000000
predicted=33.810385, expected=24.000000
predicted=33.137665, expected=40.000000
predicted=37.883992, expected=48.000000
predicted=42.886937, expected=32.000000
predicted=44.528537, expected=52.000000
predicted=39.201113, expected=36.000000
predicted=38.627916, expected=2676.000000
predicted=483.979477, expected=24.000000
predicted=483.244332, expected=28.000000
predicted=481.935561, expected=40.000000
predicted=492.744238, expected=32.000000
predicted=506.762709, expected=28.000000
predicted=492.429471, expected=32.000000
predicted=30.575178, expected=32.000000
predicted=31.958386, expected=52.000000
predicted=35.915731, expected=56.000000
predicted=38.582043, expected=28.000000
predicted=37.895572, expected=60.000000
predicted=43.262643, expected=48.000000
predicted=46.038620, expected=20.000000
predicted=43.953444, expected=24.000000
predicted=39.176951, expected=2580.000000
predicted=461.904710, expected=48.000000
predicted=466.167900, expected=44.000000
predicted=467.284023, expected=20.000000
predicted=471.245588, expected=16.000000
predicted=483.796224, expected=60.000000
predicted=479.518390, expected=36.000000
predicted=37.284095, expected=52.000000
predicted=37.822919, expected=40.000000
predicted=37.197241, expected=72.000000
predicted=46.087982, expected=48.000000
predicted=51.236435, expected=48.000000
predicted=49.314218, expected=48.000000
predicted=51.276003, expected=72.000000
predicted=54.787111, expected=44.000000
predicted=55.263104, expected=2468.000000
predicted=456.282434, expected=40.000000
predicted=457.293780, expected=76.000000
predicted=462.079308, expected=32.000000
predicted=466.704734, expected=52.000000
predicted=476.842296, expected=36.000000
predicted=465.994937, expected=48.000000
predicted=47.407559, expected=52.000000
predicted=49.234918, expected=36.000000
predicted=42.659273, expected=36.000000
predicted=43.229895, expected=60.000000
predicted=44.665624, expected=16.000000
predicted=41.325574, expected=48.000000
predicted=41.204337, expected=8.000000
predicted=33.959634, expected=52.000000
predicted=36.657316, expected=56.000000
predicted=39.891833, expected=2444.000000
predicted=439.549546, expected=28.000000
predicted=444.896385, expected=40.000000
predicted=439.297142, expected=36.000000
predicted=453.893629, expected=56.000000
predicted=464.999650, expected=36.000000
predicted=455.287911, expected=52.000000
predicted=41.247266, expected=56.000000
predicted=45.977359, expected=32.000000
predicted=44.645547, expected=40.000000
predicted=45.227293, expected=32.000000
predicted=41.342822, expected=12.000000
predicted=37.292543, expected=48.000000
predicted=36.575565, expected=36.000000
predicted=33.335045, expected=48.000000
predicted=35.879156, expected=36.000000
predicted=35.204481, expected=28.000000
predicted=34.611288, expected=36.000000
predicted=38.596817, expected=20.000000
predicted=33.975586, expected=32.000000
predicted=33.234687, expected=28.000000
predicted=29.927940, expected=40.000000
predicted=30.589047, expected=24.000000
predicted=29.884920, expected=20.000000
predicted=27.215747, expected=24.000000
predicted=27.908628, expected=24.000000
predicted=26.614967, expected=40.000000
predicted=28.559537, expected=32.000000
predicted=27.229335, expected=24.000000
predicted=27.195897, expected=56.000000
predicted=33.237840, expected=24.000000
predicted=33.308206, expected=24.000000
predicted=33.178939, expected=24.000000
predicted=30.579246, expected=56.000000
predicted=34.685303, expected=48.000000
predicted=38.597607, expected=40.000000
predicted=35.856499, expected=24.000000
predicted=35.878975, expected=28.000000
predicted=36.650345, expected=24.000000
predicted=36.646253, expected=24.000000
predicted=31.263668, expected=44.000000
predicted=30.569422, expected=32.000000
predicted=29.259209, expected=24.000000
predicted=29.186731, expected=40.000000
predicted=31.232643, expected=20.000000
predicted=30.642103, expected=60.000000
predicted=36.565088, expected=52.000000
predicted=37.961706, expected=92.000000
predicted=47.933256, expected=72.000000
predicted=55.939974, expected=68.000000
predicted=60.630962, expected=44.000000
predicted=64.651504, expected=36.000000
predicted=60.751749, expected=60.000000
predicted=62.067525, expected=184.000000
predicted=77.493362, expected=52.000000
predicted=74.048936, expected=84.000000
predicted=76.344746, expected=80.000000
predicted=82.833709, expected=60.000000
predicted=87.058427, expected=76.000000
predicted=89.291191, expected=64.000000
predicted=69.464198, expected=32.000000
predicted=66.029108, expected=104.000000
predicted=69.350423, expected=52.000000
predicted=64.833413, expected=92.000000
predicted=69.921915, expected=68.000000
predicted=68.671823, expected=88.000000
predicted=72.782748, expected=88.000000
predicted=82.032110, expected=96.000000
predicted=80.783861, expected=80.000000
predicted=85.376425, expected=76.000000
predicted=82.746398, expected=108.000000
predicted=89.466846, expected=80.000000
predicted=88.171450, expected=76.000000
predicted=86.013643, expected=116.000000
predicted=89.440942, expected=92.000000
predicted=91.558237, expected=72.000000
predicted=90.669395, expected=88.000000
predicted=87.400263, expected=132.000000
predicted=96.266871, expected=108.000000
predicted=101.491886, expected=84.000000
predicted=95.972584, expected=80.000000
predicted=94.090007, expected=104.000000
predicted=99.613634, expected=104.000000
predicted=102.208267, expected=140.000000
predicted=103.428958, expected=76.000000
predicted=98.098507, expected=116.000000
predicted=103.401558, expected=80.000000
predicted=103.580353, expected=120.000000
predicted=106.221724, expected=80.000000
predicted=102.124084, expected=84.000000
predicted=92.784480, expected=108.000000
predicted=98.126467, expected=152.000000
predicted=104.269222, expected=112.000000
predicted=109.431560, expected=112.000000
predicted=108.006177, expected=96.000000
predicted=110.865710, expected=76.000000
predicted=109.620894, expected=44.000000
predicted=98.811525, expected=80.000000
predicted=86.840550, expected=64.000000
predicted=78.860689, expected=120.000000
predicted=80.043922, expected=104.000000
predicted=81.378262, expected=100.000000
predicted=85.348511, expected=100.000000
predicted=94.702227, expected=84.000000
predicted=95.543898, expected=84.000000
predicted=98.799577, expected=92.000000
predicted=94.159080, expected=108.000000
predicted=94.829160, expected=84.000000
predicted=92.095519, expected=164.000000
predicted=102.757608, expected=84.000000
predicted=102.875205, expected=112.000000
predicted=107.344434, expected=64.000000
predicted=102.833279, expected=48.000000
predicted=92.926732, expected=64.000000
predicted=89.440194, expected=76.000000
predicted=74.892335, expected=76.000000
predicted=73.361155, expected=64.000000
predicted=65.291157, expected=100.000000
predicted=71.364631, expected=92.000000
predicted=78.791786, expected=92.000000
predicted=83.359917, expected=64.000000
predicted=81.348547, expected=52.000000
predicted=77.432815, expected=120.000000
predicted=86.823996, expected=112.000000
predicted=88.887101, expected=92.000000
predicted=88.615462, expected=88.000000
predicted=87.957898, expected=60.000000
predicted=87.540379, expected=60.000000
predicted=88.810590, expected=56.000000
predicted=78.132893, expected=96.000000
predicted=75.454085, expected=48.000000
predicted=68.043146, expected=100.000000
predicted=69.940514, expected=72.000000
predicted=72.096182, expected=80.000000
predicted=75.389581, expected=96.000000
predicted=82.009533, expected=84.000000
predicted=80.157586, expected=68.000000
predicted=83.343614, expected=64.000000
predicted=77.394393, expected=44.000000
predicted=72.792971, expected=56.000000
predicted=68.737111, expected=112.000000
predicted=71.434704, expected=88.000000
predicted=72.085985, expected=124.000000
predicted=81.232640, expected=104.000000
predicted=88.057005, expected=120.000000
predicted=100.802044, expected=80.000000
predicted=104.780158, expected=76.000000
predicted=98.812408, expected=56.000000
predicted=93.496794, expected=80.000000
predicted=86.194484, expected=44.000000
predicted=76.102767, expected=72.000000
predicted=68.007059, expected=100.000000
predicted=71.413427, expected=116.000000
predicted=78.109910, expected=76.000000
predicted=81.269593, expected=56.000000
predicted=77.301130, expected=92.000000
predicted=85.494673, expected=56.000000
predicted=82.908487, expected=60.000000
predicted=75.983311, expected=76.000000
predicted=69.371880, expected=120.000000
predicted=76.831518, expected=80.000000
predicted=80.690299, expected=108.000000
predicted=83.268643, expected=132.000000
predicted=96.148452, expected=48.000000
predicted=94.172650, expected=92.000000
predicted=96.617403, expected=68.000000
predicted=88.279392, expected=32.000000
predicted=80.153233, expected=56.000000
predicted=71.279711, expected=76.000000
predicted=62.193558, expected=92.000000
predicted=69.394926, expected=40.000000
predicted=60.566962, expected=128.000000
predicted=70.628025, expected=96.000000
predicted=81.550051, expected=124.000000
predicted=92.684204, expected=92.000000
predicted=95.320088, expected=116.000000
predicted=99.508721, expected=84.000000
predicted=106.827052, expected=52.000000
predicted=94.131163, expected=72.000000
predicted=90.094697, expected=100.000000
predicted=86.262881, expected=128.000000
predicted=92.129910, expected=68.000000
predicted=83.968387, expected=56.000000
predicted=79.262412, expected=80.000000
predicted=84.179490, expected=88.000000
predicted=86.947118, expected=60.000000
predicted=80.009487, expected=56.000000
predicted=67.948586, expected=64.000000
predicted=67.431478, expected=40.000000
predicted=64.768382, expected=68.000000
predicted=62.651109, expected=92.000000
predicted=63.408498, expected=56.000000
predicted=62.685328, expected=84.000000
predicted=67.222867, expected=100.000000
predicted=73.449238, expected=148.000000
predicted=91.478224, expected=80.000000
predicted=93.343271, expected=72.000000
predicted=89.945266, expected=136.000000
predicted=103.545201, expected=76.000000
predicted=102.356866, expected=100.000000
predicted=101.938700, expected=76.000000
predicted=90.110404, expected=88.000000
predicted=91.543292, expected=76.000000
predicted=92.080926, expected=68.000000
predicted=80.774208, expected=84.000000
predicted=82.063874, expected=52.000000
predicted=74.111888, expected=88.000000
predicted=76.017483, expected=80.000000
predicted=74.772982, expected=196.000000
predicted=94.780158, expected=212.000000
predicted=118.840955, expected=120.000000
predicted=124.642635, expected=152.000000
predicted=141.261093, expected=304.000000
predicted=177.989569, expected=120.000000
predicted=184.556534, expected=184.000000
predicted=181.836529, expected=208.000000
predicted=181.861341, expected=180.000000
predicted=192.065880, expected=176.000000
predicted=195.434424, expected=76.000000
predicted=157.683027, expected=60.000000
predicted=147.626139, expected=40.000000
predicted=123.701496, expected=20.000000
predicted=92.283261, expected=32.000000
predicted=67.327151, expected=76.000000
predicted=50.733820, expected=72.000000
predicted=50.012541, expected=56.000000
predicted=49.189840, expected=76.000000
predicted=55.270902, expected=48.000000
predicted=60.092083, expected=116.000000
predicted=74.042189, expected=76.000000
predicted=74.100219, expected=80.000000
predicted=75.301117, expected=60.000000
predicted=75.990612, expected=84.000000
predicted=77.506602, expected=72.000000
predicted=81.418852, expected=56.000000
predicted=71.358551, expected=64.000000
predicted=69.325597, expected=44.000000
predicted=63.425436, expected=84.000000
predicted=67.366575, expected=72.000000
predicted=65.402652, expected=44.000000
predicted=60.631433, expected=72.000000
predicted=63.279111, expected=32.000000
predicted=58.120794, expected=60.000000
predicted=60.643406, expected=80.000000
predicted=60.042790, expected=80.000000
predicted=61.406607, expected=80.000000
predicted=67.249147, expected=144.000000
predicted=79.417146, expected=52.000000
predicted=82.783739, expected=72.000000
predicted=84.565151, expected=3452.000000
predicted=648.545289, expected=108.000000
predicted=659.664925, expected=84.000000
predicted=666.960197, expected=68.000000
predicted=665.472894, expected=76.000000
predicted=686.523331, expected=68.000000
predicted=683.884680, expected=56.000000
predicted=76.679225, expected=56.000000
predicted=68.003740, expected=72.000000
predicted=66.064392, expected=104.000000
predicted=72.081988, expected=28.000000
predicted=63.951603, expected=76.000000
predicted=65.330626, expected=88.000000
predicted=70.795537, expected=48.000000
predicted=69.403771, expected=112.000000
predicted=75.951237, expected=96.000000
predicted=74.831392, expected=96.000000
predicted=86.083940, expected=56.000000
predicted=82.627216, expected=80.000000
predicted=81.499958, expected=76.000000
predicted=86.091799, expected=76.000000
predicted=80.073248, expected=96.000000
predicted=80.016587, expected=136.000000
predicted=86.839985, expected=52.000000
predicted=86.023404, expected=76.000000
predicted=85.356148, expected=60.000000
predicted=82.792073, expected=84.000000
predicted=84.175286, expected=80.000000
Test MSE: 184344.399
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614])]
predicted=23.411723, expected=12.000000
predicted=21.282741, expected=56.000000
predicted=40.825422, expected=24.000000
predicted=42.644284, expected=16.000000
predicted=32.406706, expected=84.000000
predicted=37.943946, expected=72.000000
predicted=45.521705, expected=16.000000
predicted=42.196061, expected=24.000000
predicted=28.525788, expected=36.000000
predicted=41.090879, expected=12.000000
predicted=51.527458, expected=28.000000
predicted=36.614381, expected=48.000000
predicted=26.996018, expected=80.000000
predicted=42.347293, expected=104.000000
predicted=51.979117, expected=24.000000
predicted=36.484564, expected=16.000000
predicted=39.488491, expected=120.000000
predicted=70.014738, expected=4.000000
predicted=64.379658, expected=32.000000
predicted=57.904933, expected=12.000000
predicted=22.610468, expected=16.000000
predicted=42.659956, expected=40.000000
predicted=47.251231, expected=4.000000
predicted=16.510016, expected=20.000000
predicted=21.645122, expected=60.000000
predicted=25.111759, expected=8.000000
predicted=24.735788, expected=8.000000
predicted=22.165253, expected=8.000000
predicted=12.318044, expected=16.000000
predicted=26.089908, expected=4.000000
predicted=21.603616, expected=24.000000
predicted=12.153707, expected=8.000000
predicted=9.512630, expected=12.000000
predicted=12.574520, expected=16.000000
predicted=12.071127, expected=12.000000
predicted=13.110192, expected=12.000000
predicted=14.652134, expected=28.000000
predicted=14.774537, expected=20.000000
predicted=16.455135, expected=24.000000
predicted=18.494854, expected=32.000000
predicted=19.477655, expected=8.000000
predicted=18.915647, expected=16.000000
predicted=21.659235, expected=8.000000
predicted=17.072290, expected=40.000000
predicted=26.404145, expected=88.000000
predicted=36.331410, expected=8.000000
predicted=21.740724, expected=60.000000
predicted=32.610273, expected=68.000000
predicted=38.346204, expected=44.000000
predicted=57.081182, expected=24.000000
predicted=46.095905, expected=44.000000
predicted=37.933301, expected=8.000000
predicted=43.752793, expected=8.000000
predicted=37.677723, expected=12.000000
predicted=23.833951, expected=12.000000
predicted=22.183862, expected=20.000000
predicted=21.010278, expected=12.000000
predicted=10.833243, expected=24.000000
predicted=14.759385, expected=24.000000
predicted=16.421846, expected=12.000000
predicted=16.677037, expected=4.000000
predicted=14.256766, expected=28.000000
predicted=18.371340, expected=32.000000
predicted=23.327411, expected=12.000000
predicted=18.766632, expected=4.000000
predicted=11.456863, expected=12.000000
predicted=13.967399, expected=12.000000
predicted=19.984014, expected=24.000000
predicted=19.584666, expected=28.000000
predicted=15.025257, expected=20.000000
predicted=14.924689, expected=24.000000
predicted=18.183809, expected=12.000000
predicted=17.889366, expected=28.000000
predicted=24.580367, expected=40.000000
predicted=26.814321, expected=20.000000
predicted=23.683797, expected=24.000000
predicted=22.957478, expected=8.000000
predicted=18.502551, expected=60.000000
predicted=35.528497, expected=44.000000
predicted=33.574443, expected=24.000000
predicted=28.756415, expected=24.000000
predicted=24.440653, expected=12.000000
predicted=26.991545, expected=32.000000
predicted=38.886524, expected=28.000000
predicted=29.472514, expected=12.000000
predicted=22.108615, expected=20.000000
predicted=19.889188, expected=8.000000
predicted=17.586007, expected=12.000000
predicted=21.618985, expected=8.000000
predicted=15.038414, expected=12.000000
predicted=13.369711, expected=8.000000
predicted=11.631064, expected=8.000000
predicted=9.455417, expected=12.000000
predicted=10.123684, expected=20.000000
predicted=12.168120, expected=48.000000
predicted=20.079904, expected=20.000000
predicted=16.530692, expected=16.000000
predicted=17.571469, expected=28.000000
predicted=20.861569, expected=12.000000
predicted=25.382829, expected=120.000000
predicted=50.207810, expected=56.000000
predicted=37.080392, expected=56.000000
predicted=44.929665, expected=24.000000
predicted=33.832507, expected=12.000000
predicted=47.715409, expected=4.000000
predicted=52.123870, expected=52.000000
predicted=43.252753, expected=16.000000
predicted=30.726984, expected=20.000000
predicted=21.707477, expected=16.000000
predicted=14.156847, expected=4.000000
predicted=19.376418, expected=4.000000
predicted=21.324999, expected=8.000000
predicted=12.390018, expected=16.000000
predicted=14.246533, expected=20.000000
predicted=12.605793, expected=28.000000
predicted=12.976354, expected=12.000000
predicted=11.863122, expected=20.000000
predicted=16.050495, expected=20.000000
predicted=18.461982, expected=20.000000
predicted=21.647584, expected=24.000000
predicted=21.116694, expected=60.000000
predicted=27.921388, expected=40.000000
predicted=29.720873, expected=8.000000
predicted=24.220406, expected=4.000000
predicted=19.992879, expected=4.000000
predicted=24.714743, expected=16.000000
predicted=30.130413, expected=4.000000
predicted=15.422913, expected=8.000000
predicted=7.321264, expected=24.000000
predicted=9.742750, expected=32.000000
predicted=16.276608, expected=4.000000
predicted=12.578059, expected=8.000000
predicted=10.020813, expected=12.000000
predicted=13.412863, expected=12.000000
predicted=19.046756, expected=16.000000
predicted=15.953427, expected=16.000000
predicted=10.415211, expected=12.000000
predicted=11.891974, expected=56.000000
predicted=23.269366, expected=40.000000
predicted=24.760246, expected=12.000000
predicted=22.147122, expected=24.000000
predicted=21.177022, expected=20.000000
predicted=27.081168, expected=16.000000
predicted=33.138882, expected=12.000000
predicted=20.995125, expected=8.000000
predicted=14.736601, expected=8.000000
predicted=15.713115, expected=16.000000
predicted=15.050254, expected=8.000000
predicted=11.823124, expected=8.000000
predicted=9.927635, expected=8.000000
predicted=8.343431, expected=32.000000
predicted=15.747793, expected=48.000000
predicted=22.406821, expected=16.000000
predicted=17.069566, expected=8.000000
predicted=14.611834, expected=4.000000
predicted=15.511268, expected=16.000000
predicted=25.527210, expected=28.000000
predicted=25.267833, expected=4.000000
predicted=11.897903, expected=36.000000
predicted=16.137662, expected=16.000000
predicted=14.336924, expected=16.000000
predicted=20.712398, expected=376.000000
predicted=104.221948, expected=88.000000
predicted=73.311169, expected=36.000000
predicted=84.235252, expected=32.000000
predicted=45.986822, expected=32.000000
predicted=121.862439, expected=8.000000
predicted=137.549515, expected=40.000000
predicted=45.664446, expected=4.000000
predicted=23.184890, expected=20.000000
predicted=25.613629, expected=24.000000
predicted=20.329783, expected=32.000000
predicted=24.204945, expected=12.000000
predicted=21.080502, expected=40.000000
predicted=22.635827, expected=20.000000
predicted=22.673916, expected=52.000000
predicted=34.204455, expected=16.000000
predicted=24.851745, expected=28.000000
predicted=28.232925, expected=36.000000
predicted=31.131411, expected=24.000000
predicted=30.341210, expected=56.000000
predicted=39.218260, expected=12.000000
predicted=24.171871, expected=20.000000
predicted=29.363739, expected=12.000000
predicted=23.428661, expected=64.000000
predicted=38.666155, expected=16.000000
predicted=29.702239, expected=140.000000
predicted=53.528524, expected=36.000000
predicted=39.605941, expected=8.000000
predicted=41.059466, expected=12.000000
predicted=35.778350, expected=8.000000
predicted=38.996118, expected=24.000000
predicted=50.396712, expected=12.000000
predicted=17.836573, expected=4.000000
predicted=10.258757, expected=28.000000
predicted=15.067361, expected=4.000000
predicted=12.387570, expected=8.000000
predicted=14.366679, expected=16.000000
predicted=10.839959, expected=20.000000
predicted=14.973311, expected=20.000000
predicted=17.485884, expected=24.000000
predicted=14.657087, expected=16.000000
predicted=15.865725, expected=32.000000
predicted=22.242209, expected=20.000000
predicted=21.257543, expected=44.000000
predicted=28.376515, expected=56.000000
predicted=33.217256, expected=16.000000
predicted=27.979113, expected=4.000000
predicted=24.148646, expected=8.000000
predicted=21.406116, expected=8.000000
predicted=26.164328, expected=24.000000
predicted=24.876340, expected=64.000000
predicted=25.711128, expected=28.000000
predicted=21.110367, expected=24.000000
predicted=22.513581, expected=4.000000
predicted=17.729876, expected=8.000000
predicted=25.762161, expected=8.000000
predicted=25.791261, expected=40.000000
predicted=24.198103, expected=24.000000
predicted=19.150774, expected=32.000000
predicted=19.230206, expected=48.000000
predicted=25.198056, expected=4.000000
predicted=22.153032, expected=8.000000
predicted=24.669962, expected=8.000000
predicted=18.311247, expected=44.000000
predicted=31.071786, expected=20.000000
Test MSE: 1176.796
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864])]
predicted=31.910373, expected=12.000000
predicted=23.010069, expected=32.000000
predicted=27.309226, expected=24.000000
predicted=22.697417, expected=44.000000
predicted=29.360839, expected=28.000000
predicted=28.468505, expected=24.000000
predicted=27.672509, expected=28.000000
predicted=30.987801, expected=20.000000
predicted=26.650129, expected=28.000000
predicted=28.594184, expected=12.000000
predicted=22.783785, expected=16.000000
predicted=21.244457, expected=16.000000
predicted=19.855773, expected=24.000000
predicted=18.556389, expected=64.000000
predicted=27.876718, expected=12.000000
predicted=22.645196, expected=8.000000
predicted=25.585028, expected=12.000000
predicted=24.061569, expected=28.000000
predicted=21.719368, expected=24.000000
predicted=23.628779, expected=4.000000
predicted=14.835312, expected=20.000000
predicted=17.669486, expected=12.000000
predicted=15.572132, expected=8.000000
predicted=14.908740, expected=28.000000
predicted=17.135095, expected=32.000000
predicted=16.740886, expected=56.000000
predicted=26.985295, expected=8.000000
predicted=23.981389, expected=32.000000
predicted=29.724659, expected=16.000000
predicted=28.362958, expected=4.000000
predicted=22.105236, expected=36.000000
predicted=26.722189, expected=12.000000
predicted=15.964500, expected=32.000000
predicted=22.615668, expected=84.000000
predicted=33.213203, expected=36.000000
predicted=31.934755, expected=28.000000
predicted=41.127594, expected=32.000000
predicted=39.612357, expected=4.000000
predicted=32.295343, expected=4.000000
predicted=30.446185, expected=52.000000
predicted=26.679253, expected=16.000000
predicted=19.542410, expected=36.000000
predicted=26.505665, expected=8.000000
predicted=20.715049, expected=8.000000
predicted=19.514485, expected=24.000000
predicted=24.426978, expected=28.000000
predicted=18.443362, expected=12.000000
predicted=19.266329, expected=12.000000
predicted=16.469256, expected=24.000000
predicted=18.059186, expected=28.000000
predicted=20.423155, expected=8.000000
predicted=18.355988, expected=16.000000
predicted=17.849980, expected=28.000000
predicted=19.204495, expected=12.000000
predicted=17.833381, expected=16.000000
predicted=18.990562, expected=8.000000
predicted=14.553638, expected=12.000000
predicted=14.671200, expected=20.000000
predicted=16.020370, expected=16.000000
predicted=13.465583, expected=24.000000
predicted=16.714761, expected=16.000000
predicted=16.048475, expected=20.000000
predicted=18.227103, expected=28.000000
predicted=21.033836, expected=16.000000
predicted=19.279490, expected=4.000000
predicted=18.147064, expected=4.000000
predicted=14.728964, expected=12.000000
predicted=13.039920, expected=24.000000
predicted=14.138095, expected=12.000000
predicted=11.728632, expected=4.000000
predicted=10.673308, expected=28.000000
predicted=15.087706, expected=4.000000
predicted=12.135546, expected=4.000000
predicted=13.057388, expected=32.000000
predicted=15.310542, expected=4.000000
predicted=10.281110, expected=12.000000
predicted=15.281348, expected=12.000000
predicted=11.864966, expected=24.000000
predicted=13.729113, expected=4.000000
predicted=14.275302, expected=16.000000
predicted=12.917952, expected=20.000000
predicted=14.644726, expected=4.000000
predicted=12.079627, expected=16.000000
predicted=15.169412, expected=12.000000
predicted=11.461547, expected=20.000000
predicted=14.359599, expected=20.000000
predicted=15.712344, expected=20.000000
predicted=15.422459, expected=16.000000
predicted=17.647892, expected=24.000000
predicted=18.943277, expected=28.000000
predicted=21.219652, expected=8.000000
predicted=18.757484, expected=4.000000
predicted=17.268164, expected=16.000000
predicted=15.881407, expected=16.000000
predicted=14.503898, expected=24.000000
predicted=16.259009, expected=12.000000
predicted=13.584228, expected=8.000000
predicted=13.626123, expected=12.000000
predicted=14.808845, expected=28.000000
predicted=16.234625, expected=20.000000
predicted=16.760563, expected=32.000000
predicted=19.846272, expected=4.000000
predicted=17.100930, expected=4.000000
predicted=16.875898, expected=4.000000
predicted=14.966833, expected=24.000000
predicted=13.620880, expected=8.000000
predicted=11.869562, expected=36.000000
predicted=14.875069, expected=12.000000
predicted=14.360804, expected=20.000000
predicted=17.746021, expected=40.000000
predicted=24.574328, expected=4.000000
predicted=17.846171, expected=16.000000
predicted=22.991057, expected=16.000000
predicted=17.795400, expected=8.000000
predicted=15.513235, expected=56.000000
predicted=25.145899, expected=4.000000
predicted=15.385189, expected=40.000000
predicted=25.750181, expected=36.000000
predicted=27.012168, expected=28.000000
predicted=27.288308, expected=4.000000
predicted=29.139386, expected=40.000000
predicted=25.983057, expected=8.000000
predicted=23.744406, expected=20.000000
predicted=23.043756, expected=12.000000
predicted=19.244861, expected=8.000000
predicted=14.005436, expected=8.000000
predicted=16.276220, expected=36.000000
predicted=15.310832, expected=4.000000
predicted=13.487445, expected=8.000000
predicted=13.921586, expected=28.000000
predicted=16.135682, expected=16.000000
predicted=14.563005, expected=20.000000
predicted=19.680940, expected=36.000000
predicted=19.620837, expected=4.000000
predicted=17.321666, expected=28.000000
predicted=23.529388, expected=20.000000
predicted=20.028489, expected=16.000000
predicted=19.735331, expected=4.000000
predicted=18.834135, expected=40.000000
predicted=18.805285, expected=8.000000
predicted=17.745715, expected=20.000000
predicted=19.058161, expected=16.000000
predicted=18.055095, expected=44.000000
predicted=20.984522, expected=16.000000
predicted=23.832295, expected=32.000000
predicted=23.829222, expected=28.000000
predicted=26.462151, expected=24.000000
predicted=25.497883, expected=36.000000
predicted=31.074520, expected=24.000000
predicted=25.959590, expected=12.000000
predicted=26.117523, expected=40.000000
predicted=28.206241, expected=12.000000
predicted=22.836359, expected=12.000000
predicted=23.267310, expected=32.000000
predicted=22.956734, expected=12.000000
predicted=17.808747, expected=20.000000
predicted=22.414021, expected=36.000000
predicted=21.189674, expected=8.000000
predicted=18.475415, expected=32.000000
predicted=25.038053, expected=16.000000
predicted=20.034291, expected=36.000000
predicted=24.318766, expected=12.000000
predicted=23.658761, expected=8.000000
predicted=18.645110, expected=32.000000
predicted=23.326501, expected=8.000000
predicted=16.578709, expected=20.000000
predicted=20.368492, expected=12.000000
predicted=15.559404, expected=16.000000
predicted=15.196305, expected=32.000000
predicted=20.457522, expected=8.000000
predicted=15.190008, expected=24.000000
predicted=19.873250, expected=12.000000
predicted=17.037483, expected=44.000000
predicted=22.323015, expected=8.000000
predicted=21.026919, expected=36.000000
predicted=23.028856, expected=12.000000
predicted=22.764865, expected=16.000000
predicted=20.594623, expected=12.000000
predicted=22.043748, expected=8.000000
predicted=14.155167, expected=40.000000
predicted=20.941453, expected=20.000000
predicted=17.042297, expected=28.000000
predicted=21.727298, expected=16.000000
predicted=21.566337, expected=20.000000
predicted=21.409328, expected=8.000000
predicted=21.896686, expected=20.000000
predicted=18.357161, expected=40.000000
predicted=21.772377, expected=8.000000
predicted=17.891007, expected=24.000000
predicted=21.743483, expected=8.000000
predicted=17.792768, expected=16.000000
predicted=18.404857, expected=4.000000
predicted=16.784436, expected=24.000000
predicted=13.613647, expected=28.000000
predicted=17.086271, expected=16.000000
predicted=15.804817, expected=60.000000
predicted=26.213311, expected=4.000000
predicted=21.791290, expected=28.000000
predicted=28.208631, expected=4.000000
predicted=23.625885, expected=76.000000
predicted=29.141499, expected=8.000000
predicted=30.045461, expected=32.000000
predicted=26.483663, expected=48.000000
predicted=34.479182, expected=56.000000
predicted=33.832777, expected=4.000000
predicted=39.426630, expected=32.000000
predicted=31.912484, expected=4.000000
predicted=28.393798, expected=28.000000
predicted=26.562326, expected=36.000000
predicted=27.391583, expected=8.000000
predicted=17.580559, expected=40.000000
predicted=26.416728, expected=24.000000
predicted=22.724682, expected=8.000000
predicted=23.555720, expected=8.000000
predicted=22.384469, expected=40.000000
predicted=19.782499, expected=20.000000
predicted=22.004626, expected=28.000000
predicted=22.310843, expected=44.000000
predicted=25.754064, expected=48.000000
predicted=30.042634, expected=24.000000
predicted=34.978230, expected=24.000000
predicted=32.770718, expected=24.000000
predicted=31.671542, expected=16.000000
predicted=28.633181, expected=24.000000
predicted=26.789583, expected=12.000000
predicted=20.376081, expected=12.000000
predicted=18.531011, expected=20.000000
predicted=18.108078, expected=20.000000
predicted=16.456707, expected=12.000000
predicted=16.877830, expected=4.000000
predicted=13.916114, expected=4.000000
predicted=11.847832, expected=24.000000
predicted=13.190244, expected=4.000000
predicted=10.590504, expected=12.000000
predicted=10.709638, expected=16.000000
predicted=11.169321, expected=16.000000
predicted=11.549651, expected=8.000000
predicted=13.911794, expected=4.000000
predicted=10.320048, expected=28.000000
predicted=13.701631, expected=12.000000
predicted=13.075185, expected=36.000000
predicted=17.779137, expected=8.000000
predicted=16.817305, expected=8.000000
predicted=16.022260, expected=4.000000
predicted=16.736904, expected=8.000000
predicted=10.973937, expected=36.000000
predicted=16.334444, expected=32.000000
predicted=15.440587, expected=20.000000
predicted=18.968326, expected=12.000000
predicted=20.325587, expected=36.000000
predicted=23.480859, expected=12.000000
predicted=23.536851, expected=8.000000
predicted=20.454289, expected=24.000000
predicted=19.466989, expected=16.000000
predicted=16.241571, expected=48.000000
predicted=24.112854, expected=40.000000
predicted=24.983283, expected=24.000000
predicted=27.136116, expected=36.000000
predicted=33.171229, expected=4.000000
predicted=27.083791, expected=36.000000
predicted=31.044537, expected=20.000000
predicted=26.208391, expected=32.000000
predicted=24.459263, expected=12.000000
predicted=24.699251, expected=12.000000
predicted=18.959101, expected=12.000000
predicted=20.828499, expected=16.000000
predicted=16.154804, expected=8.000000
predicted=15.270824, expected=16.000000
predicted=12.777867, expected=20.000000
predicted=13.875073, expected=20.000000
predicted=14.996566, expected=12.000000
predicted=15.880572, expected=16.000000
predicted=15.600876, expected=4.000000
predicted=14.424701, expected=24.000000
predicted=15.660858, expected=4.000000
predicted=13.079071, expected=20.000000
predicted=13.248284, expected=16.000000
predicted=14.434640, expected=40.000000
predicted=17.141780, expected=32.000000
predicted=23.267233, expected=16.000000
predicted=21.842831, expected=24.000000
predicted=25.969836, expected=8.000000
predicted=21.777220, expected=28.000000
predicted=24.024621, expected=16.000000
predicted=20.535387, expected=28.000000
predicted=19.636960, expected=40.000000
predicted=24.648811, expected=48.000000
predicted=27.545169, expected=24.000000
predicted=31.689264, expected=24.000000
predicted=31.112570, expected=48.000000
predicted=35.140899, expected=32.000000
predicted=34.463433, expected=12.000000
predicted=32.155905, expected=8.000000
predicted=25.839705, expected=12.000000
predicted=21.206013, expected=20.000000
predicted=20.573405, expected=4.000000
predicted=14.354444, expected=16.000000
predicted=12.514792, expected=32.000000
predicted=15.266734, expected=44.000000
predicted=20.662918, expected=8.000000
predicted=21.713252, expected=16.000000
predicted=21.621119, expected=28.000000
predicted=23.738014, expected=4.000000
predicted=19.890246, expected=12.000000
predicted=19.497773, expected=16.000000
predicted=13.983256, expected=28.000000
predicted=16.047666, expected=8.000000
predicted=16.390443, expected=12.000000
predicted=14.086559, expected=28.000000
predicted=17.486374, expected=24.000000
predicted=18.085716, expected=12.000000
predicted=19.287219, expected=12.000000
predicted=17.000542, expected=8.000000
predicted=15.420389, expected=16.000000
predicted=15.851521, expected=32.000000
predicted=17.089238, expected=4.000000
predicted=13.801163, expected=24.000000
predicted=17.144564, expected=44.000000
predicted=21.428138, expected=28.000000
predicted=23.374968, expected=24.000000
predicted=27.872296, expected=12.000000
predicted=23.618820, expected=28.000000
predicted=25.738270, expected=40.000000
predicted=28.504091, expected=16.000000
predicted=24.194770, expected=24.000000
predicted=25.503963, expected=24.000000
predicted=24.124340, expected=4.000000
predicted=21.393668, expected=40.000000
predicted=25.179474, expected=20.000000
predicted=20.465533, expected=24.000000
predicted=22.614409, expected=8.000000
predicted=21.528099, expected=28.000000
predicted=19.865731, expected=24.000000
predicted=23.461481, expected=24.000000
predicted=20.923968, expected=28.000000
predicted=23.696483, expected=8.000000
predicted=19.856892, expected=8.000000
predicted=20.241273, expected=8.000000
predicted=16.305742, expected=40.000000
predicted=18.069637, expected=8.000000
predicted=16.221385, expected=12.000000
predicted=15.131975, expected=8.000000
predicted=15.087040, expected=8.000000
predicted=12.327916, expected=8.000000
predicted=13.885162, expected=40.000000
predicted=13.692157, expected=12.000000
predicted=14.311380, expected=8.000000
predicted=15.066449, expected=40.000000
predicted=20.528397, expected=8.000000
predicted=17.345726, expected=32.000000
predicted=24.069754, expected=16.000000
predicted=20.171486, expected=24.000000
predicted=20.328672, expected=32.000000
predicted=26.037068, expected=4.000000
predicted=18.757442, expected=24.000000
predicted=22.804330, expected=32.000000
predicted=21.496033, expected=12.000000
predicted=20.215166, expected=4.000000
predicted=19.490151, expected=12.000000
predicted=14.806000, expected=16.000000
predicted=15.153432, expected=20.000000
predicted=15.474573, expected=88.000000
predicted=25.637350, expected=8.000000
predicted=24.477287, expected=4.000000
predicted=27.729804, expected=28.000000
predicted=29.265139, expected=4.000000
predicted=20.896673, expected=4.000000
predicted=23.441510, expected=104.000000
predicted=25.157711, expected=4.000000
predicted=21.729751, expected=12.000000
predicted=30.771504, expected=12.000000
predicted=25.618247, expected=12.000000
predicted=19.315038, expected=36.000000
predicted=31.937227, expected=40.000000
predicted=18.364519, expected=24.000000
predicted=22.943975, expected=44.000000
predicted=29.004122, expected=16.000000
predicted=27.876675, expected=20.000000
predicted=30.419060, expected=28.000000
predicted=29.099445, expected=8.000000
predicted=22.129425, expected=24.000000
predicted=24.492474, expected=12.000000
predicted=17.588419, expected=20.000000
predicted=18.306955, expected=4.000000
predicted=16.685349, expected=20.000000
predicted=14.274276, expected=20.000000
predicted=16.489114, expected=4.000000
predicted=13.039106, expected=16.000000
predicted=15.058726, expected=8.000000
predicted=11.208222, expected=48.000000
predicted=18.664036, expected=20.000000
predicted=19.148978, expected=28.000000
predicted=21.306309, expected=16.000000
predicted=23.645427, expected=16.000000
predicted=21.455279, expected=12.000000
predicted=24.018914, expected=12.000000
predicted=16.879169, expected=12.000000
predicted=16.135806, expected=4.000000
predicted=11.920258, expected=16.000000
predicted=12.083493, expected=8.000000
predicted=10.304593, expected=16.000000
predicted=11.298050, expected=24.000000
predicted=13.417089, expected=16.000000
Test MSE: 221.751
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892])]
predicted=17.581180, expected=20.000000
predicted=14.383800, expected=28.000000
predicted=15.135154, expected=4.000000
predicted=11.710111, expected=24.000000
predicted=17.874902, expected=12.000000
predicted=18.250634, expected=20.000000
predicted=18.646186, expected=28.000000
predicted=20.190359, expected=12.000000
predicted=16.071631, expected=8.000000
predicted=15.578969, expected=4.000000
predicted=12.694042, expected=12.000000
predicted=14.569363, expected=4.000000
predicted=10.867548, expected=24.000000
predicted=12.361342, expected=24.000000
predicted=14.030211, expected=24.000000
predicted=16.037366, expected=8.000000
predicted=13.982936, expected=8.000000
predicted=14.034031, expected=8.000000
predicted=15.490436, expected=4.000000
predicted=12.295087, expected=24.000000
predicted=14.396866, expected=8.000000
predicted=9.809388, expected=20.000000
predicted=12.508038, expected=12.000000
predicted=12.116006, expected=16.000000
predicted=14.327173, expected=8.000000
predicted=13.658243, expected=16.000000
predicted=13.728154, expected=24.000000
predicted=17.237434, expected=24.000000
predicted=17.684860, expected=24.000000
predicted=18.774974, expected=20.000000
predicted=18.861357, expected=4.000000
predicted=16.559657, expected=28.000000
predicted=21.772551, expected=12.000000
predicted=18.576588, expected=8.000000
predicted=14.960418, expected=16.000000
predicted=14.362212, expected=16.000000
predicted=14.832579, expected=16.000000
predicted=16.149086, expected=12.000000
predicted=12.758278, expected=64.000000
predicted=27.408889, expected=24.000000
predicted=24.771358, expected=4.000000
predicted=18.637024, expected=20.000000
predicted=21.778290, expected=8.000000
predicted=22.109462, expected=4.000000
predicted=19.703647, expected=8.000000
predicted=10.759880, expected=40.000000
predicted=17.873645, expected=36.000000
predicted=21.778787, expected=36.000000
predicted=22.717656, expected=16.000000
predicted=20.768855, expected=24.000000
predicted=25.981439, expected=12.000000
predicted=26.010323, expected=4.000000
predicted=19.643807, expected=20.000000
predicted=19.191248, expected=24.000000
predicted=18.365417, expected=12.000000
predicted=15.505309, expected=12.000000
predicted=12.920901, expected=24.000000
predicted=16.987459, expected=12.000000
predicted=17.070635, expected=4.000000
predicted=12.998592, expected=12.000000
predicted=12.354197, expected=20.000000
predicted=15.405739, expected=24.000000
predicted=17.417619, expected=12.000000
predicted=13.167717, expected=24.000000
predicted=16.444262, expected=16.000000
predicted=17.740716, expected=20.000000
predicted=19.532032, expected=16.000000
predicted=18.178646, expected=20.000000
predicted=18.297220, expected=12.000000
predicted=17.228456, expected=16.000000
predicted=16.545244, expected=20.000000
predicted=17.820692, expected=8.000000
predicted=14.458831, expected=32.000000
predicted=19.745534, expected=8.000000
predicted=14.992413, expected=8.000000
predicted=14.050551, expected=24.000000
predicted=17.465525, expected=24.000000
predicted=18.920531, expected=8.000000
predicted=15.963510, expected=8.000000
predicted=11.839411, expected=16.000000
predicted=15.052901, expected=4.000000
predicted=13.331440, expected=4.000000
predicted=9.762439, expected=12.000000
predicted=9.077973, expected=12.000000
predicted=10.040884, expected=12.000000
predicted=10.187146, expected=40.000000
predicted=17.176376, expected=20.000000
predicted=16.889940, expected=8.000000
predicted=15.190552, expected=12.000000
predicted=15.928976, expected=16.000000
predicted=18.473972, expected=20.000000
predicted=20.233193, expected=12.000000
predicted=14.163600, expected=24.000000
predicted=16.135030, expected=4.000000
predicted=13.124950, expected=12.000000
predicted=14.236691, expected=4.000000
predicted=11.650643, expected=8.000000
predicted=10.717041, expected=16.000000
predicted=12.187581, expected=20.000000
predicted=11.978880, expected=52.000000
predicted=23.030357, expected=16.000000
predicted=18.236228, expected=4.000000
predicted=15.886601, expected=32.000000
predicted=24.114861, expected=8.000000
predicted=21.487665, expected=4.000000
predicted=17.764296, expected=4.000000
predicted=9.913660, expected=8.000000
predicted=10.374258, expected=12.000000
predicted=11.980074, expected=8.000000
predicted=7.311432, expected=40.000000
predicted=16.165458, expected=12.000000
predicted=13.484864, expected=36.000000
predicted=20.875601, expected=32.000000
predicted=23.948819, expected=16.000000
predicted=22.988424, expected=12.000000
predicted=22.453846, expected=12.000000
predicted=19.051073, expected=4.000000
predicted=17.450799, expected=24.000000
predicted=18.134573, expected=12.000000
predicted=13.394514, expected=20.000000
predicted=14.648648, expected=12.000000
predicted=13.256787, expected=20.000000
predicted=15.919886, expected=4.000000
predicted=13.807807, expected=8.000000
predicted=11.956797, expected=8.000000
predicted=11.602512, expected=12.000000
predicted=11.258619, expected=8.000000
predicted=9.794261, expected=8.000000
predicted=7.766641, expected=20.000000
predicted=11.854259, expected=8.000000
predicted=10.370212, expected=24.000000
predicted=14.535587, expected=12.000000
predicted=12.927166, expected=4.000000
predicted=11.315069, expected=12.000000
predicted=12.908214, expected=4.000000
predicted=10.147195, expected=36.000000
predicted=18.501197, expected=4.000000
predicted=10.944751, expected=4.000000
predicted=9.062786, expected=8.000000
predicted=10.351948, expected=8.000000
predicted=11.166645, expected=12.000000
predicted=12.367407, expected=48.000000
predicted=18.442972, expected=28.000000
predicted=19.255450, expected=4.000000
predicted=14.877463, expected=4.000000
predicted=14.224287, expected=4.000000
predicted=15.769741, expected=8.000000
predicted=16.469856, expected=16.000000
predicted=11.903279, expected=16.000000
predicted=9.536229, expected=12.000000
predicted=9.815944, expected=4.000000
predicted=8.625066, expected=12.000000
predicted=11.313491, expected=4.000000
predicted=10.111635, expected=16.000000
predicted=11.623500, expected=20.000000
predicted=12.524374, expected=4.000000
predicted=8.993047, expected=44.000000
predicted=19.882776, expected=20.000000
predicted=18.285803, expected=8.000000
predicted=16.817464, expected=20.000000
predicted=18.407001, expected=16.000000
predicted=18.900396, expected=64.000000
predicted=34.278173, expected=4.000000
predicted=19.451391, expected=4.000000
predicted=15.948545, expected=4.000000
predicted=16.074726, expected=20.000000
predicted=21.109694, expected=16.000000
predicted=19.286190, expected=8.000000
predicted=8.634435, expected=8.000000
predicted=9.018554, expected=32.000000
predicted=17.176025, expected=4.000000
predicted=13.666097, expected=12.000000
predicted=12.530321, expected=24.000000
predicted=15.538133, expected=20.000000
predicted=17.836259, expected=4.000000
predicted=14.074788, expected=24.000000
predicted=15.319344, expected=20.000000
predicted=18.107005, expected=24.000000
predicted=20.168201, expected=4.000000
predicted=13.824281, expected=8.000000
predicted=12.963303, expected=24.000000
predicted=18.653407, expected=20.000000
predicted=17.805539, expected=12.000000
predicted=14.494122, expected=44.000000
predicted=21.332602, expected=16.000000
predicted=20.168469, expected=8.000000
predicted=18.579356, expected=16.000000
predicted=18.367817, expected=28.000000
predicted=22.589802, expected=12.000000
predicted=20.085309, expected=24.000000
predicted=17.660642, expected=8.000000
predicted=14.690257, expected=16.000000
predicted=17.344479, expected=20.000000
predicted=18.421803, expected=8.000000
predicted=14.053187, expected=16.000000
predicted=15.210760, expected=20.000000
predicted=15.341790, expected=24.000000
predicted=18.418046, expected=4.000000
predicted=13.546049, expected=20.000000
predicted=15.534406, expected=16.000000
predicted=16.851375, expected=60.000000
predicted=29.005367, expected=12.000000
predicted=21.017942, expected=16.000000
predicted=19.285102, expected=16.000000
predicted=22.030781, expected=24.000000
predicted=25.286721, expected=16.000000
predicted=23.621366, expected=16.000000
predicted=16.260656, expected=28.000000
predicted=20.326478, expected=24.000000
predicted=21.277109, expected=4.000000
predicted=16.555796, expected=68.000000
predicted=30.792033, expected=64.000000
predicted=38.242118, expected=16.000000
predicted=30.677098, expected=24.000000
predicted=30.366362, expected=20.000000
predicted=31.630093, expected=20.000000
predicted=35.403835, expected=12.000000
predicted=24.811578, expected=60.000000
predicted=29.823130, expected=40.000000
predicted=30.712337, expected=32.000000
predicted=29.822463, expected=16.000000
predicted=27.056205, expected=20.000000
predicted=28.872070, expected=40.000000
predicted=36.738236, expected=20.000000
predicted=27.543353, expected=24.000000
predicted=24.827697, expected=12.000000
predicted=20.403699, expected=12.000000
predicted=20.525571, expected=20.000000
predicted=21.790251, expected=8.000000
predicted=15.307903, expected=20.000000
predicted=16.554955, expected=4.000000
predicted=11.477711, expected=20.000000
predicted=14.813599, expected=16.000000
predicted=14.947048, expected=20.000000
predicted=15.281790, expected=8.000000
predicted=13.518072, expected=16.000000
predicted=14.032884, expected=20.000000
predicted=17.325576, expected=20.000000
predicted=17.216125, expected=16.000000
predicted=16.321897, expected=8.000000
predicted=13.484821, expected=8.000000
predicted=13.883485, expected=4.000000
predicted=11.937283, expected=36.000000
predicted=18.417395, expected=12.000000
predicted=13.799743, expected=8.000000
predicted=11.290426, expected=36.000000
predicted=19.219104, expected=12.000000
predicted=17.560141, expected=8.000000
predicted=17.245261, expected=20.000000
predicted=16.165457, expected=16.000000
predicted=17.050464, expected=12.000000
predicted=16.945864, expected=16.000000
predicted=13.957890, expected=4.000000
predicted=11.554637, expected=4.000000
predicted=11.169771, expected=12.000000
predicted=11.083875, expected=20.000000
predicted=12.761367, expected=4.000000
predicted=9.120460, expected=20.000000
predicted=11.348334, expected=16.000000
predicted=12.920455, expected=12.000000
predicted=13.760139, expected=48.000000
predicted=23.320271, expected=4.000000
predicted=15.372912, expected=4.000000
predicted=15.213744, expected=12.000000
predicted=15.334879, expected=24.000000
predicted=19.249374, expected=16.000000
predicted=18.280507, expected=16.000000
predicted=12.398901, expected=4.000000
predicted=11.125579, expected=8.000000
predicted=12.852732, expected=4.000000
predicted=11.481027, expected=28.000000
predicted=14.969764, expected=24.000000
predicted=15.202952, expected=44.000000
predicted=21.183694, expected=100.000000
predicted=42.702447, expected=40.000000
predicted=38.931143, expected=36.000000
predicted=42.337285, expected=16.000000
predicted=38.581128, expected=60.000000
predicted=52.543513, expected=56.000000
predicted=53.757558, expected=44.000000
predicted=41.832461, expected=28.000000
predicted=37.179698, expected=20.000000
predicted=34.993883, expected=16.000000
predicted=35.680901, expected=8.000000
predicted=26.938384, expected=32.000000
predicted=26.473437, expected=12.000000
predicted=18.751786, expected=24.000000
predicted=19.124249, expected=16.000000
predicted=17.439301, expected=12.000000
predicted=16.657957, expected=24.000000
predicted=20.635745, expected=28.000000
predicted=20.717419, expected=4.000000
predicted=15.982613, expected=4.000000
predicted=12.736499, expected=20.000000
predicted=16.331145, expected=20.000000
predicted=17.933404, expected=4.000000
predicted=11.922328, expected=24.000000
predicted=13.636824, expected=28.000000
predicted=18.305683, expected=16.000000
predicted=18.279451, expected=12.000000
predicted=16.025311, expected=8.000000
predicted=14.194028, expected=8.000000
predicted=15.426420, expected=12.000000
predicted=14.184865, expected=44.000000
predicted=20.638728, expected=8.000000
predicted=14.046787, expected=16.000000
predicted=15.028410, expected=12.000000
predicted=15.729352, expected=12.000000
predicted=17.232618, expected=12.000000
predicted=17.080147, expected=16.000000
predicted=13.100350, expected=16.000000
predicted=14.297620, expected=4.000000
predicted=10.747937, expected=20.000000
predicted=14.121828, expected=8.000000
predicted=12.208861, expected=32.000000
predicted=18.186667, expected=60.000000
predicted=28.205512, expected=92.000000
predicted=43.783380, expected=68.000000
predicted=48.621825, expected=44.000000
predicted=47.359786, expected=92.000000
predicted=68.280817, expected=108.000000
predicted=83.203075, expected=28.000000
predicted=65.132687, expected=16.000000
predicted=52.043912, expected=76.000000
predicted=64.930873, expected=40.000000
predicted=57.693263, expected=28.000000
predicted=46.164776, expected=88.000000
predicted=52.733744, expected=1216.000000
predicted=628.133018, expected=48.000000
predicted=206.568495, expected=16.000000
predicted=317.030163, expected=32.000000
predicted=593.822269, expected=28.000000
predicted=384.230886, expected=28.000000
predicted=679.943256, expected=48.000000
predicted=35.346010, expected=20.000000
predicted=27.160359, expected=72.000000
predicted=41.207073, expected=20.000000
predicted=34.189408, expected=20.000000
predicted=33.208801, expected=4.000000
predicted=30.488470, expected=24.000000
predicted=25.500376, expected=20.000000
predicted=26.826290, expected=4.000000
predicted=13.940688, expected=24.000000
predicted=17.556994, expected=36.000000
predicted=19.526838, expected=24.000000
predicted=21.393522, expected=16.000000
predicted=20.800518, expected=24.000000
predicted=21.769571, expected=8.000000
predicted=20.492910, expected=12.000000
predicted=19.692424, expected=24.000000
predicted=18.895487, expected=40.000000
predicted=21.589501, expected=20.000000
predicted=20.898272, expected=16.000000
predicted=19.899273, expected=36.000000
predicted=26.048084, expected=148.000000
predicted=54.893064, expected=4.000000
predicted=37.936855, expected=32.000000
predicted=43.609065, expected=92.000000
predicted=60.642394, expected=48.000000
predicted=53.653772, expected=24.000000
predicted=58.193635, expected=28.000000
predicted=39.070029, expected=52.000000
predicted=45.435585, expected=40.000000
predicted=46.397227, expected=16.000000
predicted=33.489416, expected=16.000000
predicted=29.436135, expected=20.000000
predicted=27.922587, expected=12.000000
predicted=24.591015, expected=44.000000
predicted=26.700514, expected=16.000000
predicted=19.619844, expected=20.000000
predicted=21.248677, expected=48.000000
predicted=29.328089, expected=24.000000
predicted=25.428205, expected=28.000000
predicted=30.458854, expected=8.000000
predicted=23.375468, expected=4.000000
predicted=20.316347, expected=24.000000
predicted=23.606360, expected=20.000000
predicted=17.345836, expected=12.000000
predicted=15.629384, expected=8.000000
predicted=12.880637, expected=4.000000
predicted=11.254017, expected=24.000000
predicted=16.127596, expected=16.000000
predicted=13.713654, expected=16.000000
predicted=13.384277, expected=8.000000
predicted=12.733057, expected=16.000000
predicted=13.978062, expected=4.000000
predicted=13.202229, expected=4.000000
Test MSE: 7139.380
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904])]
predicted=79.016895, expected=68.000000
predicted=70.824261, expected=56.000000
predicted=63.086950, expected=72.000000
predicted=70.998183, expected=56.000000
predicted=86.943404, expected=56.000000
predicted=73.410295, expected=84.000000
predicted=69.032500, expected=80.000000
predicted=68.409618, expected=52.000000
predicted=64.579805, expected=84.000000
predicted=67.752476, expected=68.000000
predicted=67.634207, expected=52.000000
predicted=69.867512, expected=36.000000
predicted=59.040619, expected=84.000000
predicted=65.031163, expected=116.000000
predicted=85.323548, expected=80.000000
predicted=73.859261, expected=56.000000
predicted=61.565453, expected=68.000000
predicted=63.338224, expected=44.000000
predicted=71.743232, expected=44.000000
predicted=73.394336, expected=60.000000
predicted=62.861850, expected=152.000000
predicted=85.266908, expected=40.000000
predicted=63.216494, expected=116.000000
predicted=74.890132, expected=68.000000
predicted=68.602593, expected=28.000000
predicted=66.806617, expected=44.000000
predicted=81.874304, expected=56.000000
predicted=55.827018, expected=72.000000
predicted=77.828025, expected=76.000000
predicted=62.896940, expected=60.000000
predicted=50.513504, expected=48.000000
predicted=52.969214, expected=60.000000
predicted=59.913088, expected=32.000000
predicted=56.277654, expected=128.000000
predicted=80.995926, expected=96.000000
predicted=74.556387, expected=84.000000
predicted=71.306617, expected=48.000000
predicted=62.832090, expected=52.000000
predicted=60.838313, expected=24.000000
predicted=74.650940, expected=56.000000
predicted=67.335534, expected=52.000000
predicted=59.432161, expected=88.000000
predicted=59.881360, expected=76.000000
predicted=59.913407, expected=32.000000
predicted=43.365882, expected=72.000000
predicted=61.022291, expected=80.000000
predicted=67.229065, expected=72.000000
predicted=75.714040, expected=96.000000
predicted=75.767421, expected=96.000000
predicted=70.063452, expected=80.000000
predicted=80.148442, expected=16.000000
predicted=61.998428, expected=60.000000
predicted=67.175304, expected=56.000000
predicted=72.286587, expected=36.000000
predicted=63.043132, expected=52.000000
predicted=54.839280, expected=96.000000
predicted=53.910867, expected=44.000000
predicted=56.466857, expected=60.000000
predicted=56.204364, expected=52.000000
predicted=50.040607, expected=20.000000
predicted=47.953617, expected=32.000000
predicted=55.324781, expected=92.000000
predicted=57.425514, expected=104.000000
predicted=70.939287, expected=72.000000
predicted=61.765122, expected=72.000000
predicted=54.573071, expected=36.000000
predicted=53.056359, expected=32.000000
predicted=65.987713, expected=60.000000
predicted=70.834686, expected=60.000000
predicted=61.328073, expected=60.000000
predicted=58.847332, expected=76.000000
predicted=53.699223, expected=28.000000
predicted=43.177087, expected=60.000000
predicted=57.525379, expected=28.000000
predicted=48.589546, expected=52.000000
predicted=53.738056, expected=80.000000
predicted=63.373397, expected=72.000000
predicted=53.100072, expected=72.000000
predicted=61.989009, expected=76.000000
predicted=57.287286, expected=28.000000
predicted=53.758147, expected=20.000000
predicted=53.886373, expected=44.000000
predicted=54.067172, expected=52.000000
predicted=56.190859, expected=64.000000
predicted=57.459871, expected=72.000000
predicted=47.242720, expected=40.000000
predicted=40.345829, expected=80.000000
predicted=58.821205, expected=52.000000
predicted=56.858215, expected=80.000000
predicted=68.201076, expected=88.000000
predicted=72.547260, expected=108.000000
predicted=75.124667, expected=56.000000
predicted=73.084929, expected=40.000000
predicted=58.872139, expected=68.000000
predicted=72.476432, expected=48.000000
predicted=70.159781, expected=56.000000
predicted=71.334599, expected=84.000000
predicted=62.488918, expected=76.000000
predicted=61.186390, expected=56.000000
predicted=63.261692, expected=48.000000
predicted=54.224753, expected=80.000000
predicted=66.996179, expected=28.000000
predicted=60.808199, expected=44.000000
predicted=56.761445, expected=76.000000
predicted=58.747243, expected=104.000000
predicted=70.561810, expected=44.000000
predicted=62.754944, expected=92.000000
predicted=60.291162, expected=84.000000
predicted=69.203903, expected=52.000000
predicted=72.264147, expected=36.000000
predicted=67.743854, expected=136.000000
predicted=79.753418, expected=112.000000
predicted=94.757613, expected=64.000000
predicted=78.401459, expected=40.000000
predicted=58.405304, expected=60.000000
predicted=62.986563, expected=68.000000
predicted=91.290979, expected=64.000000
predicted=77.523905, expected=76.000000
predicted=64.819276, expected=92.000000
predicted=66.017071, expected=48.000000
predicted=62.243740, expected=28.000000
predicted=55.581185, expected=84.000000
predicted=68.202735, expected=64.000000
predicted=68.942726, expected=84.000000
predicted=76.219148, expected=88.000000
predicted=65.506624, expected=92.000000
predicted=67.656448, expected=44.000000
predicted=70.610139, expected=80.000000
predicted=73.013535, expected=92.000000
predicted=83.647204, expected=40.000000
predicted=70.415227, expected=68.000000
predicted=72.742688, expected=88.000000
predicted=67.010434, expected=136.000000
predicted=95.517541, expected=104.000000
predicted=92.311499, expected=36.000000
predicted=60.161566, expected=52.000000
predicted=70.034099, expected=84.000000
predicted=85.523665, expected=76.000000
predicted=94.091792, expected=120.000000
predicted=92.598181, expected=76.000000
predicted=65.533665, expected=60.000000
predicted=68.084886, expected=56.000000
predicted=73.890177, expected=52.000000
predicted=70.406871, expected=16.000000
predicted=66.092781, expected=92.000000
predicted=69.287284, expected=56.000000
predicted=57.269312, expected=100.000000
predicted=68.979419, expected=60.000000
predicted=58.468744, expected=36.000000
predicted=45.265179, expected=28.000000
predicted=60.183781, expected=48.000000
predicted=54.260104, expected=40.000000
predicted=60.951176, expected=72.000000
predicted=55.382018, expected=68.000000
predicted=49.712508, expected=72.000000
predicted=52.343641, expected=44.000000
predicted=51.589216, expected=40.000000
predicted=48.552965, expected=32.000000
predicted=53.474294, expected=60.000000
predicted=58.110785, expected=76.000000
predicted=63.139061, expected=100.000000
predicted=64.496040, expected=64.000000
predicted=56.987843, expected=40.000000
predicted=49.435452, expected=20.000000
predicted=50.385381, expected=60.000000
predicted=64.189467, expected=72.000000
predicted=72.448657, expected=68.000000
predicted=59.770895, expected=76.000000
predicted=55.496359, expected=116.000000
predicted=67.528264, expected=84.000000
predicted=76.520412, expected=72.000000
predicted=76.540112, expected=68.000000
predicted=73.927478, expected=32.000000
predicted=66.247210, expected=72.000000
predicted=82.933099, expected=144.000000
predicted=94.788709, expected=96.000000
predicted=83.675653, expected=56.000000
predicted=69.240988, expected=24.000000
predicted=49.251787, expected=32.000000
predicted=63.430377, expected=80.000000
predicted=91.874193, expected=100.000000
predicted=81.043512, expected=104.000000
predicted=71.743698, expected=84.000000
predicted=61.225526, expected=68.000000
predicted=64.143947, expected=48.000000
predicted=72.997543, expected=20.000000
predicted=66.493261, expected=48.000000
predicted=68.805472, expected=68.000000
predicted=66.153255, expected=112.000000
predicted=74.845236, expected=48.000000
predicted=52.588996, expected=72.000000
predicted=52.330553, expected=64.000000
predicted=62.028634, expected=32.000000
predicted=60.267064, expected=76.000000
predicted=78.764373, expected=32.000000
predicted=48.441657, expected=92.000000
predicted=70.674322, expected=44.000000
predicted=55.291311, expected=40.000000
predicted=45.289254, expected=88.000000
predicted=69.159881, expected=56.000000
predicted=53.916289, expected=48.000000
predicted=64.989286, expected=100.000000
predicted=64.937337, expected=112.000000
predicted=76.059108, expected=104.000000
predicted=90.027166, expected=44.000000
predicted=63.291077, expected=56.000000
predicted=64.723482, expected=36.000000
predicted=72.848053, expected=104.000000
predicted=92.015361, expected=60.000000
predicted=74.821874, expected=76.000000
predicted=60.861365, expected=52.000000
predicted=57.882557, expected=60.000000
predicted=57.775627, expected=68.000000
predicted=77.100339, expected=92.000000
predicted=72.127284, expected=48.000000
predicted=64.366486, expected=104.000000
predicted=72.553705, expected=92.000000
predicted=76.806076, expected=76.000000
predicted=77.157700, expected=72.000000
predicted=79.619064, expected=132.000000
predicted=88.237781, expected=56.000000
predicted=86.499319, expected=68.000000
predicted=80.477554, expected=52.000000
predicted=69.649913, expected=44.000000
predicted=66.760870, expected=40.000000
predicted=74.936054, expected=72.000000
predicted=59.375889, expected=44.000000
predicted=55.315365, expected=84.000000
predicted=60.658078, expected=64.000000
predicted=55.863008, expected=88.000000
predicted=64.528651, expected=40.000000
predicted=60.826709, expected=32.000000
predicted=48.873713, expected=32.000000
predicted=56.944761, expected=16.000000
predicted=44.223439, expected=76.000000
predicted=62.931329, expected=76.000000
predicted=51.774439, expected=64.000000
predicted=48.678738, expected=52.000000
predicted=45.831903, expected=52.000000
predicted=45.401753, expected=40.000000
predicted=59.555626, expected=40.000000
predicted=56.025853, expected=60.000000
predicted=56.107663, expected=96.000000
predicted=64.830128, expected=92.000000
predicted=67.595942, expected=44.000000
predicted=52.084681, expected=36.000000
predicted=48.829530, expected=40.000000
predicted=56.245889, expected=36.000000
predicted=62.892765, expected=52.000000
predicted=60.359115, expected=52.000000
predicted=45.467899, expected=40.000000
predicted=40.418572, expected=40.000000
predicted=41.038398, expected=40.000000
predicted=40.721674, expected=40.000000
predicted=45.137794, expected=48.000000
predicted=46.266732, expected=124.000000
predicted=67.114220, expected=64.000000
predicted=57.052766, expected=68.000000
predicted=57.750799, expected=68.000000
predicted=59.938433, expected=60.000000
predicted=65.037016, expected=48.000000
predicted=78.658588, expected=60.000000
predicted=61.351600, expected=76.000000
predicted=67.606202, expected=56.000000
predicted=62.192844, expected=52.000000
predicted=56.731343, expected=40.000000
predicted=49.613125, expected=56.000000
predicted=57.455243, expected=60.000000
predicted=62.262103, expected=96.000000
predicted=67.381748, expected=44.000000
predicted=53.631223, expected=100.000000
predicted=66.205579, expected=56.000000
predicted=63.117447, expected=48.000000
predicted=61.562304, expected=48.000000
predicted=67.235645, expected=40.000000
predicted=50.527707, expected=48.000000
predicted=64.878770, expected=96.000000
predicted=64.960874, expected=76.000000
predicted=61.426900, expected=56.000000
predicted=55.946688, expected=36.000000
predicted=47.532671, expected=60.000000
predicted=58.225697, expected=44.000000
predicted=66.570809, expected=32.000000
predicted=52.507894, expected=40.000000
predicted=45.372709, expected=76.000000
predicted=51.806824, expected=72.000000
predicted=60.314144, expected=92.000000
predicted=62.690420, expected=88.000000
predicted=62.807537, expected=64.000000
predicted=62.583686, expected=68.000000
predicted=73.576989, expected=80.000000
predicted=76.789992, expected=68.000000
predicted=79.078022, expected=56.000000
predicted=71.072886, expected=28.000000
predicted=53.450467, expected=72.000000
predicted=65.283689, expected=40.000000
predicted=59.813949, expected=68.000000
predicted=61.030137, expected=80.000000
predicted=61.611624, expected=88.000000
predicted=61.089362, expected=44.000000
predicted=61.614068, expected=76.000000
predicted=60.849696, expected=64.000000
predicted=68.573406, expected=24.000000
predicted=58.676438, expected=72.000000
predicted=68.454695, expected=104.000000
predicted=69.300481, expected=96.000000
predicted=80.230681, expected=48.000000
predicted=61.328232, expected=120.000000
predicted=72.654110, expected=68.000000
predicted=79.362771, expected=44.000000
predicted=77.660997, expected=84.000000
predicted=81.017664, expected=56.000000
predicted=63.163776, expected=56.000000
predicted=79.498512, expected=52.000000
predicted=59.184053, expected=64.000000
predicted=57.069369, expected=88.000000
predicted=75.725659, expected=52.000000
predicted=58.467422, expected=56.000000
predicted=57.955285, expected=108.000000
predicted=73.735992, expected=136.000000
predicted=92.689396, expected=52.000000
predicted=77.142348, expected=48.000000
predicted=61.384449, expected=64.000000
predicted=68.656913, expected=28.000000
predicted=72.537343, expected=40.000000
predicted=73.531604, expected=52.000000
predicted=49.185251, expected=84.000000
predicted=59.435320, expected=80.000000
predicted=64.730053, expected=36.000000
predicted=43.122884, expected=56.000000
predicted=52.000380, expected=24.000000
predicted=47.568647, expected=72.000000
predicted=67.791895, expected=96.000000
predicted=73.543653, expected=140.000000
predicted=79.476131, expected=68.000000
predicted=69.357366, expected=64.000000
predicted=59.991650, expected=44.000000
predicted=69.240671, expected=44.000000
predicted=74.200585, expected=44.000000
predicted=79.151926, expected=80.000000
predicted=65.365493, expected=120.000000
predicted=78.752704, expected=48.000000
predicted=55.854659, expected=36.000000
predicted=49.770883, expected=36.000000
predicted=49.878423, expected=44.000000
predicted=62.556721, expected=44.000000
predicted=68.037468, expected=104.000000
predicted=63.092032, expected=132.000000
predicted=75.271325, expected=72.000000
predicted=63.821362, expected=56.000000
predicted=61.133639, expected=80.000000
predicted=71.142223, expected=52.000000
predicted=81.848700, expected=48.000000
predicted=81.323245, expected=76.000000
predicted=68.222415, expected=60.000000
predicted=60.849658, expected=40.000000
predicted=59.534936, expected=44.000000
predicted=49.894488, expected=28.000000
predicted=44.019087, expected=40.000000
predicted=52.772480, expected=32.000000
predicted=43.215255, expected=52.000000
predicted=42.498554, expected=100.000000
predicted=60.210878, expected=48.000000
predicted=45.083184, expected=48.000000
predicted=47.732576, expected=68.000000
predicted=53.112166, expected=48.000000
predicted=56.530318, expected=56.000000
predicted=69.081510, expected=56.000000
predicted=52.689048, expected=88.000000
predicted=64.372757, expected=44.000000
predicted=58.465183, expected=20.000000
predicted=42.678403, expected=56.000000
predicted=53.513235, expected=16.000000
predicted=42.592479, expected=68.000000
predicted=62.438200, expected=56.000000
predicted=46.544259, expected=60.000000
predicted=43.549778, expected=56.000000
predicted=53.036612, expected=76.000000
predicted=50.807003, expected=52.000000
predicted=60.916917, expected=64.000000
predicted=59.977964, expected=44.000000
predicted=55.233873, expected=100.000000
predicted=71.243789, expected=100.000000
predicted=80.661444, expected=64.000000
predicted=65.068511, expected=36.000000
predicted=57.938590, expected=48.000000
predicted=55.426482, expected=44.000000
predicted=69.171590, expected=44.000000
predicted=63.981488, expected=56.000000
predicted=53.796287, expected=64.000000
predicted=49.433898, expected=56.000000
predicted=52.073234, expected=44.000000
predicted=47.434307, expected=52.000000
predicted=49.971267, expected=36.000000
predicted=48.880671, expected=52.000000
predicted=53.996688, expected=100.000000
predicted=66.876086, expected=60.000000
predicted=55.769213, expected=60.000000
predicted=57.275076, expected=48.000000
predicted=50.080653, expected=40.000000
predicted=53.582142, expected=20.000000
predicted=57.016813, expected=24.000000
predicted=41.628799, expected=84.000000
predicted=58.472873, expected=100.000000
predicted=64.187623, expected=40.000000
predicted=46.120975, expected=56.000000
predicted=44.409006, expected=52.000000
predicted=48.774590, expected=52.000000
Test MSE: 656.298
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984])]
predicted=16.430275, expected=8.000000
predicted=14.465381, expected=4.000000
predicted=11.848448, expected=16.000000
predicted=8.776101, expected=20.000000
predicted=11.306939, expected=16.000000
predicted=13.464877, expected=12.000000
predicted=12.821189, expected=4.000000
predicted=12.452285, expected=12.000000
predicted=13.164105, expected=12.000000
predicted=12.410483, expected=16.000000
predicted=11.920967, expected=16.000000
predicted=11.821029, expected=8.000000
predicted=11.794781, expected=16.000000
predicted=13.149958, expected=8.000000
predicted=12.822219, expected=16.000000
predicted=13.268044, expected=12.000000
predicted=12.459651, expected=12.000000
predicted=12.311659, expected=16.000000
predicted=12.993805, expected=16.000000
predicted=13.482978, expected=12.000000
predicted=14.111525, expected=12.000000
predicted=13.365045, expected=16.000000
predicted=13.910535, expected=4.000000
predicted=13.010114, expected=4.000000
predicted=10.706937, expected=8.000000
predicted=9.010290, expected=4.000000
predicted=8.148863, expected=16.000000
predicted=8.134374, expected=8.000000
predicted=7.427897, expected=8.000000
predicted=8.301815, expected=28.000000
predicted=11.195367, expected=12.000000
predicted=13.296720, expected=16.000000
predicted=14.826357, expected=4.000000
predicted=12.754834, expected=12.000000
predicted=13.645386, expected=12.000000
predicted=13.425766, expected=8.000000
predicted=10.993487, expected=4.000000
predicted=9.200628, expected=12.000000
predicted=8.541036, expected=4.000000
predicted=8.777844, expected=8.000000
predicted=7.943437, expected=8.000000
predicted=7.081550, expected=4.000000
predicted=6.996640, expected=4.000000
predicted=6.490383, expected=4.000000
predicted=5.320996, expected=8.000000
predicted=5.848217, expected=12.000000
predicted=6.423125, expected=12.000000
predicted=7.373652, expected=12.000000
predicted=8.737585, expected=8.000000
predicted=9.536309, expected=4.000000
predicted=9.538220, expected=4.000000
predicted=8.589449, expected=12.000000
predicted=8.344202, expected=12.000000
predicted=8.536164, expected=8.000000
predicted=8.155797, expected=12.000000
predicted=8.564066, expected=12.000000
predicted=10.081699, expected=20.000000
predicted=12.511234, expected=8.000000
predicted=12.240987, expected=4.000000
predicted=11.047858, expected=12.000000
predicted=10.915664, expected=20.000000
predicted=12.502628, expected=12.000000
predicted=12.728955, expected=4.000000
predicted=10.312987, expected=16.000000
predicted=11.094408, expected=16.000000
predicted=13.312074, expected=4.000000
predicted=12.340119, expected=20.000000
predicted=11.450994, expected=4.000000
predicted=11.117830, expected=16.000000
predicted=12.641171, expected=8.000000
predicted=11.003605, expected=4.000000
predicted=10.030396, expected=4.000000
predicted=8.866064, expected=4.000000
predicted=6.835088, expected=16.000000
predicted=8.097387, expected=8.000000
predicted=7.396913, expected=16.000000
predicted=8.660792, expected=16.000000
predicted=10.523169, expected=8.000000
predicted=11.977409, expected=4.000000
predicted=11.313656, expected=8.000000
predicted=9.937038, expected=8.000000
predicted=9.883671, expected=8.000000
predicted=8.526286, expected=4.000000
predicted=6.677069, expected=4.000000
predicted=6.085552, expected=4.000000
predicted=5.901716, expected=12.000000
predicted=6.404165, expected=4.000000
predicted=6.081680, expected=8.000000
predicted=6.034921, expected=4.000000
predicted=5.955994, expected=16.000000
predicted=7.887219, expected=8.000000
predicted=8.592940, expected=20.000000
predicted=9.965442, expected=12.000000
predicted=11.331851, expected=4.000000
predicted=11.396093, expected=8.000000
predicted=10.946640, expected=4.000000
predicted=9.539369, expected=16.000000
predicted=10.191372, expected=4.000000
predicted=8.046671, expected=4.000000
predicted=6.983077, expected=4.000000
predicted=6.368972, expected=16.000000
predicted=7.888399, expected=4.000000
predicted=8.008016, expected=4.000000
predicted=6.226214, expected=8.000000
predicted=6.362156, expected=12.000000
predicted=8.102444, expected=8.000000
predicted=8.530052, expected=20.000000
predicted=9.067591, expected=8.000000
predicted=10.342774, expected=8.000000
predicted=10.993896, expected=12.000000
predicted=10.952562, expected=8.000000
predicted=11.012112, expected=12.000000
predicted=11.014566, expected=24.000000
predicted=11.572856, expected=4.000000
predicted=12.026172, expected=4.000000
predicted=10.877949, expected=4.000000
predicted=9.112073, expected=16.000000
predicted=10.547102, expected=4.000000
predicted=9.176747, expected=12.000000
predicted=7.317931, expected=4.000000
predicted=7.358615, expected=8.000000
predicted=8.264623, expected=8.000000
predicted=8.267559, expected=8.000000
predicted=7.535426, expected=8.000000
predicted=7.817586, expected=16.000000
predicted=8.497478, expected=8.000000
predicted=9.525216, expected=4.000000
predicted=8.936809, expected=16.000000
predicted=9.544114, expected=8.000000
predicted=10.268347, expected=4.000000
predicted=9.495961, expected=4.000000
predicted=7.158495, expected=12.000000
predicted=7.924479, expected=8.000000
predicted=8.545914, expected=8.000000
predicted=7.370380, expected=4.000000
predicted=6.728400, expected=8.000000
predicted=7.383312, expected=8.000000
predicted=7.815931, expected=4.000000
predicted=6.817711, expected=20.000000
predicted=8.106638, expected=16.000000
predicted=10.047265, expected=16.000000
predicted=12.258695, expected=4.000000
predicted=11.583653, expected=4.000000
predicted=11.066433, expected=8.000000
predicted=10.957026, expected=12.000000
predicted=9.839213, expected=8.000000
predicted=8.552625, expected=4.000000
predicted=6.848783, expected=12.000000
predicted=7.808121, expected=8.000000
predicted=8.752210, expected=4.000000
predicted=8.145502, expected=8.000000
predicted=7.091596, expected=16.000000
predicted=8.504282, expected=8.000000
predicted=9.475432, expected=12.000000
predicted=9.288088, expected=28.000000
predicted=12.173413, expected=8.000000
predicted=14.050038, expected=16.000000
predicted=14.642209, expected=4.000000
predicted=12.817905, expected=8.000000
predicted=13.034759, expected=12.000000
predicted=11.937398, expected=16.000000
predicted=10.728997, expected=20.000000
predicted=12.349872, expected=16.000000
predicted=12.922968, expected=4.000000
predicted=13.179787, expected=16.000000
predicted=13.747442, expected=4.000000
predicted=12.870103, expected=8.000000
predicted=11.353323, expected=8.000000
predicted=8.893162, expected=28.000000
predicted=11.023018, expected=24.000000
predicted=14.496790, expected=4.000000
predicted=13.611610, expected=4.000000
predicted=12.716580, expected=8.000000
predicted=12.707687, expected=16.000000
predicted=13.717633, expected=4.000000
predicted=9.917892, expected=4.000000
predicted=6.812500, expected=8.000000
predicted=7.149654, expected=4.000000
predicted=7.562622, expected=12.000000
predicted=7.580080, expected=8.000000
predicted=6.671330, expected=40.000000
predicted=12.022565, expected=4.000000
predicted=13.443120, expected=8.000000
predicted=13.297322, expected=4.000000
predicted=12.296227, expected=8.000000
predicted=12.616671, expected=8.000000
predicted=11.201538, expected=8.000000
predicted=6.778761, expected=4.000000
predicted=6.677546, expected=8.000000
predicted=6.635310, expected=12.000000
predicted=7.814459, expected=16.000000
predicted=9.251406, expected=12.000000
predicted=10.064373, expected=20.000000
predicted=11.947975, expected=20.000000
predicted=14.713308, expected=16.000000
predicted=16.315406, expected=8.000000
predicted=15.495982, expected=12.000000
predicted=14.701942, expected=8.000000
predicted=13.976807, expected=12.000000
predicted=12.514778, expected=12.000000
predicted=11.107883, expected=20.000000
predicted=11.932239, expected=8.000000
predicted=12.232389, expected=12.000000
predicted=12.107923, expected=4.000000
predicted=11.386037, expected=12.000000
predicted=11.321095, expected=16.000000
predicted=11.537664, expected=16.000000
predicted=11.508005, expected=8.000000
predicted=11.443093, expected=12.000000
predicted=11.409411, expected=24.000000
predicted=14.342694, expected=24.000000
predicted=16.712036, expected=16.000000
predicted=16.887052, expected=28.000000
predicted=18.528796, expected=4.000000
predicted=18.778450, expected=8.000000
predicted=17.415833, expected=16.000000
predicted=15.336620, expected=12.000000
predicted=14.360684, expected=8.000000
predicted=12.412968, expected=4.000000
predicted=8.802425, expected=8.000000
predicted=9.320706, expected=16.000000
predicted=10.311508, expected=8.000000
predicted=9.482102, expected=12.000000
predicted=9.272586, expected=16.000000
predicted=10.560202, expected=4.000000
predicted=11.164286, expected=12.000000
predicted=11.037982, expected=4.000000
predicted=9.438653, expected=8.000000
predicted=9.394207, expected=20.000000
predicted=10.008363, expected=4.000000
predicted=9.268402, expected=4.000000
predicted=8.685028, expected=4.000000
predicted=7.192390, expected=4.000000
predicted=7.540633, expected=16.000000
predicted=8.015625, expected=8.000000
predicted=6.839922, expected=12.000000
predicted=8.065878, expected=12.000000
predicted=9.223398, expected=16.000000
predicted=11.540902, expected=12.000000
predicted=12.603039, expected=4.000000
predicted=11.008280, expected=8.000000
predicted=10.511401, expected=4.000000
predicted=9.378124, expected=4.000000
predicted=7.935914, expected=16.000000
predicted=7.467643, expected=8.000000
predicted=7.597445, expected=12.000000
predicted=8.656570, expected=16.000000
predicted=9.798640, expected=24.000000
predicted=13.474804, expected=8.000000
predicted=14.302140, expected=4.000000
predicted=12.308331, expected=16.000000
predicted=12.912648, expected=12.000000
predicted=13.503662, expected=4.000000
predicted=11.337151, expected=8.000000
predicted=8.453043, expected=8.000000
predicted=8.782139, expected=4.000000
predicted=8.686755, expected=16.000000
predicted=8.209961, expected=16.000000
predicted=9.355606, expected=8.000000
predicted=10.365615, expected=4.000000
predicted=9.372081, expected=12.000000
predicted=9.944119, expected=8.000000
predicted=10.658560, expected=12.000000
predicted=9.840793, expected=8.000000
predicted=8.627703, expected=8.000000
predicted=8.881768, expected=16.000000
predicted=10.339055, expected=8.000000
predicted=10.254329, expected=8.000000
predicted=10.036449, expected=4.000000
predicted=8.649908, expected=4.000000
predicted=8.133101, expected=16.000000
predicted=8.803795, expected=12.000000
predicted=8.734418, expected=4.000000
predicted=8.273408, expected=8.000000
predicted=7.874950, expected=12.000000
predicted=9.359694, expected=8.000000
predicted=10.029518, expected=16.000000
predicted=9.709714, expected=16.000000
predicted=10.696753, expected=20.000000
predicted=13.455595, expected=4.000000
predicted=12.977360, expected=16.000000
predicted=13.305182, expected=4.000000
predicted=12.716643, expected=8.000000
predicted=11.457713, expected=12.000000
predicted=10.074287, expected=12.000000
predicted=9.606174, expected=36.000000
predicted=13.947354, expected=8.000000
predicted=14.114538, expected=12.000000
predicted=15.046591, expected=8.000000
predicted=14.396332, expected=8.000000
predicted=14.549463, expected=8.000000
predicted=12.669046, expected=12.000000
predicted=9.312094, expected=20.000000
predicted=11.074640, expected=4.000000
predicted=10.439023, expected=4.000000
predicted=9.441053, expected=24.000000
predicted=11.389369, expected=20.000000
predicted=14.237182, expected=12.000000
predicted=14.140524, expected=12.000000
predicted=12.668704, expected=12.000000
predicted=14.325800, expected=12.000000
predicted=15.232816, expected=12.000000
predicted=13.157481, expected=8.000000
predicted=11.421056, expected=20.000000
predicted=12.400158, expected=4.000000
predicted=11.636329, expected=28.000000
predicted=13.602977, expected=20.000000
predicted=15.232824, expected=4.000000
predicted=15.000322, expected=4.000000
predicted=12.942046, expected=8.000000
predicted=11.521363, expected=12.000000
predicted=12.367651, expected=8.000000
predicted=9.110268, expected=4.000000
predicted=6.814030, expected=4.000000
predicted=6.694799, expected=8.000000
predicted=7.249965, expected=16.000000
predicted=8.374023, expected=4.000000
predicted=7.549177, expected=4.000000
predicted=6.785933, expected=16.000000
predicted=8.327776, expected=20.000000
predicted=11.382363, expected=4.000000
predicted=10.898506, expected=4.000000
predicted=8.787748, expected=4.000000
predicted=8.741032, expected=8.000000
predicted=9.281752, expected=12.000000
predicted=8.180919, expected=8.000000
predicted=6.784513, expected=8.000000
predicted=7.391386, expected=4.000000
predicted=7.459627, expected=8.000000
predicted=7.991519, expected=8.000000
predicted=7.832911, expected=16.000000
predicted=8.523962, expected=12.000000
predicted=9.316307, expected=16.000000
predicted=10.784998, expected=12.000000
predicted=12.052217, expected=4.000000
predicted=11.740086, expected=12.000000
predicted=11.700679, expected=8.000000
predicted=10.716155, expected=8.000000
predicted=9.993694, expected=8.000000
predicted=8.434390, expected=4.000000
predicted=7.583964, expected=4.000000
predicted=7.227206, expected=8.000000
predicted=6.509216, expected=4.000000
predicted=6.052817, expected=12.000000
predicted=6.443986, expected=8.000000
predicted=6.684953, expected=4.000000
predicted=6.935171, expected=8.000000
predicted=7.107205, expected=12.000000
predicted=8.020710, expected=24.000000
predicted=11.030361, expected=4.000000
predicted=10.378336, expected=12.000000
predicted=10.780857, expected=20.000000
predicted=13.011135, expected=4.000000
predicted=13.356586, expected=4.000000
predicted=11.023532, expected=8.000000
predicted=8.563719, expected=12.000000
predicted=10.038395, expected=12.000000
predicted=9.651278, expected=20.000000
predicted=9.897998, expected=4.000000
predicted=10.429034, expected=8.000000
predicted=10.811458, expected=20.000000
predicted=12.202345, expected=24.000000
predicted=14.760417, expected=8.000000
predicted=14.124348, expected=16.000000
predicted=13.398169, expected=4.000000
predicted=13.660937, expected=24.000000
predicted=15.760123, expected=8.000000
predicted=13.820086, expected=4.000000
predicted=11.208811, expected=4.000000
predicted=9.593985, expected=4.000000
predicted=8.378257, expected=8.000000
predicted=8.169373, expected=8.000000
predicted=5.874837, expected=8.000000
predicted=6.031343, expected=4.000000
predicted=6.081526, expected=12.000000
predicted=7.251364, expected=8.000000
predicted=8.006911, expected=12.000000
predicted=8.664818, expected=4.000000
predicted=8.034532, expected=4.000000
predicted=7.570835, expected=24.000000
predicted=10.033176, expected=12.000000
predicted=10.939479, expected=16.000000
Test MSE: 42.929
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933])]
predicted=35.252929, expected=12.000000
predicted=30.759032, expected=20.000000
predicted=35.142525, expected=12.000000
predicted=13.496842, expected=16.000000
predicted=14.653574, expected=28.000000
predicted=15.613963, expected=20.000000
predicted=17.391318, expected=12.000000
predicted=17.806846, expected=16.000000
predicted=17.044395, expected=20.000000
predicted=18.303877, expected=20.000000
predicted=19.238045, expected=12.000000
predicted=16.401982, expected=32.000000
predicted=18.541463, expected=36.000000
predicted=22.102884, expected=32.000000
predicted=24.947484, expected=20.000000
predicted=24.925156, expected=8.000000
predicted=22.777159, expected=8.000000
predicted=22.687512, expected=44.000000
predicted=25.086406, expected=24.000000
predicted=22.074671, expected=92.000000
predicted=33.223509, expected=20.000000
predicted=30.576313, expected=20.000000
predicted=34.430974, expected=4.000000
predicted=33.806856, expected=56.000000
predicted=36.066638, expected=28.000000
predicted=37.537182, expected=28.000000
predicted=25.741948, expected=32.000000
predicted=27.674192, expected=16.000000
predicted=26.208640, expected=12.000000
predicted=29.323138, expected=8.000000
predicted=20.590138, expected=8.000000
predicted=17.347649, expected=32.000000
predicted=18.402667, expected=16.000000
predicted=14.754694, expected=36.000000
predicted=18.559532, expected=8.000000
predicted=17.059434, expected=16.000000
predicted=18.978490, expected=32.000000
predicted=23.471765, expected=16.000000
predicted=19.997669, expected=24.000000
predicted=22.349241, expected=12.000000
predicted=17.289517, expected=16.000000
predicted=19.090533, expected=20.000000
predicted=20.099549, expected=40.000000
predicted=21.122304, expected=36.000000
predicted=24.273177, expected=36.000000
predicted=26.078585, expected=16.000000
predicted=26.573027, expected=8.000000
predicted=25.594558, expected=20.000000
predicted=26.342478, expected=56.000000
predicted=29.051098, expected=24.000000
predicted=26.145580, expected=16.000000
predicted=22.941479, expected=40.000000
predicted=26.889829, expected=16.000000
predicted=27.770342, expected=20.000000
predicted=29.480999, expected=4.000000
predicted=19.668812, expected=16.000000
predicted=18.559483, expected=24.000000
predicted=20.347043, expected=52.000000
predicted=21.872720, expected=20.000000
predicted=21.809593, expected=8.000000
predicted=19.936586, expected=16.000000
predicted=22.428969, expected=28.000000
predicted=24.547453, expected=12.000000
predicted=23.039269, expected=28.000000
predicted=18.738201, expected=44.000000
predicted=22.103724, expected=20.000000
predicted=23.760405, expected=60.000000
predicted=32.311626, expected=24.000000
predicted=29.920012, expected=28.000000
predicted=33.877816, expected=28.000000
predicted=34.104818, expected=36.000000
predicted=32.170389, expected=60.000000
predicted=40.008406, expected=20.000000
predicted=31.626707, expected=28.000000
predicted=33.302074, expected=12.000000
predicted=30.193048, expected=60.000000
predicted=36.466853, expected=20.000000
predicted=33.243374, expected=32.000000
predicted=28.462444, expected=28.000000
predicted=29.699710, expected=20.000000
predicted=27.964625, expected=40.000000
predicted=34.120522, expected=16.000000
predicted=25.304224, expected=28.000000
predicted=27.478090, expected=36.000000
predicted=27.801963, expected=16.000000
predicted=25.416787, expected=4.000000
predicted=23.559241, expected=12.000000
predicted=18.565883, expected=12.000000
predicted=18.048388, expected=20.000000
predicted=17.010050, expected=16.000000
predicted=13.025398, expected=4.000000
predicted=10.756822, expected=20.000000
predicted=13.912793, expected=24.000000
predicted=15.605328, expected=12.000000
predicted=15.687175, expected=16.000000
predicted=15.170966, expected=12.000000
predicted=14.090062, expected=12.000000
predicted=15.901500, expected=16.000000
predicted=15.349499, expected=52.000000
predicted=19.854252, expected=8.000000
predicted=18.315859, expected=32.000000
predicted=21.895303, expected=24.000000
predicted=23.267540, expected=68.000000
predicted=33.046133, expected=8.000000
predicted=31.642800, expected=12.000000
predicted=24.978260, expected=12.000000
predicted=26.233303, expected=28.000000
predicted=25.251125, expected=12.000000
predicted=24.073925, expected=8.000000
predicted=12.945769, expected=12.000000
predicted=13.845622, expected=16.000000
predicted=14.370682, expected=20.000000
predicted=16.029325, expected=32.000000
predicted=16.336889, expected=12.000000
predicted=15.920614, expected=20.000000
predicted=18.408214, expected=12.000000
predicted=18.349507, expected=8.000000
predicted=17.156024, expected=12.000000
predicted=16.271531, expected=28.000000
predicted=15.114703, expected=32.000000
predicted=18.354876, expected=8.000000
predicted=15.978759, expected=8.000000
predicted=15.704131, expected=40.000000
predicted=21.266954, expected=8.000000
predicted=20.115077, expected=24.000000
predicted=20.288592, expected=44.000000
predicted=21.574359, expected=24.000000
predicted=23.587786, expected=4.000000
predicted=24.162464, expected=104.000000
predicted=34.556480, expected=12.000000
predicted=33.354741, expected=8.000000
predicted=33.671938, expected=12.000000
predicted=27.883016, expected=44.000000
predicted=29.469065, expected=20.000000
predicted=34.882580, expected=24.000000
predicted=19.660392, expected=24.000000
predicted=21.594588, expected=4.000000
predicted=20.627200, expected=12.000000
predicted=22.159312, expected=20.000000
predicted=17.237276, expected=12.000000
predicted=15.730060, expected=12.000000
predicted=14.155438, expected=40.000000
predicted=16.224994, expected=8.000000
predicted=16.365654, expected=8.000000
predicted=16.817842, expected=16.000000
predicted=15.991835, expected=32.000000
predicted=18.670478, expected=24.000000
predicted=21.386051, expected=40.000000
predicted=20.788795, expected=32.000000
predicted=24.435756, expected=4.000000
predicted=24.018135, expected=4.000000
predicted=23.272573, expected=16.000000
predicted=20.105361, expected=44.000000
predicted=23.567022, expected=4.000000
predicted=16.898521, expected=4.000000
predicted=12.559574, expected=32.000000
predicted=17.227105, expected=36.000000
predicted=21.630615, expected=32.000000
predicted=25.398906, expected=16.000000
predicted=19.981325, expected=36.000000
predicted=25.532030, expected=24.000000
predicted=28.970837, expected=12.000000
predicted=25.999806, expected=8.000000
predicted=21.804904, expected=8.000000
predicted=17.161602, expected=28.000000
predicted=19.693012, expected=20.000000
predicted=16.277250, expected=20.000000
predicted=15.600499, expected=12.000000
predicted=15.639543, expected=28.000000
predicted=18.946543, expected=28.000000
predicted=22.430763, expected=4.000000
predicted=18.181892, expected=20.000000
predicted=19.022003, expected=20.000000
predicted=18.198746, expected=24.000000
predicted=20.435287, expected=8.000000
predicted=17.341543, expected=28.000000
predicted=17.037051, expected=20.000000
predicted=19.578732, expected=8.000000
predicted=17.651786, expected=44.000000
predicted=22.366572, expected=36.000000
predicted=22.752991, expected=36.000000
predicted=28.230218, expected=44.000000
predicted=31.117657, expected=12.000000
predicted=28.854509, expected=16.000000
predicted=32.000078, expected=20.000000
predicted=27.636356, expected=16.000000
predicted=23.886668, expected=44.000000
predicted=25.900883, expected=28.000000
predicted=21.672846, expected=28.000000
predicted=24.880061, expected=44.000000
predicted=29.844807, expected=36.000000
predicted=31.657389, expected=76.000000
predicted=42.822277, expected=52.000000
predicted=42.847939, expected=32.000000
predicted=44.002784, expected=24.000000
predicted=44.393193, expected=24.000000
predicted=40.533965, expected=20.000000
predicted=38.855300, expected=12.000000
predicted=27.722647, expected=16.000000
predicted=21.528814, expected=8.000000
predicted=17.163680, expected=44.000000
predicted=20.891931, expected=16.000000
predicted=18.572494, expected=12.000000
predicted=17.718317, expected=4.000000
predicted=16.693172, expected=12.000000
predicted=15.583309, expected=24.000000
predicted=19.146027, expected=28.000000
predicted=15.619416, expected=40.000000
predicted=19.660639, expected=28.000000
predicted=21.801066, expected=20.000000
predicted=24.803570, expected=16.000000
predicted=25.884595, expected=16.000000
predicted=24.553646, expected=12.000000
predicted=22.197286, expected=40.000000
predicted=22.264292, expected=44.000000
predicted=24.176291, expected=20.000000
predicted=23.847287, expected=32.000000
predicted=27.306755, expected=24.000000
predicted=27.916913, expected=24.000000
predicted=30.664834, expected=32.000000
predicted=29.732764, expected=44.000000
predicted=28.920135, expected=32.000000
predicted=30.940563, expected=28.000000
predicted=30.377791, expected=36.000000
predicted=32.470184, expected=8.000000
predicted=29.453865, expected=28.000000
predicted=29.980503, expected=40.000000
predicted=28.650630, expected=52.000000
predicted=31.577151, expected=16.000000
predicted=29.583021, expected=68.000000
predicted=35.234509, expected=20.000000
predicted=36.194161, expected=12.000000
predicted=34.688507, expected=20.000000
predicted=32.370522, expected=12.000000
predicted=23.751389, expected=52.000000
predicted=32.023730, expected=28.000000
predicted=23.201917, expected=12.000000
predicted=22.072590, expected=8.000000
predicted=22.051862, expected=32.000000
predicted=23.673801, expected=24.000000
predicted=26.248910, expected=20.000000
predicted=20.617546, expected=16.000000
predicted=18.385605, expected=16.000000
predicted=18.808684, expected=12.000000
predicted=20.102237, expected=4.000000
predicted=15.296104, expected=8.000000
predicted=12.765753, expected=28.000000
predicted=14.014500, expected=72.000000
predicted=23.262209, expected=32.000000
predicted=24.586241, expected=20.000000
predicted=26.560260, expected=24.000000
predicted=30.264920, expected=16.000000
predicted=31.454654, expected=44.000000
predicted=35.995496, expected=44.000000
predicted=29.742319, expected=20.000000
predicted=27.163658, expected=16.000000
predicted=27.253318, expected=24.000000
predicted=27.025182, expected=12.000000
predicted=26.758791, expected=28.000000
predicted=24.693650, expected=36.000000
predicted=22.446201, expected=28.000000
predicted=23.319899, expected=16.000000
predicted=23.732341, expected=12.000000
predicted=21.559501, expected=52.000000
predicted=29.045835, expected=4.000000
predicted=23.934380, expected=24.000000
predicted=23.101943, expected=44.000000
predicted=25.194295, expected=40.000000
predicted=28.174724, expected=12.000000
predicted=29.593988, expected=16.000000
predicted=22.926119, expected=12.000000
predicted=24.474301, expected=12.000000
predicted=23.061965, expected=20.000000
predicted=19.270023, expected=44.000000
predicted=19.133162, expected=40.000000
predicted=23.319031, expected=20.000000
predicted=23.791410, expected=80.000000
predicted=36.182270, expected=16.000000
predicted=34.814086, expected=20.000000
predicted=37.132221, expected=20.000000
predicted=33.122118, expected=32.000000
predicted=30.618873, expected=16.000000
predicted=31.860486, expected=16.000000
predicted=19.771421, expected=20.000000
predicted=20.590934, expected=36.000000
predicted=23.127842, expected=12.000000
predicted=21.705143, expected=32.000000
predicted=22.044871, expected=12.000000
predicted=20.726561, expected=28.000000
predicted=23.188738, expected=16.000000
predicted=22.807748, expected=24.000000
predicted=20.222105, expected=12.000000
predicted=20.758729, expected=32.000000
predicted=20.421649, expected=8.000000
predicted=19.725767, expected=20.000000
predicted=18.560667, expected=40.000000
predicted=22.853544, expected=24.000000
predicted=21.639372, expected=80.000000
predicted=34.613293, expected=8.000000
predicted=28.230626, expected=8.000000
predicted=29.846049, expected=4.000000
predicted=27.964943, expected=12.000000
predicted=22.294754, expected=64.000000
predicted=31.347130, expected=16.000000
predicted=17.239167, expected=56.000000
predicted=26.443190, expected=72.000000
predicted=36.447882, expected=60.000000
predicted=45.336344, expected=52.000000
predicted=53.631340, expected=36.000000
predicted=47.605389, expected=44.000000
predicted=53.404070, expected=16.000000
predicted=46.707662, expected=12.000000
predicted=36.906422, expected=56.000000
predicted=36.831039, expected=40.000000
predicted=33.512612, expected=16.000000
predicted=30.615530, expected=36.000000
predicted=29.345764, expected=12.000000
predicted=27.568047, expected=24.000000
predicted=31.282129, expected=4.000000
predicted=21.946947, expected=12.000000
predicted=17.138666, expected=40.000000
predicted=21.870819, expected=32.000000
predicted=20.096941, expected=4.000000
predicted=18.977595, expected=24.000000
predicted=19.217499, expected=40.000000
predicted=24.931262, expected=24.000000
predicted=27.112183, expected=32.000000
predicted=26.274678, expected=24.000000
predicted=23.923430, expected=4.000000
predicted=24.134495, expected=8.000000
predicted=22.329522, expected=12.000000
predicted=17.218447, expected=32.000000
predicted=19.012075, expected=20.000000
predicted=16.480629, expected=44.000000
predicted=19.930361, expected=52.000000
predicted=27.617521, expected=48.000000
predicted=34.062628, expected=16.000000
predicted=34.768680, expected=16.000000
predicted=32.184892, expected=20.000000
predicted=32.622441, expected=8.000000
predicted=26.614721, expected=24.000000
predicted=22.697178, expected=56.000000
predicted=23.608618, expected=44.000000
predicted=27.514979, expected=28.000000
predicted=29.629090, expected=48.000000
predicted=34.392087, expected=20.000000
predicted=35.500390, expected=24.000000
predicted=36.996982, expected=24.000000
predicted=31.407480, expected=40.000000
predicted=30.568150, expected=68.000000
predicted=38.200417, expected=16.000000
predicted=30.791902, expected=16.000000
predicted=31.127678, expected=32.000000
predicted=32.414783, expected=24.000000
predicted=32.226667, expected=32.000000
predicted=32.347225, expected=36.000000
predicted=25.759060, expected=24.000000
predicted=26.677455, expected=8.000000
predicted=25.689992, expected=16.000000
predicted=23.190888, expected=36.000000
predicted=25.569023, expected=16.000000
predicted=22.444547, expected=48.000000
predicted=25.288428, expected=44.000000
predicted=27.378931, expected=28.000000
predicted=30.591751, expected=16.000000
predicted=31.177183, expected=140.000000
predicted=49.832747, expected=4.000000
predicted=44.532380, expected=32.000000
predicted=45.324990, expected=28.000000
predicted=41.172855, expected=20.000000
predicted=38.080339, expected=52.000000
predicted=49.300513, expected=4.000000
predicted=22.066576, expected=24.000000
predicted=27.094245, expected=8.000000
predicted=22.278987, expected=16.000000
predicted=20.488109, expected=24.000000
predicted=21.870452, expected=48.000000
predicted=20.367036, expected=24.000000
predicted=23.603406, expected=20.000000
predicted=22.970944, expected=8.000000
predicted=22.831982, expected=12.000000
predicted=22.452169, expected=16.000000
predicted=21.727989, expected=32.000000
predicted=18.781393, expected=52.000000
predicted=23.409695, expected=12.000000
predicted=21.074026, expected=20.000000
predicted=23.837436, expected=20.000000
predicted=24.804320, expected=8.000000
predicted=23.752295, expected=40.000000
predicted=26.269160, expected=20.000000
predicted=19.297446, expected=28.000000
predicted=22.681745, expected=60.000000
predicted=29.350232, expected=12.000000
predicted=26.755034, expected=24.000000
predicted=31.160059, expected=24.000000
predicted=27.424635, expected=24.000000
predicted=28.449309, expected=32.000000
predicted=30.054509, expected=8.000000
predicted=19.999969, expected=8.000000
predicted=19.981598, expected=16.000000
predicted=18.574129, expected=32.000000
predicted=20.060049, expected=32.000000
predicted=21.446076, expected=36.000000
predicted=21.670080, expected=16.000000
predicted=22.576924, expected=24.000000
predicted=25.734808, expected=20.000000
predicted=26.470470, expected=12.000000
predicted=23.279456, expected=24.000000
predicted=22.305706, expected=12.000000
predicted=17.560126, expected=8.000000
predicted=16.663165, expected=8.000000
predicted=13.890952, expected=4.000000
predicted=11.043547, expected=8.000000
predicted=10.815460, expected=8.000000
predicted=7.857875, expected=8.000000
predicted=7.157353, expected=24.000000
predicted=9.971308, expected=12.000000
predicted=10.164304, expected=40.000000
predicted=16.762860, expected=8.000000
predicted=15.852400, expected=4.000000
Test MSE: 317.873
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965])]
predicted=5.942181, expected=4.000000
predicted=5.175758, expected=4.000000
predicted=3.957200, expected=4.000000
predicted=3.957277, expected=4.000000
predicted=3.957353, expected=4.000000
predicted=3.957429, expected=12.000000
predicted=5.491576, expected=4.000000
predicted=5.792528, expected=8.000000
predicted=5.412413, expected=4.000000
predicted=6.289375, expected=8.000000
predicted=6.427661, expected=8.000000
predicted=7.555931, expected=4.000000
predicted=5.918819, expected=4.000000
predicted=5.608968, expected=4.000000
predicted=5.355250, expected=4.000000
predicted=5.246445, expected=4.000000
predicted=4.555595, expected=8.000000
predicted=4.720883, expected=4.000000
predicted=4.881898, expected=16.000000
predicted=6.576318, expected=4.000000
predicted=7.481789, expected=4.000000
predicted=5.682837, expected=8.000000
predicted=7.408662, expected=8.000000
predicted=7.708362, expected=8.000000
predicted=7.795413, expected=4.000000
predicted=5.941585, expected=4.000000
predicted=5.712224, expected=8.000000
predicted=6.708982, expected=8.000000
predicted=6.925305, expected=4.000000
predicted=5.821054, expected=4.000000
predicted=5.021898, expected=4.000000
predicted=5.372499, expected=8.000000
predicted=6.002359, expected=12.000000
predicted=6.976256, expected=4.000000
predicted=6.130575, expected=4.000000
predicted=5.362545, expected=8.000000
predicted=6.852420, expected=12.000000
predicted=8.375931, expected=4.000000
predicted=7.279838, expected=4.000000
predicted=5.398402, expected=12.000000
predicted=7.644217, expected=4.000000
predicted=7.732165, expected=8.000000
predicted=6.598904, expected=8.000000
predicted=7.059985, expected=4.000000
predicted=6.634640, expected=28.000000
predicted=10.466817, expected=4.000000
predicted=10.968230, expected=4.000000
predicted=7.725654, expected=4.000000
predicted=8.864435, expected=8.000000
predicted=9.259505, expected=8.000000
predicted=9.023692, expected=4.000000
predicted=5.239018, expected=4.000000
predicted=5.077441, expected=4.000000
predicted=5.456916, expected=4.000000
predicted=5.276814, expected=8.000000
predicted=5.211373, expected=4.000000
predicted=4.849053, expected=4.000000
predicted=4.347917, expected=12.000000
predicted=6.077510, expected=4.000000
predicted=6.505999, expected=4.000000
predicted=5.314394, expected=12.000000
predicted=6.775399, expected=4.000000
predicted=7.251447, expected=8.000000
predicted=6.599942, expected=4.000000
predicted=6.277079, expected=4.000000
predicted=5.917052, expected=4.000000
predicted=5.792971, expected=8.000000
predicted=5.409200, expected=12.000000
predicted=6.780235, expected=4.000000
predicted=6.130192, expected=8.000000
predicted=6.179279, expected=4.000000
predicted=7.043288, expected=16.000000
predicted=8.496552, expected=8.000000
predicted=9.134147, expected=4.000000
predicted=6.846187, expected=8.000000
predicted=7.775160, expected=8.000000
predicted=8.600108, expected=4.000000
predicted=7.684669, expected=4.000000
predicted=5.654343, expected=4.000000
predicted=5.469824, expected=4.000000
predicted=5.275918, expected=8.000000
predicted=5.183362, expected=4.000000
predicted=4.839258, expected=16.000000
predicted=6.399848, expected=8.000000
predicted=8.036026, expected=4.000000
predicted=6.871038, expected=4.000000
predicted=7.107272, expected=4.000000
predicted=7.023337, expected=4.000000
predicted=6.377710, expected=4.000000
predicted=4.502888, expected=8.000000
predicted=4.651136, expected=4.000000
predicted=4.846317, expected=4.000000
predicted=4.375798, expected=8.000000
predicted=5.370234, expected=8.000000
predicted=6.300490, expected=4.000000
predicted=5.804828, expected=4.000000
predicted=5.105233, expected=8.000000
predicted=6.144848, expected=4.000000
predicted=6.148159, expected=12.000000
predicted=6.293688, expected=4.000000
predicted=6.455577, expected=8.000000
predicted=6.240893, expected=8.000000
predicted=7.518808, expected=16.000000
predicted=8.827237, expected=4.000000
predicted=8.882822, expected=8.000000
predicted=7.370906, expected=4.000000
predicted=8.394261, expected=4.000000
predicted=7.199736, expected=8.000000
predicted=7.038359, expected=16.000000
predicted=7.626551, expected=8.000000
predicted=8.258559, expected=12.000000
predicted=8.137841, expected=16.000000
predicted=11.126078, expected=16.000000
predicted=13.022522, expected=4.000000
predicted=11.776745, expected=4.000000
predicted=9.449397, expected=4.000000
predicted=9.488111, expected=12.000000
predicted=9.282508, expected=4.000000
predicted=7.390944, expected=4.000000
predicted=4.768668, expected=12.000000
predicted=6.896948, expected=12.000000
predicted=8.568955, expected=4.000000
predicted=7.617341, expected=8.000000
predicted=7.061113, expected=8.000000
predicted=8.496060, expected=4.000000
predicted=7.754714, expected=4.000000
predicted=6.255731, expected=4.000000
predicted=5.432418, expected=4.000000
predicted=5.202883, expected=4.000000
predicted=4.506158, expected=8.000000
predicted=4.685605, expected=8.000000
predicted=5.551259, expected=4.000000
predicted=5.252775, expected=4.000000
predicted=5.161117, expected=4.000000
predicted=5.428785, expected=12.000000
predicted=6.651907, expected=4.000000
predicted=6.226190, expected=4.000000
predicted=4.816376, expected=4.000000
predicted=5.522577, expected=8.000000
predicted=6.083394, expected=8.000000
predicted=6.614854, expected=4.000000
predicted=5.241088, expected=4.000000
predicted=5.173418, expected=4.000000
predicted=5.456879, expected=8.000000
predicted=5.926314, expected=4.000000
predicted=5.349959, expected=4.000000
predicted=4.387066, expected=4.000000
predicted=4.754535, expected=8.000000
predicted=5.390714, expected=8.000000
predicted=6.064220, expected=4.000000
predicted=5.234213, expected=8.000000
predicted=5.897375, expected=8.000000
predicted=7.034943, expected=4.000000
predicted=6.475767, expected=4.000000
predicted=5.713144, expected=8.000000
predicted=6.183559, expected=4.000000
predicted=6.045373, expected=8.000000
predicted=5.640657, expected=8.000000
predicted=6.319649, expected=4.000000
predicted=5.945343, expected=4.000000
predicted=5.722784, expected=4.000000
predicted=5.459627, expected=4.000000
predicted=5.204405, expected=8.000000
predicted=5.220848, expected=8.000000
predicted=5.527813, expected=8.000000
predicted=5.957898, expected=4.000000
predicted=6.020861, expected=4.000000
predicted=5.880086, expected=8.000000
predicted=6.719441, expected=4.000000
predicted=6.054460, expected=8.000000
predicted=5.650003, expected=8.000000
predicted=6.310522, expected=12.000000
predicted=7.383299, expected=8.000000
predicted=8.129918, expected=4.000000
predicted=7.147694, expected=4.000000
predicted=7.203186, expected=4.000000
predicted=6.698975, expected=4.000000
predicted=5.746428, expected=4.000000
predicted=4.502948, expected=8.000000
predicted=4.699217, expected=4.000000
predicted=4.813716, expected=8.000000
predicted=5.118158, expected=4.000000
predicted=5.597371, expected=4.000000
predicted=5.087408, expected=16.000000
predicted=7.452879, expected=4.000000
predicted=7.228122, expected=8.000000
predicted=6.512592, expected=12.000000
predicted=8.542246, expected=12.000000
predicted=9.647939, expected=4.000000
predicted=8.948096, expected=4.000000
predicted=7.121219, expected=4.000000
predicted=7.462979, expected=4.000000
predicted=6.421710, expected=4.000000
predicted=5.028241, expected=4.000000
predicted=3.967789, expected=12.000000
predicted=5.434483, expected=4.000000
predicted=5.658799, expected=4.000000
predicted=4.854363, expected=12.000000
predicted=6.980597, expected=4.000000
predicted=7.030445, expected=4.000000
predicted=5.960608, expected=4.000000
predicted=5.523651, expected=4.000000
predicted=5.340930, expected=4.000000
predicted=5.029748, expected=4.000000
predicted=3.968164, expected=12.000000
predicted=5.424373, expected=4.000000
predicted=5.648814, expected=12.000000
predicted=6.332447, expected=4.000000
predicted=7.227572, expected=4.000000
predicted=6.260059, expected=4.000000
predicted=6.576043, expected=4.000000
predicted=5.340620, expected=4.000000
predicted=5.026837, expected=8.000000
predicted=4.692843, expected=4.000000
predicted=4.821772, expected=4.000000
predicted=4.425454, expected=8.000000
predicted=5.457518, expected=4.000000
predicted=5.503106, expected=4.000000
predicted=4.966774, expected=4.000000
predicted=4.734550, expected=4.000000
predicted=4.650228, expected=8.000000
predicted=5.225742, expected=12.000000
predicted=6.272036, expected=12.000000
predicted=7.601344, expected=4.000000
predicted=7.330927, expected=4.000000
predicted=7.074872, expected=4.000000
predicted=7.400063, expected=12.000000
predicted=7.915512, expected=8.000000
predicted=7.479483, expected=8.000000
predicted=6.423796, expected=4.000000
predicted=6.774614, expected=8.000000
predicted=7.289312, expected=8.000000
predicted=8.098270, expected=4.000000
predicted=6.485532, expected=8.000000
predicted=6.452266, expected=4.000000
predicted=6.272655, expected=20.000000
predicted=8.533825, expected=4.000000
predicted=8.712270, expected=4.000000
predicted=6.430845, expected=8.000000
predicted=8.323315, expected=4.000000
predicted=7.678033, expected=4.000000
predicted=6.574367, expected=4.000000
predicted=4.737699, expected=8.000000
predicted=5.390637, expected=8.000000
predicted=6.060737, expected=8.000000
predicted=5.985010, expected=4.000000
predicted=6.032815, expected=8.000000
predicted=6.612772, expected=8.000000
predicted=7.537605, expected=4.000000
predicted=6.497248, expected=8.000000
predicted=6.436463, expected=4.000000
predicted=6.293345, expected=8.000000
predicted=6.368266, expected=4.000000
predicted=6.115357, expected=4.000000
predicted=5.129670, expected=12.000000
predicted=6.682049, expected=4.000000
predicted=6.383809, expected=8.000000
predicted=6.109544, expected=4.000000
predicted=6.358246, expected=4.000000
predicted=5.865405, expected=4.000000
predicted=5.773904, expected=8.000000
predicted=5.392698, expected=16.000000
predicted=7.483064, expected=8.000000
predicted=7.679804, expected=8.000000
predicted=7.640902, expected=16.000000
predicted=10.431513, expected=4.000000
predicted=10.421301, expected=4.000000
predicted=8.434477, expected=4.000000
predicted=7.462322, expected=12.000000
predicted=8.047607, expected=8.000000
predicted=7.928210, expected=8.000000
predicted=6.457308, expected=8.000000
predicted=7.530583, expected=4.000000
predicted=7.458148, expected=16.000000
predicted=9.072753, expected=12.000000
predicted=9.921661, expected=8.000000
predicted=8.995975, expected=4.000000
predicted=8.546720, expected=8.000000
predicted=8.851203, expected=4.000000
predicted=8.569369, expected=8.000000
predicted=6.904340, expected=8.000000
predicted=6.815403, expected=12.000000
predicted=7.417954, expected=8.000000
predicted=8.119139, expected=4.000000
predicted=7.196557, expected=4.000000
predicted=7.191355, expected=16.000000
predicted=8.855149, expected=8.000000
predicted=8.942000, expected=8.000000
predicted=7.408087, expected=4.000000
Test MSE: 15.632
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717])]
predicted=19.942499, expected=24.000000
predicted=21.229953, expected=12.000000
predicted=18.358696, expected=8.000000
predicted=13.168396, expected=8.000000
predicted=12.709519, expected=20.000000
predicted=15.649467, expected=24.000000
predicted=17.824868, expected=24.000000
predicted=16.243796, expected=24.000000
predicted=17.488262, expected=24.000000
predicted=20.115284, expected=20.000000
predicted=22.243570, expected=24.000000
predicted=23.243343, expected=28.000000
predicted=24.690066, expected=16.000000
predicted=22.255792, expected=28.000000
predicted=23.017924, expected=24.000000
predicted=24.027428, expected=24.000000
predicted=23.733353, expected=20.000000
predicted=23.101875, expected=24.000000
predicted=22.309299, expected=24.000000
predicted=24.542418, expected=16.000000
predicted=21.508517, expected=20.000000
predicted=20.876426, expected=24.000000
predicted=21.934183, expected=24.000000
predicted=22.549057, expected=20.000000
predicted=21.109933, expected=24.000000
predicted=20.972009, expected=28.000000
predicted=23.885154, expected=24.000000
predicted=24.145636, expected=8.000000
predicted=19.792066, expected=20.000000
predicted=19.863120, expected=28.000000
predicted=23.843329, expected=36.000000
predicted=25.721975, expected=12.000000
predicted=20.325578, expected=24.000000
predicted=19.276948, expected=60.000000
predicted=33.472351, expected=8.000000
predicted=27.863046, expected=12.000000
predicted=21.435954, expected=16.000000
predicted=22.087813, expected=16.000000
predicted=23.331328, expected=12.000000
predicted=21.802471, expected=20.000000
predicted=13.959187, expected=20.000000
predicted=16.532286, expected=12.000000
predicted=15.412424, expected=24.000000
predicted=17.397999, expected=16.000000
predicted=17.578068, expected=32.000000
predicted=21.117815, expected=20.000000
predicted=21.167041, expected=16.000000
predicted=18.397014, expected=8.000000
predicted=18.455790, expected=16.000000
predicted=17.751750, expected=12.000000
predicted=18.230762, expected=28.000000
predicted=17.599966, expected=20.000000
predicted=17.475069, expected=16.000000
predicted=15.347596, expected=20.000000
predicted=18.410795, expected=12.000000
predicted=17.525845, expected=24.000000
predicted=20.430676, expected=24.000000
predicted=20.397266, expected=28.000000
predicted=20.836794, expected=12.000000
predicted=19.155341, expected=28.000000
predicted=20.663594, expected=28.000000
predicted=25.398085, expected=16.000000
predicted=21.924456, expected=4.000000
predicted=17.640958, expected=16.000000
predicted=16.858358, expected=40.000000
predicted=25.053675, expected=40.000000
predicted=26.320101, expected=8.000000
predicted=17.945337, expected=16.000000
predicted=17.854015, expected=4.000000
predicted=20.434039, expected=24.000000
predicted=23.231236, expected=36.000000
predicted=24.676169, expected=20.000000
predicted=17.387859, expected=44.000000
predicted=23.847333, expected=16.000000
predicted=23.319651, expected=16.000000
predicted=23.546803, expected=24.000000
predicted=26.817570, expected=32.000000
predicted=26.700879, expected=16.000000
predicted=24.912491, expected=40.000000
predicted=23.893478, expected=44.000000
predicted=30.541950, expected=20.000000
predicted=27.787135, expected=20.000000
predicted=26.605702, expected=32.000000
predicted=29.041175, expected=12.000000
predicted=28.223965, expected=20.000000
predicted=24.418852, expected=52.000000
predicted=28.656056, expected=12.000000
predicted=24.305693, expected=24.000000
predicted=23.354921, expected=16.000000
predicted=22.304373, expected=4.000000
predicted=19.989428, expected=16.000000
predicted=22.098392, expected=52.000000
predicted=23.643106, expected=32.000000
predicted=25.611162, expected=44.000000
predicted=26.089138, expected=16.000000
predicted=24.528431, expected=8.000000
predicted=24.297742, expected=24.000000
predicted=31.138900, expected=12.000000
predicted=23.852400, expected=40.000000
predicted=26.542992, expected=60.000000
predicted=29.851673, expected=24.000000
predicted=25.977504, expected=16.000000
predicted=25.048663, expected=8.000000
predicted=23.580928, expected=16.000000
predicted=28.511469, expected=16.000000
predicted=26.826478, expected=36.000000
predicted=21.547899, expected=20.000000
predicted=18.975482, expected=8.000000
predicted=14.289394, expected=16.000000
predicted=17.562868, expected=20.000000
predicted=20.113059, expected=8.000000
predicted=18.990927, expected=20.000000
predicted=15.536676, expected=36.000000
predicted=19.447109, expected=28.000000
predicted=21.999710, expected=20.000000
predicted=20.564547, expected=12.000000
predicted=17.953218, expected=20.000000
predicted=22.292968, expected=20.000000
predicted=24.423989, expected=12.000000
predicted=18.852351, expected=12.000000
predicted=15.469968, expected=28.000000
predicted=18.140136, expected=16.000000
predicted=18.658742, expected=16.000000
predicted=16.618035, expected=24.000000
predicted=17.930966, expected=12.000000
predicted=17.276336, expected=16.000000
predicted=18.718729, expected=4.000000
predicted=13.856039, expected=20.000000
predicted=15.684830, expected=36.000000
predicted=21.752375, expected=8.000000
predicted=15.071230, expected=32.000000
predicted=18.563419, expected=16.000000
predicted=18.508147, expected=16.000000
predicted=20.301579, expected=24.000000
predicted=23.290773, expected=40.000000
predicted=23.652832, expected=32.000000
predicted=28.048351, expected=16.000000
predicted=21.460977, expected=4.000000
predicted=18.774288, expected=20.000000
predicted=22.884520, expected=4.000000
predicted=21.010747, expected=12.000000
predicted=15.451836, expected=24.000000
predicted=14.931452, expected=20.000000
predicted=14.186604, expected=20.000000
predicted=16.685300, expected=28.000000
predicted=17.443597, expected=16.000000
predicted=19.095932, expected=36.000000
predicted=24.703942, expected=20.000000
predicted=23.373885, expected=16.000000
predicted=20.999956, expected=28.000000
predicted=24.539575, expected=24.000000
predicted=23.569707, expected=20.000000
predicted=24.457155, expected=48.000000
predicted=27.372835, expected=36.000000
predicted=29.249530, expected=20.000000
predicted=27.324055, expected=24.000000
predicted=26.773352, expected=16.000000
predicted=26.144360, expected=32.000000
predicted=31.656153, expected=36.000000
predicted=29.742777, expected=36.000000
predicted=27.487531, expected=20.000000
predicted=25.661486, expected=24.000000
predicted=25.189533, expected=12.000000
predicted=26.145069, expected=8.000000
predicted=22.397107, expected=28.000000
predicted=23.652645, expected=40.000000
predicted=24.825869, expected=20.000000
predicted=21.989212, expected=36.000000
predicted=22.593269, expected=16.000000
predicted=22.485381, expected=28.000000
predicted=27.545913, expected=12.000000
predicted=25.909909, expected=28.000000
predicted=23.167040, expected=24.000000
predicted=25.900299, expected=24.000000
predicted=21.479157, expected=28.000000
predicted=24.540839, expected=20.000000
predicted=21.446495, expected=12.000000
predicted=21.718174, expected=28.000000
predicted=23.176393, expected=4.000000
predicted=19.101376, expected=36.000000
predicted=22.608635, expected=28.000000
predicted=23.076727, expected=8.000000
predicted=17.081863, expected=56.000000
predicted=28.180009, expected=28.000000
predicted=26.594708, expected=44.000000
predicted=33.512648, expected=28.000000
predicted=30.814148, expected=4.000000
predicted=23.741803, expected=4.000000
predicted=26.787190, expected=20.000000
predicted=22.768738, expected=24.000000
predicted=24.935389, expected=20.000000
predicted=18.107741, expected=12.000000
predicted=11.946980, expected=12.000000
predicted=13.378073, expected=40.000000
predicted=23.390115, expected=20.000000
predicted=22.775705, expected=32.000000
predicted=22.121176, expected=32.000000
predicted=23.960208, expected=36.000000
predicted=28.229629, expected=20.000000
predicted=29.776996, expected=24.000000
predicted=25.566057, expected=24.000000
predicted=28.268643, expected=16.000000
predicted=25.473437, expected=4.000000
predicted=19.974787, expected=28.000000
predicted=19.933477, expected=20.000000
predicted=21.194998, expected=20.000000
predicted=19.036735, expected=36.000000
predicted=21.183738, expected=36.000000
predicted=24.099431, expected=32.000000
predicted=28.789157, expected=52.000000
predicted=32.928689, expected=24.000000
predicted=31.864480, expected=20.000000
predicted=30.988149, expected=12.000000
predicted=27.673808, expected=20.000000
predicted=26.944102, expected=28.000000
predicted=29.426993, expected=48.000000
predicted=28.248932, expected=28.000000
predicted=26.129128, expected=28.000000
predicted=24.494200, expected=16.000000
predicted=25.410010, expected=48.000000
predicted=33.940591, expected=28.000000
predicted=35.330252, expected=24.000000
predicted=27.211203, expected=44.000000
predicted=31.553779, expected=28.000000
predicted=30.787551, expected=20.000000
predicted=31.696547, expected=20.000000
predicted=25.903042, expected=24.000000
predicted=26.599887, expected=12.000000
predicted=25.668021, expected=28.000000
predicted=22.760488, expected=20.000000
predicted=21.173386, expected=20.000000
predicted=20.340373, expected=12.000000
predicted=18.669968, expected=24.000000
predicted=18.908411, expected=16.000000
predicted=20.963645, expected=72.000000
predicted=31.137935, expected=20.000000
predicted=28.068324, expected=28.000000
predicted=24.138694, expected=48.000000
predicted=34.219089, expected=40.000000
predicted=37.304801, expected=44.000000
predicted=44.772132, expected=24.000000
predicted=31.339090, expected=24.000000
predicted=32.280812, expected=24.000000
predicted=34.452874, expected=24.000000
predicted=30.887938, expected=16.000000
predicted=26.706561, expected=48.000000
predicted=28.283118, expected=32.000000
predicted=29.448484, expected=20.000000
predicted=25.542965, expected=24.000000
predicted=25.492845, expected=24.000000
predicted=26.474013, expected=48.000000
predicted=36.091152, expected=28.000000
predicted=30.340173, expected=20.000000
predicted=24.824668, expected=48.000000
predicted=32.099998, expected=16.000000
predicted=30.309796, expected=20.000000
predicted=29.553074, expected=24.000000
predicted=25.633953, expected=24.000000
predicted=25.655595, expected=32.000000
predicted=29.658258, expected=16.000000
predicted=21.032842, expected=40.000000
predicted=26.124814, expected=48.000000
predicted=32.645586, expected=16.000000
predicted=28.120930, expected=24.000000
predicted=27.158576, expected=20.000000
predicted=25.882742, expected=28.000000
predicted=30.898902, expected=16.000000
predicted=26.582711, expected=16.000000
predicted=18.825137, expected=32.000000
predicted=23.574029, expected=16.000000
predicted=21.601969, expected=28.000000
predicted=22.931378, expected=28.000000
predicted=22.714773, expected=40.000000
predicted=27.402410, expected=16.000000
predicted=26.239291, expected=28.000000
predicted=24.312557, expected=28.000000
predicted=28.326805, expected=44.000000
predicted=32.268390, expected=24.000000
predicted=30.616771, expected=36.000000
predicted=27.913147, expected=28.000000
predicted=30.969714, expected=8.000000
predicted=26.176754, expected=12.000000
predicted=24.671181, expected=4.000000
predicted=18.088611, expected=8.000000
predicted=17.001434, expected=40.000000
predicted=20.136963, expected=32.000000
predicted=19.439339, expected=28.000000
predicted=20.044654, expected=28.000000
predicted=21.132255, expected=24.000000
predicted=24.908152, expected=16.000000
predicted=27.764083, expected=20.000000
predicted=24.509334, expected=20.000000
predicted=23.139990, expected=20.000000
predicted=21.962266, expected=40.000000
predicted=25.076808, expected=12.000000
predicted=20.698522, expected=36.000000
predicted=24.156596, expected=24.000000
predicted=25.326506, expected=12.000000
predicted=22.541710, expected=16.000000
predicted=23.005363, expected=4.000000
predicted=15.917241, expected=16.000000
predicted=19.137767, expected=8.000000
predicted=14.107984, expected=44.000000
predicted=18.978783, expected=44.000000
predicted=25.195383, expected=16.000000
predicted=19.894012, expected=16.000000
predicted=20.226866, expected=20.000000
predicted=22.704006, expected=8.000000
predicted=25.525584, expected=24.000000
predicted=23.185078, expected=40.000000
predicted=22.929893, expected=64.000000
predicted=32.628377, expected=16.000000
predicted=27.042175, expected=16.000000
predicted=22.153688, expected=16.000000
predicted=26.864047, expected=12.000000
predicted=28.097848, expected=8.000000
predicted=24.287828, expected=28.000000
predicted=17.205564, expected=44.000000
predicted=23.990710, expected=12.000000
predicted=19.416421, expected=16.000000
predicted=16.879242, expected=24.000000
predicted=20.643937, expected=12.000000
predicted=22.957946, expected=28.000000
predicted=24.862354, expected=32.000000
predicted=21.601396, expected=40.000000
predicted=26.609830, expected=32.000000
predicted=28.101016, expected=12.000000
predicted=22.452206, expected=36.000000
predicted=29.491095, expected=24.000000
predicted=30.169480, expected=12.000000
predicted=25.714033, expected=16.000000
predicted=21.217382, expected=28.000000
predicted=21.589630, expected=28.000000
predicted=26.422192, expected=32.000000
predicted=24.370451, expected=24.000000
predicted=22.190698, expected=40.000000
predicted=27.949232, expected=28.000000
predicted=30.159107, expected=20.000000
predicted=27.253190, expected=12.000000
predicted=24.206261, expected=16.000000
predicted=22.388727, expected=36.000000
predicted=28.414957, expected=8.000000
predicted=20.313869, expected=44.000000
predicted=23.635679, expected=24.000000
predicted=23.415264, expected=16.000000
predicted=22.117032, expected=56.000000
predicted=32.776071, expected=20.000000
predicted=27.435936, expected=24.000000
predicted=30.116279, expected=32.000000
predicted=27.533777, expected=24.000000
predicted=28.234941, expected=36.000000
predicted=34.307365, expected=20.000000
predicted=25.049094, expected=16.000000
predicted=23.786603, expected=16.000000
predicted=23.231625, expected=28.000000
predicted=24.316022, expected=52.000000
predicted=32.059727, expected=48.000000
predicted=32.240423, expected=16.000000
predicted=26.090277, expected=12.000000
predicted=23.514287, expected=32.000000
predicted=31.132112, expected=4.000000
predicted=28.736183, expected=28.000000
predicted=25.270432, expected=24.000000
predicted=19.812523, expected=28.000000
predicted=21.932583, expected=28.000000
predicted=24.671153, expected=32.000000
predicted=23.151971, expected=36.000000
predicted=30.047885, expected=24.000000
predicted=27.893474, expected=48.000000
predicted=33.410557, expected=32.000000
predicted=33.555872, expected=24.000000
predicted=31.443259, expected=32.000000
predicted=31.816502, expected=12.000000
predicted=27.099499, expected=28.000000
predicted=30.337017, expected=12.000000
predicted=23.146976, expected=32.000000
predicted=24.331227, expected=12.000000
predicted=21.587058, expected=8.000000
predicted=15.490491, expected=16.000000
predicted=17.746746, expected=28.000000
predicted=19.464316, expected=28.000000
predicted=23.178545, expected=28.000000
predicted=20.019798, expected=32.000000
predicted=22.619628, expected=52.000000
predicted=32.074496, expected=24.000000
predicted=31.688408, expected=20.000000
predicted=28.020209, expected=40.000000
predicted=32.211756, expected=12.000000
predicted=29.748963, expected=32.000000
predicted=31.214697, expected=24.000000
predicted=25.155670, expected=28.000000
predicted=26.297739, expected=24.000000
predicted=27.083629, expected=28.000000
predicted=24.020622, expected=20.000000
predicted=25.882616, expected=12.000000
predicted=21.352810, expected=16.000000
predicted=20.741622, expected=56.000000
predicted=29.527713, expected=60.000000
predicted=36.973354, expected=24.000000
predicted=29.693067, expected=36.000000
predicted=29.747786, expected=48.000000
predicted=39.098953, expected=32.000000
predicted=44.081543, expected=24.000000
predicted=36.901219, expected=32.000000
predicted=31.195222, expected=24.000000
predicted=32.564579, expected=44.000000
predicted=36.307788, expected=40.000000
predicted=34.021573, expected=28.000000
predicted=31.044055, expected=24.000000
predicted=30.103214, expected=24.000000
predicted=29.206113, expected=28.000000
predicted=32.305128, expected=28.000000
predicted=29.805416, expected=12.000000
predicted=22.931901, expected=4.000000
predicted=17.692389, expected=52.000000
predicted=27.427760, expected=32.000000
predicted=28.925462, expected=16.000000
predicted=23.092430, expected=32.000000
predicted=22.681520, expected=8.000000
predicted=21.438677, expected=8.000000
predicted=24.770274, expected=20.000000
predicted=19.920498, expected=24.000000
predicted=19.501211, expected=16.000000
predicted=19.175338, expected=28.000000
Test MSE: 160.529
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779])]
predicted=61.907250, expected=112.000000
predicted=58.751944, expected=80.000000
predicted=65.820032, expected=48.000000
predicted=71.742370, expected=52.000000
predicted=63.414857, expected=72.000000
predicted=67.161142, expected=72.000000
predicted=73.228935, expected=88.000000
predicted=73.458678, expected=76.000000
predicted=68.077603, expected=152.000000
predicted=91.747114, expected=60.000000
predicted=80.396934, expected=100.000000
predicted=96.068835, expected=76.000000
predicted=90.475419, expected=52.000000
predicted=75.834380, expected=72.000000
predicted=92.988679, expected=76.000000
predicted=67.941713, expected=56.000000
predicted=71.571910, expected=100.000000
predicted=78.211193, expected=44.000000
predicted=60.524758, expected=40.000000
predicted=64.520286, expected=52.000000
predicted=62.311558, expected=60.000000
predicted=53.199101, expected=84.000000
predicted=69.387928, expected=112.000000
predicted=69.711011, expected=72.000000
predicted=68.378246, expected=68.000000
predicted=76.064006, expected=48.000000
predicted=69.537155, expected=68.000000
predicted=72.278502, expected=60.000000
predicted=72.057324, expected=44.000000
predicted=58.702800, expected=40.000000
predicted=55.649236, expected=84.000000
predicted=58.215242, expected=108.000000
predicted=69.801710, expected=64.000000
predicted=66.876812, expected=40.000000
predicted=64.373148, expected=48.000000
predicted=59.884256, expected=40.000000
predicted=57.843379, expected=40.000000
predicted=58.245903, expected=44.000000
predicted=47.620436, expected=76.000000
predicted=49.925106, expected=84.000000
predicted=57.585845, expected=48.000000
predicted=54.439158, expected=68.000000
predicted=62.965363, expected=92.000000
predicted=67.426496, expected=132.000000
predicted=86.470429, expected=44.000000
predicted=75.817246, expected=40.000000
predicted=70.957267, expected=96.000000
predicted=79.126810, expected=52.000000
predicted=65.175714, expected=64.000000
predicted=79.990230, expected=76.000000
predicted=64.022784, expected=88.000000
predicted=65.477007, expected=88.000000
predicted=81.621956, expected=84.000000
predicted=75.803299, expected=64.000000
predicted=75.403064, expected=48.000000
predicted=71.680332, expected=60.000000
predicted=71.079878, expected=116.000000
predicted=80.127274, expected=44.000000
predicted=64.830690, expected=68.000000
predicted=72.527293, expected=44.000000
predicted=59.692114, expected=64.000000
predicted=61.138767, expected=36.000000
predicted=63.965490, expected=56.000000
predicted=51.444250, expected=44.000000
predicted=52.071809, expected=84.000000
predicted=56.240910, expected=44.000000
predicted=53.997793, expected=60.000000
predicted=54.980323, expected=84.000000
predicted=65.076511, expected=52.000000
predicted=55.116260, expected=88.000000
predicted=75.896289, expected=72.000000
predicted=64.505888, expected=92.000000
predicted=74.987173, expected=44.000000
predicted=71.245497, expected=20.000000
predicted=56.192140, expected=60.000000
predicted=64.659948, expected=80.000000
predicted=58.356585, expected=48.000000
predicted=58.529025, expected=108.000000
predicted=69.646328, expected=84.000000
predicted=62.675884, expected=80.000000
predicted=76.472729, expected=40.000000
predicted=73.632531, expected=48.000000
predicted=62.391061, expected=48.000000
predicted=66.675907, expected=64.000000
predicted=60.309348, expected=36.000000
predicted=53.214904, expected=60.000000
predicted=51.228885, expected=72.000000
predicted=55.465296, expected=72.000000
predicted=57.779662, expected=88.000000
predicted=70.705320, expected=52.000000
predicted=59.756289, expected=60.000000
predicted=67.373548, expected=64.000000
predicted=67.125317, expected=56.000000
predicted=61.956397, expected=92.000000
predicted=74.523737, expected=72.000000
predicted=64.341596, expected=84.000000
predicted=73.503947, expected=44.000000
predicted=66.648905, expected=88.000000
predicted=72.961245, expected=128.000000
predicted=88.758627, expected=148.000000
predicted=96.883334, expected=56.000000
predicted=90.801348, expected=40.000000
predicted=81.081262, expected=48.000000
predicted=78.355617, expected=56.000000
predicted=72.902158, expected=40.000000
predicted=68.166502, expected=68.000000
predicted=55.432627, expected=92.000000
predicted=59.532898, expected=92.000000
predicted=67.144393, expected=32.000000
predicted=61.422557, expected=44.000000
predicted=60.336638, expected=36.000000
predicted=54.859818, expected=56.000000
predicted=57.448734, expected=108.000000
predicted=71.132595, expected=104.000000
predicted=64.621853, expected=60.000000
predicted=68.046342, expected=84.000000
predicted=77.072850, expected=52.000000
predicted=68.442533, expected=52.000000
predicted=74.851175, expected=52.000000
predicted=69.418985, expected=100.000000
predicted=68.227608, expected=48.000000
predicted=62.979022, expected=56.000000
predicted=61.931871, expected=60.000000
predicted=61.412370, expected=64.000000
predicted=58.168966, expected=40.000000
predicted=63.058172, expected=96.000000
predicted=65.450972, expected=108.000000
predicted=72.263731, expected=112.000000
predicted=82.767154, expected=36.000000
predicted=73.625918, expected=108.000000
predicted=85.269141, expected=56.000000
predicted=78.070441, expected=44.000000
predicted=73.968964, expected=92.000000
predicted=85.338026, expected=124.000000
predicted=72.657249, expected=92.000000
predicted=89.705140, expected=68.000000
predicted=81.222476, expected=60.000000
predicted=74.811953, expected=100.000000
predicted=87.814897, expected=24.000000
predicted=71.784204, expected=60.000000
predicted=72.015405, expected=64.000000
predicted=62.537966, expected=92.000000
predicted=64.431647, expected=144.000000
predicted=94.763820, expected=48.000000
predicted=63.260319, expected=68.000000
predicted=82.575937, expected=48.000000
predicted=71.289471, expected=76.000000
predicted=73.929449, expected=92.000000
predicted=88.251606, expected=92.000000
predicted=70.350861, expected=80.000000
predicted=78.460907, expected=72.000000
predicted=74.347974, expected=68.000000
predicted=77.517495, expected=40.000000
predicted=69.800045, expected=64.000000
predicted=70.920847, expected=56.000000
predicted=61.958733, expected=124.000000
predicted=77.550237, expected=52.000000
predicted=65.027027, expected=88.000000
predicted=73.397493, expected=112.000000
predicted=86.370002, expected=76.000000
predicted=75.551032, expected=64.000000
predicted=91.703039, expected=112.000000
predicted=85.162720, expected=108.000000
predicted=90.313975, expected=44.000000
predicted=83.942972, expected=72.000000
predicted=83.301505, expected=52.000000
predicted=66.988158, expected=36.000000
predicted=66.651593, expected=64.000000
predicted=69.612125, expected=76.000000
predicted=55.462352, expected=104.000000
predicted=72.814474, expected=48.000000
predicted=61.807532, expected=64.000000
predicted=65.359507, expected=112.000000
predicted=80.867023, expected=76.000000
predicted=73.858480, expected=76.000000
predicted=86.257882, expected=116.000000
predicted=85.551728, expected=128.000000
predicted=92.761601, expected=80.000000
predicted=98.305734, expected=60.000000
predicted=88.702869, expected=116.000000
predicted=96.413502, expected=68.000000
predicted=86.668145, expected=76.000000
predicted=92.632279, expected=192.000000
predicted=112.481460, expected=152.000000
predicted=104.023066, expected=120.000000
predicted=127.349481, expected=128.000000
predicted=126.338720, expected=112.000000
predicted=116.196061, expected=100.000000
predicted=133.725593, expected=64.000000
predicted=109.717864, expected=72.000000
predicted=96.260591, expected=24.000000
predicted=75.411066, expected=128.000000
predicted=91.819307, expected=116.000000
predicted=86.529858, expected=72.000000
predicted=77.760021, expected=80.000000
predicted=90.097636, expected=56.000000
predicted=66.162691, expected=116.000000
predicted=98.918365, expected=108.000000
predicted=94.450847, expected=48.000000
predicted=75.250104, expected=112.000000
predicted=96.002118, expected=52.000000
predicted=69.637850, expected=44.000000
predicted=78.213065, expected=24.000000
predicted=65.290647, expected=88.000000
predicted=59.122307, expected=100.000000
predicted=75.544182, expected=68.000000
predicted=63.276340, expected=80.000000
predicted=73.390268, expected=100.000000
predicted=74.073762, expected=60.000000
predicted=77.121303, expected=76.000000
predicted=84.904860, expected=84.000000
predicted=77.172645, expected=120.000000
predicted=88.380140, expected=88.000000
predicted=89.901223, expected=64.000000
predicted=80.187302, expected=152.000000
predicted=105.679995, expected=56.000000
predicted=81.267055, expected=84.000000
predicted=100.025651, expected=76.000000
predicted=87.066895, expected=140.000000
predicted=92.267475, expected=116.000000
predicted=110.669528, expected=96.000000
predicted=94.058019, expected=192.000000
predicted=129.951392, expected=156.000000
predicted=123.123531, expected=136.000000
predicted=143.121013, expected=140.000000
predicted=144.294260, expected=116.000000
predicted=128.166232, expected=112.000000
predicted=141.317043, expected=108.000000
predicted=126.766163, expected=108.000000
predicted=117.567417, expected=108.000000
predicted=115.901934, expected=56.000000
predicted=95.441866, expected=96.000000
predicted=100.166056, expected=140.000000
predicted=105.099193, expected=80.000000
predicted=92.765020, expected=172.000000
predicted=125.100086, expected=148.000000
predicted=113.422717, expected=120.000000
predicted=123.358002, expected=84.000000
predicted=126.592348, expected=480.000000
predicted=207.596648, expected=112.000000
predicted=165.908858, expected=100.000000
predicted=194.812426, expected=136.000000
predicted=190.132281, expected=144.000000
predicted=125.169442, expected=68.000000
predicted=197.037175, expected=108.000000
predicted=117.495712, expected=56.000000
predicted=92.122361, expected=96.000000
predicted=98.394857, expected=72.000000
predicted=93.489167, expected=88.000000
predicted=77.907698, expected=112.000000
predicted=95.719810, expected=108.000000
predicted=86.044394, expected=96.000000
predicted=98.802246, expected=92.000000
predicted=95.328039, expected=80.000000
predicted=92.433289, expected=100.000000
predicted=98.033676, expected=40.000000
predicted=80.765347, expected=80.000000
predicted=83.325545, expected=84.000000
predicted=78.764210, expected=108.000000
predicted=80.280368, expected=64.000000
predicted=83.487948, expected=36.000000
predicted=65.308820, expected=84.000000
predicted=78.025738, expected=44.000000
predicted=60.409287, expected=88.000000
predicted=75.897889, expected=72.000000
predicted=67.581378, expected=104.000000
predicted=70.652406, expected=80.000000
predicted=82.636839, expected=76.000000
predicted=75.118589, expected=112.000000
predicted=93.586518, expected=32.000000
predicted=69.808941, expected=100.000000
predicted=90.379696, expected=68.000000
predicted=75.129627, expected=44.000000
predicted=64.880276, expected=100.000000
predicted=87.181282, expected=96.000000
predicted=66.760047, expected=52.000000
predicted=76.418821, expected=60.000000
predicted=75.521908, expected=52.000000
predicted=60.676202, expected=136.000000
predicted=85.476489, expected=116.000000
predicted=88.115305, expected=64.000000
predicted=80.469441, expected=60.000000
predicted=86.462495, expected=80.000000
predicted=76.997451, expected=52.000000
predicted=78.568930, expected=100.000000
predicted=85.034882, expected=96.000000
predicted=76.262999, expected=76.000000
predicted=75.609877, expected=48.000000
predicted=77.936108, expected=128.000000
predicted=84.963728, expected=96.000000
predicted=86.465812, expected=100.000000
predicted=94.129625, expected=80.000000
predicted=92.992723, expected=108.000000
predicted=88.778145, expected=52.000000
predicted=90.791514, expected=60.000000
predicted=81.727216, expected=84.000000
predicted=82.312683, expected=48.000000
predicted=63.742783, expected=60.000000
predicted=73.582030, expected=76.000000
predicted=64.164150, expected=104.000000
predicted=70.984733, expected=88.000000
predicted=80.025133, expected=96.000000
predicted=81.918794, expected=28.000000
predicted=70.861148, expected=36.000000
predicted=67.821448, expected=60.000000
predicted=67.390279, expected=92.000000
predicted=63.783147, expected=72.000000
predicted=68.808235, expected=100.000000
predicted=70.416710, expected=68.000000
predicted=69.837234, expected=52.000000
predicted=70.310578, expected=116.000000
predicted=89.345678, expected=112.000000
predicted=82.689124, expected=96.000000
predicted=93.829579, expected=52.000000
predicted=84.899899, expected=40.000000
predicted=71.212354, expected=136.000000
predicted=95.424399, expected=40.000000
predicted=70.026714, expected=36.000000
predicted=71.446625, expected=68.000000
predicted=67.173029, expected=72.000000
predicted=53.027376, expected=92.000000
predicted=81.553264, expected=56.000000
predicted=61.532156, expected=64.000000
predicted=64.792619, expected=52.000000
predicted=65.750793, expected=92.000000
predicted=70.603731, expected=36.000000
predicted=63.241612, expected=68.000000
predicted=63.694238, expected=104.000000
predicted=73.206719, expected=68.000000
predicted=63.300389, expected=100.000000
predicted=87.264465, expected=92.000000
predicted=77.609479, expected=100.000000
predicted=86.542361, expected=84.000000
predicted=94.118784, expected=100.000000
predicted=90.076625, expected=116.000000
predicted=100.282202, expected=44.000000
predicted=83.437215, expected=80.000000
predicted=91.693107, expected=48.000000
predicted=72.918145, expected=128.000000
predicted=86.480590, expected=72.000000
predicted=82.956447, expected=72.000000
predicted=73.628841, expected=140.000000
predicted=99.868498, expected=96.000000
predicted=82.783011, expected=92.000000
predicted=105.455873, expected=72.000000
predicted=92.415522, expected=96.000000
predicted=89.278612, expected=64.000000
predicted=91.314603, expected=72.000000
predicted=81.740101, expected=84.000000
predicted=81.805675, expected=84.000000
predicted=75.621078, expected=72.000000
predicted=80.439033, expected=56.000000
predicted=71.328126, expected=60.000000
predicted=69.959982, expected=28.000000
predicted=59.323019, expected=40.000000
predicted=55.839541, expected=96.000000
predicted=61.842672, expected=120.000000
predicted=67.581758, expected=92.000000
predicted=77.268844, expected=68.000000
predicted=77.795900, expected=84.000000
predicted=82.248476, expected=92.000000
predicted=87.896703, expected=84.000000
predicted=89.428444, expected=112.000000
predicted=93.603517, expected=80.000000
predicted=84.475429, expected=80.000000
predicted=88.757153, expected=68.000000
predicted=85.722843, expected=72.000000
predicted=78.654748, expected=28.000000
predicted=70.185818, expected=88.000000
predicted=72.000035, expected=92.000000
predicted=70.940344, expected=92.000000
predicted=73.322186, expected=84.000000
predicted=82.860662, expected=60.000000
predicted=69.964735, expected=60.000000
predicted=77.951927, expected=80.000000
predicted=77.176326, expected=88.000000
predicted=76.581258, expected=64.000000
predicted=73.198823, expected=64.000000
predicted=71.036009, expected=44.000000
predicted=63.332549, expected=92.000000
predicted=72.756814, expected=80.000000
predicted=71.804671, expected=80.000000
predicted=71.730436, expected=48.000000
predicted=69.723127, expected=84.000000
predicted=70.399097, expected=60.000000
predicted=71.317149, expected=80.000000
predicted=72.393489, expected=100.000000
predicted=80.299306, expected=80.000000
predicted=72.006872, expected=108.000000
predicted=91.101099, expected=84.000000
predicted=83.891171, expected=80.000000
predicted=87.035942, expected=88.000000
predicted=92.206982, expected=60.000000
predicted=77.814574, expected=28.000000
predicted=72.360963, expected=52.000000
predicted=65.220405, expected=36.000000
predicted=51.463499, expected=64.000000
predicted=56.132746, expected=36.000000
predicted=46.726156, expected=100.000000
predicted=56.475840, expected=72.000000
predicted=60.857086, expected=60.000000
predicted=60.344438, expected=80.000000
predicted=74.904097, expected=44.000000
predicted=57.184741, expected=44.000000
predicted=66.834419, expected=152.000000
predicted=83.676195, expected=116.000000
predicted=78.768862, expected=56.000000
predicted=85.032873, expected=120.000000
predicted=99.557300, expected=80.000000
predicted=81.356441, expected=44.000000
predicted=91.379544, expected=76.000000
predicted=89.010089, expected=76.000000
predicted=67.284726, expected=76.000000
predicted=79.308598, expected=64.000000
predicted=72.691499, expected=72.000000
predicted=66.983751, expected=88.000000
predicted=75.952823, expected=48.000000
predicted=67.293053, expected=44.000000
predicted=66.207857, expected=112.000000
predicted=74.935644, expected=48.000000
predicted=60.664956, expected=48.000000
predicted=69.141320, expected=56.000000
predicted=61.670462, expected=60.000000
predicted=53.191937, expected=36.000000
predicted=61.232614, expected=72.000000
predicted=56.536250, expected=88.000000
predicted=60.464892, expected=68.000000
predicted=62.332416, expected=100.000000
predicted=78.188799, expected=68.000000
predicted=68.810432, expected=32.000000
predicted=67.373945, expected=40.000000
Test MSE: 1219.696
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451])]
predicted=7.420494, expected=24.000000
predicted=8.688592, expected=8.000000
predicted=9.734113, expected=4.000000
predicted=9.837696, expected=8.000000
predicted=10.238299, expected=12.000000
predicted=10.925307, expected=12.000000
predicted=11.524961, expected=8.000000
predicted=8.730122, expected=12.000000
predicted=9.343133, expected=8.000000
predicted=9.890945, expected=40.000000
predicted=14.801554, expected=4.000000
predicted=13.652734, expected=4.000000
predicted=13.605769, expected=28.000000
predicted=16.304976, expected=8.000000
predicted=14.007583, expected=4.000000
predicted=16.643053, expected=4.000000
predicted=9.504626, expected=4.000000
predicted=8.339924, expected=20.000000
predicted=11.131199, expected=4.000000
predicted=6.799707, expected=8.000000
predicted=7.872700, expected=12.000000
predicted=8.663565, expected=8.000000
predicted=8.981387, expected=8.000000
predicted=10.305356, expected=16.000000
predicted=9.133494, expected=12.000000
predicted=10.227260, expected=12.000000
predicted=11.470692, expected=4.000000
predicted=10.375182, expected=8.000000
predicted=10.355076, expected=28.000000
predicted=12.653452, expected=4.000000
predicted=10.644377, expected=4.000000
predicted=11.338378, expected=16.000000
predicted=10.885291, expected=8.000000
predicted=10.609374, expected=16.000000
predicted=12.811598, expected=4.000000
predicted=8.719560, expected=20.000000
predicted=11.388193, expected=20.000000
predicted=13.076977, expected=12.000000
predicted=13.244386, expected=4.000000
predicted=13.660665, expected=4.000000
predicted=11.611138, expected=4.000000
predicted=10.906203, expected=4.000000
predicted=7.928236, expected=4.000000
predicted=5.273910, expected=12.000000
predicted=5.062215, expected=16.000000
predicted=6.674258, expected=8.000000
predicted=7.816631, expected=4.000000
predicted=8.629768, expected=12.000000
predicted=9.603269, expected=4.000000
predicted=9.067987, expected=4.000000
predicted=8.331052, expected=8.000000
predicted=6.738183, expected=8.000000
predicted=6.349790, expected=16.000000
predicted=8.336362, expected=4.000000
predicted=7.175952, expected=12.000000
predicted=9.113203, expected=4.000000
predicted=8.673839, expected=12.000000
predicted=9.406355, expected=8.000000
predicted=9.098229, expected=8.000000
predicted=8.085734, expected=4.000000
predicted=8.236302, expected=8.000000
predicted=7.472292, expected=12.000000
predicted=8.335984, expected=8.000000
predicted=7.744280, expected=16.000000
predicted=9.288510, expected=8.000000
predicted=9.198871, expected=8.000000
predicted=10.371858, expected=8.000000
predicted=10.209513, expected=12.000000
predicted=9.858426, expected=12.000000
predicted=10.376510, expected=4.000000
predicted=8.844113, expected=8.000000
predicted=9.108405, expected=8.000000
predicted=8.589902, expected=4.000000
predicted=7.980726, expected=16.000000
predicted=8.532078, expected=12.000000
predicted=8.090671, expected=4.000000
predicted=8.927493, expected=8.000000
predicted=9.224739, expected=4.000000
predicted=8.049938, expected=4.000000
predicted=8.137741, expected=4.000000
predicted=6.056378, expected=8.000000
predicted=5.185897, expected=4.000000
predicted=5.164933, expected=8.000000
predicted=5.384167, expected=12.000000
predicted=6.376823, expected=8.000000
predicted=7.106353, expected=4.000000
predicted=7.654355, expected=4.000000
predicted=7.035917, expected=12.000000
predicted=7.823677, expected=20.000000
predicted=9.214966, expected=4.000000
predicted=8.407927, expected=8.000000
predicted=9.510006, expected=4.000000
predicted=8.950765, expected=8.000000
predicted=9.377645, expected=12.000000
predicted=9.003433, expected=4.000000
predicted=6.545552, expected=16.000000
predicted=8.732809, expected=4.000000
predicted=7.792206, expected=4.000000
predicted=8.556974, expected=12.000000
predicted=8.656606, expected=4.000000
predicted=7.099859, expected=28.000000
predicted=10.744359, expected=12.000000
predicted=9.757019, expected=12.000000
predicted=12.640249, expected=8.000000
predicted=13.093251, expected=8.000000
predicted=12.537595, expected=4.000000
predicted=12.161579, expected=8.000000
predicted=8.788261, expected=8.000000
predicted=7.799923, expected=8.000000
predicted=7.254788, expected=4.000000
predicted=6.758891, expected=16.000000
predicted=7.883954, expected=12.000000
predicted=8.803790, expected=12.000000
predicted=10.030613, expected=20.000000
predicted=11.841166, expected=8.000000
predicted=12.005791, expected=12.000000
predicted=13.795830, expected=4.000000
predicted=11.562699, expected=12.000000
predicted=11.542309, expected=12.000000
predicted=10.913151, expected=4.000000
predicted=8.825298, expected=8.000000
predicted=8.947608, expected=8.000000
predicted=7.967331, expected=8.000000
predicted=8.586320, expected=8.000000
predicted=7.924539, expected=8.000000
predicted=7.375189, expected=4.000000
predicted=7.453610, expected=4.000000
predicted=6.889080, expected=12.000000
predicted=7.138816, expected=8.000000
predicted=6.975515, expected=4.000000
predicted=6.860271, expected=8.000000
predicted=6.854676, expected=4.000000
predicted=6.680271, expected=16.000000
predicted=8.405839, expected=4.000000
predicted=7.038761, expected=4.000000
predicted=7.228739, expected=16.000000
predicted=8.421499, expected=4.000000
predicted=7.803761, expected=4.000000
predicted=8.431419, expected=8.000000
predicted=6.725921, expected=12.000000
predicted=7.727644, expected=12.000000
predicted=8.865086, expected=8.000000
predicted=8.081386, expected=4.000000
predicted=8.445278, expected=4.000000
predicted=8.368559, expected=4.000000
predicted=7.387744, expected=16.000000
predicted=7.562813, expected=12.000000
predicted=7.330389, expected=16.000000
predicted=9.256973, expected=16.000000
predicted=11.190126, expected=12.000000
predicted=12.888824, expected=8.000000
predicted=13.662850, expected=4.000000
predicted=11.762874, expected=4.000000
predicted=10.233094, expected=12.000000
predicted=9.121118, expected=8.000000
predicted=7.628238, expected=4.000000
predicted=6.852691, expected=8.000000
predicted=6.831921, expected=12.000000
predicted=7.803586, expected=8.000000
predicted=8.456869, expected=4.000000
predicted=7.574763, expected=12.000000
predicted=8.116771, expected=8.000000
predicted=8.407657, expected=4.000000
predicted=8.176722, expected=8.000000
predicted=7.472604, expected=12.000000
predicted=7.791998, expected=12.000000
predicted=9.011819, expected=12.000000
predicted=9.278240, expected=4.000000
predicted=8.938003, expected=12.000000
predicted=10.292361, expected=4.000000
predicted=9.191460, expected=20.000000
predicted=10.541268, expected=16.000000
predicted=10.609598, expected=20.000000
predicted=12.682639, expected=8.000000
predicted=13.488811, expected=12.000000
predicted=13.959525, expected=16.000000
predicted=15.179544, expected=32.000000
predicted=16.706615, expected=24.000000
predicted=17.919253, expected=20.000000
predicted=18.964657, expected=8.000000
predicted=19.270064, expected=4.000000
predicted=18.172799, expected=12.000000
predicted=17.015840, expected=16.000000
predicted=13.811073, expected=16.000000
predicted=12.439146, expected=12.000000
predicted=11.258333, expected=12.000000
predicted=12.135531, expected=8.000000
predicted=12.798712, expected=4.000000
predicted=11.589215, expected=8.000000
predicted=10.182215, expected=12.000000
predicted=9.236507, expected=8.000000
predicted=8.541679, expected=28.000000
predicted=11.193423, expected=8.000000
predicted=10.834435, expected=8.000000
predicted=12.519952, expected=4.000000
predicted=11.509584, expected=8.000000
predicted=10.931944, expected=4.000000
predicted=10.110425, expected=8.000000
predicted=6.742113, expected=12.000000
predicted=7.194059, expected=16.000000
predicted=8.473154, expected=4.000000
predicted=8.577452, expected=4.000000
predicted=8.276133, expected=8.000000
predicted=8.738367, expected=4.000000
predicted=7.996642, expected=8.000000
predicted=7.463948, expected=16.000000
predicted=7.137745, expected=12.000000
predicted=8.394563, expected=4.000000
predicted=8.740448, expected=12.000000
predicted=9.474283, expected=16.000000
predicted=11.119745, expected=12.000000
predicted=11.910643, expected=4.000000
predicted=10.136937, expected=8.000000
predicted=9.556904, expected=8.000000
predicted=9.990124, expected=16.000000
predicted=10.674821, expected=8.000000
predicted=9.130352, expected=4.000000
predicted=8.156354, expected=12.000000
predicted=9.478537, expected=4.000000
predicted=8.533068, expected=12.000000
predicted=9.531706, expected=4.000000
predicted=7.183580, expected=16.000000
predicted=8.727450, expected=12.000000
predicted=9.714473, expected=4.000000
predicted=8.735756, expected=16.000000
predicted=10.821447, expected=12.000000
predicted=10.384546, expected=16.000000
predicted=12.689351, expected=8.000000
predicted=11.260018, expected=8.000000
predicted=10.923061, expected=8.000000
predicted=11.450461, expected=4.000000
predicted=9.438171, expected=8.000000
predicted=8.780368, expected=4.000000
predicted=6.612973, expected=4.000000
predicted=6.103269, expected=8.000000
predicted=5.977941, expected=12.000000
predicted=6.517109, expected=12.000000
predicted=7.820850, expected=12.000000
predicted=8.600650, expected=8.000000
predicted=9.340902, expected=12.000000
predicted=10.775426, expected=8.000000
predicted=10.623762, expected=4.000000
predicted=9.470561, expected=8.000000
predicted=8.782232, expected=4.000000
predicted=7.293358, expected=24.000000
predicted=9.947315, expected=8.000000
predicted=8.862031, expected=4.000000
predicted=9.011313, expected=20.000000
predicted=11.341311, expected=8.000000
predicted=11.111641, expected=4.000000
predicted=11.703583, expected=4.000000
predicted=8.162062, expected=4.000000
predicted=7.474921, expected=8.000000
predicted=7.942126, expected=20.000000
predicted=7.763238, expected=4.000000
predicted=6.997451, expected=12.000000
predicted=8.986224, expected=8.000000
predicted=9.158066, expected=4.000000
predicted=9.586324, expected=16.000000
predicted=10.654869, expected=8.000000
predicted=8.409670, expected=4.000000
predicted=8.937461, expected=16.000000
predicted=9.279185, expected=4.000000
predicted=8.494802, expected=8.000000
predicted=9.698323, expected=8.000000
predicted=7.814362, expected=8.000000
predicted=8.100023, expected=12.000000
predicted=9.242377, expected=20.000000
predicted=9.739080, expected=12.000000
predicted=11.102620, expected=16.000000
predicted=12.806205, expected=4.000000
predicted=11.969661, expected=4.000000
predicted=11.826378, expected=4.000000
predicted=10.078595, expected=4.000000
predicted=7.461128, expected=16.000000
predicted=7.946774, expected=4.000000
predicted=5.722875, expected=4.000000
predicted=6.295519, expected=16.000000
predicted=7.774580, expected=4.000000
predicted=7.865348, expected=12.000000
predicted=9.616281, expected=16.000000
predicted=8.887372, expected=8.000000
predicted=10.067581, expected=4.000000
predicted=10.239117, expected=4.000000
predicted=8.079817, expected=12.000000
predicted=9.397749, expected=4.000000
predicted=7.891842, expected=16.000000
predicted=8.106581, expected=4.000000
predicted=6.986285, expected=8.000000
predicted=8.372457, expected=12.000000
predicted=9.060714, expected=4.000000
predicted=8.097401, expected=4.000000
predicted=8.243629, expected=8.000000
predicted=6.573522, expected=4.000000
predicted=6.686961, expected=4.000000
predicted=6.146458, expected=8.000000
predicted=5.228576, expected=16.000000
predicted=7.144309, expected=8.000000
predicted=7.813441, expected=4.000000
predicted=7.545387, expected=4.000000
predicted=7.371125, expected=8.000000
predicted=8.078454, expected=8.000000
predicted=7.963268, expected=12.000000
predicted=7.279508, expected=12.000000
predicted=7.793482, expected=8.000000
predicted=8.661405, expected=8.000000
predicted=9.405558, expected=4.000000
predicted=8.710686, expected=4.000000
predicted=8.200896, expected=4.000000
predicted=6.701796, expected=8.000000
predicted=6.022486, expected=8.000000
predicted=5.887399, expected=12.000000
predicted=6.608994, expected=12.000000
predicted=7.814943, expected=8.000000
predicted=8.662554, expected=4.000000
predicted=8.754061, expected=4.000000
predicted=8.106889, expected=12.000000
predicted=8.699042, expected=8.000000
predicted=7.877935, expected=4.000000
predicted=6.803156, expected=16.000000
predicted=7.912586, expected=20.000000
predicted=10.316513, expected=12.000000
predicted=11.987304, expected=16.000000
predicted=12.759146, expected=8.000000
predicted=12.498604, expected=8.000000
predicted=13.671631, expected=4.000000
predicted=11.341088, expected=20.000000
predicted=11.467525, expected=4.000000
predicted=9.733729, expected=16.000000
predicted=10.369030, expected=8.000000
predicted=9.597399, expected=8.000000
predicted=10.282506, expected=8.000000
predicted=10.682004, expected=4.000000
predicted=8.049504, expected=16.000000
predicted=10.069005, expected=8.000000
predicted=8.420311, expected=4.000000
predicted=8.289370, expected=4.000000
predicted=7.312923, expected=4.000000
predicted=6.716865, expected=12.000000
predicted=8.047499, expected=12.000000
Test MSE: 36.520
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926])]
predicted=24.987458, expected=4.000000
predicted=23.514424, expected=8.000000
predicted=20.927510, expected=4.000000
predicted=14.074230, expected=24.000000
predicted=18.481641, expected=36.000000
predicted=21.046805, expected=4.000000
predicted=12.457819, expected=12.000000
predicted=11.835411, expected=12.000000
predicted=13.235727, expected=12.000000
predicted=19.152875, expected=8.000000
predicted=13.888387, expected=16.000000
predicted=10.732437, expected=24.000000
predicted=15.067706, expected=24.000000
predicted=17.178861, expected=8.000000
predicted=13.737520, expected=12.000000
predicted=13.613660, expected=8.000000
predicted=14.457783, expected=12.000000
predicted=16.017678, expected=24.000000
predicted=15.933081, expected=28.000000
predicted=16.881659, expected=12.000000
predicted=15.106793, expected=16.000000
predicted=14.832737, expected=8.000000
predicted=15.002944, expected=4.000000
predicted=15.634168, expected=12.000000
predicted=13.576197, expected=20.000000
predicted=13.617946, expected=32.000000
predicted=17.882014, expected=20.000000
predicted=15.603092, expected=16.000000
predicted=15.482660, expected=16.000000
predicted=17.302967, expected=16.000000
predicted=20.405383, expected=20.000000
predicted=21.072250, expected=16.000000
predicted=17.390469, expected=32.000000
predicted=20.569336, expected=16.000000
predicted=18.698940, expected=8.000000
predicted=16.751463, expected=12.000000
predicted=15.278018, expected=12.000000
predicted=16.764708, expected=8.000000
predicted=15.606045, expected=24.000000
predicted=14.367174, expected=20.000000
predicted=14.574940, expected=8.000000
predicted=13.460713, expected=24.000000
predicted=15.118088, expected=8.000000
predicted=14.411326, expected=12.000000
predicted=16.827796, expected=12.000000
predicted=12.788127, expected=20.000000
predicted=15.511248, expected=12.000000
predicted=14.848538, expected=24.000000
predicted=15.156784, expected=4.000000
predicted=12.232085, expected=40.000000
predicted=20.660236, expected=16.000000
predicted=18.952364, expected=24.000000
predicted=20.965046, expected=16.000000
predicted=17.835075, expected=8.000000
predicted=17.452620, expected=32.000000
predicted=23.869490, expected=24.000000
predicted=21.370006, expected=24.000000
predicted=22.435045, expected=20.000000
predicted=18.306862, expected=44.000000
predicted=26.571751, expected=12.000000
predicted=25.789941, expected=32.000000
predicted=25.959351, expected=12.000000
predicted=21.543297, expected=20.000000
predicted=24.469658, expected=24.000000
predicted=24.099130, expected=8.000000
predicted=18.328117, expected=8.000000
predicted=16.292638, expected=12.000000
predicted=13.100177, expected=16.000000
predicted=16.369008, expected=16.000000
predicted=15.015147, expected=28.000000
predicted=15.259279, expected=16.000000
predicted=15.603975, expected=12.000000
predicted=15.578940, expected=8.000000
predicted=13.997496, expected=4.000000
predicted=13.702297, expected=4.000000
predicted=12.290039, expected=12.000000
predicted=10.209183, expected=24.000000
predicted=12.681259, expected=12.000000
predicted=11.167370, expected=28.000000
predicted=13.861357, expected=8.000000
predicted=12.821764, expected=12.000000
predicted=15.517232, expected=20.000000
predicted=16.730148, expected=16.000000
predicted=17.473505, expected=20.000000
predicted=18.046592, expected=16.000000
predicted=14.374728, expected=16.000000
predicted=16.413328, expected=28.000000
predicted=19.873135, expected=4.000000
predicted=16.143321, expected=24.000000
predicted=17.863789, expected=4.000000
predicted=13.885963, expected=12.000000
predicted=15.618075, expected=32.000000
predicted=17.869713, expected=8.000000
predicted=15.313994, expected=16.000000
predicted=15.263541, expected=24.000000
predicted=14.181014, expected=16.000000
predicted=19.684676, expected=12.000000
predicted=17.646750, expected=8.000000
predicted=12.074798, expected=20.000000
predicted=16.657092, expected=4.000000
predicted=14.411714, expected=4.000000
predicted=10.212918, expected=12.000000
predicted=9.021993, expected=16.000000
predicted=12.396407, expected=4.000000
predicted=10.371035, expected=20.000000
predicted=9.487487, expected=8.000000
predicted=10.048719, expected=12.000000
predicted=12.642522, expected=24.000000
predicted=13.739024, expected=40.000000
predicted=20.520675, expected=8.000000
predicted=18.461331, expected=8.000000
predicted=13.533538, expected=28.000000
predicted=18.441471, expected=20.000000
predicted=24.137430, expected=12.000000
predicted=20.184650, expected=8.000000
predicted=11.379283, expected=8.000000
predicted=13.268580, expected=20.000000
predicted=17.501490, expected=12.000000
predicted=14.189157, expected=20.000000
predicted=13.769166, expected=8.000000
predicted=11.264794, expected=20.000000
predicted=14.957900, expected=8.000000
predicted=14.046695, expected=16.000000
predicted=14.566861, expected=16.000000
predicted=14.366883, expected=32.000000
predicted=18.324693, expected=36.000000
predicted=22.659023, expected=20.000000
predicted=20.805768, expected=8.000000
predicted=18.231603, expected=20.000000
predicted=20.567759, expected=4.000000
predicted=20.466769, expected=16.000000
predicted=18.772889, expected=24.000000
predicted=15.790573, expected=4.000000
predicted=13.039645, expected=8.000000
predicted=11.384473, expected=4.000000
predicted=8.233439, expected=8.000000
predicted=11.911410, expected=16.000000
predicted=11.776438, expected=20.000000
predicted=11.108372, expected=20.000000
predicted=13.063894, expected=12.000000
predicted=12.104218, expected=20.000000
predicted=15.291731, expected=12.000000
predicted=16.267347, expected=16.000000
predicted=17.167892, expected=8.000000
predicted=13.809944, expected=20.000000
predicted=15.246737, expected=20.000000
predicted=16.635049, expected=28.000000
predicted=18.723708, expected=4.000000
predicted=14.381913, expected=16.000000
predicted=14.682255, expected=28.000000
predicted=19.652431, expected=24.000000
predicted=22.471821, expected=4.000000
predicted=16.085002, expected=28.000000
predicted=15.960414, expected=4.000000
predicted=16.718509, expected=12.000000
predicted=17.798793, expected=8.000000
predicted=12.022008, expected=36.000000
predicted=17.515411, expected=24.000000
predicted=20.328001, expected=24.000000
predicted=17.746780, expected=4.000000
predicted=14.582796, expected=20.000000
predicted=18.397398, expected=20.000000
predicted=22.620245, expected=28.000000
predicted=22.261785, expected=8.000000
predicted=16.464052, expected=16.000000
predicted=14.421964, expected=4.000000
predicted=14.896999, expected=12.000000
predicted=15.464380, expected=12.000000
predicted=14.056435, expected=16.000000
predicted=12.136926, expected=4.000000
predicted=10.205358, expected=4.000000
predicted=7.416812, expected=24.000000
predicted=12.645909, expected=24.000000
predicted=16.029361, expected=12.000000
predicted=14.114752, expected=24.000000
predicted=13.757329, expected=12.000000
predicted=15.554578, expected=16.000000
predicted=19.117767, expected=20.000000
predicted=18.009947, expected=20.000000
predicted=17.919991, expected=4.000000
predicted=15.402537, expected=4.000000
predicted=11.025684, expected=32.000000
predicted=17.198656, expected=20.000000
predicted=18.872969, expected=16.000000
predicted=16.122165, expected=28.000000
predicted=15.595002, expected=20.000000
predicted=19.660340, expected=20.000000
predicted=23.208688, expected=8.000000
predicted=17.152380, expected=16.000000
predicted=17.646046, expected=16.000000
predicted=18.663050, expected=16.000000
predicted=16.909526, expected=4.000000
predicted=12.579687, expected=24.000000
predicted=13.991839, expected=12.000000
predicted=15.014708, expected=28.000000
predicted=17.895858, expected=16.000000
predicted=16.057733, expected=4.000000
predicted=13.265409, expected=20.000000
predicted=16.733095, expected=16.000000
predicted=16.645488, expected=16.000000
predicted=18.006604, expected=8.000000
predicted=12.235788, expected=20.000000
predicted=13.677607, expected=8.000000
predicted=14.774688, expected=24.000000
predicted=16.130024, expected=16.000000
predicted=15.271792, expected=4.000000
predicted=12.610243, expected=12.000000
predicted=13.011439, expected=20.000000
predicted=14.521778, expected=20.000000
predicted=17.750847, expected=20.000000
predicted=15.418302, expected=28.000000
predicted=16.853898, expected=36.000000
predicted=23.325292, expected=32.000000
predicted=26.476210, expected=24.000000
predicted=25.587120, expected=20.000000
predicted=24.968686, expected=12.000000
predicted=24.289002, expected=40.000000
predicted=29.123724, expected=28.000000
predicted=27.620889, expected=36.000000
predicted=27.501668, expected=20.000000
predicted=23.932917, expected=4.000000
predicted=20.958859, expected=12.000000
predicted=22.506490, expected=12.000000
predicted=19.662138, expected=36.000000
predicted=23.539410, expected=40.000000
predicted=22.847197, expected=24.000000
predicted=20.455286, expected=16.000000
predicted=19.801637, expected=12.000000
predicted=20.722729, expected=12.000000
predicted=24.006474, expected=32.000000
predicted=25.527094, expected=20.000000
predicted=20.721832, expected=8.000000
predicted=15.387652, expected=20.000000
predicted=15.506599, expected=20.000000
predicted=19.277103, expected=8.000000
predicted=18.919548, expected=8.000000
predicted=12.807985, expected=4.000000
predicted=10.247849, expected=12.000000
predicted=13.154288, expected=20.000000
predicted=13.643368, expected=20.000000
predicted=12.931146, expected=12.000000
predicted=11.725744, expected=4.000000
predicted=9.763554, expected=12.000000
predicted=12.786929, expected=4.000000
predicted=12.525696, expected=4.000000
predicted=9.843409, expected=12.000000
predicted=8.186930, expected=24.000000
predicted=11.579888, expected=20.000000
predicted=13.732355, expected=12.000000
predicted=11.267268, expected=8.000000
predicted=11.002087, expected=16.000000
predicted=15.187422, expected=8.000000
predicted=15.423173, expected=4.000000
predicted=11.224385, expected=12.000000
predicted=9.721760, expected=4.000000
predicted=8.763050, expected=16.000000
predicted=11.048018, expected=24.000000
predicted=12.231765, expected=16.000000
predicted=13.004869, expected=4.000000
predicted=10.742006, expected=8.000000
predicted=10.018929, expected=8.000000
predicted=12.969878, expected=4.000000
predicted=11.715765, expected=16.000000
predicted=10.201631, expected=12.000000
predicted=8.929106, expected=16.000000
predicted=11.097435, expected=12.000000
predicted=10.513254, expected=8.000000
predicted=10.419591, expected=8.000000
predicted=11.500666, expected=16.000000
predicted=12.592946, expected=8.000000
predicted=11.811003, expected=20.000000
predicted=12.571547, expected=8.000000
predicted=10.563408, expected=20.000000
predicted=13.619317, expected=12.000000
predicted=13.619190, expected=20.000000
predicted=15.042655, expected=24.000000
predicted=17.802813, expected=4.000000
predicted=13.590758, expected=12.000000
predicted=14.244748, expected=12.000000
predicted=13.550069, expected=8.000000
predicted=14.475405, expected=8.000000
predicted=11.418412, expected=16.000000
predicted=10.044520, expected=4.000000
predicted=9.988833, expected=12.000000
predicted=9.962976, expected=12.000000
predicted=9.745966, expected=20.000000
predicted=13.143044, expected=20.000000
predicted=14.587355, expected=4.000000
predicted=10.487158, expected=12.000000
predicted=12.062190, expected=4.000000
predicted=11.328203, expected=12.000000
predicted=13.299611, expected=12.000000
predicted=11.322603, expected=8.000000
predicted=8.645354, expected=8.000000
predicted=8.773409, expected=12.000000
predicted=9.091338, expected=12.000000
predicted=11.229476, expected=8.000000
predicted=9.926972, expected=16.000000
predicted=10.582700, expected=24.000000
predicted=14.211033, expected=8.000000
predicted=13.161540, expected=4.000000
predicted=10.186386, expected=8.000000
predicted=10.024193, expected=8.000000
predicted=12.349676, expected=4.000000
predicted=10.185004, expected=32.000000
predicted=12.237632, expected=12.000000
predicted=11.618954, expected=20.000000
predicted=13.755842, expected=20.000000
predicted=14.288858, expected=4.000000
predicted=14.320964, expected=4.000000
predicted=14.624105, expected=44.000000
predicted=19.354753, expected=20.000000
predicted=21.011734, expected=16.000000
predicted=17.559393, expected=4.000000
predicted=10.675860, expected=4.000000
predicted=13.990299, expected=4.000000
predicted=17.130023, expected=36.000000
predicted=17.545865, expected=8.000000
predicted=13.000623, expected=16.000000
predicted=10.738985, expected=12.000000
predicted=10.583571, expected=8.000000
predicted=13.692326, expected=8.000000
predicted=15.710654, expected=8.000000
predicted=9.720929, expected=12.000000
predicted=11.529414, expected=4.000000
predicted=8.627031, expected=8.000000
predicted=7.702363, expected=4.000000
predicted=6.885704, expected=8.000000
predicted=7.720827, expected=8.000000
predicted=7.734271, expected=4.000000
predicted=5.759056, expected=8.000000
predicted=6.537020, expected=20.000000
predicted=9.369930, expected=36.000000
predicted=16.279218, expected=20.000000
predicted=15.943737, expected=8.000000
predicted=12.761624, expected=12.000000
predicted=14.475111, expected=20.000000
predicted=20.416709, expected=12.000000
predicted=20.103635, expected=16.000000
predicted=14.896868, expected=16.000000
predicted=13.237295, expected=28.000000
predicted=18.322682, expected=4.000000
predicted=15.302869, expected=12.000000
predicted=13.378226, expected=12.000000
predicted=14.061088, expected=12.000000
predicted=15.201025, expected=12.000000
predicted=14.259451, expected=12.000000
predicted=10.079286, expected=8.000000
predicted=11.007061, expected=4.000000
predicted=9.400377, expected=12.000000
predicted=10.230588, expected=8.000000
predicted=9.850633, expected=4.000000
predicted=8.037363, expected=12.000000
predicted=7.827006, expected=4.000000
predicted=7.019243, expected=4.000000
predicted=7.390163, expected=28.000000
predicted=11.177506, expected=4.000000
predicted=9.315932, expected=8.000000
predicted=9.354755, expected=16.000000
predicted=9.245596, expected=24.000000
predicted=15.377016, expected=12.000000
predicted=16.341007, expected=12.000000
predicted=10.973236, expected=12.000000
predicted=12.717804, expected=8.000000
predicted=14.131000, expected=16.000000
predicted=15.085118, expected=8.000000
predicted=11.228219, expected=8.000000
predicted=10.481173, expected=16.000000
predicted=11.414390, expected=12.000000
predicted=11.631499, expected=8.000000
predicted=11.344819, expected=16.000000
predicted=10.911289, expected=8.000000
predicted=11.007548, expected=20.000000
predicted=14.245061, expected=24.000000
predicted=15.228244, expected=28.000000
predicted=18.022093, expected=16.000000
predicted=17.653283, expected=12.000000
predicted=15.804430, expected=12.000000
predicted=17.731918, expected=8.000000
predicted=17.045156, expected=8.000000
predicted=14.832873, expected=12.000000
predicted=11.813979, expected=8.000000
predicted=10.252518, expected=8.000000
predicted=9.317550, expected=12.000000
predicted=9.219220, expected=4.000000
predicted=8.360116, expected=8.000000
Test MSE: 78.809
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553])]
predicted=105.397107, expected=84.000000
predicted=97.044465, expected=108.000000
predicted=100.268515, expected=60.000000
predicted=86.137036, expected=60.000000
predicted=74.389509, expected=84.000000
predicted=79.650778, expected=112.000000
predicted=88.860277, expected=132.000000
predicted=94.731534, expected=84.000000
predicted=88.167287, expected=76.000000
predicted=87.370468, expected=68.000000
predicted=91.545323, expected=32.000000
predicted=84.201006, expected=140.000000
predicted=88.896422, expected=88.000000
predicted=87.545190, expected=100.000000
predicted=82.243475, expected=68.000000
predicted=78.189425, expected=88.000000
predicted=87.395438, expected=112.000000
predicted=100.368012, expected=104.000000
predicted=96.207068, expected=132.000000
predicted=99.835562, expected=52.000000
predicted=92.018121, expected=120.000000
predicted=98.158640, expected=72.000000
predicted=101.317911, expected=112.000000
predicted=99.719413, expected=80.000000
predicted=93.371792, expected=96.000000
predicted=89.437254, expected=84.000000
predicted=92.927762, expected=84.000000
predicted=88.922210, expected=84.000000
predicted=89.117884, expected=132.000000
predicted=95.050227, expected=104.000000
predicted=100.009061, expected=52.000000
predicted=86.927867, expected=112.000000
predicted=90.755312, expected=80.000000
predicted=99.240263, expected=112.000000
predicted=98.829313, expected=108.000000
predicted=93.931410, expected=72.000000
predicted=90.292880, expected=100.000000
predicted=93.962100, expected=92.000000
predicted=96.443369, expected=96.000000
predicted=97.666842, expected=140.000000
predicted=100.974342, expected=76.000000
predicted=98.421236, expected=104.000000
predicted=97.372455, expected=116.000000
predicted=104.521140, expected=116.000000
predicted=112.009770, expected=84.000000
predicted=103.704143, expected=56.000000
predicted=89.384648, expected=116.000000
predicted=98.428586, expected=88.000000
predicted=100.866588, expected=68.000000
predicted=86.422465, expected=60.000000
predicted=74.671599, expected=144.000000
predicted=91.685383, expected=76.000000
predicted=96.436928, expected=152.000000
predicted=94.526828, expected=124.000000
predicted=105.386904, expected=84.000000
predicted=107.809147, expected=16.000000
predicted=92.528393, expected=76.000000
predicted=86.908471, expected=116.000000
predicted=101.387767, expected=160.000000
predicted=101.653096, expected=112.000000
predicted=92.022239, expected=128.000000
predicted=96.601036, expected=96.000000
predicted=113.844116, expected=100.000000
predicted=118.989366, expected=100.000000
predicted=115.927135, expected=60.000000
predicted=99.882681, expected=72.000000
predicted=89.905376, expected=72.000000
predicted=84.446275, expected=80.000000
predicted=82.454625, expected=56.000000
predicted=72.514829, expected=112.000000
predicted=75.118493, expected=132.000000
predicted=91.771074, expected=132.000000
predicted=99.822334, expected=84.000000
predicted=95.699427, expected=124.000000
predicted=104.166857, expected=100.000000
predicted=116.676967, expected=72.000000
predicted=106.513767, expected=68.000000
predicted=92.725195, expected=96.000000
predicted=92.408867, expected=88.000000
predicted=93.972428, expected=104.000000
predicted=87.884678, expected=136.000000
predicted=95.409890, expected=64.000000
predicted=93.453037, expected=76.000000
predicted=88.467400, expected=48.000000
predicted=85.022484, expected=92.000000
predicted=88.684535, expected=120.000000
predicted=92.802369, expected=84.000000
predicted=82.754505, expected=92.000000
predicted=81.071973, expected=144.000000
predicted=98.357357, expected=116.000000
predicted=112.643978, expected=64.000000
predicted=99.196960, expected=52.000000
predicted=86.065994, expected=108.000000
predicted=98.516120, expected=64.000000
predicted=95.468366, expected=68.000000
predicted=75.480208, expected=112.000000
predicted=77.965490, expected=80.000000
predicted=84.643064, expected=80.000000
predicted=82.683358, expected=88.000000
predicted=80.975610, expected=104.000000
predicted=91.146878, expected=76.000000
predicted=90.070178, expected=80.000000
predicted=82.616352, expected=84.000000
predicted=85.350057, expected=16.000000
predicted=73.570712, expected=100.000000
predicted=74.116532, expected=52.000000
predicted=72.319621, expected=72.000000
predicted=66.743768, expected=84.000000
predicted=66.626946, expected=116.000000
predicted=77.271982, expected=84.000000
predicted=85.250334, expected=80.000000
predicted=78.832454, expected=104.000000
predicted=89.640536, expected=84.000000
predicted=94.289723, expected=112.000000
predicted=96.157602, expected=60.000000
predicted=87.055595, expected=108.000000
predicted=89.903386, expected=136.000000
predicted=104.030562, expected=88.000000
predicted=100.554373, expected=100.000000
predicted=96.024113, expected=72.000000
predicted=93.579139, expected=68.000000
predicted=94.858007, expected=64.000000
predicted=86.636300, expected=144.000000
predicted=92.511289, expected=80.000000
predicted=91.837750, expected=88.000000
predicted=82.024951, expected=80.000000
predicted=85.196497, expected=88.000000
predicted=92.776124, expected=108.000000
predicted=98.589701, expected=88.000000
predicted=89.883294, expected=104.000000
predicted=91.564200, expected=52.000000
predicted=85.737171, expected=128.000000
predicted=93.957826, expected=56.000000
predicted=92.237886, expected=144.000000
predicted=94.047947, expected=48.000000
predicted=90.510384, expected=60.000000
predicted=77.348088, expected=80.000000
predicted=84.347481, expected=80.000000
predicted=83.001318, expected=60.000000
predicted=77.256171, expected=100.000000
predicted=70.283279, expected=92.000000
predicted=81.470187, expected=40.000000
predicted=74.152213, expected=88.000000
predicted=72.876965, expected=56.000000
predicted=75.767094, expected=108.000000
predicted=81.086378, expected=116.000000
predicted=85.494952, expected=128.000000
predicted=91.403189, expected=72.000000
predicted=92.539282, expected=52.000000
predicted=84.060116, expected=88.000000
predicted=93.368448, expected=120.000000
predicted=101.459239, expected=64.000000
predicted=88.620046, expected=80.000000
predicted=74.536121, expected=80.000000
predicted=81.131938, expected=76.000000
predicted=86.454477, expected=68.000000
predicted=80.238722, expected=156.000000
predicted=88.851235, expected=84.000000
predicted=95.174173, expected=104.000000
predicted=90.152641, expected=64.000000
predicted=90.058688, expected=120.000000
predicted=100.119499, expected=88.000000
predicted=105.584058, expected=84.000000
predicted=89.397955, expected=148.000000
predicted=100.831959, expected=116.000000
predicted=108.102201, expected=100.000000
predicted=106.760188, expected=80.000000
predicted=99.458574, expected=64.000000
predicted=98.252540, expected=64.000000
predicted=94.929390, expected=108.000000
predicted=90.523999, expected=60.000000
predicted=81.809555, expected=108.000000
predicted=78.261238, expected=116.000000
predicted=88.969552, expected=96.000000
predicted=93.489973, expected=60.000000
predicted=87.725971, expected=100.000000
predicted=88.283259, expected=108.000000
predicted=101.774874, expected=72.000000
predicted=92.738912, expected=120.000000
predicted=90.175809, expected=132.000000
predicted=102.041503, expected=80.000000
predicted=102.637403, expected=84.000000
predicted=94.719788, expected=68.000000
predicted=92.349304, expected=100.000000
predicted=98.685552, expected=124.000000
predicted=100.875449, expected=92.000000
predicted=92.564439, expected=156.000000
predicted=102.369664, expected=136.000000
predicted=115.988792, expected=84.000000
predicted=113.703321, expected=76.000000
predicted=105.951466, expected=108.000000
predicted=109.657541, expected=92.000000
predicted=112.266497, expected=112.000000
predicted=101.247052, expected=92.000000
predicted=94.007296, expected=96.000000
predicted=95.164504, expected=112.000000
predicted=102.265026, expected=84.000000
predicted=99.014637, expected=136.000000
predicted=104.730101, expected=164.000000
predicted=117.941200, expected=100.000000
predicted=116.433556, expected=92.000000
predicted=108.784172, expected=124.000000
predicted=116.222538, expected=72.000000
predicted=117.522519, expected=80.000000
predicted=102.790977, expected=92.000000
predicted=93.342751, expected=72.000000
predicted=90.357781, expected=100.000000
predicted=89.485864, expected=96.000000
predicted=86.747885, expected=104.000000
predicted=91.248967, expected=88.000000
predicted=91.462298, expected=60.000000
predicted=84.879772, expected=172.000000
predicted=104.133975, expected=64.000000
predicted=102.750403, expected=132.000000
predicted=98.681073, expected=124.000000
predicted=107.584882, expected=48.000000
predicted=101.411208, expected=84.000000
predicted=98.395279, expected=120.000000
predicted=98.040641, expected=112.000000
predicted=108.153541, expected=112.000000
predicted=98.905649, expected=100.000000
predicted=94.340967, expected=100.000000
predicted=104.074017, expected=80.000000
predicted=103.751547, expected=84.000000
predicted=97.337320, expected=68.000000
predicted=90.678007, expected=104.000000
predicted=89.830171, expected=136.000000
predicted=98.364524, expected=132.000000
predicted=103.305616, expected=88.000000
predicted=99.736425, expected=124.000000
predicted=105.472637, expected=120.000000
predicted=119.504581, expected=116.000000
predicted=120.684388, expected=108.000000
predicted=113.497179, expected=136.000000
predicted=115.479486, expected=104.000000
predicted=119.345316, expected=100.000000
predicted=112.377893, expected=108.000000
predicted=111.164043, expected=108.000000
predicted=112.114929, expected=116.000000
predicted=112.691767, expected=152.000000
predicted=115.914126, expected=152.000000
predicted=125.124326, expected=164.000000
predicted=133.787276, expected=128.000000
predicted=135.609249, expected=20.000000
predicted=116.603229, expected=128.000000
predicted=119.607683, expected=16.000000
predicted=106.652538, expected=68.000000
predicted=85.103214, expected=92.000000
predicted=75.894110, expected=104.000000
predicted=76.472410, expected=72.000000
predicted=79.830620, expected=96.000000
predicted=71.973981, expected=24.000000
predicted=74.861842, expected=144.000000
predicted=87.329616, expected=96.000000
predicted=95.912417, expected=140.000000
predicted=95.914882, expected=112.000000
predicted=101.362178, expected=92.000000
predicted=99.413348, expected=60.000000
predicted=104.146649, expected=72.000000
predicted=93.336777, expected=100.000000
predicted=98.447778, expected=48.000000
predicted=82.881268, expected=120.000000
predicted=80.121918, expected=136.000000
predicted=93.712744, expected=116.000000
predicted=101.685774, expected=92.000000
predicted=98.580952, expected=112.000000
predicted=101.094617, expected=80.000000
predicted=110.210749, expected=80.000000
predicted=101.477145, expected=124.000000
predicted=101.266291, expected=108.000000
predicted=103.118104, expected=68.000000
predicted=94.153039, expected=72.000000
predicted=84.197999, expected=136.000000
predicted=99.483686, expected=80.000000
predicted=102.864579, expected=100.000000
predicted=91.654419, expected=52.000000
predicted=82.426453, expected=120.000000
predicted=92.429253, expected=104.000000
predicted=103.112597, expected=132.000000
predicted=99.358520, expected=128.000000
predicted=106.716008, expected=108.000000
predicted=106.481673, expected=68.000000
predicted=106.903008, expected=88.000000
predicted=101.707854, expected=92.000000
predicted=104.635412, expected=100.000000
predicted=99.634168, expected=136.000000
predicted=100.461485, expected=136.000000
predicted=105.934631, expected=80.000000
predicted=103.920369, expected=112.000000
predicted=104.759214, expected=84.000000
predicted=108.589020, expected=76.000000
predicted=103.787863, expected=56.000000
predicted=89.123465, expected=96.000000
predicted=83.755208, expected=112.000000
predicted=93.517654, expected=84.000000
predicted=86.371181, expected=140.000000
predicted=92.915946, expected=88.000000
predicted=97.547659, expected=104.000000
predicted=101.707637, expected=88.000000
predicted=101.720829, expected=88.000000
predicted=98.238112, expected=112.000000
predicted=104.286716, expected=108.000000
predicted=100.119722, expected=132.000000
predicted=106.448106, expected=116.000000
predicted=108.198260, expected=128.000000
predicted=113.289398, expected=52.000000
predicted=105.994410, expected=80.000000
predicted=97.545683, expected=80.000000
predicted=99.185096, expected=60.000000
predicted=87.783356, expected=88.000000
predicted=80.989192, expected=84.000000
predicted=75.463551, expected=152.000000
predicted=93.661261, expected=72.000000
predicted=92.228260, expected=76.000000
predicted=82.890197, expected=132.000000
predicted=99.628705, expected=88.000000
predicted=105.337657, expected=124.000000
predicted=106.845544, expected=140.000000
predicted=106.519051, expected=84.000000
predicted=108.164667, expected=60.000000
predicted=99.411500, expected=68.000000
predicted=90.210387, expected=108.000000
predicted=100.280349, expected=64.000000
predicted=90.967235, expected=124.000000
predicted=83.811610, expected=104.000000
predicted=90.385363, expected=76.000000
predicted=89.885074, expected=76.000000
predicted=88.434450, expected=48.000000
predicted=80.133206, expected=176.000000
predicted=103.375025, expected=124.000000
predicted=109.650611, expected=108.000000
predicted=99.538733, expected=120.000000
predicted=103.476535, expected=116.000000
predicted=115.696975, expected=124.000000
predicted=129.486663, expected=104.000000
predicted=115.968712, expected=108.000000
predicted=112.031630, expected=104.000000
predicted=112.456807, expected=120.000000
predicted=113.487902, expected=80.000000
predicted=106.927752, expected=148.000000
predicted=109.864109, expected=88.000000
predicted=110.864025, expected=132.000000
predicted=110.513174, expected=92.000000
predicted=110.243835, expected=100.000000
predicted=105.220459, expected=116.000000
predicted=112.759752, expected=140.000000
predicted=114.117113, expected=88.000000
predicted=112.577760, expected=120.000000
predicted=105.891256, expected=84.000000
predicted=107.981469, expected=104.000000
predicted=108.043092, expected=76.000000
predicted=102.270427, expected=36.000000
predicted=82.106917, expected=108.000000
predicted=86.162468, expected=96.000000
predicted=89.471813, expected=72.000000
predicted=83.116660, expected=60.000000
predicted=70.714383, expected=116.000000
predicted=80.934376, expected=64.000000
predicted=89.729812, expected=92.000000
predicted=81.519523, expected=100.000000
predicted=84.317292, expected=100.000000
predicted=90.415654, expected=52.000000
predicted=86.266712, expected=76.000000
predicted=76.901511, expected=168.000000
predicted=101.589791, expected=92.000000
predicted=104.688676, expected=96.000000
predicted=93.137780, expected=96.000000
predicted=93.332310, expected=124.000000
predicted=110.232735, expected=76.000000
predicted=110.521237, expected=124.000000
predicted=99.385038, expected=112.000000
predicted=106.740382, expected=72.000000
predicted=100.267778, expected=148.000000
predicted=107.657939, expected=176.000000
predicted=123.439404, expected=64.000000
predicted=117.657762, expected=116.000000
predicted=107.552718, expected=84.000000
predicted=109.495728, expected=112.000000
predicted=118.233059, expected=104.000000
predicted=111.396083, expected=68.000000
predicted=90.412149, expected=132.000000
predicted=101.328532, expected=72.000000
predicted=97.882591, expected=132.000000
predicted=102.334149, expected=64.000000
predicted=96.397309, expected=84.000000
predicted=89.156382, expected=76.000000
predicted=93.019193, expected=148.000000
predicted=97.970358, expected=136.000000
predicted=111.930415, expected=124.000000
predicted=105.135470, expected=104.000000
predicted=109.033577, expected=76.000000
predicted=107.887101, expected=104.000000
predicted=114.312654, expected=92.000000
predicted=108.176692, expected=92.000000
predicted=99.184033, expected=92.000000
predicted=92.916887, expected=88.000000
predicted=90.565901, expected=72.000000
predicted=89.548711, expected=108.000000
predicted=90.314064, expected=88.000000
predicted=92.121974, expected=100.000000
predicted=91.121893, expected=104.000000
predicted=93.429262, expected=80.000000
predicted=91.990022, expected=68.000000
predicted=89.392713, expected=88.000000
predicted=87.042972, expected=112.000000
predicted=94.458813, expected=96.000000
predicted=93.656275, expected=84.000000
predicted=86.575658, expected=132.000000
predicted=95.897671, expected=52.000000
predicted=95.722724, expected=160.000000
predicted=103.502002, expected=60.000000
predicted=101.511233, expected=124.000000
predicted=98.464321, expected=92.000000
predicted=104.792363, expected=120.000000
predicted=101.214723, expected=144.000000
predicted=118.424439, expected=168.000000
predicted=120.556119, expected=80.000000
predicted=121.796893, expected=72.000000
predicted=105.404980, expected=72.000000
predicted=107.040337, expected=92.000000
predicted=107.177450, expected=116.000000
predicted=103.767798, expected=72.000000
predicted=85.297393, expected=80.000000
predicted=80.594087, expected=100.000000
predicted=88.305489, expected=88.000000
predicted=93.569491, expected=44.000000
predicted=82.295378, expected=120.000000
predicted=81.412812, expected=56.000000
Test MSE: 945.917
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207])]
predicted=43.808453, expected=40.000000
predicted=38.337894, expected=56.000000
predicted=37.389096, expected=52.000000
predicted=44.256758, expected=36.000000
predicted=39.231081, expected=12.000000
predicted=33.585571, expected=52.000000
predicted=42.194288, expected=88.000000
predicted=52.341491, expected=36.000000
predicted=44.932239, expected=48.000000
predicted=46.107914, expected=60.000000
predicted=46.384301, expected=44.000000
predicted=52.717300, expected=28.000000
predicted=53.210023, expected=60.000000
predicted=46.508903, expected=28.000000
predicted=42.679714, expected=48.000000
predicted=47.069436, expected=32.000000
predicted=39.697627, expected=44.000000
predicted=38.913998, expected=40.000000
predicted=43.689460, expected=24.000000
predicted=34.073764, expected=56.000000
predicted=43.005660, expected=52.000000
predicted=40.451354, expected=56.000000
predicted=46.064350, expected=44.000000
predicted=45.054120, expected=56.000000
predicted=46.392754, expected=32.000000
predicted=48.422819, expected=64.000000
predicted=52.122297, expected=40.000000
predicted=48.280323, expected=40.000000
predicted=45.532158, expected=40.000000
predicted=46.355340, expected=56.000000
predicted=44.369342, expected=48.000000
predicted=49.368598, expected=40.000000
predicted=43.491844, expected=36.000000
predicted=42.752246, expected=8.000000
predicted=35.679120, expected=48.000000
predicted=41.965799, expected=72.000000
predicted=44.060784, expected=68.000000
predicted=45.923686, expected=28.000000
predicted=41.872677, expected=60.000000
predicted=45.287693, expected=40.000000
predicted=50.440005, expected=40.000000
predicted=52.481536, expected=68.000000
predicted=54.312319, expected=40.000000
predicted=42.807941, expected=68.000000
predicted=55.218811, expected=40.000000
predicted=47.459512, expected=24.000000
predicted=44.506760, expected=8.000000
predicted=41.977454, expected=16.000000
predicted=31.730176, expected=52.000000
predicted=39.166170, expected=60.000000
predicted=35.518031, expected=32.000000
predicted=31.052316, expected=16.000000
predicted=27.688807, expected=64.000000
predicted=39.818858, expected=52.000000
predicted=45.832953, expected=64.000000
predicted=50.579978, expected=20.000000
predicted=38.862385, expected=76.000000
predicted=48.113133, expected=36.000000
predicted=51.358077, expected=40.000000
predicted=47.785764, expected=16.000000
predicted=43.124481, expected=52.000000
predicted=38.561787, expected=44.000000
predicted=46.768529, expected=52.000000
predicted=40.063698, expected=76.000000
predicted=48.727181, expected=84.000000
predicted=52.179513, expected=40.000000
predicted=55.958595, expected=36.000000
predicted=53.680079, expected=40.000000
predicted=53.493032, expected=68.000000
predicted=59.458081, expected=84.000000
predicted=62.993548, expected=68.000000
predicted=54.935447, expected=52.000000
predicted=55.678879, expected=60.000000
predicted=60.127593, expected=12.000000
predicted=54.350027, expected=76.000000
predicted=63.435804, expected=80.000000
predicted=60.369732, expected=40.000000
predicted=51.121832, expected=64.000000
predicted=57.960638, expected=44.000000
predicted=47.258648, expected=76.000000
predicted=65.602667, expected=36.000000
predicted=57.412344, expected=36.000000
predicted=47.619746, expected=40.000000
predicted=50.685558, expected=44.000000
predicted=45.218934, expected=60.000000
predicted=52.242865, expected=48.000000
predicted=43.206735, expected=60.000000
predicted=47.834179, expected=28.000000
predicted=44.544683, expected=52.000000
predicted=48.770838, expected=52.000000
predicted=51.130123, expected=40.000000
predicted=45.872231, expected=24.000000
predicted=43.331216, expected=36.000000
predicted=37.712010, expected=20.000000
predicted=37.245784, expected=60.000000
predicted=41.660572, expected=28.000000
predicted=34.277163, expected=28.000000
predicted=31.412148, expected=36.000000
predicted=35.401779, expected=48.000000
predicted=35.406473, expected=80.000000
predicted=50.252378, expected=64.000000
predicted=46.145845, expected=28.000000
predicted=43.817425, expected=32.000000
predicted=46.447243, expected=24.000000
predicted=44.729640, expected=24.000000
predicted=44.334629, expected=56.000000
predicted=42.263069, expected=44.000000
predicted=34.169601, expected=48.000000
predicted=38.043522, expected=28.000000
predicted=35.267127, expected=20.000000
predicted=34.113482, expected=44.000000
predicted=42.317897, expected=20.000000
predicted=33.525643, expected=84.000000
predicted=44.895711, expected=8.000000
predicted=31.022773, expected=36.000000
predicted=33.848576, expected=32.000000
predicted=38.134684, expected=40.000000
predicted=34.854570, expected=52.000000
predicted=46.829640, expected=52.000000
predicted=34.589600, expected=56.000000
predicted=44.469808, expected=64.000000
predicted=48.642186, expected=16.000000
predicted=43.668154, expected=44.000000
predicted=47.922043, expected=36.000000
predicted=44.985004, expected=40.000000
predicted=43.683804, expected=44.000000
predicted=43.221202, expected=68.000000
predicted=40.556879, expected=56.000000
predicted=47.964538, expected=16.000000
predicted=40.425954, expected=64.000000
predicted=48.780917, expected=48.000000
predicted=48.598620, expected=44.000000
predicted=50.620328, expected=60.000000
predicted=49.787217, expected=40.000000
predicted=41.870462, expected=92.000000
predicted=60.938304, expected=20.000000
predicted=48.306030, expected=16.000000
predicted=43.615517, expected=64.000000
predicted=51.158658, expected=60.000000
predicted=48.351656, expected=60.000000
predicted=55.770311, expected=72.000000
predicted=47.173849, expected=36.000000
predicted=46.794630, expected=20.000000
predicted=51.440733, expected=16.000000
predicted=44.049465, expected=44.000000
predicted=43.825726, expected=64.000000
predicted=46.468802, expected=40.000000
predicted=36.231871, expected=84.000000
predicted=44.835188, expected=44.000000
predicted=44.682229, expected=68.000000
predicted=56.911502, expected=44.000000
predicted=56.993234, expected=32.000000
predicted=49.703029, expected=56.000000
predicted=57.702759, expected=40.000000
predicted=46.611922, expected=80.000000
predicted=56.609701, expected=52.000000
predicted=49.799137, expected=36.000000
predicted=46.831921, expected=24.000000
predicted=47.010210, expected=48.000000
predicted=46.623718, expected=96.000000
predicted=61.290512, expected=40.000000
predicted=48.317876, expected=52.000000
predicted=47.815918, expected=60.000000
predicted=50.986272, expected=20.000000
predicted=50.740414, expected=44.000000
predicted=55.825630, expected=32.000000
predicted=40.615252, expected=28.000000
predicted=40.180829, expected=64.000000
predicted=44.278801, expected=40.000000
predicted=36.353870, expected=56.000000
predicted=44.727439, expected=16.000000
predicted=36.641829, expected=36.000000
predicted=39.157773, expected=36.000000
predicted=42.993857, expected=52.000000
predicted=40.651293, expected=56.000000
predicted=43.699180, expected=80.000000
predicted=45.302441, expected=68.000000
predicted=53.527151, expected=56.000000
predicted=55.693172, expected=32.000000
predicted=54.844785, expected=36.000000
predicted=53.844076, expected=44.000000
predicted=54.983433, expected=20.000000
predicted=43.595814, expected=48.000000
predicted=41.408917, expected=52.000000
predicted=38.924195, expected=32.000000
predicted=38.106673, expected=48.000000
predicted=41.109529, expected=40.000000
predicted=38.102474, expected=28.000000
predicted=41.199652, expected=44.000000
predicted=41.760131, expected=60.000000
predicted=42.464746, expected=40.000000
predicted=43.574769, expected=40.000000
predicted=41.418152, expected=36.000000
predicted=39.512451, expected=44.000000
predicted=44.273838, expected=64.000000
predicted=49.726895, expected=52.000000
predicted=45.819668, expected=56.000000
predicted=48.219973, expected=40.000000
predicted=46.580390, expected=40.000000
predicted=48.355583, expected=20.000000
predicted=45.209392, expected=52.000000
predicted=45.051789, expected=28.000000
predicted=40.087903, expected=36.000000
predicted=36.525851, expected=56.000000
predicted=39.637294, expected=36.000000
predicted=36.392647, expected=40.000000
predicted=42.083048, expected=32.000000
predicted=36.341992, expected=28.000000
predicted=37.330507, expected=36.000000
predicted=39.484076, expected=52.000000
predicted=38.362259, expected=28.000000
predicted=35.763792, expected=56.000000
predicted=39.115823, expected=56.000000
predicted=42.012389, expected=20.000000
predicted=39.547244, expected=40.000000
predicted=42.463244, expected=20.000000
predicted=34.615021, expected=32.000000
predicted=39.224283, expected=64.000000
predicted=41.828303, expected=40.000000
predicted=34.961792, expected=44.000000
predicted=40.050588, expected=28.000000
predicted=34.981804, expected=52.000000
predicted=43.262105, expected=48.000000
predicted=47.783835, expected=40.000000
predicted=41.869413, expected=76.000000
predicted=49.200111, expected=76.000000
predicted=52.655868, expected=40.000000
predicted=54.016604, expected=36.000000
predicted=50.493371, expected=48.000000
predicted=51.223188, expected=44.000000
predicted=55.409563, expected=32.000000
predicted=47.832396, expected=56.000000
predicted=43.237553, expected=48.000000
predicted=43.528682, expected=24.000000
predicted=41.392697, expected=8.000000
predicted=33.758908, expected=20.000000
predicted=30.653970, expected=32.000000
predicted=34.031033, expected=44.000000
predicted=32.397844, expected=64.000000
predicted=33.494283, expected=44.000000
predicted=33.072708, expected=40.000000
predicted=38.392202, expected=28.000000
predicted=39.550126, expected=36.000000
predicted=42.552037, expected=4.000000
predicted=36.122950, expected=72.000000
predicted=40.853042, expected=44.000000
predicted=38.031712, expected=28.000000
predicted=34.445878, expected=56.000000
predicted=39.788993, expected=20.000000
predicted=32.985938, expected=64.000000
predicted=51.257513, expected=72.000000
predicted=48.301172, expected=48.000000
predicted=46.770766, expected=84.000000
predicted=58.397066, expected=60.000000
predicted=54.319874, expected=48.000000
predicted=62.330796, expected=56.000000
predicted=61.172346, expected=40.000000
predicted=54.453465, expected=48.000000
predicted=58.350590, expected=84.000000
predicted=58.334951, expected=48.000000
predicted=53.404889, expected=56.000000
predicted=55.456107, expected=28.000000
predicted=47.003658, expected=48.000000
predicted=52.034425, expected=48.000000
predicted=54.625868, expected=52.000000
predicted=47.870820, expected=44.000000
predicted=46.418316, expected=32.000000
predicted=39.848585, expected=20.000000
predicted=39.629791, expected=56.000000
predicted=43.725546, expected=48.000000
predicted=43.719520, expected=28.000000
predicted=38.171279, expected=80.000000
predicted=44.603674, expected=40.000000
predicted=42.580202, expected=44.000000
predicted=50.262568, expected=8.000000
predicted=38.283020, expected=48.000000
predicted=41.163155, expected=52.000000
predicted=49.131895, expected=80.000000
predicted=48.196265, expected=44.000000
predicted=44.889751, expected=64.000000
predicted=45.996711, expected=24.000000
predicted=49.051123, expected=52.000000
predicted=53.039564, expected=36.000000
predicted=51.882787, expected=40.000000
predicted=43.851647, expected=52.000000
predicted=46.634171, expected=32.000000
predicted=37.619798, expected=56.000000
predicted=46.007991, expected=20.000000
predicted=37.508245, expected=28.000000
predicted=37.646765, expected=28.000000
predicted=36.462804, expected=28.000000
predicted=32.420657, expected=44.000000
predicted=36.701188, expected=44.000000
predicted=31.735330, expected=28.000000
predicted=32.422415, expected=16.000000
predicted=29.361493, expected=32.000000
predicted=31.390904, expected=52.000000
predicted=38.360749, expected=36.000000
predicted=36.095333, expected=16.000000
predicted=28.300096, expected=44.000000
predicted=31.172853, expected=72.000000
predicted=43.616164, expected=76.000000
predicted=52.123060, expected=32.000000
predicted=43.269932, expected=24.000000
predicted=38.978005, expected=28.000000
predicted=44.574313, expected=36.000000
predicted=47.824501, expected=64.000000
predicted=48.357392, expected=24.000000
predicted=33.485998, expected=40.000000
predicted=34.609776, expected=48.000000
predicted=38.937301, expected=40.000000
predicted=42.202077, expected=48.000000
predicted=45.726080, expected=36.000000
predicted=37.448949, expected=68.000000
predicted=47.709157, expected=56.000000
predicted=49.630986, expected=28.000000
predicted=44.225104, expected=48.000000
predicted=46.630997, expected=20.000000
predicted=40.920162, expected=20.000000
predicted=41.720698, expected=28.000000
predicted=34.587813, expected=32.000000
predicted=30.095392, expected=52.000000
predicted=36.017731, expected=40.000000
predicted=31.263629, expected=36.000000
predicted=33.131281, expected=28.000000
predicted=34.111066, expected=40.000000
predicted=37.869217, expected=32.000000
predicted=39.000190, expected=28.000000
predicted=34.194611, expected=64.000000
predicted=39.413519, expected=52.000000
predicted=40.656738, expected=32.000000
predicted=40.413255, expected=36.000000
predicted=38.520117, expected=24.000000
predicted=37.496261, expected=28.000000
predicted=41.251438, expected=48.000000
predicted=38.897012, expected=44.000000
predicted=36.005887, expected=36.000000
predicted=35.763394, expected=40.000000
predicted=35.126361, expected=20.000000
predicted=34.120091, expected=40.000000
predicted=39.216974, expected=68.000000
predicted=43.624833, expected=40.000000
predicted=40.668919, expected=84.000000
predicted=49.764451, expected=48.000000
predicted=46.452778, expected=28.000000
predicted=49.052092, expected=20.000000
predicted=46.551197, expected=16.000000
predicted=38.512574, expected=44.000000
predicted=45.179979, expected=76.000000
predicted=43.055476, expected=52.000000
predicted=39.405643, expected=24.000000
predicted=34.345543, expected=12.000000
predicted=31.905381, expected=32.000000
predicted=40.684260, expected=84.000000
predicted=54.058501, expected=36.000000
predicted=41.120254, expected=52.000000
predicted=37.949980, expected=32.000000
predicted=36.144522, expected=60.000000
predicted=49.928704, expected=28.000000
predicted=50.413809, expected=32.000000
predicted=39.245093, expected=28.000000
predicted=38.527143, expected=28.000000
predicted=34.868498, expected=44.000000
predicted=39.444813, expected=56.000000
predicted=36.946134, expected=56.000000
predicted=40.889156, expected=32.000000
predicted=37.964185, expected=48.000000
predicted=42.210877, expected=36.000000
predicted=44.739806, expected=48.000000
predicted=47.781705, expected=48.000000
predicted=45.678511, expected=40.000000
predicted=41.102576, expected=60.000000
predicted=47.416788, expected=36.000000
predicted=43.251779, expected=44.000000
predicted=46.018674, expected=16.000000
predicted=38.992078, expected=44.000000
predicted=40.919192, expected=68.000000
predicted=48.172435, expected=20.000000
predicted=37.130669, expected=40.000000
predicted=37.858968, expected=72.000000
predicted=42.508288, expected=24.000000
predicted=44.523019, expected=28.000000
predicted=42.552993, expected=24.000000
predicted=31.711442, expected=68.000000
predicted=45.940765, expected=32.000000
predicted=43.481999, expected=52.000000
predicted=37.253829, expected=52.000000
predicted=40.893423, expected=28.000000
predicted=40.705102, expected=36.000000
predicted=45.619151, expected=56.000000
predicted=42.855985, expected=60.000000
predicted=49.446668, expected=56.000000
predicted=48.508489, expected=32.000000
predicted=41.328807, expected=20.000000
predicted=40.725516, expected=16.000000
predicted=40.105175, expected=24.000000
predicted=37.232439, expected=28.000000
predicted=32.255467, expected=60.000000
predicted=32.625343, expected=40.000000
predicted=30.567185, expected=56.000000
predicted=36.191556, expected=40.000000
predicted=38.641088, expected=28.000000
predicted=39.888717, expected=56.000000
predicted=48.329909, expected=44.000000
predicted=44.308234, expected=92.000000
predicted=56.295894, expected=52.000000
predicted=50.150202, expected=36.000000
predicted=47.590935, expected=28.000000
predicted=48.577960, expected=24.000000
predicted=45.577627, expected=36.000000
predicted=49.353563, expected=20.000000
predicted=33.811193, expected=28.000000
predicted=29.211394, expected=48.000000
predicted=31.568602, expected=44.000000
predicted=33.889163, expected=48.000000
predicted=37.611759, expected=48.000000
predicted=37.531936, expected=24.000000
predicted=37.545086, expected=40.000000
predicted=42.113339, expected=60.000000
predicted=45.630328, expected=20.000000
predicted=39.898481, expected=32.000000
predicted=36.996386, expected=8.000000
predicted=27.725334, expected=16.000000
predicted=30.372076, expected=28.000000
predicted=30.285465, expected=32.000000
predicted=24.005346, expected=48.000000
predicted=29.156764, expected=52.000000
predicted=29.939619, expected=32.000000
predicted=32.358939, expected=24.000000
predicted=33.382759, expected=32.000000
predicted=35.696802, expected=52.000000
Test MSE: 342.269
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206])]
predicted=10.621885, expected=4.000000
predicted=9.966863, expected=20.000000
predicted=10.786172, expected=8.000000
predicted=10.018717, expected=8.000000
predicted=11.205230, expected=12.000000
predicted=11.312433, expected=28.000000
predicted=13.164557, expected=8.000000
predicted=13.280836, expected=20.000000
predicted=15.252161, expected=12.000000
predicted=14.369166, expected=24.000000
predicted=17.407421, expected=8.000000
predicted=16.283539, expected=8.000000
predicted=13.985195, expected=16.000000
predicted=14.616876, expected=12.000000
predicted=12.633806, expected=8.000000
predicted=12.691326, expected=20.000000
predicted=12.355099, expected=16.000000
predicted=12.798830, expected=16.000000
predicted=14.880609, expected=20.000000
predicted=15.670046, expected=8.000000
predicted=14.534462, expected=4.000000
predicted=14.382734, expected=4.000000
predicted=11.211104, expected=20.000000
predicted=11.555603, expected=8.000000
predicted=9.787098, expected=12.000000
predicted=10.039092, expected=20.000000
predicted=11.556972, expected=12.000000
predicted=12.233997, expected=8.000000
predicted=13.767165, expected=24.000000
predicted=14.330139, expected=12.000000
predicted=13.773969, expected=12.000000
predicted=15.243183, expected=28.000000
predicted=16.295580, expected=16.000000
predicted=15.787220, expected=8.000000
predicted=17.429158, expected=12.000000
predicted=15.238637, expected=12.000000
predicted=13.953517, expected=36.000000
predicted=18.459418, expected=4.000000
predicted=13.845110, expected=16.000000
predicted=16.450836, expected=4.000000
predicted=13.857621, expected=12.000000
predicted=13.811358, expected=4.000000
predicted=12.295762, expected=36.000000
predicted=12.339160, expected=24.000000
predicted=15.097750, expected=20.000000
predicted=17.262044, expected=12.000000
predicted=19.004762, expected=20.000000
predicted=19.065605, expected=8.000000
predicted=19.665721, expected=12.000000
predicted=16.208138, expected=20.000000
predicted=15.337332, expected=12.000000
predicted=13.382842, expected=4.000000
predicted=13.223007, expected=8.000000
predicted=11.006404, expected=8.000000
predicted=10.075617, expected=12.000000
predicted=10.479673, expected=12.000000
predicted=9.371265, expected=8.000000
predicted=8.673866, expected=4.000000
predicted=8.876634, expected=12.000000
predicted=9.345752, expected=8.000000
predicted=8.872892, expected=8.000000
predicted=8.764473, expected=12.000000
predicted=8.867574, expected=24.000000
predicted=11.042361, expected=24.000000
predicted=14.472328, expected=8.000000
predicted=14.266609, expected=20.000000
predicted=16.908306, expected=12.000000
predicted=15.984407, expected=20.000000
predicted=17.877279, expected=16.000000
predicted=16.801177, expected=20.000000
predicted=15.915779, expected=16.000000
predicted=17.480299, expected=28.000000
predicted=18.693643, expected=16.000000
predicted=19.120548, expected=8.000000
predicted=17.675461, expected=12.000000
predicted=17.147981, expected=4.000000
predicted=13.192930, expected=16.000000
predicted=14.066099, expected=12.000000
predicted=11.046958, expected=20.000000
predicted=12.033935, expected=12.000000
predicted=12.849022, expected=20.000000
predicted=14.146767, expected=8.000000
predicted=14.622387, expected=12.000000
predicted=14.058214, expected=36.000000
predicted=18.086997, expected=28.000000
predicted=18.384292, expected=4.000000
predicted=18.670947, expected=16.000000
predicted=18.780520, expected=12.000000
predicted=16.888906, expected=8.000000
predicted=16.907993, expected=12.000000
predicted=14.012599, expected=16.000000
predicted=10.922525, expected=4.000000
predicted=11.095315, expected=4.000000
predicted=9.858510, expected=12.000000
predicted=9.258135, expected=24.000000
predicted=11.419051, expected=16.000000
predicted=12.515636, expected=24.000000
predicted=14.790448, expected=16.000000
predicted=15.950636, expected=4.000000
predicted=15.754389, expected=12.000000
predicted=16.589587, expected=12.000000
predicted=13.208785, expected=16.000000
predicted=13.905585, expected=12.000000
predicted=12.276245, expected=20.000000
predicted=12.812929, expected=20.000000
predicted=15.245042, expected=12.000000
predicted=15.198516, expected=20.000000
predicted=17.267509, expected=20.000000
predicted=16.916262, expected=20.000000
predicted=18.565025, expected=32.000000
predicted=21.247476, expected=32.000000
predicted=22.426981, expected=12.000000
predicted=22.653118, expected=8.000000
predicted=21.379668, expected=44.000000
predicted=24.807746, expected=24.000000
predicted=23.319584, expected=24.000000
predicted=25.315370, expected=20.000000
predicted=22.979433, expected=8.000000
predicted=20.203149, expected=8.000000
predicted=22.028028, expected=16.000000
predicted=16.470377, expected=32.000000
predicted=17.877258, expected=24.000000
predicted=17.829234, expected=24.000000
predicted=19.290873, expected=8.000000
predicted=18.413174, expected=20.000000
predicted=20.742275, expected=20.000000
predicted=21.127552, expected=16.000000
predicted=18.373660, expected=20.000000
predicted=18.820000, expected=16.000000
predicted=16.178454, expected=8.000000
predicted=16.567420, expected=20.000000
predicted=17.234913, expected=24.000000
predicted=16.860915, expected=4.000000
predicted=14.916965, expected=8.000000
predicted=14.438237, expected=16.000000
predicted=12.974316, expected=8.000000
predicted=12.464595, expected=24.000000
predicted=15.180115, expected=4.000000
predicted=9.858284, expected=12.000000
predicted=12.456227, expected=8.000000
predicted=12.055471, expected=8.000000
predicted=10.077314, expected=8.000000
predicted=11.253334, expected=16.000000
predicted=9.148731, expected=32.000000
predicted=14.171520, expected=8.000000
predicted=12.543502, expected=12.000000
predicted=14.984561, expected=16.000000
predicted=15.208075, expected=4.000000
predicted=13.612801, expected=12.000000
predicted=15.164532, expected=4.000000
predicted=8.824279, expected=4.000000
predicted=8.622224, expected=4.000000
predicted=7.602928, expected=4.000000
predicted=4.964740, expected=4.000000
predicted=5.451568, expected=4.000000
predicted=3.953894, expected=24.000000
predicted=7.658782, expected=24.000000
predicted=10.279327, expected=28.000000
predicted=15.302823, expected=4.000000
predicted=14.465593, expected=16.000000
predicted=17.001402, expected=16.000000
predicted=18.166423, expected=12.000000
predicted=16.137088, expected=8.000000
predicted=14.686416, expected=12.000000
predicted=11.183366, expected=12.000000
predicted=12.402382, expected=8.000000
predicted=11.246482, expected=4.000000
predicted=9.424712, expected=12.000000
predicted=9.414560, expected=8.000000
predicted=8.897244, expected=4.000000
predicted=8.034115, expected=4.000000
predicted=6.888528, expected=8.000000
predicted=6.403542, expected=4.000000
predicted=6.412800, expected=12.000000
predicted=7.046879, expected=12.000000
predicted=7.242948, expected=20.000000
predicted=10.222898, expected=12.000000
predicted=11.343596, expected=12.000000
predicted=12.141682, expected=20.000000
predicted=14.948957, expected=8.000000
predicted=13.213106, expected=8.000000
predicted=13.752560, expected=20.000000
predicted=13.602994, expected=8.000000
predicted=11.695685, expected=8.000000
predicted=12.614126, expected=4.000000
predicted=9.270661, expected=20.000000
predicted=11.217536, expected=8.000000
predicted=10.891654, expected=8.000000
predicted=9.711915, expected=8.000000
predicted=9.615620, expected=8.000000
predicted=8.682083, expected=12.000000
predicted=10.903145, expected=8.000000
predicted=8.492384, expected=12.000000
predicted=9.561678, expected=16.000000
predicted=10.751850, expected=8.000000
predicted=10.310966, expected=16.000000
predicted=12.573346, expected=4.000000
predicted=10.143600, expected=16.000000
predicted=12.286781, expected=16.000000
predicted=12.584819, expected=24.000000
predicted=13.987068, expected=4.000000
predicted=13.330983, expected=16.000000
predicted=13.844812, expected=8.000000
predicted=13.520561, expected=24.000000
predicted=15.203980, expected=4.000000
predicted=13.337397, expected=148.000000
predicted=32.525898, expected=8.000000
predicted=37.689022, expected=24.000000
predicted=36.981000, expected=20.000000
predicted=46.120369, expected=20.000000
predicted=30.143687, expected=12.000000
predicted=51.085321, expected=12.000000
predicted=15.496716, expected=16.000000
predicted=17.224925, expected=36.000000
predicted=18.657116, expected=12.000000
predicted=18.656313, expected=12.000000
predicted=17.155400, expected=28.000000
predicted=19.396388, expected=28.000000
predicted=20.524543, expected=20.000000
predicted=23.552041, expected=20.000000
predicted=20.710756, expected=16.000000
predicted=20.336998, expected=8.000000
predicted=19.883141, expected=4.000000
predicted=16.191524, expected=12.000000
predicted=12.896924, expected=4.000000
predicted=10.415277, expected=20.000000
predicted=10.523627, expected=8.000000
predicted=9.796988, expected=16.000000
predicted=10.268717, expected=12.000000
predicted=12.713916, expected=20.000000
predicted=12.462317, expected=20.000000
predicted=16.535715, expected=12.000000
predicted=14.603201, expected=12.000000
predicted=15.758295, expected=4.000000
predicted=13.143676, expected=8.000000
predicted=12.213611, expected=16.000000
predicted=11.888556, expected=24.000000
predicted=12.291834, expected=12.000000
predicted=13.319317, expected=4.000000
predicted=11.778689, expected=4.000000
predicted=11.269697, expected=8.000000
predicted=10.489588, expected=4.000000
predicted=9.310424, expected=12.000000
predicted=7.437424, expected=12.000000
predicted=7.425359, expected=4.000000
predicted=7.276100, expected=8.000000
predicted=8.314497, expected=16.000000
predicted=8.903073, expected=8.000000
predicted=9.836978, expected=8.000000
predicted=9.770890, expected=24.000000
predicted=11.211559, expected=12.000000
predicted=12.312375, expected=12.000000
predicted=13.765673, expected=12.000000
predicted=13.116496, expected=24.000000
predicted=14.294230, expected=8.000000
predicted=15.843505, expected=12.000000
predicted=13.452983, expected=4.000000
predicted=12.359687, expected=4.000000
predicted=9.725711, expected=8.000000
predicted=10.338440, expected=12.000000
predicted=7.497743, expected=20.000000
predicted=10.165076, expected=16.000000
predicted=10.970725, expected=20.000000
predicted=13.506521, expected=4.000000
predicted=13.680380, expected=12.000000
predicted=13.529006, expected=16.000000
predicted=14.643473, expected=8.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=12.132721, expected=4.000000
predicted=11.449873, expected=4.000000
predicted=7.785210, expected=8.000000
predicted=8.082053, expected=12.000000
predicted=8.637191, expected=20.000000
predicted=9.439368, expected=8.000000
predicted=9.709345, expected=12.000000
predicted=10.759132, expected=12.000000
predicted=12.031945, expected=12.000000
predicted=12.027064, expected=16.000000
predicted=13.743627, expected=12.000000
predicted=11.953627, expected=4.000000
predicted=11.438517, expected=8.000000
predicted=10.657606, expected=16.000000
predicted=10.862928, expected=8.000000
predicted=10.597328, expected=16.000000
predicted=11.036150, expected=8.000000
predicted=10.190369, expected=4.000000
predicted=9.589914, expected=4.000000
predicted=9.673709, expected=8.000000
predicted=7.338205, expected=8.000000
predicted=8.034720, expected=12.000000
predicted=7.442769, expected=4.000000
predicted=6.890156, expected=12.000000
predicted=7.821798, expected=20.000000
predicted=10.649182, expected=8.000000
predicted=10.515957, expected=24.000000
predicted=13.776903, expected=16.000000
predicted=14.078820, expected=12.000000
predicted=14.939733, expected=8.000000
predicted=15.475099, expected=36.000000
predicted=16.203438, expected=12.000000
predicted=18.367981, expected=8.000000
predicted=15.724772, expected=12.000000
predicted=15.515566, expected=4.000000
predicted=11.631693, expected=4.000000
predicted=13.166911, expected=12.000000
predicted=8.690086, expected=4.000000
predicted=6.970117, expected=4.000000
predicted=6.965402, expected=16.000000
predicted=7.375842, expected=16.000000
predicted=8.814918, expected=12.000000
predicted=11.146251, expected=12.000000
predicted=11.153694, expected=12.000000
predicted=11.585040, expected=12.000000
predicted=13.146976, expected=12.000000
predicted=12.760470, expected=8.000000
predicted=11.348575, expected=12.000000
predicted=11.261049, expected=16.000000
predicted=11.895310, expected=12.000000
predicted=11.950898, expected=8.000000
predicted=11.691755, expected=12.000000
predicted=11.251588, expected=8.000000
predicted=11.005486, expected=4.000000
predicted=9.996636, expected=16.000000
predicted=10.060397, expected=16.000000
predicted=10.349502, expected=8.000000
predicted=10.894590, expected=4.000000
predicted=9.934903, expected=12.000000
predicted=9.416923, expected=4.000000
predicted=9.645803, expected=16.000000
predicted=10.053075, expected=16.000000
predicted=10.334850, expected=12.000000
predicted=10.352156, expected=8.000000
predicted=12.068856, expected=4.000000
predicted=9.567511, expected=20.000000
predicted=12.268901, expected=12.000000
predicted=11.983533, expected=4.000000
predicted=10.256870, expected=12.000000
predicted=10.528163, expected=8.000000
predicted=9.116431, expected=12.000000
predicted=11.299868, expected=12.000000
predicted=10.470115, expected=16.000000
predicted=10.305307, expected=4.000000
predicted=11.042936, expected=8.000000
predicted=9.873556, expected=12.000000
predicted=10.577686, expected=8.000000
predicted=9.486787, expected=12.000000
predicted=10.506007, expected=8.000000
predicted=8.672496, expected=4.000000
predicted=8.463775, expected=16.000000
predicted=10.066688, expected=8.000000
predicted=9.064618, expected=16.000000
predicted=10.714804, expected=12.000000
predicted=11.162679, expected=8.000000
predicted=10.166313, expected=4.000000
predicted=11.154518, expected=12.000000
predicted=9.442381, expected=4.000000
predicted=9.287560, expected=32.000000
predicted=11.762440, expected=8.000000
predicted=11.939014, expected=20.000000
predicted=12.999210, expected=8.000000
predicted=15.139094, expected=8.000000
predicted=11.725549, expected=8.000000
predicted=15.007816, expected=16.000000
predicted=10.401389, expected=20.000000
predicted=13.683668, expected=12.000000
predicted=12.208935, expected=20.000000
predicted=14.228952, expected=24.000000
predicted=16.442921, expected=8.000000
predicted=16.575002, expected=12.000000
predicted=16.512969, expected=12.000000
predicted=14.318476, expected=24.000000
predicted=15.876353, expected=20.000000
predicted=17.391990, expected=12.000000
predicted=14.791492, expected=28.000000
predicted=18.189909, expected=16.000000
predicted=18.239215, expected=24.000000
predicted=20.610456, expected=16.000000
predicted=20.118384, expected=4.000000
predicted=16.020317, expected=4.000000
predicted=15.769745, expected=8.000000
predicted=11.179624, expected=20.000000
predicted=12.356160, expected=4.000000
predicted=9.936524, expected=16.000000
Test MSE: 112.232
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385])]
predicted=47.226000, expected=68.000000
predicted=55.929516, expected=44.000000
predicted=47.712204, expected=60.000000
predicted=45.655693, expected=36.000000
predicted=46.947698, expected=16.000000
predicted=40.242107, expected=64.000000
predicted=46.082833, expected=8.000000
predicted=37.808271, expected=24.000000
predicted=34.172194, expected=12.000000
predicted=23.960195, expected=12.000000
predicted=20.833821, expected=32.000000
predicted=25.496966, expected=16.000000
predicted=17.976088, expected=24.000000
predicted=20.581550, expected=32.000000
predicted=21.193623, expected=8.000000
predicted=20.633669, expected=16.000000
predicted=20.351575, expected=12.000000
predicted=16.313767, expected=16.000000
predicted=17.532952, expected=24.000000
predicted=18.413580, expected=12.000000
predicted=15.026722, expected=16.000000
predicted=15.745818, expected=20.000000
predicted=16.015746, expected=20.000000
predicted=18.121258, expected=40.000000
predicted=22.977222, expected=36.000000
predicted=25.598363, expected=8.000000
predicted=23.847240, expected=28.000000
predicted=23.478995, expected=12.000000
predicted=22.238281, expected=4.000000
predicted=20.579375, expected=20.000000
predicted=16.828556, expected=24.000000
predicted=15.955959, expected=20.000000
predicted=19.442552, expected=20.000000
predicted=17.026697, expected=24.000000
predicted=18.217309, expected=8.000000
predicted=18.880986, expected=24.000000
predicted=19.263516, expected=20.000000
predicted=19.050498, expected=16.000000
predicted=19.017072, expected=4.000000
predicted=15.307384, expected=28.000000
predicted=15.476965, expected=24.000000
predicted=19.932014, expected=12.000000
predicted=18.378263, expected=24.000000
predicted=17.523618, expected=20.000000
predicted=17.986108, expected=4.000000
predicted=18.467124, expected=12.000000
predicted=14.688177, expected=20.000000
predicted=14.338574, expected=12.000000
predicted=15.913425, expected=20.000000
predicted=15.113698, expected=36.000000
predicted=17.734467, expected=24.000000
predicted=22.010784, expected=20.000000
predicted=22.475161, expected=24.000000
predicted=21.535505, expected=12.000000
predicted=21.619172, expected=8.000000
predicted=19.656167, expected=20.000000
predicted=16.814924, expected=12.000000
predicted=15.850501, expected=32.000000
predicted=18.815775, expected=20.000000
predicted=18.199182, expected=36.000000
predicted=22.135495, expected=4.000000
predicted=20.508195, expected=28.000000
predicted=20.656418, expected=12.000000
predicted=21.049067, expected=16.000000
predicted=19.014215, expected=36.000000
predicted=22.227536, expected=8.000000
predicted=17.829249, expected=8.000000
predicted=17.486753, expected=16.000000
predicted=13.926286, expected=12.000000
predicted=15.397542, expected=32.000000
predicted=19.697357, expected=12.000000
predicted=15.526066, expected=40.000000
predicted=20.556141, expected=32.000000
predicted=24.826977, expected=8.000000
predicted=23.030016, expected=28.000000
predicted=23.829426, expected=16.000000
predicted=21.182194, expected=24.000000
predicted=24.933296, expected=16.000000
predicted=20.601901, expected=36.000000
predicted=21.262997, expected=24.000000
predicted=24.845431, expected=12.000000
predicted=21.369320, expected=12.000000
predicted=18.933513, expected=20.000000
predicted=18.391856, expected=20.000000
predicted=20.938106, expected=48.000000
predicted=24.156801, expected=20.000000
predicted=23.755620, expected=32.000000
predicted=25.618957, expected=20.000000
predicted=25.393611, expected=8.000000
predicted=23.200434, expected=12.000000
predicted=21.652388, expected=16.000000
predicted=16.691715, expected=8.000000
predicted=16.075330, expected=8.000000
predicted=11.677789, expected=12.000000
predicted=9.888750, expected=8.000000
predicted=10.434057, expected=16.000000
predicted=11.449587, expected=12.000000
predicted=10.796540, expected=36.000000
predicted=16.094448, expected=16.000000
predicted=17.954576, expected=12.000000
predicted=16.687348, expected=16.000000
predicted=16.390819, expected=24.000000
predicted=18.574666, expected=20.000000
predicted=21.529663, expected=16.000000
predicted=17.594100, expected=12.000000
predicted=15.826809, expected=4.000000
predicted=13.983963, expected=4.000000
predicted=11.943861, expected=24.000000
predicted=12.867879, expected=20.000000
predicted=14.621056, expected=20.000000
predicted=15.429809, expected=8.000000
predicted=12.984850, expected=16.000000
predicted=14.012321, expected=28.000000
predicted=19.114548, expected=24.000000
predicted=20.534808, expected=32.000000
predicted=22.519273, expected=28.000000
predicted=23.009860, expected=24.000000
predicted=25.252736, expected=12.000000
predicted=23.680383, expected=12.000000
predicted=20.182811, expected=24.000000
predicted=20.961430, expected=8.000000
predicted=18.116207, expected=4.000000
predicted=13.491125, expected=12.000000
predicted=10.494626, expected=20.000000
predicted=13.148110, expected=28.000000
predicted=17.558391, expected=12.000000
predicted=15.089185, expected=28.000000
predicted=17.128818, expected=16.000000
predicted=18.892689, expected=20.000000
predicted=20.531544, expected=28.000000
predicted=21.882778, expected=32.000000
predicted=23.255856, expected=20.000000
predicted=24.831928, expected=8.000000
predicted=19.644095, expected=36.000000
predicted=22.502058, expected=52.000000
predicted=30.666898, expected=32.000000
predicted=33.100047, expected=16.000000
predicted=27.348698, expected=20.000000
predicted=24.262866, expected=4.000000
predicted=24.168520, expected=16.000000
predicted=22.173247, expected=32.000000
predicted=20.140286, expected=28.000000
predicted=21.128490, expected=24.000000
predicted=22.013151, expected=8.000000
predicted=17.607812, expected=32.000000
predicted=21.857214, expected=20.000000
predicted=24.043275, expected=24.000000
predicted=23.394510, expected=20.000000
predicted=21.094279, expected=32.000000
predicted=22.353176, expected=4.000000
predicted=21.908057, expected=24.000000
predicted=19.578920, expected=24.000000
predicted=20.708826, expected=8.000000
predicted=18.991560, expected=28.000000
predicted=19.820543, expected=20.000000
predicted=17.691390, expected=28.000000
predicted=22.796854, expected=8.000000
predicted=19.237154, expected=8.000000
predicted=15.059681, expected=20.000000
predicted=17.272975, expected=36.000000
predicted=20.757188, expected=12.000000
predicted=20.489391, expected=16.000000
predicted=16.315172, expected=40.000000
predicted=21.033748, expected=16.000000
predicted=24.135340, expected=28.000000
predicted=25.317472, expected=32.000000
predicted=23.435236, expected=16.000000
predicted=24.633867, expected=28.000000
predicted=26.390661, expected=24.000000
predicted=23.302065, expected=28.000000
predicted=26.258270, expected=20.000000
predicted=24.736941, expected=20.000000
predicted=21.969836, expected=32.000000
predicted=24.940161, expected=28.000000
predicted=25.866195, expected=32.000000
predicted=27.484050, expected=40.000000
predicted=29.095002, expected=24.000000
predicted=29.597368, expected=20.000000
predicted=28.571089, expected=20.000000
predicted=25.534138, expected=36.000000
predicted=28.113759, expected=28.000000
predicted=29.056057, expected=4.000000
predicted=21.958119, expected=16.000000
predicted=18.472330, expected=44.000000
predicted=23.812766, expected=48.000000
predicted=32.253370, expected=24.000000
predicted=29.916679, expected=24.000000
predicted=25.527049, expected=36.000000
predicted=29.958381, expected=32.000000
predicted=34.743944, expected=8.000000
predicted=28.722138, expected=16.000000
predicted=21.343737, expected=8.000000
predicted=18.534881, expected=36.000000
predicted=22.722746, expected=40.000000
predicted=25.394504, expected=24.000000
predicted=23.985273, expected=20.000000
predicted=23.576889, expected=16.000000
predicted=21.850733, expected=48.000000
predicted=30.332766, expected=12.000000
predicted=27.802529, expected=20.000000
predicted=23.158406, expected=12.000000
predicted=19.318046, expected=24.000000
predicted=21.011965, expected=20.000000
predicted=23.135079, expected=24.000000
predicted=19.091663, expected=24.000000
predicted=20.892266, expected=20.000000
predicted=20.570548, expected=12.000000
predicted=20.064650, expected=12.000000
predicted=17.430501, expected=4.000000
predicted=14.737314, expected=36.000000
predicted=17.908128, expected=16.000000
predicted=17.969075, expected=44.000000
predicted=22.291740, expected=16.000000
predicted=21.939926, expected=8.000000
predicted=19.612072, expected=36.000000
predicted=24.394006, expected=20.000000
predicted=23.437029, expected=8.000000
predicted=22.595217, expected=16.000000
predicted=15.788905, expected=16.000000
predicted=16.147319, expected=16.000000
predicted=18.973496, expected=24.000000
predicted=17.040513, expected=32.000000
predicted=19.388306, expected=56.000000
predicted=28.702905, expected=16.000000
predicted=28.356243, expected=16.000000
predicted=25.456174, expected=28.000000
predicted=25.936924, expected=20.000000
predicted=27.365064, expected=40.000000
predicted=30.440803, expected=20.000000
predicted=23.921825, expected=32.000000
predicted=26.025843, expected=36.000000
predicted=29.162958, expected=20.000000
predicted=28.149208, expected=48.000000
predicted=32.814496, expected=24.000000
predicted=30.175545, expected=16.000000
predicted=28.989970, expected=16.000000
predicted=24.545520, expected=24.000000
predicted=23.226746, expected=24.000000
predicted=25.771263, expected=32.000000
predicted=23.527160, expected=24.000000
predicted=23.195054, expected=40.000000
predicted=27.015097, expected=32.000000
predicted=29.849659, expected=16.000000
predicted=27.891771, expected=16.000000
predicted=24.927478, expected=8.000000
predicted=20.515239, expected=32.000000
predicted=23.489079, expected=28.000000
predicted=23.157786, expected=16.000000
predicted=20.420002, expected=4.000000
predicted=16.124665, expected=32.000000
predicted=18.359604, expected=40.000000
predicted=26.436607, expected=4.000000
predicted=22.328355, expected=8.000000
predicted=15.822279, expected=40.000000
predicted=19.398061, expected=24.000000
predicted=25.986750, expected=16.000000
predicted=23.381114, expected=20.000000
predicted=17.483980, expected=48.000000
predicted=25.752024, expected=20.000000
predicted=29.504585, expected=20.000000
predicted=24.859168, expected=28.000000
predicted=23.811798, expected=12.000000
predicted=23.769835, expected=8.000000
predicted=21.878173, expected=16.000000
predicted=15.904947, expected=28.000000
predicted=18.657170, expected=12.000000
predicted=18.316278, expected=36.000000
predicted=19.251912, expected=24.000000
predicted=21.067776, expected=20.000000
predicted=23.025116, expected=40.000000
predicted=26.533057, expected=8.000000
predicted=23.096864, expected=36.000000
predicted=27.089870, expected=32.000000
predicted=26.487396, expected=16.000000
predicted=25.880935, expected=24.000000
predicted=25.381299, expected=32.000000
predicted=23.784417, expected=32.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=29.434758, expected=12.000000
predicted=24.954544, expected=24.000000
predicted=22.142252, expected=24.000000
predicted=23.702767, expected=16.000000
predicted=23.410180, expected=16.000000
predicted=20.290953, expected=36.000000
predicted=21.028995, expected=20.000000
predicted=23.442458, expected=24.000000
predicted=23.156104, expected=16.000000
predicted=20.481669, expected=12.000000
predicted=19.554605, expected=32.000000
predicted=22.901850, expected=16.000000
predicted=20.402721, expected=16.000000
predicted=19.569196, expected=16.000000
predicted=17.051724, expected=16.000000
predicted=17.301099, expected=36.000000
predicted=22.476007, expected=24.000000
predicted=21.805353, expected=56.000000
predicted=28.964936, expected=40.000000
predicted=32.953336, expected=8.000000
predicted=30.095573, expected=40.000000
predicted=31.794109, expected=32.000000
predicted=32.156534, expected=44.000000
predicted=38.186319, expected=36.000000
predicted=34.298680, expected=20.000000
predicted=29.550388, expected=28.000000
predicted=31.822162, expected=28.000000
predicted=30.180097, expected=20.000000
predicted=29.225920, expected=12.000000
predicted=23.247269, expected=36.000000
predicted=23.186455, expected=32.000000
predicted=26.744990, expected=32.000000
predicted=28.136115, expected=32.000000
predicted=27.607581, expected=24.000000
predicted=27.487589, expected=56.000000
predicted=35.519761, expected=40.000000
predicted=37.325613, expected=28.000000
predicted=36.211288, expected=32.000000
predicted=33.943077, expected=12.000000
predicted=30.032859, expected=28.000000
predicted=31.406901, expected=24.000000
predicted=26.731412, expected=24.000000
predicted=25.035344, expected=40.000000
predicted=27.161372, expected=28.000000
predicted=26.699869, expected=16.000000
predicted=26.656250, expected=40.000000
predicted=27.680721, expected=16.000000
predicted=27.006211, expected=24.000000
predicted=27.307750, expected=12.000000
predicted=21.413665, expected=16.000000
predicted=19.631452, expected=24.000000
predicted=21.602208, expected=28.000000
predicted=20.621398, expected=20.000000
predicted=21.477409, expected=40.000000
predicted=23.736804, expected=20.000000
predicted=24.985443, expected=16.000000
predicted=24.348511, expected=4.000000
predicted=19.323415, expected=44.000000
predicted=23.055951, expected=12.000000
predicted=23.711881, expected=24.000000
predicted=20.823930, expected=24.000000
predicted=19.875371, expected=20.000000
predicted=21.120538, expected=40.000000
predicted=27.855330, expected=28.000000
predicted=25.456356, expected=48.000000
predicted=31.828614, expected=20.000000
predicted=30.271746, expected=12.000000
predicted=26.787074, expected=20.000000
predicted=25.560065, expected=24.000000
predicted=24.398210, expected=12.000000
predicted=23.020027, expected=40.000000
predicted=21.628045, expected=16.000000
predicted=21.169143, expected=12.000000
predicted=20.609401, expected=20.000000
predicted=19.134108, expected=36.000000
predicted=22.511451, expected=12.000000
predicted=23.801711, expected=20.000000
predicted=19.154379, expected=12.000000
predicted=17.273238, expected=144.000000
predicted=43.417423, expected=460.000000
predicted=161.481484, expected=16.000000
predicted=124.295959, expected=56.000000
predicted=117.533795, expected=72.000000
predicted=108.129967, expected=128.000000
predicted=152.748920, expected=12.000000
predicted=131.247531, expected=32.000000
predicted=52.214737, expected=4.000000
predicted=45.988918, expected=24.000000
predicted=39.497441, expected=20.000000
predicted=33.998086, expected=8.000000
predicted=15.641822, expected=12.000000
predicted=16.158997, expected=8.000000
predicted=11.909572, expected=40.000000
predicted=19.533256, expected=36.000000
predicted=22.368049, expected=20.000000
predicted=21.633794, expected=20.000000
predicted=23.188400, expected=16.000000
predicted=22.340531, expected=28.000000
predicted=25.718649, expected=32.000000
predicted=25.594266, expected=24.000000
predicted=23.693511, expected=24.000000
predicted=24.330628, expected=24.000000
predicted=24.553918, expected=28.000000
predicted=26.346099, expected=20.000000
predicted=24.789528, expected=44.000000
predicted=28.417989, expected=32.000000
predicted=29.307831, expected=28.000000
predicted=29.518621, expected=28.000000
predicted=30.121102, expected=32.000000
predicted=30.340983, expected=20.000000
predicted=29.485775, expected=32.000000
predicted=28.585609, expected=16.000000
predicted=25.146049, expected=32.000000
predicted=26.528496, expected=28.000000
predicted=26.770401, expected=24.000000
predicted=25.143351, expected=28.000000
predicted=26.856126, expected=20.000000
predicted=24.227792, expected=8.000000
predicted=21.768997, expected=28.000000
predicted=22.394260, expected=28.000000
predicted=22.665302, expected=20.000000
predicted=21.881751, expected=36.000000
predicted=24.675156, expected=64.000000
predicted=33.492393, expected=20.000000
predicted=32.692076, expected=16.000000
predicted=30.122006, expected=44.000000
predicted=33.645095, expected=32.000000
predicted=33.929670, expected=28.000000
predicted=33.435596, expected=16.000000
predicted=25.800602, expected=20.000000
predicted=24.859689, expected=20.000000
predicted=25.257248, expected=20.000000
predicted=21.875426, expected=16.000000
predicted=19.561517, expected=12.000000
predicted=16.764868, expected=40.000000
predicted=22.327127, expected=32.000000
predicted=24.231774, expected=44.000000
predicted=29.207043, expected=4.000000
predicted=24.259138, expected=20.000000
predicted=24.375607, expected=24.000000
predicted=26.147287, expected=28.000000
predicted=24.500114, expected=20.000000
predicted=23.321236, expected=4.000000
predicted=16.016808, expected=12.000000
predicted=16.927781, expected=16.000000
predicted=16.328795, expected=16.000000
predicted=15.402790, expected=32.000000
predicted=17.949930, expected=36.000000
predicted=21.205174, expected=24.000000
predicted=23.494232, expected=28.000000
predicted=26.035309, expected=28.000000
predicted=27.341812, expected=24.000000
predicted=27.879711, expected=24.000000
Test MSE: 722.345
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143])]
predicted=231.622709, expected=236.000000
predicted=338.585719, expected=308.000000
predicted=316.847777, expected=440.000000
predicted=327.675219, expected=252.000000
predicted=225.755743, expected=172.000000
predicted=188.618960, expected=188.000000
predicted=231.384687, expected=304.000000
predicted=285.495188, expected=304.000000
predicted=365.098928, expected=308.000000
predicted=286.297380, expected=344.000000
predicted=276.792310, expected=228.000000
predicted=185.706548, expected=220.000000
predicted=266.926498, expected=264.000000
predicted=293.964611, expected=200.000000
predicted=225.889742, expected=192.000000
predicted=274.736933, expected=360.000000
predicted=320.147753, expected=208.000000
predicted=176.077162, expected=360.000000
predicted=338.400274, expected=192.000000
predicted=193.486349, expected=180.000000
predicted=161.994979, expected=184.000000
predicted=301.410879, expected=256.000000
predicted=208.705096, expected=484.000000
predicted=450.357400, expected=420.000000
predicted=288.734235, expected=456.000000
predicted=334.245919, expected=388.000000
predicted=303.488412, expected=340.000000
predicted=276.702468, expected=232.000000
predicted=355.244697, expected=140.000000
predicted=261.957343, expected=260.000000
predicted=370.868324, expected=404.000000
predicted=394.785183, expected=248.000000
predicted=262.662461, expected=172.000000
predicted=220.263668, expected=188.000000
predicted=182.048923, expected=196.000000
predicted=199.903559, expected=156.000000
predicted=270.444023, expected=416.000000
predicted=368.827814, expected=444.000000
predicted=300.103271, expected=276.000000
predicted=206.411015, expected=208.000000
predicted=238.015474, expected=324.000000
predicted=247.222792, expected=232.000000
predicted=282.990431, expected=208.000000
predicted=325.822907, expected=280.000000
predicted=305.641245, expected=476.000000
predicted=343.515443, expected=284.000000
predicted=273.624892, expected=168.000000
predicted=206.731570, expected=212.000000
predicted=243.600128, expected=176.000000
predicted=184.323196, expected=188.000000
predicted=327.418232, expected=284.000000
predicted=305.615361, expected=356.000000
predicted=258.789224, expected=240.000000
predicted=212.203111, expected=244.000000
predicted=228.658427, expected=196.000000
predicted=190.532409, expected=176.000000
predicted=209.480579, expected=288.000000
predicted=341.403759, expected=444.000000
predicted=348.240550, expected=208.000000
predicted=190.275976, expected=244.000000
predicted=252.168679, expected=220.000000
predicted=208.291543, expected=144.000000
predicted=167.713186, expected=204.000000
predicted=350.311921, expected=216.000000
predicted=204.520941, expected=284.000000
predicted=261.758700, expected=436.000000
predicted=354.081135, expected=236.000000
predicted=158.806746, expected=176.000000
predicted=201.539115, expected=340.000000
predicted=315.160866, expected=240.000000
predicted=208.090694, expected=244.000000
predicted=347.164192, expected=376.000000
predicted=343.864643, expected=496.000000
predicted=322.310170, expected=228.000000
predicted=253.721253, expected=160.000000
predicted=223.885389, expected=272.000000
predicted=282.234602, expected=184.000000
predicted=221.113199, expected=220.000000
predicted=370.683003, expected=304.000000
predicted=290.778986, expected=348.000000
predicted=237.586271, expected=268.000000
predicted=267.887882, expected=232.000000
predicted=217.622616, expected=236.000000
predicted=231.272169, expected=132.000000
predicted=191.881873, expected=168.000000
predicted=265.404315, expected=272.000000
predicted=280.783205, expected=348.000000
predicted=279.158412, expected=216.000000
predicted=217.056623, expected=180.000000
predicted=171.100168, expected=224.000000
predicted=206.816828, expected=140.000000
predicted=171.416887, expected=172.000000
predicted=268.881505, expected=324.000000
predicted=292.255101, expected=252.000000
predicted=186.074132, expected=220.000000
predicted=231.231491, expected=120.000000
predicted=137.935144, expected=200.000000
predicted=182.442145, expected=144.000000
predicted=221.045066, expected=212.000000
predicted=230.336062, expected=264.000000
predicted=258.976510, expected=300.000000
predicted=200.075262, expected=280.000000
predicted=247.790323, expected=212.000000
predicted=174.917051, expected=196.000000
predicted=207.335862, expected=204.000000
predicted=230.129473, expected=228.000000
predicted=257.260250, expected=216.000000
predicted=245.802813, expected=172.000000
predicted=188.885385, expected=260.000000
predicted=242.537821, expected=216.000000
predicted=196.807591, expected=212.000000
predicted=216.448391, expected=156.000000
predicted=192.772753, expected=188.000000
predicted=175.683944, expected=320.000000
predicted=303.948330, expected=348.000000
predicted=271.034806, expected=240.000000
predicted=219.676431, expected=184.000000
predicted=185.287176, expected=200.000000
predicted=195.199225, expected=168.000000
predicted=222.368571, expected=264.000000
predicted=315.463052, expected=272.000000
predicted=255.920377, expected=324.000000
predicted=254.836484, expected=224.000000
predicted=212.036091, expected=224.000000
predicted=197.685169, expected=228.000000
predicted=251.920078, expected=196.000000
predicted=213.589278, expected=232.000000
predicted=287.632646, expected=284.000000
predicted=257.928273, expected=368.000000
predicted=298.508130, expected=288.000000
predicted=250.998616, expected=216.000000
predicted=207.434590, expected=212.000000
predicted=233.179593, expected=204.000000
predicted=227.527532, expected=224.000000
predicted=291.850909, expected=332.000000
predicted=323.627056, expected=368.000000
predicted=289.696244, expected=212.000000
predicted=195.633111, expected=180.000000
predicted=209.763599, expected=196.000000
predicted=211.746944, expected=156.000000
predicted=214.909358, expected=208.000000
predicted=298.323037, expected=312.000000
predicted=274.157192, expected=336.000000
predicted=249.396163, expected=276.000000
predicted=237.167045, expected=172.000000
predicted=166.236997, expected=200.000000
predicted=210.007611, expected=188.000000
predicted=236.555279, expected=208.000000
predicted=263.184524, expected=388.000000
predicted=360.043292, expected=356.000000
predicted=248.001865, expected=196.000000
predicted=185.255076, expected=184.000000
predicted=215.329266, expected=212.000000
predicted=199.356923, expected=156.000000
predicted=243.438020, expected=236.000000
predicted=313.873688, expected=292.000000
predicted=249.694022, expected=408.000000
predicted=298.225077, expected=280.000000
predicted=238.731742, expected=236.000000
predicted=201.582739, expected=232.000000
predicted=247.351771, expected=216.000000
predicted=228.745179, expected=208.000000
predicted=307.420867, expected=332.000000
predicted=321.915927, expected=368.000000
predicted=297.600288, expected=228.000000
predicted=212.049172, expected=196.000000
predicted=226.393624, expected=192.000000
predicted=198.411345, expected=160.000000
predicted=221.016573, expected=276.000000
predicted=339.183333, expected=244.000000
predicted=226.515502, expected=312.000000
predicted=259.875084, expected=176.000000
predicted=181.241774, expected=172.000000
predicted=162.430533, expected=216.000000
predicted=260.324514, expected=168.000000
predicted=176.260369, expected=220.000000
predicted=279.928624, expected=328.000000
predicted=266.907724, expected=364.000000
predicted=258.409465, expected=244.000000
predicted=223.939894, expected=232.000000
predicted=216.511026, expected=216.000000
predicted=215.019751, expected=196.000000
predicted=242.156250, expected=196.000000
predicted=284.308335, expected=296.000000
predicted=279.397557, expected=412.000000
predicted=328.442119, expected=252.000000
predicted=210.854929, expected=160.000000
predicted=189.257187, expected=212.000000
predicted=223.808206, expected=172.000000
predicted=198.410363, expected=244.000000
predicted=333.756705, expected=236.000000
predicted=249.693978, expected=204.000000
predicted=171.026015, expected=296.000000
predicted=277.143590, expected=380.000000
predicted=276.252593, expected=312.000000
predicted=262.471970, expected=212.000000
predicted=229.873773, expected=332.000000
predicted=293.413793, expected=260.000000
predicted=249.170387, expected=340.000000
predicted=363.353448, expected=232.000000
predicted=275.327651, expected=160.000000
predicted=168.496313, expected=212.000000
predicted=293.858309, expected=220.000000
predicted=219.265686, expected=204.000000
predicted=264.538871, expected=356.000000
predicted=322.020425, expected=340.000000
predicted=238.876392, expected=304.000000
predicted=253.510101, expected=216.000000
predicted=230.008475, expected=188.000000
predicted=187.693512, expected=180.000000
predicted=262.849724, expected=192.000000
predicted=256.591384, expected=356.000000
predicted=348.017292, expected=448.000000
predicted=334.919603, expected=332.000000
predicted=245.346294, expected=188.000000
predicted=194.466207, expected=240.000000
predicted=232.881639, expected=176.000000
predicted=234.504406, expected=228.000000
predicted=333.339504, expected=324.000000
predicted=348.834368, expected=412.000000
predicted=295.146040, expected=316.000000
predicted=272.896260, expected=232.000000
predicted=209.762691, expected=192.000000
predicted=215.378928, expected=192.000000
predicted=241.956221, expected=240.000000
predicted=323.952054, expected=284.000000
predicted=300.827774, expected=364.000000
predicted=307.356165, expected=336.000000
predicted=263.392396, expected=280.000000
predicted=234.970287, expected=236.000000
predicted=243.466417, expected=196.000000
predicted=228.972448, expected=152.000000
predicted=247.335009, expected=304.000000
predicted=336.080479, expected=372.000000
predicted=322.754697, expected=224.000000
predicted=206.258822, expected=232.000000
predicted=244.686101, expected=260.000000
predicted=208.925296, expected=216.000000
predicted=230.329895, expected=228.000000
predicted=311.227259, expected=400.000000
predicted=334.372246, expected=368.000000
predicted=280.371790, expected=356.000000
predicted=313.556793, expected=252.000000
predicted=243.795734, expected=296.000000
predicted=259.691391, expected=220.000000
predicted=297.354869, expected=220.000000
predicted=284.386275, expected=280.000000
predicted=334.586052, expected=316.000000
predicted=272.894441, expected=156.000000
predicted=208.911657, expected=384.000000
predicted=344.423067, expected=220.000000
predicted=190.430943, expected=384.000000
predicted=335.529635, expected=424.000000
predicted=403.238320, expected=356.000000
predicted=215.815041, expected=320.000000
predicted=380.007384, expected=220.000000
predicted=207.629736, expected=192.000000
predicted=278.032919, expected=168.000000
predicted=290.789304, expected=344.000000
predicted=358.742733, expected=364.000000
predicted=336.628851, expected=216.000000
predicted=200.211868, expected=204.000000
predicted=226.930465, expected=192.000000
predicted=172.217831, expected=188.000000
predicted=245.475569, expected=208.000000
predicted=292.233910, expected=316.000000
predicted=275.728792, expected=376.000000
predicted=291.976256, expected=232.000000
predicted=196.659175, expected=164.000000
predicted=188.172210, expected=272.000000
predicted=256.550583, expected=192.000000
predicted=217.512590, expected=148.000000
predicted=258.703853, expected=392.000000
predicted=357.018414, expected=472.000000
predicted=299.584450, expected=216.000000
predicted=211.561366, expected=244.000000
predicted=268.352149, expected=200.000000
predicted=163.174425, expected=160.000000
predicted=236.895096, expected=152.000000
predicted=327.247114, expected=280.000000
predicted=254.904607, expected=368.000000
predicted=306.367638, expected=308.000000
predicted=245.087273, expected=208.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=193.177333, expected=212.000000
predicted=191.851295, expected=168.000000
predicted=205.113413, expected=216.000000
predicted=288.738855, expected=212.000000
predicted=261.058078, expected=164.000000
predicted=174.755532, expected=172.000000
predicted=202.710180, expected=300.000000
predicted=244.645940, expected=280.000000
predicted=233.158156, expected=216.000000
predicted=212.005246, expected=208.000000
predicted=203.921278, expected=368.000000
predicted=279.586983, expected=440.000000
predicted=362.965742, expected=324.000000
predicted=288.535482, expected=252.000000
predicted=253.634243, expected=220.000000
predicted=214.854706, expected=172.000000
predicted=245.859365, expected=216.000000
predicted=329.647041, expected=296.000000
predicted=314.943241, expected=420.000000
predicted=342.390414, expected=228.000000
predicted=204.036520, expected=216.000000
predicted=211.925386, expected=212.000000
predicted=224.429633, expected=164.000000
predicted=192.975722, expected=272.000000
predicted=366.821538, expected=304.000000
predicted=263.468471, expected=344.000000
predicted=278.224043, expected=224.000000
predicted=218.411735, expected=216.000000
predicted=194.749814, expected=264.000000
predicted=276.002040, expected=136.000000
predicted=184.608397, expected=248.000000
predicted=319.019854, expected=312.000000
predicted=274.439317, expected=388.000000
predicted=290.331632, expected=196.000000
predicted=224.768605, expected=204.000000
predicted=184.501966, expected=188.000000
predicted=220.413277, expected=244.000000
predicted=256.288234, expected=212.000000
predicted=301.820039, expected=388.000000
predicted=311.581573, expected=336.000000
predicted=263.235703, expected=192.000000
predicted=170.940372, expected=240.000000
predicted=278.145130, expected=216.000000
predicted=192.535430, expected=244.000000
predicted=303.680612, expected=240.000000
predicted=297.658612, expected=324.000000
predicted=262.651546, expected=320.000000
predicted=279.918677, expected=268.000000
predicted=235.291320, expected=204.000000
predicted=229.965812, expected=300.000000
predicted=279.150469, expected=208.000000
predicted=243.020577, expected=256.000000
predicted=292.208944, expected=264.000000
predicted=278.563695, expected=336.000000
predicted=261.812538, expected=348.000000
predicted=332.000182, expected=204.000000
predicted=188.656035, expected=228.000000
predicted=260.556071, expected=148.000000
predicted=192.286973, expected=224.000000
predicted=272.614823, expected=372.000000
predicted=380.793346, expected=516.000000
predicted=358.978731, expected=256.000000
predicted=220.076514, expected=172.000000
predicted=180.151300, expected=208.000000
predicted=234.112337, expected=132.000000
predicted=200.309963, expected=212.000000
predicted=376.920028, expected=312.000000
predicted=298.363340, expected=320.000000
predicted=231.292135, expected=228.000000
predicted=221.407293, expected=168.000000
predicted=156.908742, expected=204.000000
predicted=210.509678, expected=156.000000
predicted=213.256328, expected=152.000000
predicted=233.532688, expected=292.000000
predicted=282.317070, expected=400.000000
predicted=281.625808, expected=272.000000
predicted=220.770682, expected=172.000000
predicted=177.905824, expected=212.000000
predicted=197.987275, expected=184.000000
predicted=209.902263, expected=212.000000
predicted=302.823810, expected=264.000000
predicted=281.267695, expected=432.000000
predicted=313.684487, expected=224.000000
predicted=190.988019, expected=160.000000
predicted=181.807767, expected=200.000000
predicted=231.059407, expected=140.000000
predicted=157.436697, expected=164.000000
predicted=304.280612, expected=268.000000
predicted=263.513974, expected=364.000000
predicted=258.373666, expected=216.000000
predicted=192.682946, expected=212.000000
predicted=196.059378, expected=204.000000
predicted=189.252459, expected=184.000000
predicted=199.986565, expected=248.000000
predicted=319.665049, expected=368.000000
predicted=301.217226, expected=228.000000
predicted=196.035229, expected=276.000000
predicted=262.561520, expected=188.000000
predicted=184.618545, expected=260.000000
predicted=242.919589, expected=192.000000
predicted=280.161108, expected=208.000000
predicted=209.736918, expected=384.000000
predicted=361.110859, expected=332.000000
predicted=233.489252, expected=200.000000
predicted=224.270720, expected=188.000000
predicted=216.365370, expected=208.000000
predicted=194.826766, expected=216.000000
predicted=284.479981, expected=240.000000
predicted=292.052375, expected=344.000000
predicted=285.400371, expected=384.000000
predicted=285.680580, expected=216.000000
predicted=194.459096, expected=132.000000
predicted=185.271523, expected=244.000000
predicted=257.670507, expected=148.000000
predicted=204.520667, expected=244.000000
predicted=326.869839, expected=288.000000
predicted=268.805293, expected=244.000000
predicted=164.265475, expected=208.000000
predicted=240.652550, expected=184.000000
predicted=165.757976, expected=264.000000
predicted=255.885137, expected=168.000000
predicted=209.694926, expected=268.000000
predicted=270.721972, expected=328.000000
predicted=279.601566, expected=372.000000
predicted=265.040469, expected=272.000000
predicted=271.983733, expected=248.000000
predicted=213.986315, expected=172.000000
predicted=214.339519, expected=160.000000
predicted=230.821944, expected=228.000000
predicted=308.067498, expected=316.000000
predicted=291.308619, expected=260.000000
predicted=245.407142, expected=184.000000
predicted=181.973603, expected=196.000000
predicted=190.567622, expected=168.000000
predicted=181.974850, expected=268.000000
predicted=296.864523, expected=188.000000
predicted=214.067908, expected=388.000000
predicted=308.407112, expected=168.000000
predicted=161.903279, expected=212.000000
predicted=191.251956, expected=224.000000
predicted=272.488992, expected=228.000000
predicted=170.908555, expected=188.000000
predicted=298.147680, expected=172.000000
predicted=169.465145, expected=212.000000
predicted=216.243840, expected=320.000000
predicted=275.935338, expected=276.000000
predicted=241.637863, expected=124.000000
predicted=147.880110, expected=176.000000
predicted=198.430234, expected=180.000000
Test MSE: 4896.953
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447])]
predicted=60.879388, expected=60.000000
predicted=68.073732, expected=64.000000
predicted=52.886646, expected=104.000000
predicted=71.585259, expected=48.000000
predicted=70.148491, expected=48.000000
predicted=60.488689, expected=32.000000
predicted=53.519519, expected=28.000000
predicted=52.510217, expected=44.000000
predicted=57.011812, expected=76.000000
predicted=51.781387, expected=48.000000
predicted=47.215663, expected=100.000000
predicted=58.214871, expected=68.000000
predicted=56.746123, expected=100.000000
predicted=73.771960, expected=44.000000
predicted=67.737258, expected=88.000000
predicted=72.588656, expected=64.000000
predicted=78.361033, expected=60.000000
predicted=69.713063, expected=44.000000
predicted=66.722881, expected=68.000000
predicted=59.777895, expected=52.000000
predicted=65.128248, expected=40.000000
predicted=53.822751, expected=56.000000
predicted=53.761200, expected=104.000000
predicted=65.706498, expected=72.000000
predicted=68.333535, expected=12.000000
predicted=47.778638, expected=32.000000
predicted=45.292724, expected=52.000000
predicted=54.901020, expected=36.000000
predicted=57.847772, expected=76.000000
predicted=54.821412, expected=76.000000
predicted=46.918191, expected=44.000000
predicted=48.681982, expected=16.000000
predicted=43.378880, expected=36.000000
predicted=42.888950, expected=52.000000
predicted=54.921886, expected=32.000000
predicted=46.665540, expected=48.000000
predicted=40.050989, expected=56.000000
predicted=38.778199, expected=104.000000
predicted=60.882598, expected=52.000000
predicted=56.203124, expected=24.000000
predicted=44.074187, expected=64.000000
predicted=56.229631, expected=40.000000
predicted=54.730766, expected=48.000000
predicted=61.688202, expected=48.000000
predicted=46.508851, expected=60.000000
predicted=46.374597, expected=52.000000
predicted=53.742841, expected=84.000000
predicted=57.923290, expected=52.000000
predicted=55.236168, expected=56.000000
predicted=56.541450, expected=16.000000
predicted=47.363820, expected=96.000000
predicted=63.989372, expected=80.000000
predicted=70.508561, expected=60.000000
predicted=59.396006, expected=68.000000
predicted=61.276910, expected=64.000000
predicted=57.071358, expected=44.000000
predicted=68.885783, expected=48.000000
predicted=61.036861, expected=92.000000
predicted=67.136868, expected=72.000000
predicted=67.117641, expected=52.000000
predicted=60.580119, expected=48.000000
predicted=54.373607, expected=52.000000
predicted=57.386920, expected=48.000000
predicted=63.465670, expected=32.000000
predicted=50.622734, expected=52.000000
predicted=48.522940, expected=72.000000
predicted=53.992593, expected=40.000000
predicted=48.514580, expected=56.000000
predicted=50.272317, expected=44.000000
predicted=45.620626, expected=32.000000
predicted=47.007994, expected=96.000000
predicted=65.088504, expected=56.000000
predicted=52.882566, expected=56.000000
predicted=56.545173, expected=84.000000
predicted=61.421343, expected=36.000000
predicted=52.706636, expected=32.000000
predicted=60.663225, expected=20.000000
predicted=43.158233, expected=24.000000
predicted=41.348779, expected=44.000000
predicted=47.019603, expected=72.000000
predicted=43.796005, expected=56.000000
predicted=42.816593, expected=24.000000
predicted=33.933971, expected=52.000000
predicted=42.341985, expected=20.000000
predicted=40.534989, expected=44.000000
predicted=48.932426, expected=28.000000
predicted=38.091060, expected=36.000000
predicted=33.161504, expected=32.000000
predicted=36.791653, expected=88.000000
predicted=46.028730, expected=76.000000
predicted=54.588537, expected=60.000000
predicted=51.061310, expected=24.000000
predicted=44.139856, expected=72.000000
predicted=56.407675, expected=44.000000
predicted=62.497139, expected=48.000000
predicted=56.646098, expected=28.000000
predicted=44.431130, expected=36.000000
predicted=38.187928, expected=32.000000
predicted=45.522151, expected=28.000000
predicted=35.875228, expected=64.000000
predicted=44.571595, expected=44.000000
predicted=38.396300, expected=28.000000
predicted=36.423932, expected=36.000000
predicted=36.429731, expected=24.000000
predicted=33.718782, expected=44.000000
predicted=44.210146, expected=24.000000
predicted=33.310624, expected=12.000000
predicted=25.155899, expected=36.000000
predicted=30.785064, expected=36.000000
predicted=29.960154, expected=36.000000
predicted=34.164910, expected=44.000000
predicted=32.047321, expected=32.000000
predicted=29.509065, expected=40.000000
predicted=37.396700, expected=72.000000
predicted=46.979411, expected=40.000000
predicted=42.678045, expected=32.000000
predicted=41.226414, expected=40.000000
predicted=39.888619, expected=40.000000
predicted=43.010031, expected=32.000000
predicted=45.214126, expected=52.000000
predicted=41.317031, expected=40.000000
predicted=38.449034, expected=32.000000
predicted=38.198819, expected=12.000000
predicted=31.096853, expected=16.000000
predicted=28.024174, expected=28.000000
predicted=32.729103, expected=56.000000
predicted=36.660047, expected=32.000000
predicted=30.437545, expected=56.000000
predicted=33.731457, expected=48.000000
predicted=37.124785, expected=64.000000
predicted=47.604327, expected=48.000000
predicted=50.905953, expected=40.000000
predicted=44.204946, expected=56.000000
predicted=52.830843, expected=32.000000
predicted=45.480664, expected=72.000000
predicted=56.965404, expected=12.000000
predicted=38.995443, expected=24.000000
predicted=36.413276, expected=32.000000
predicted=38.728030, expected=40.000000
predicted=36.335451, expected=72.000000
predicted=51.270533, expected=32.000000
predicted=31.849724, expected=56.000000
predicted=41.714158, expected=56.000000
predicted=46.701807, expected=60.000000
predicted=52.816898, expected=60.000000
predicted=58.570182, expected=40.000000
predicted=46.352135, expected=44.000000
predicted=51.249174, expected=60.000000
predicted=54.669393, expected=88.000000
predicted=64.291822, expected=8.000000
predicted=44.936680, expected=44.000000
predicted=44.553739, expected=60.000000
predicted=50.839652, expected=12.000000
predicted=43.450914, expected=48.000000
predicted=49.136547, expected=88.000000
predicted=45.171356, expected=44.000000
predicted=49.013789, expected=48.000000
predicted=50.710226, expected=28.000000
predicted=36.417417, expected=56.000000
predicted=52.363981, expected=52.000000
predicted=57.469156, expected=48.000000
predicted=46.429711, expected=68.000000
predicted=52.160703, expected=60.000000
predicted=50.178690, expected=36.000000
predicted=51.028772, expected=20.000000
predicted=42.908655, expected=52.000000
predicted=47.841153, expected=44.000000
predicted=49.555636, expected=96.000000
predicted=60.129795, expected=52.000000
predicted=48.432714, expected=32.000000
predicted=42.378727, expected=60.000000
predicted=54.788792, expected=44.000000
predicted=52.189099, expected=44.000000
predicted=59.058883, expected=24.000000
predicted=40.344115, expected=36.000000
predicted=38.210583, expected=48.000000
predicted=45.751074, expected=80.000000
predicted=51.643290, expected=68.000000
predicted=52.278251, expected=64.000000
predicted=50.957953, expected=48.000000
predicted=52.259477, expected=32.000000
predicted=51.362462, expected=36.000000
predicted=54.817209, expected=28.000000
predicted=46.088774, expected=96.000000
predicted=60.138197, expected=48.000000
predicted=48.651231, expected=28.000000
predicted=40.189437, expected=12.000000
predicted=34.143318, expected=44.000000
predicted=41.338989, expected=36.000000
predicted=50.502848, expected=56.000000
predicted=42.080712, expected=36.000000
predicted=33.982225, expected=28.000000
predicted=30.725885, expected=48.000000
predicted=42.245335, expected=68.000000
predicted=48.161769, expected=16.000000
predicted=40.033425, expected=44.000000
predicted=39.298016, expected=44.000000
predicted=39.588935, expected=64.000000
predicted=50.871798, expected=28.000000
predicted=44.523559, expected=32.000000
predicted=33.603116, expected=48.000000
predicted=43.825655, expected=16.000000
predicted=36.332747, expected=60.000000
predicted=47.028978, expected=64.000000
predicted=43.052740, expected=56.000000
predicted=46.204239, expected=32.000000
predicted=43.255724, expected=32.000000
predicted=37.381444, expected=44.000000
predicted=49.084826, expected=28.000000
predicted=43.639839, expected=52.000000
predicted=44.408157, expected=88.000000
predicted=50.745587, expected=88.000000
predicted=58.035616, expected=48.000000
predicted=54.029622, expected=24.000000
predicted=44.883621, expected=56.000000
predicted=57.695752, expected=20.000000
predicted=53.940439, expected=36.000000
predicted=49.825206, expected=28.000000
predicted=35.394940, expected=64.000000
predicted=40.689312, expected=60.000000
predicted=48.383838, expected=44.000000
predicted=39.336232, expected=48.000000
predicted=44.742469, expected=48.000000
predicted=45.715117, expected=48.000000
predicted=53.148217, expected=68.000000
predicted=56.161081, expected=32.000000
predicted=44.897236, expected=28.000000
predicted=42.462515, expected=32.000000
predicted=41.183487, expected=76.000000
predicted=52.700571, expected=20.000000
predicted=42.750698, expected=64.000000
predicted=43.594674, expected=76.000000
predicted=50.473523, expected=52.000000
predicted=50.917563, expected=40.000000
predicted=54.592575, expected=44.000000
predicted=44.068073, expected=60.000000
predicted=58.006873, expected=28.000000
predicted=50.110696, expected=44.000000
predicted=45.247464, expected=64.000000
predicted=48.456398, expected=80.000000
predicted=56.919431, expected=76.000000
predicted=61.732536, expected=60.000000
predicted=54.493854, expected=80.000000
predicted=66.072514, expected=60.000000
predicted=67.682871, expected=52.000000
predicted=66.972587, expected=48.000000
predicted=61.690801, expected=56.000000
predicted=58.954921, expected=40.000000
predicted=56.594528, expected=52.000000
predicted=52.486257, expected=28.000000
predicted=43.685013, expected=52.000000
predicted=47.158701, expected=76.000000
predicted=55.648076, expected=40.000000
predicted=45.990136, expected=72.000000
predicted=55.824459, expected=64.000000
predicted=53.045112, expected=44.000000
predicted=55.224014, expected=36.000000
predicted=54.355468, expected=56.000000
predicted=50.928011, expected=52.000000
predicted=56.314538, expected=40.000000
predicted=49.311619, expected=60.000000
predicted=49.175051, expected=52.000000
predicted=48.081109, expected=48.000000
predicted=51.471372, expected=72.000000
predicted=56.510116, expected=56.000000
predicted=53.125068, expected=56.000000
predicted=57.472968, expected=52.000000
predicted=54.505091, expected=20.000000
predicted=45.183383, expected=32.000000
predicted=48.155144, expected=40.000000
predicted=43.859010, expected=36.000000
predicted=41.296589, expected=76.000000
predicted=49.437684, expected=68.000000
predicted=46.004108, expected=44.000000
predicted=46.263730, expected=40.000000
predicted=46.734375, expected=32.000000
predicted=44.341450, expected=52.000000
predicted=55.350553, expected=60.000000
predicted=53.835935, expected=16.000000
predicted=37.092618, expected=52.000000
predicted=42.842632, expected=48.000000
predicted=42.459366, expected=56.000000
predicted=49.975007, expected=56.000000
predicted=50.609808, expected=24.000000
predicted=35.522964, expected=84.000000
predicted=57.854761, expected=48.000000
predicted=51.598930, expected=32.000000
predicted=48.232551, expected=48.000000
predicted=48.395816, expected=72.000000
predicted=51.564548, expected=44.000000
predicted=57.098450, expected=56.000000
predicted=50.488467, expected=40.000000
predicted=44.704397, expected=32.000000
predicted=46.010251, expected=48.000000
predicted=51.275985, expected=32.000000
predicted=40.764226, expected=24.000000
predicted=38.467407, expected=48.000000
predicted=39.035412, expected=48.000000
predicted=39.535584, expected=56.000000
predicted=45.742589, expected=24.000000
predicted=35.100574, expected=40.000000
predicted=37.685473, expected=36.000000
predicted=41.558214, expected=16.000000
predicted=35.021725, expected=12.000000
predicted=30.386969, expected=12.000000
predicted=21.268048, expected=28.000000
predicted=26.748730, expected=48.000000
predicted=30.531100, expected=44.000000
predicted=28.341273, expected=32.000000
predicted=27.376162, expected=80.000000
predicted=43.291837, expected=48.000000
predicted=44.802852, expected=72.000000
predicted=56.466716, expected=72.000000
predicted=58.122424, expected=92.000000
predicted=66.644799, expected=112.000000
predicted=85.105623, expected=64.000000
predicted=71.504159, expected=48.000000
predicted=70.759762, expected=52.000000
predicted=68.761519, expected=48.000000
predicted=68.748580, expected=56.000000
predicted=68.101920, expected=40.000000
predicted=50.817529, expected=48.000000
predicted=48.364271, expected=72.000000
predicted=55.778086, expected=48.000000
predicted=51.267735, expected=60.000000
predicted=55.178996, expected=12.000000
predicted=39.493438, expected=80.000000
predicted=56.921008, expected=56.000000
predicted=57.173625, expected=56.000000
predicted=52.917259, expected=8.000000
predicted=40.029512, expected=56.000000
predicted=42.208500, expected=36.000000
predicted=50.496578, expected=20.000000
predicted=37.831330, expected=40.000000
predicted=38.291133, expected=44.000000
predicted=32.785656, expected=64.000000
predicted=48.471053, expected=80.000000
predicted=51.704763, expected=24.000000
predicted=39.067609, expected=28.000000
predicted=42.014539, expected=20.000000
predicted=38.952882, expected=44.000000
predicted=46.171183, expected=68.000000
predicted=52.431599, expected=56.000000
predicted=41.244525, expected=96.000000
predicted=56.535641, expected=48.000000
predicted=50.209945, expected=36.000000
predicted=52.316397, expected=40.000000
predicted=54.682188, expected=52.000000
predicted=54.797318, expected=28.000000
predicted=51.904899, expected=76.000000
predicted=51.511055, expected=32.000000
predicted=41.403823, expected=68.000000
predicted=51.146130, expected=48.000000
predicted=50.236580, expected=44.000000
predicted=46.142428, expected=36.000000
predicted=50.691238, expected=72.000000
predicted=51.401719, expected=88.000000
predicted=65.816150, expected=36.000000
predicted=50.801486, expected=40.000000
predicted=48.492997, expected=84.000000
predicted=60.266263, expected=60.000000
predicted=64.734003, expected=48.000000
predicted=60.804462, expected=64.000000
predicted=53.908911, expected=56.000000
predicted=56.216705, expected=24.000000
predicted=54.037484, expected=32.000000
predicted=45.682139, expected=48.000000
predicted=45.923135, expected=48.000000
predicted=48.326965, expected=48.000000
predicted=45.193134, expected=56.000000
predicted=42.581107, expected=64.000000
predicted=49.825708, expected=48.000000
predicted=50.964668, expected=40.000000
predicted=48.335018, expected=36.000000
predicted=46.123202, expected=44.000000
predicted=48.159886, expected=48.000000
predicted=49.000485, expected=28.000000
predicted=39.422487, expected=44.000000
predicted=40.382706, expected=24.000000
predicted=34.842016, expected=28.000000
predicted=35.448139, expected=36.000000
predicted=36.221337, expected=32.000000
predicted=31.628038, expected=64.000000
predicted=43.070395, expected=60.000000
predicted=42.281597, expected=24.000000
predicted=36.464598, expected=24.000000
predicted=36.123857, expected=60.000000
predicted=45.006401, expected=44.000000
predicted=48.247002, expected=16.000000
predicted=36.864768, expected=48.000000
predicted=36.093386, expected=56.000000
predicted=41.811902, expected=76.000000
predicted=55.934639, expected=80.000000
predicted=56.973890, expected=20.000000
predicted=40.408849, expected=40.000000
predicted=49.848795, expected=16.000000
predicted=43.219839, expected=44.000000
predicted=49.365383, expected=44.000000
predicted=45.849763, expected=28.000000
predicted=30.131255, expected=64.000000
predicted=43.216004, expected=88.000000
predicted=50.980516, expected=52.000000
predicted=52.542096, expected=24.000000
predicted=44.353510, expected=44.000000
predicted=45.840706, expected=60.000000
predicted=57.355680, expected=28.000000
predicted=50.334074, expected=52.000000
predicted=45.577345, expected=36.000000
predicted=37.810369, expected=56.000000
predicted=47.575315, expected=24.000000
predicted=41.366175, expected=40.000000
predicted=37.972966, expected=52.000000
predicted=45.655667, expected=36.000000
predicted=39.545598, expected=36.000000
predicted=41.419929, expected=16.000000
predicted=29.559263, expected=60.000000
predicted=43.277425, expected=28.000000
predicted=38.043509, expected=44.000000
predicted=37.757033, expected=44.000000
predicted=38.554485, expected=20.000000
predicted=30.711068, expected=48.000000
predicted=43.695451, expected=28.000000
predicted=33.333243, expected=36.000000
predicted=37.373474, expected=44.000000
predicted=38.437905, expected=72.000000
predicted=44.315050, expected=16.000000
predicted=37.531415, expected=56.000000
predicted=42.293706, expected=68.000000
predicted=50.359233, expected=28.000000
predicted=44.247821, expected=68.000000
predicted=55.927299, expected=28.000000
Test MSE: 435.662
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892])]
predicted=58.387966, expected=68.000000
predicted=66.718967, expected=84.000000
predicted=68.346453, expected=84.000000
predicted=69.890342, expected=52.000000
predicted=74.649393, expected=76.000000
predicted=71.425251, expected=52.000000
predicted=61.614534, expected=44.000000
predicted=61.696380, expected=60.000000
predicted=64.592120, expected=60.000000
predicted=55.331419, expected=32.000000
predicted=52.400264, expected=60.000000
predicted=54.314214, expected=44.000000
predicted=45.229142, expected=36.000000
predicted=47.130234, expected=24.000000
predicted=40.378480, expected=24.000000
predicted=29.458551, expected=28.000000
predicted=36.539629, expected=28.000000
predicted=31.695838, expected=36.000000
predicted=33.014314, expected=72.000000
predicted=45.114886, expected=24.000000
predicted=31.362403, expected=12.000000
predicted=27.746164, expected=20.000000
predicted=24.944852, expected=24.000000
predicted=25.844373, expected=32.000000
predicted=39.381052, expected=36.000000
predicted=29.112248, expected=28.000000
predicted=24.470789, expected=28.000000
predicted=26.903201, expected=12.000000
predicted=20.913602, expected=32.000000
predicted=28.919247, expected=28.000000
predicted=28.361708, expected=32.000000
predicted=29.119650, expected=32.000000
predicted=29.883164, expected=84.000000
predicted=46.634405, expected=44.000000
predicted=42.534231, expected=36.000000
predicted=40.946472, expected=48.000000
predicted=43.369948, expected=8.000000
predicted=26.207530, expected=20.000000
predicted=41.867498, expected=36.000000
predicted=33.031311, expected=68.000000
predicted=45.069557, expected=40.000000
predicted=43.280957, expected=8.000000
predicted=21.439062, expected=12.000000
predicted=21.112629, expected=32.000000
predicted=28.666812, expected=8.000000
predicted=28.514352, expected=28.000000
predicted=28.420260, expected=28.000000
predicted=19.405951, expected=32.000000
predicted=23.833556, expected=12.000000
predicted=22.806631, expected=24.000000
predicted=19.410030, expected=28.000000
predicted=25.462886, expected=28.000000
predicted=26.436159, expected=36.000000
predicted=31.724654, expected=24.000000
predicted=22.578612, expected=12.000000
predicted=21.057616, expected=8.000000
predicted=18.088286, expected=24.000000
predicted=21.785070, expected=16.000000
predicted=21.170588, expected=4.000000
predicted=13.903705, expected=12.000000
predicted=12.167518, expected=28.000000
predicted=16.373462, expected=24.000000
predicted=21.314789, expected=28.000000
predicted=22.742343, expected=52.000000
predicted=29.908860, expected=40.000000
predicted=30.541015, expected=40.000000
predicted=37.295202, expected=32.000000
predicted=32.767564, expected=28.000000
predicted=31.029618, expected=52.000000
predicted=45.679768, expected=28.000000
predicted=34.303530, expected=20.000000
predicted=31.484110, expected=16.000000
predicted=24.765535, expected=28.000000
predicted=25.825276, expected=32.000000
predicted=34.057060, expected=16.000000
predicted=22.669957, expected=44.000000
predicted=31.107410, expected=20.000000
predicted=21.668705, expected=16.000000
predicted=23.817446, expected=20.000000
predicted=24.144902, expected=8.000000
predicted=13.793511, expected=40.000000
predicted=32.938378, expected=36.000000
predicted=26.678106, expected=16.000000
predicted=21.025113, expected=16.000000
predicted=21.015830, expected=12.000000
predicted=13.654253, expected=8.000000
predicted=19.290479, expected=8.000000
predicted=16.777501, expected=28.000000
predicted=18.404280, expected=32.000000
predicted=21.890270, expected=12.000000
predicted=15.946197, expected=8.000000
predicted=12.777633, expected=12.000000
predicted=11.753270, expected=4.000000
predicted=12.920027, expected=20.000000
predicted=19.514191, expected=20.000000
predicted=14.699570, expected=48.000000
predicted=26.626519, expected=60.000000
predicted=36.489957, expected=4.000000
predicted=17.202693, expected=12.000000
predicted=22.141325, expected=8.000000
predicted=14.786830, expected=16.000000
predicted=23.651301, expected=24.000000
predicted=29.790073, expected=12.000000
predicted=11.241254, expected=32.000000
predicted=21.648256, expected=20.000000
predicted=16.858663, expected=4.000000
predicted=13.674412, expected=24.000000
predicted=21.319518, expected=20.000000
predicted=16.114671, expected=16.000000
predicted=21.274827, expected=32.000000
predicted=24.074904, expected=4.000000
predicted=9.878566, expected=8.000000
predicted=15.925229, expected=12.000000
predicted=13.671817, expected=8.000000
predicted=10.850950, expected=12.000000
predicted=16.539165, expected=16.000000
predicted=10.558093, expected=36.000000
predicted=20.545376, expected=16.000000
predicted=16.507008, expected=16.000000
predicted=16.347824, expected=20.000000
predicted=17.414945, expected=16.000000
predicted=16.777079, expected=8.000000
predicted=18.759812, expected=20.000000
predicted=16.797927, expected=4.000000
predicted=10.468853, expected=44.000000
predicted=26.914840, expected=20.000000
predicted=18.883564, expected=56.000000
predicted=33.225048, expected=32.000000
predicted=29.702045, expected=20.000000
predicted=22.307852, expected=32.000000
predicted=34.863582, expected=36.000000
predicted=29.099604, expected=44.000000
predicted=43.092972, expected=8.000000
predicted=24.000536, expected=16.000000
predicted=21.454941, expected=36.000000
predicted=29.141625, expected=16.000000
predicted=23.877494, expected=20.000000
predicted=27.667724, expected=48.000000
predicted=27.869727, expected=24.000000
predicted=23.670705, expected=8.000000
predicted=23.831534, expected=32.000000
predicted=24.297115, expected=12.000000
predicted=17.244713, expected=24.000000
predicted=29.430590, expected=4.000000
predicted=14.332819, expected=76.000000
predicted=36.989480, expected=16.000000
predicted=26.093967, expected=32.000000
predicted=28.648796, expected=16.000000
predicted=23.496140, expected=28.000000
predicted=20.531611, expected=28.000000
predicted=39.561063, expected=28.000000
predicted=23.932398, expected=68.000000
predicted=44.202785, expected=20.000000
predicted=26.364105, expected=12.000000
predicted=26.271640, expected=40.000000
predicted=31.941209, expected=16.000000
predicted=23.042309, expected=36.000000
predicted=41.005076, expected=48.000000
predicted=32.915311, expected=56.000000
predicted=37.410714, expected=44.000000
predicted=43.640001, expected=16.000000
predicted=27.151412, expected=32.000000
predicted=34.625850, expected=4.000000
predicted=24.643833, expected=28.000000
predicted=32.962852, expected=16.000000
predicted=24.257467, expected=72.000000
predicted=38.622235, expected=36.000000
predicted=35.362762, expected=12.000000
predicted=21.331202, expected=40.000000
predicted=33.922223, expected=4.000000
predicted=16.474982, expected=28.000000
predicted=37.960276, expected=28.000000
predicted=26.961520, expected=24.000000
predicted=21.059845, expected=16.000000
predicted=25.340631, expected=8.000000
predicted=11.708713, expected=20.000000
predicted=20.481793, expected=24.000000
predicted=21.833274, expected=32.000000
predicted=25.230093, expected=36.000000
predicted=26.542098, expected=84.000000
predicted=45.043233, expected=28.000000
predicted=34.009022, expected=28.000000
predicted=35.030333, expected=20.000000
predicted=29.342467, expected=12.000000
predicted=24.734251, expected=16.000000
predicted=35.505611, expected=24.000000
predicted=22.236514, expected=20.000000
predicted=21.584229, expected=20.000000
predicted=19.952991, expected=48.000000
predicted=28.529957, expected=12.000000
predicted=19.433707, expected=4.000000
predicted=17.648275, expected=12.000000
predicted=15.202756, expected=36.000000
predicted=23.227825, expected=20.000000
predicted=27.307084, expected=20.000000
predicted=18.936026, expected=16.000000
predicted=14.652290, expected=20.000000
predicted=17.681759, expected=4.000000
predicted=17.567604, expected=20.000000
predicted=17.632010, expected=12.000000
predicted=14.532573, expected=28.000000
predicted=19.914591, expected=36.000000
predicted=25.459039, expected=8.000000
predicted=13.579074, expected=20.000000
predicted=20.740866, expected=16.000000
predicted=15.688437, expected=28.000000
predicted=24.415030, expected=24.000000
predicted=25.852269, expected=20.000000
predicted=17.979940, expected=28.000000
predicted=23.801160, expected=24.000000
predicted=21.810570, expected=12.000000
predicted=20.708642, expected=28.000000
predicted=24.000467, expected=12.000000
predicted=17.233113, expected=12.000000
predicted=18.745719, expected=8.000000
predicted=14.487301, expected=4.000000
predicted=8.794523, expected=12.000000
predicted=14.630796, expected=16.000000
predicted=12.072441, expected=8.000000
predicted=10.259623, expected=8.000000
predicted=9.026573, expected=12.000000
predicted=8.861987, expected=24.000000
predicted=15.795866, expected=40.000000
predicted=24.817824, expected=12.000000
predicted=15.809078, expected=24.000000
predicted=19.827686, expected=16.000000
predicted=16.868539, expected=16.000000
predicted=19.661796, expected=48.000000
predicted=34.860261, expected=76.000000
predicted=42.081548, expected=40.000000
predicted=39.069033, expected=24.000000
predicted=31.756184, expected=16.000000
predicted=24.437068, expected=4.000000
predicted=24.336118, expected=16.000000
predicted=32.055287, expected=12.000000
predicted=19.510769, expected=8.000000
predicted=13.802912, expected=12.000000
predicted=12.403042, expected=12.000000
predicted=9.277047, expected=28.000000
predicted=18.922101, expected=8.000000
predicted=12.188441, expected=24.000000
predicted=17.042986, expected=16.000000
predicted=15.244012, expected=4.000000
predicted=11.179203, expected=12.000000
predicted=16.238359, expected=24.000000
predicted=14.935722, expected=12.000000
predicted=16.322764, expected=20.000000
predicted=17.388633, expected=24.000000
predicted=15.965714, expected=12.000000
predicted=14.819756, expected=24.000000
predicted=21.790018, expected=4.000000
predicted=11.182402, expected=8.000000
predicted=13.477365, expected=16.000000
predicted=15.717063, expected=40.000000
predicted=22.592388, expected=48.000000
predicted=32.643373, expected=36.000000
predicted=27.304903, expected=8.000000
predicted=18.568849, expected=20.000000
predicted=21.565072, expected=4.000000
predicted=19.315748, expected=20.000000
predicted=25.427024, expected=36.000000
predicted=27.971511, expected=60.000000
predicted=33.307476, expected=32.000000
predicted=31.120372, expected=8.000000
predicted=18.291492, expected=32.000000
predicted=27.276427, expected=12.000000
predicted=23.026101, expected=8.000000
predicted=26.597960, expected=44.000000
predicted=30.220810, expected=20.000000
predicted=17.915687, expected=24.000000
predicted=27.084281, expected=20.000000
predicted=18.978417, expected=12.000000
predicted=14.784137, expected=4.000000
predicted=19.534848, expected=4.000000
predicted=10.753075, expected=36.000000
predicted=22.708778, expected=28.000000
predicted=21.795534, expected=32.000000
predicted=24.112696, expected=12.000000
predicted=15.152918, expected=4.000000
predicted=10.751679, expected=12.000000
predicted=19.051705, expected=16.000000
predicted=17.478031, expected=8.000000
predicted=15.940810, expected=16.000000
predicted=13.178899, expected=8.000000
predicted=8.264537, expected=44.000000
predicted=24.240254, expected=4.000000
predicted=13.436657, expected=24.000000
predicted=18.463927, expected=4.000000
predicted=11.903904, expected=20.000000
predicted=14.980323, expected=12.000000
predicted=21.098930, expected=8.000000
predicted=9.127636, expected=16.000000
predicted=16.348375, expected=12.000000
predicted=9.925416, expected=20.000000
predicted=17.456126, expected=20.000000
predicted=16.037883, expected=4.000000
predicted=9.871242, expected=20.000000
predicted=16.465565, expected=8.000000
predicted=11.007173, expected=12.000000
predicted=14.450832, expected=36.000000
predicted=22.904260, expected=12.000000
predicted=12.816332, expected=48.000000
predicted=30.810462, expected=12.000000
predicted=16.702847, expected=12.000000
predicted=17.382122, expected=16.000000
predicted=21.776945, expected=8.000000
predicted=12.225286, expected=20.000000
predicted=24.756451, expected=32.000000
predicted=20.234973, expected=24.000000
predicted=20.063624, expected=8.000000
predicted=15.811352, expected=12.000000
predicted=13.071640, expected=8.000000
predicted=13.367890, expected=36.000000
predicted=26.270878, expected=12.000000
predicted=17.632954, expected=4.000000
predicted=10.605341, expected=4.000000
predicted=8.805470, expected=32.000000
predicted=17.268208, expected=8.000000
predicted=18.086114, expected=24.000000
predicted=17.748674, expected=28.000000
predicted=17.535803, expected=12.000000
predicted=13.856381, expected=20.000000
predicted=22.906485, expected=12.000000
predicted=13.091488, expected=4.000000
predicted=13.758945, expected=12.000000
predicted=15.607213, expected=20.000000
predicted=14.193338, expected=4.000000
predicted=11.658796, expected=16.000000
predicted=13.068851, expected=16.000000
predicted=11.086706, expected=16.000000
predicted=14.331848, expected=12.000000
predicted=14.995050, expected=16.000000
predicted=12.065842, expected=32.000000
predicted=21.453659, expected=28.000000
predicted=22.333699, expected=8.000000
predicted=16.303470, expected=8.000000
predicted=13.058366, expected=8.000000
predicted=11.991297, expected=12.000000
predicted=16.729775, expected=44.000000
predicted=27.587555, expected=28.000000
predicted=20.645929, expected=12.000000
predicted=16.777297, expected=4.000000
predicted=11.368616, expected=16.000000
predicted=14.453896, expected=24.000000
predicted=25.377995, expected=24.000000
predicted=22.475632, expected=16.000000
predicted=16.336522, expected=4.000000
predicted=9.439472, expected=20.000000
predicted=16.612259, expected=8.000000
predicted=14.340273, expected=28.000000
predicted=21.505996, expected=32.000000
predicted=22.199379, expected=16.000000
predicted=15.917869, expected=4.000000
predicted=14.729487, expected=24.000000
predicted=16.507181, expected=4.000000
predicted=14.772436, expected=4.000000
predicted=14.604377, expected=24.000000
predicted=15.779667, expected=24.000000
predicted=14.799109, expected=20.000000
predicted=20.560542, expected=8.000000
predicted=10.983123, expected=8.000000
predicted=9.758723, expected=24.000000
predicted=19.625466, expected=24.000000
predicted=20.870543, expected=16.000000
predicted=18.273815, expected=4.000000
predicted=10.220619, expected=36.000000
predicted=20.517242, expected=8.000000
predicted=16.376940, expected=4.000000
predicted=14.459157, expected=16.000000
predicted=13.903005, expected=16.000000
predicted=11.424235, expected=12.000000
predicted=18.903295, expected=20.000000
predicted=14.212607, expected=8.000000
predicted=9.537396, expected=32.000000
predicted=21.237970, expected=12.000000
predicted=15.422737, expected=16.000000
predicted=16.071788, expected=32.000000
predicted=23.032017, expected=8.000000
predicted=13.158438, expected=16.000000
predicted=21.158440, expected=12.000000
predicted=13.070792, expected=4.000000
predicted=11.100169, expected=16.000000
predicted=17.874653, expected=20.000000
predicted=13.444756, expected=8.000000
predicted=12.584377, expected=8.000000
predicted=10.757348, expected=12.000000
predicted=9.235517, expected=24.000000
predicted=17.120483, expected=12.000000
predicted=15.208994, expected=36.000000
predicted=21.231557, expected=32.000000
predicted=22.021284, expected=12.000000
predicted=18.043724, expected=12.000000
predicted=18.996473, expected=8.000000
predicted=12.395602, expected=16.000000
predicted=20.304596, expected=8.000000
predicted=15.820443, expected=24.000000
predicted=16.217456, expected=4.000000
predicted=9.905937, expected=8.000000
predicted=9.760207, expected=8.000000
predicted=10.364140, expected=12.000000
predicted=9.841428, expected=20.000000
predicted=17.123285, expected=12.000000
predicted=10.332034, expected=8.000000
predicted=10.133192, expected=4.000000
predicted=7.657576, expected=12.000000
predicted=10.679134, expected=32.000000
predicted=20.388040, expected=4.000000
predicted=10.817339, expected=8.000000
predicted=10.499509, expected=12.000000
predicted=9.180743, expected=24.000000
predicted=16.330395, expected=24.000000
predicted=22.827715, expected=12.000000
predicted=12.593169, expected=20.000000
predicted=15.992320, expected=12.000000
Test MSE: 207.100
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966])]
predicted=19.150330, expected=8.000000
predicted=13.799262, expected=8.000000
predicted=11.823382, expected=12.000000
predicted=14.956532, expected=20.000000
predicted=14.036883, expected=56.000000
predicted=24.616715, expected=40.000000
predicted=24.097940, expected=8.000000
predicted=21.776320, expected=8.000000
predicted=23.370073, expected=12.000000
predicted=21.176418, expected=36.000000
predicted=28.563997, expected=4.000000
predicted=17.126031, expected=40.000000
predicted=20.898741, expected=44.000000
predicted=25.128668, expected=20.000000
predicted=22.812473, expected=24.000000
predicted=30.334867, expected=32.000000
predicted=25.966835, expected=8.000000
predicted=25.074436, expected=20.000000
predicted=26.371658, expected=20.000000
predicted=20.258066, expected=4.000000
predicted=15.586197, expected=8.000000
predicted=16.538596, expected=12.000000
predicted=11.272648, expected=32.000000
predicted=17.357416, expected=4.000000
predicted=12.250464, expected=4.000000
predicted=10.296433, expected=8.000000
predicted=11.213508, expected=8.000000
predicted=9.397266, expected=60.000000
predicted=25.193040, expected=16.000000
predicted=14.284335, expected=48.000000
predicted=26.791087, expected=20.000000
predicted=25.704316, expected=28.000000
predicted=27.042144, expected=16.000000
predicted=32.568850, expected=20.000000
predicted=22.458508, expected=16.000000
predicted=25.349865, expected=36.000000
predicted=23.526344, expected=16.000000
predicted=21.396488, expected=12.000000
predicted=18.497785, expected=12.000000
predicted=18.643940, expected=28.000000
predicted=19.594797, expected=16.000000
predicted=20.081130, expected=28.000000
predicted=19.834462, expected=20.000000
predicted=19.169053, expected=48.000000
predicted=26.651620, expected=32.000000
predicted=28.944904, expected=24.000000
predicted=26.761854, expected=12.000000
predicted=26.790070, expected=48.000000
predicted=31.246689, expected=40.000000
predicted=34.512666, expected=16.000000
predicted=27.171346, expected=20.000000
predicted=27.775212, expected=36.000000
predicted=27.674382, expected=16.000000
predicted=27.532196, expected=12.000000
predicted=23.805805, expected=20.000000
predicted=20.355901, expected=12.000000
predicted=17.198246, expected=12.000000
predicted=18.456086, expected=36.000000
predicted=20.215939, expected=20.000000
predicted=17.312183, expected=24.000000
predicted=21.441546, expected=36.000000
predicted=24.917943, expected=64.000000
predicted=33.373092, expected=100.000000
predicted=52.817701, expected=52.000000
predicted=47.966048, expected=40.000000
predicted=51.770587, expected=16.000000
predicted=47.106593, expected=12.000000
predicted=41.631355, expected=24.000000
predicted=41.888505, expected=8.000000
predicted=23.004990, expected=24.000000
predicted=22.490091, expected=24.000000
predicted=18.816083, expected=36.000000
predicted=22.237119, expected=20.000000
predicted=22.971176, expected=8.000000
predicted=17.687673, expected=16.000000
predicted=21.101787, expected=12.000000
predicted=17.352296, expected=8.000000
predicted=16.086731, expected=28.000000
predicted=17.791181, expected=28.000000
predicted=17.181414, expected=16.000000
predicted=17.587483, expected=12.000000
predicted=17.209944, expected=36.000000
predicted=22.373507, expected=20.000000
predicted=22.098368, expected=12.000000
predicted=20.143450, expected=24.000000
predicted=21.304368, expected=32.000000
predicted=22.126772, expected=8.000000
predicted=20.446572, expected=32.000000
predicted=23.793584, expected=20.000000
predicted=20.126015, expected=8.000000
predicted=18.212571, expected=4.000000
predicted=17.479745, expected=36.000000
predicted=19.022944, expected=16.000000
predicted=18.500187, expected=32.000000
predicted=21.723972, expected=20.000000
predicted=19.762264, expected=32.000000
predicted=22.427255, expected=24.000000
predicted=27.420334, expected=12.000000
predicted=20.167248, expected=16.000000
predicted=22.898985, expected=12.000000
predicted=17.480993, expected=20.000000
predicted=19.653549, expected=8.000000
predicted=14.796953, expected=12.000000
predicted=12.963896, expected=24.000000
predicted=16.724585, expected=52.000000
predicted=24.444377, expected=112.000000
predicted=49.072239, expected=96.000000
predicted=57.124374, expected=48.000000
predicted=55.436423, expected=28.000000
predicted=54.628926, expected=36.000000
predicted=54.991264, expected=28.000000
predicted=53.804532, expected=48.000000
predicted=50.606944, expected=44.000000
predicted=40.639285, expected=36.000000
predicted=35.818129, expected=40.000000
predicted=39.689965, expected=40.000000
predicted=38.103596, expected=60.000000
predicted=47.509914, expected=28.000000
predicted=39.168717, expected=20.000000
predicted=34.406565, expected=28.000000
predicted=35.162864, expected=28.000000
predicted=31.359440, expected=24.000000
predicted=31.862800, expected=32.000000
predicted=28.167814, expected=80.000000
predicted=42.620211, expected=40.000000
predicted=37.862645, expected=60.000000
predicted=47.434436, expected=80.000000
predicted=57.455149, expected=44.000000
predicted=50.100254, expected=64.000000
predicted=65.042755, expected=32.000000
predicted=48.417114, expected=20.000000
predicted=43.574770, expected=40.000000
predicted=47.918046, expected=28.000000
predicted=34.400880, expected=60.000000
predicted=46.004608, expected=52.000000
predicted=41.483423, expected=28.000000
predicted=35.110432, expected=12.000000
predicted=33.388963, expected=40.000000
predicted=35.514809, expected=16.000000
predicted=31.262219, expected=24.000000
predicted=29.430779, expected=64.000000
predicted=37.557225, expected=48.000000
predicted=34.014883, expected=92.000000
predicted=57.366528, expected=36.000000
predicted=44.145846, expected=40.000000
predicted=46.919707, expected=24.000000
predicted=46.894079, expected=36.000000
predicted=41.416412, expected=40.000000
predicted=47.144042, expected=36.000000
predicted=35.138885, expected=40.000000
predicted=37.717448, expected=32.000000
predicted=33.411969, expected=40.000000
predicted=37.579803, expected=28.000000
predicted=34.693475, expected=56.000000
predicted=41.565559, expected=80.000000
predicted=52.550990, expected=80.000000
predicted=57.323641, expected=20.000000
predicted=45.766657, expected=40.000000
predicted=47.494041, expected=8.000000
predicted=38.478644, expected=12.000000
predicted=34.817725, expected=28.000000
predicted=34.465759, expected=16.000000
predicted=18.380317, expected=64.000000
predicted=36.832286, expected=24.000000
predicted=24.785468, expected=8.000000
predicted=21.307982, expected=12.000000
predicted=23.214947, expected=36.000000
predicted=25.417446, expected=20.000000
predicted=28.352649, expected=28.000000
predicted=23.585306, expected=36.000000
predicted=25.314813, expected=40.000000
predicted=29.292996, expected=28.000000
predicted=31.662945, expected=36.000000
predicted=31.705337, expected=16.000000
predicted=27.283853, expected=24.000000
predicted=28.599135, expected=16.000000
predicted=25.241065, expected=28.000000
predicted=24.745069, expected=12.000000
predicted=21.248023, expected=12.000000
predicted=16.308909, expected=16.000000
predicted=17.965298, expected=20.000000
predicted=16.977753, expected=32.000000
predicted=23.194018, expected=12.000000
predicted=16.246706, expected=28.000000
predicted=21.226634, expected=24.000000
predicted=21.987831, expected=32.000000
predicted=25.281754, expected=40.000000
predicted=31.430643, expected=16.000000
predicted=22.581236, expected=12.000000
predicted=23.013505, expected=48.000000
predicted=31.667506, expected=24.000000
predicted=27.171382, expected=24.000000
predicted=28.289504, expected=20.000000
predicted=23.360970, expected=4.000000
predicted=16.366228, expected=20.000000
predicted=24.071305, expected=24.000000
predicted=20.032073, expected=12.000000
predicted=16.556278, expected=20.000000
predicted=18.183049, expected=12.000000
predicted=13.577923, expected=24.000000
predicted=19.378131, expected=8.000000
predicted=15.624227, expected=4.000000
predicted=11.073861, expected=24.000000
predicted=17.239191, expected=12.000000
predicted=12.775270, expected=20.000000
predicted=17.157547, expected=20.000000
predicted=15.718674, expected=32.000000
predicted=19.928766, expected=8.000000
predicted=17.852774, expected=28.000000
predicted=20.982151, expected=32.000000
predicted=24.732815, expected=4.000000
predicted=16.898543, expected=8.000000
predicted=18.097020, expected=20.000000
predicted=15.824037, expected=12.000000
predicted=15.988420, expected=24.000000
predicted=19.690189, expected=20.000000
predicted=15.256034, expected=16.000000
predicted=15.805681, expected=8.000000
predicted=15.428117, expected=8.000000
predicted=12.588354, expected=16.000000
predicted=15.546988, expected=16.000000
predicted=14.495634, expected=24.000000
predicted=16.826754, expected=180.000000
predicted=68.597309, expected=28.000000
predicted=42.223784, expected=16.000000
predicted=43.282442, expected=28.000000
predicted=43.872065, expected=28.000000
predicted=37.777583, expected=16.000000
predicted=54.810832, expected=44.000000
predicted=30.548196, expected=52.000000
predicted=33.382129, expected=36.000000
predicted=34.430350, expected=48.000000
predicted=40.100228, expected=8.000000
predicted=27.171131, expected=8.000000
predicted=27.985363, expected=28.000000
predicted=30.494407, expected=32.000000
predicted=26.875461, expected=16.000000
predicted=24.839409, expected=16.000000
predicted=17.547062, expected=24.000000
predicted=19.695471, expected=24.000000
predicted=23.130789, expected=36.000000
predicted=27.803674, expected=60.000000
predicted=34.749453, expected=32.000000
predicted=31.253303, expected=20.000000
predicted=30.497122, expected=8.000000
predicted=24.874304, expected=16.000000
predicted=24.842901, expected=20.000000
predicted=26.913138, expected=36.000000
predicted=25.498535, expected=8.000000
predicted=16.772667, expected=24.000000
predicted=19.140185, expected=4.000000
predicted=14.781811, expected=16.000000
predicted=16.749632, expected=24.000000
predicted=21.381667, expected=8.000000
predicted=11.787512, expected=28.000000
predicted=20.630431, expected=24.000000
predicted=17.352298, expected=12.000000
predicted=17.003225, expected=16.000000
predicted=19.132366, expected=16.000000
predicted=15.528883, expected=28.000000
predicted=22.334901, expected=16.000000
predicted=18.850966, expected=8.000000
predicted=14.257346, expected=16.000000
predicted=16.365957, expected=16.000000
predicted=15.637216, expected=8.000000
predicted=14.858804, expected=12.000000
predicted=12.993362, expected=20.000000
predicted=13.824678, expected=4.000000
predicted=11.016843, expected=32.000000
predicted=18.907722, expected=28.000000
predicted=18.596160, expected=32.000000
predicted=22.855088, expected=28.000000
predicted=25.525210, expected=12.000000
predicted=18.702862, expected=44.000000
predicted=32.249785, expected=20.000000
predicted=25.491392, expected=12.000000
predicted=22.990588, expected=4.000000
predicted=17.832416, expected=32.000000
predicted=20.602360, expected=12.000000
predicted=20.601714, expected=24.000000
predicted=19.246450, expected=20.000000
predicted=17.963540, expected=24.000000
predicted=18.309554, expected=36.000000
predicted=27.913843, expected=8.000000
predicted=17.475282, expected=12.000000
predicted=19.457428, expected=4.000000
predicted=14.368533, expected=4.000000
predicted=12.069746, expected=8.000000
predicted=13.037289, expected=12.000000
predicted=8.372251, expected=16.000000
predicted=10.978341, expected=16.000000
predicted=10.949393, expected=12.000000
predicted=11.061286, expected=16.000000
predicted=13.428561, expected=16.000000
predicted=14.504495, expected=8.000000
predicted=12.860175, expected=24.000000
predicted=17.083182, expected=12.000000
predicted=13.719517, expected=28.000000
predicted=19.334399, expected=20.000000
predicted=18.607767, expected=28.000000
predicted=20.441578, expected=28.000000
predicted=24.759235, expected=16.000000
predicted=19.844992, expected=24.000000
predicted=24.456034, expected=32.000000
predicted=25.293288, expected=32.000000
predicted=27.661426, expected=20.000000
predicted=25.106307, expected=24.000000
predicted=23.923272, expected=20.000000
predicted=23.692520, expected=28.000000
predicted=26.407796, expected=12.000000
predicted=21.416968, expected=36.000000
predicted=25.369505, expected=16.000000
predicted=21.494003, expected=8.000000
predicted=17.496050, expected=36.000000
predicted=25.824492, expected=24.000000
predicted=20.647919, expected=12.000000
predicted=21.754255, expected=28.000000
predicted=22.240316, expected=20.000000
predicted=19.052084, expected=16.000000
predicted=22.431628, expected=8.000000
predicted=16.818053, expected=8.000000
predicted=12.896510, expected=12.000000
predicted=15.163843, expected=16.000000
predicted=14.018981, expected=12.000000
predicted=12.451062, expected=32.000000
predicted=17.687354, expected=28.000000
predicted=19.323818, expected=4.000000
predicted=14.743674, expected=12.000000
predicted=16.513338, expected=4.000000
predicted=11.694149, expected=16.000000
predicted=16.426311, expected=12.000000
predicted=13.945881, expected=24.000000
predicted=13.633757, expected=40.000000
predicted=22.288410, expected=4.000000
predicted=13.533093, expected=8.000000
predicted=15.997071, expected=16.000000
predicted=15.848799, expected=12.000000
predicted=15.456829, expected=8.000000
predicted=15.884287, expected=12.000000
predicted=9.917821, expected=8.000000
predicted=9.524824, expected=24.000000
predicted=15.490284, expected=4.000000
predicted=10.080471, expected=4.000000
predicted=8.752513, expected=36.000000
predicted=18.414005, expected=12.000000
predicted=13.005253, expected=28.000000
predicted=21.354182, expected=84.000000
predicted=37.500163, expected=376.000000
predicted=160.721271, expected=232.000000
predicted=163.623542, expected=128.000000
predicted=138.333915, expected=64.000000
predicted=120.974783, expected=64.000000
predicted=115.264623, expected=24.000000
predicted=133.227401, expected=28.000000
predicted=76.530150, expected=16.000000
predicted=44.203026, expected=20.000000
predicted=29.171281, expected=4.000000
predicted=20.344041, expected=36.000000
predicted=26.208884, expected=28.000000
predicted=25.453784, expected=32.000000
predicted=25.749348, expected=8.000000
predicted=17.841266, expected=40.000000
predicted=27.717357, expected=32.000000
predicted=31.228024, expected=12.000000
predicted=19.624127, expected=32.000000
predicted=30.148936, expected=24.000000
predicted=22.081811, expected=8.000000
predicted=18.561361, expected=12.000000
predicted=18.382955, expected=12.000000
predicted=13.189372, expected=24.000000
predicted=20.950901, expected=16.000000
predicted=17.281936, expected=28.000000
predicted=20.608240, expected=16.000000
predicted=17.478332, expected=8.000000
predicted=12.661889, expected=20.000000
predicted=19.672919, expected=16.000000
predicted=15.802604, expected=24.000000
predicted=21.378062, expected=16.000000
predicted=17.184894, expected=12.000000
predicted=13.451355, expected=8.000000
predicted=13.187142, expected=44.000000
predicted=28.258393, expected=36.000000
predicted=29.028543, expected=28.000000
predicted=25.833197, expected=8.000000
predicted=17.757742, expected=20.000000
predicted=19.444796, expected=16.000000
predicted=22.204539, expected=48.000000
predicted=34.564738, expected=8.000000
predicted=18.273496, expected=24.000000
predicted=20.553225, expected=20.000000
predicted=22.441938, expected=16.000000
predicted=16.769315, expected=24.000000
predicted=26.538752, expected=24.000000
predicted=19.923751, expected=8.000000
predicted=15.259037, expected=8.000000
predicted=13.519564, expected=28.000000
predicted=21.046073, expected=16.000000
predicted=17.183751, expected=20.000000
predicted=19.355492, expected=16.000000
predicted=16.245733, expected=4.000000
predicted=9.344664, expected=4.000000
predicted=11.302583, expected=24.000000
predicted=17.276472, expected=20.000000
predicted=16.960652, expected=12.000000
predicted=13.664715, expected=20.000000
predicted=16.379736, expected=4.000000
predicted=8.724759, expected=12.000000
predicted=13.996925, expected=28.000000
predicted=21.159173, expected=12.000000
predicted=13.023000, expected=4.000000
predicted=10.901277, expected=4.000000
predicted=7.560720, expected=20.000000
predicted=14.331689, expected=8.000000
predicted=12.050022, expected=20.000000
predicted=15.014992, expected=12.000000
predicted=11.846445, expected=12.000000
predicted=10.962859, expected=20.000000
Test MSE: 678.138
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935])]
predicted=26.040728, expected=32.000000
predicted=30.633860, expected=28.000000
predicted=28.240281, expected=44.000000
predicted=32.940728, expected=40.000000
predicted=33.416332, expected=20.000000
predicted=30.803226, expected=32.000000
predicted=35.184324, expected=24.000000
predicted=28.900804, expected=40.000000
predicted=33.778983, expected=28.000000
predicted=32.119666, expected=64.000000
predicted=36.800267, expected=40.000000
predicted=37.756245, expected=36.000000
predicted=35.193549, expected=52.000000
predicted=48.901078, expected=8.000000
predicted=28.295661, expected=20.000000
predicted=38.939824, expected=32.000000
predicted=34.475691, expected=20.000000
predicted=22.090347, expected=36.000000
predicted=34.172924, expected=28.000000
predicted=23.107161, expected=24.000000
predicted=24.008816, expected=20.000000
predicted=28.209320, expected=20.000000
predicted=22.507452, expected=52.000000
predicted=33.978344, expected=56.000000
predicted=34.399620, expected=36.000000
predicted=32.616009, expected=52.000000
predicted=43.049100, expected=32.000000
predicted=36.815960, expected=20.000000
predicted=37.682676, expected=16.000000
predicted=37.365709, expected=52.000000
predicted=35.896030, expected=52.000000
predicted=38.937407, expected=32.000000
predicted=32.265065, expected=28.000000
predicted=35.261858, expected=20.000000
predicted=29.075157, expected=24.000000
predicted=33.505110, expected=16.000000
predicted=29.156934, expected=64.000000
predicted=35.879430, expected=20.000000
predicted=25.410742, expected=56.000000
predicted=35.348239, expected=36.000000
predicted=38.605319, expected=64.000000
predicted=37.795755, expected=12.000000
predicted=43.436627, expected=28.000000
predicted=31.701380, expected=28.000000
predicted=41.701567, expected=44.000000
predicted=30.722361, expected=44.000000
predicted=42.812763, expected=32.000000
predicted=28.350187, expected=32.000000
predicted=35.434858, expected=28.000000
predicted=32.750632, expected=36.000000
predicted=35.891691, expected=40.000000
predicted=36.990527, expected=48.000000
predicted=36.613599, expected=36.000000
predicted=36.303505, expected=40.000000
predicted=37.626222, expected=40.000000
predicted=40.298009, expected=32.000000
predicted=36.763819, expected=40.000000
predicted=41.350540, expected=56.000000
predicted=42.314442, expected=28.000000
predicted=35.831858, expected=36.000000
predicted=40.065269, expected=12.000000
predicted=31.919181, expected=36.000000
predicted=33.305598, expected=12.000000
predicted=30.977871, expected=32.000000
predicted=24.993066, expected=24.000000
predicted=28.803232, expected=48.000000
predicted=25.738050, expected=32.000000
predicted=33.015329, expected=36.000000
predicted=28.099814, expected=68.000000
predicted=46.221601, expected=44.000000
predicted=36.771207, expected=36.000000
predicted=44.021108, expected=32.000000
predicted=42.664952, expected=64.000000
predicted=45.631132, expected=36.000000
predicted=45.802012, expected=20.000000
predicted=36.341068, expected=36.000000
predicted=41.538603, expected=36.000000
predicted=32.844708, expected=28.000000
predicted=36.818725, expected=44.000000
predicted=37.464787, expected=52.000000
predicted=35.890476, expected=24.000000
predicted=32.943123, expected=12.000000
predicted=32.377613, expected=56.000000
predicted=39.973808, expected=20.000000
predicted=28.757114, expected=32.000000
predicted=34.518104, expected=32.000000
predicted=34.003608, expected=56.000000
predicted=30.604489, expected=28.000000
predicted=38.774008, expected=40.000000
predicted=34.125378, expected=20.000000
predicted=34.598097, expected=44.000000
predicted=34.461249, expected=20.000000
predicted=36.008392, expected=28.000000
predicted=27.489835, expected=40.000000
predicted=37.162403, expected=28.000000
predicted=24.855707, expected=20.000000
predicted=31.409847, expected=28.000000
predicted=28.205103, expected=32.000000
predicted=27.917661, expected=16.000000
predicted=25.936564, expected=56.000000
predicted=35.257271, expected=56.000000
predicted=35.182316, expected=32.000000
predicted=32.163869, expected=28.000000
predicted=40.105272, expected=36.000000
predicted=34.594565, expected=32.000000
predicted=37.850857, expected=12.000000
predicted=32.009354, expected=28.000000
predicted=30.215795, expected=16.000000
predicted=23.273502, expected=24.000000
predicted=23.887477, expected=36.000000
predicted=29.155814, expected=36.000000
predicted=23.141685, expected=32.000000
predicted=29.789426, expected=48.000000
predicted=33.885927, expected=44.000000
predicted=35.509881, expected=76.000000
predicted=48.563563, expected=32.000000
predicted=42.167048, expected=60.000000
predicted=48.865495, expected=28.000000
predicted=48.191730, expected=20.000000
predicted=35.132766, expected=36.000000
predicted=49.551314, expected=44.000000
predicted=32.941170, expected=32.000000
predicted=37.618129, expected=32.000000
predicted=33.571348, expected=28.000000
predicted=30.709721, expected=20.000000
predicted=29.217165, expected=60.000000
predicted=41.230283, expected=28.000000
predicted=30.486484, expected=36.000000
predicted=33.651305, expected=44.000000
predicted=40.872207, expected=36.000000
predicted=30.632503, expected=32.000000
predicted=41.999221, expected=36.000000
predicted=35.528691, expected=24.000000
predicted=32.037038, expected=40.000000
predicted=37.068121, expected=44.000000
predicted=36.790728, expected=36.000000
predicted=33.219599, expected=44.000000
predicted=40.232493, expected=4.000000
predicted=26.665102, expected=16.000000
predicted=29.824173, expected=16.000000
predicted=28.132992, expected=16.000000
predicted=18.069476, expected=24.000000
predicted=25.118954, expected=44.000000
predicted=21.326441, expected=56.000000
predicted=30.668955, expected=32.000000
predicted=29.659932, expected=24.000000
predicted=31.854468, expected=32.000000
predicted=35.032826, expected=48.000000
predicted=38.387963, expected=28.000000
predicted=36.256456, expected=24.000000
predicted=31.547963, expected=20.000000
predicted=29.170273, expected=36.000000
predicted=29.966706, expected=36.000000
predicted=33.770899, expected=36.000000
predicted=29.995341, expected=4.000000
predicted=23.850273, expected=36.000000
predicted=29.196004, expected=52.000000
predicted=35.961435, expected=16.000000
predicted=23.809228, expected=16.000000
predicted=30.842408, expected=40.000000
predicted=28.476226, expected=8.000000
predicted=20.701896, expected=24.000000
predicted=29.953813, expected=44.000000
predicted=29.044776, expected=68.000000
predicted=31.981232, expected=52.000000
predicted=42.297195, expected=32.000000
predicted=35.489367, expected=20.000000
predicted=38.082776, expected=4.000000
predicted=30.858186, expected=48.000000
predicted=41.818301, expected=24.000000
predicted=29.230170, expected=56.000000
predicted=33.426704, expected=32.000000
predicted=33.578084, expected=20.000000
predicted=22.789548, expected=24.000000
predicted=38.496932, expected=20.000000
predicted=24.276085, expected=56.000000
predicted=39.806067, expected=48.000000
predicted=34.793645, expected=28.000000
predicted=29.400207, expected=28.000000
predicted=36.266714, expected=28.000000
predicted=30.877094, expected=20.000000
predicted=32.926674, expected=20.000000
predicted=30.056884, expected=32.000000
predicted=27.282298, expected=56.000000
predicted=33.188432, expected=20.000000
predicted=26.516709, expected=12.000000
predicted=25.404466, expected=20.000000
predicted=27.952113, expected=20.000000
predicted=22.112124, expected=12.000000
predicted=24.869075, expected=20.000000
predicted=19.174042, expected=40.000000
predicted=22.439503, expected=36.000000
predicted=24.152149, expected=56.000000
predicted=34.191055, expected=36.000000
predicted=32.356904, expected=36.000000
predicted=34.616402, expected=32.000000
predicted=40.573688, expected=16.000000
predicted=29.970130, expected=48.000000
predicted=42.228915, expected=32.000000
predicted=32.115955, expected=32.000000
predicted=31.319813, expected=44.000000
predicted=39.015209, expected=24.000000
predicted=26.728553, expected=12.000000
predicted=31.255567, expected=28.000000
predicted=30.843312, expected=48.000000
predicted=31.614410, expected=28.000000
predicted=29.801744, expected=40.000000
predicted=32.947697, expected=32.000000
predicted=30.698570, expected=4.000000
predicted=23.177660, expected=24.000000
predicted=33.283849, expected=32.000000
predicted=26.443562, expected=56.000000
predicted=33.155320, expected=8.000000
predicted=24.944579, expected=16.000000
predicted=21.461134, expected=20.000000
predicted=27.600027, expected=8.000000
predicted=16.469701, expected=24.000000
predicted=28.172322, expected=16.000000
predicted=14.343631, expected=48.000000
predicted=24.203543, expected=36.000000
predicted=27.048326, expected=32.000000
predicted=24.514757, expected=44.000000
predicted=37.470212, expected=44.000000
predicted=33.426360, expected=36.000000
predicted=39.783373, expected=44.000000
predicted=41.155349, expected=40.000000
predicted=38.700047, expected=60.000000
predicted=46.308498, expected=40.000000
predicted=43.545283, expected=36.000000
predicted=40.584847, expected=12.000000
predicted=37.322237, expected=24.000000
predicted=32.646055, expected=40.000000
predicted=38.896734, expected=44.000000
predicted=32.314808, expected=24.000000
predicted=30.634329, expected=24.000000
predicted=27.347608, expected=32.000000
predicted=31.071054, expected=40.000000
predicted=33.387279, expected=60.000000
predicted=41.668567, expected=28.000000
predicted=32.074435, expected=68.000000
predicted=45.504004, expected=48.000000
predicted=45.721379, expected=28.000000
predicted=38.444567, expected=52.000000
predicted=54.836479, expected=40.000000
predicted=38.578306, expected=4.000000
predicted=35.704337, expected=40.000000
predicted=41.576932, expected=28.000000
predicted=28.654758, expected=16.000000
predicted=26.803263, expected=36.000000
predicted=34.677952, expected=20.000000
predicted=18.761015, expected=20.000000
predicted=26.340747, expected=52.000000
predicted=34.569452, expected=40.000000
predicted=27.464751, expected=48.000000
predicted=38.081689, expected=40.000000
predicted=38.096394, expected=36.000000
predicted=35.067722, expected=24.000000
predicted=39.905143, expected=32.000000
predicted=35.829096, expected=48.000000
predicted=40.391427, expected=44.000000
predicted=36.952901, expected=28.000000
predicted=34.965087, expected=8.000000
predicted=28.063052, expected=12.000000
predicted=26.561319, expected=12.000000
predicted=24.422430, expected=16.000000
predicted=20.350003, expected=36.000000
predicted=23.080931, expected=12.000000
predicted=13.467734, expected=40.000000
predicted=24.106910, expected=24.000000
predicted=23.225167, expected=8.000000
predicted=16.998480, expected=12.000000
predicted=25.570891, expected=28.000000
predicted=18.952317, expected=52.000000
predicted=31.005800, expected=24.000000
predicted=23.898740, expected=24.000000
predicted=24.494515, expected=20.000000
predicted=26.146997, expected=20.000000
predicted=23.838970, expected=24.000000
predicted=30.047803, expected=12.000000
predicted=19.007200, expected=56.000000
predicted=31.016793, expected=20.000000
predicted=22.829925, expected=40.000000
predicted=28.775653, expected=28.000000
predicted=32.970687, expected=12.000000
predicted=19.714934, expected=16.000000
predicted=32.671085, expected=24.000000
predicted=21.701895, expected=4.000000
predicted=18.478106, expected=24.000000
predicted=21.130061, expected=28.000000
predicted=19.118584, expected=8.000000
predicted=13.231193, expected=20.000000
predicted=21.575951, expected=28.000000
predicted=18.321540, expected=40.000000
predicted=24.723713, expected=36.000000
predicted=29.133401, expected=16.000000
predicted=21.745198, expected=52.000000
predicted=35.470253, expected=24.000000
predicted=29.264519, expected=4.000000
predicted=24.596352, expected=16.000000
predicted=28.984135, expected=28.000000
predicted=19.985829, expected=28.000000
predicted=26.750907, expected=28.000000
predicted=23.819822, expected=28.000000
predicted=21.741255, expected=24.000000
predicted=23.794649, expected=20.000000
predicted=25.286351, expected=16.000000
predicted=23.230495, expected=40.000000
predicted=28.244417, expected=20.000000
predicted=23.160086, expected=28.000000
predicted=25.072610, expected=20.000000
predicted=25.016166, expected=28.000000
predicted=22.629916, expected=32.000000
predicted=30.768058, expected=28.000000
predicted=24.492714, expected=28.000000
predicted=28.336400, expected=52.000000
predicted=33.633432, expected=16.000000
predicted=26.734394, expected=12.000000
predicted=26.707461, expected=12.000000
predicted=25.651526, expected=24.000000
predicted=20.841516, expected=44.000000
predicted=32.050702, expected=24.000000
predicted=20.764755, expected=52.000000
predicted=31.443458, expected=20.000000
predicted=26.788907, expected=32.000000
predicted=30.081341, expected=12.000000
predicted=31.933763, expected=28.000000
predicted=24.666062, expected=24.000000
predicted=31.281201, expected=48.000000
predicted=27.694679, expected=36.000000
predicted=32.170866, expected=16.000000
predicted=23.122075, expected=12.000000
predicted=27.796895, expected=40.000000
predicted=29.390969, expected=20.000000
predicted=26.990642, expected=12.000000
predicted=22.515807, expected=16.000000
predicted=21.402956, expected=24.000000
predicted=17.928433, expected=16.000000
predicted=21.747719, expected=20.000000
predicted=19.044426, expected=12.000000
predicted=15.917773, expected=20.000000
predicted=17.349500, expected=24.000000
predicted=20.845562, expected=44.000000
predicted=24.254535, expected=60.000000
predicted=33.880047, expected=16.000000
predicted=24.541909, expected=24.000000
predicted=31.646737, expected=32.000000
predicted=33.533698, expected=24.000000
predicted=28.465340, expected=36.000000
predicted=37.242627, expected=48.000000
predicted=31.576885, expected=24.000000
predicted=27.844248, expected=28.000000
predicted=33.042775, expected=28.000000
predicted=30.975972, expected=32.000000
predicted=30.531662, expected=40.000000
predicted=36.613346, expected=12.000000
predicted=24.013980, expected=28.000000
predicted=29.042802, expected=128.000000
predicted=56.757734, expected=148.000000
predicted=69.910635, expected=44.000000
predicted=58.022423, expected=76.000000
predicted=78.757559, expected=64.000000
predicted=72.944263, expected=52.000000
predicted=75.041074, expected=56.000000
predicted=84.285584, expected=56.000000
predicted=54.506936, expected=48.000000
predicted=57.724439, expected=48.000000
predicted=54.846576, expected=28.000000
predicted=44.778492, expected=68.000000
predicted=54.411320, expected=36.000000
predicted=45.209499, expected=52.000000
predicted=46.523860, expected=64.000000
predicted=55.569709, expected=36.000000
predicted=39.045355, expected=48.000000
predicted=54.819248, expected=36.000000
predicted=43.345359, expected=24.000000
predicted=38.391343, expected=28.000000
predicted=41.970488, expected=48.000000
predicted=37.346463, expected=12.000000
predicted=28.957776, expected=20.000000
predicted=28.916579, expected=24.000000
predicted=27.169960, expected=28.000000
predicted=23.230656, expected=20.000000
predicted=27.858352, expected=32.000000
predicted=23.553369, expected=16.000000
predicted=21.525507, expected=44.000000
predicted=29.514686, expected=12.000000
predicted=23.605556, expected=40.000000
predicted=27.808487, expected=32.000000
predicted=32.228058, expected=56.000000
predicted=32.013349, expected=8.000000
predicted=31.428835, expected=48.000000
predicted=33.009319, expected=36.000000
predicted=38.524861, expected=24.000000
predicted=27.102883, expected=28.000000
predicted=39.782565, expected=12.000000
predicted=19.800950, expected=16.000000
predicted=27.049364, expected=16.000000
predicted=22.949510, expected=8.000000
predicted=14.739547, expected=32.000000
predicted=22.760416, expected=36.000000
predicted=21.144839, expected=28.000000
predicted=21.721116, expected=32.000000
predicted=27.933824, expected=20.000000
predicted=22.859808, expected=20.000000
predicted=26.475393, expected=20.000000
predicted=26.534346, expected=60.000000
predicted=33.855319, expected=24.000000
predicted=27.606053, expected=20.000000
predicted=25.861884, expected=28.000000
predicted=31.643653, expected=8.000000
predicted=18.513749, expected=12.000000
predicted=27.430218, expected=28.000000
predicted=22.588535, expected=36.000000
predicted=21.710295, expected=16.000000
predicted=21.316658, expected=12.000000
predicted=18.134001, expected=32.000000
predicted=23.841963, expected=16.000000
predicted=19.949786, expected=24.000000
predicted=24.528580, expected=28.000000
predicted=23.599499, expected=40.000000
predicted=24.413149, expected=24.000000
predicted=27.754086, expected=32.000000
predicted=27.453330, expected=16.000000
predicted=25.827861, expected=16.000000
predicted=23.144195, expected=28.000000
predicted=28.934910, expected=16.000000
predicted=19.132310, expected=44.000000
predicted=29.757573, expected=20.000000
predicted=22.221105, expected=24.000000
predicted=22.714548, expected=16.000000
predicted=26.242371, expected=24.000000
Test MSE: 261.393
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134])]
predicted=15.257013, expected=31.540000
predicted=53.228035, expected=58.824000
predicted=46.086662, expected=29.140000
predicted=34.477274, expected=59.060000
predicted=49.985687, expected=30.600000
predicted=34.160927, expected=28.784000
predicted=41.135445, expected=61.200000
predicted=39.683270, expected=32.224000
predicted=48.839672, expected=32.556000
predicted=32.667786, expected=33.784000
predicted=27.335431, expected=32.136000
predicted=41.604467, expected=34.676000
predicted=30.362179, expected=30.880000
predicted=31.933732, expected=35.460000
predicted=34.478913, expected=69.896000
predicted=55.001386, expected=39.824000
predicted=49.166316, expected=31.636000
predicted=37.102867, expected=39.984000
predicted=32.050726, expected=34.800000
predicted=45.354917, expected=34.404000
predicted=33.043382, expected=35.904000
predicted=32.930314, expected=33.136000
predicted=35.985988, expected=34.784000
predicted=33.899866, expected=34.364000
predicted=34.052284, expected=33.516000
predicted=34.574240, expected=34.920000
predicted=33.843097, expected=101.064000
predicted=74.742486, expected=29.176000
predicted=50.976566, expected=31.944000
predicted=38.579465, expected=67.636000
predicted=41.590715, expected=29.904000
predicted=61.637780, expected=34.216000
predicted=27.760736, expected=67.740000
predicted=47.897486, expected=102.316000
predicted=95.769416, expected=95.500000
predicted=89.525930, expected=35.340000
predicted=55.145289, expected=68.676000
predicted=60.021813, expected=68.080000
predicted=70.101030, expected=33.340000
predicted=57.308087, expected=68.800000
predicted=45.600962, expected=235.636000
predicted=169.151825, expected=141.212000
predicted=167.381678, expected=192.016000
predicted=172.617351, expected=166.944000
predicted=147.068332, expected=131.620000
predicted=185.721584, expected=34.620000
predicted=58.070649, expected=367.760000
predicted=255.621408, expected=470.984000
predicted=397.320179, expected=584.056000
predicted=542.696782, expected=689.356000
predicted=567.918654, expected=566.404000
predicted=628.483267, expected=643.548000
predicted=621.974171, expected=1523.564000
predicted=1163.666985, expected=2436.936000
predicted=2045.728702, expected=3979.984000
predicted=3418.052963, expected=2951.852000
predicted=3088.637646, expected=2566.316000
predicted=2738.320172, expected=3962.776000
predicted=3410.577708, expected=5248.008000
predicted=5138.214139, expected=3186.664000
predicted=3665.380891, expected=1588.700000
predicted=2289.155118, expected=747.348000
predicted=1479.155407, expected=700.652000
predicted=1363.320265, expected=1296.040000
predicted=957.087943, expected=303.420000
predicted=247.011859, expected=849.612000
predicted=637.262931, expected=165.716000
predicted=245.350096, expected=39.596000
predicted=371.519589, expected=32.120000
predicted=-202.737465, expected=30.080000
predicted=215.047039, expected=33.700000
predicted=-91.717892, expected=33.056000
predicted=8.405739, expected=68.620000
predicted=57.402085, expected=98.268000
predicted=85.649907, expected=65.816000
predicted=72.261672, expected=64.644000
predicted=64.333477, expected=33.444000
predicted=46.987192, expected=105.024000
predicted=97.665675, expected=29.500000
predicted=37.445070, expected=36.016000
predicted=44.133584, expected=69.420000
predicted=46.941195, expected=37.252000
predicted=64.872825, expected=31.120000
predicted=20.000142, expected=31.960000
predicted=30.758263, expected=30.700000
predicted=41.092746, expected=33.200000
predicted=26.869420, expected=35.484000
predicted=33.326730, expected=99.380000
predicted=81.521994, expected=35.120000
predicted=46.016713, expected=33.120000
predicted=39.821796, expected=126.604000
predicted=95.475568, expected=28.784000
predicted=66.098870, expected=29.340000
predicted=25.530798, expected=28.364000
predicted=20.055891, expected=35.484000
predicted=62.413971, expected=35.960000
predicted=15.451244, expected=63.436000
predicted=55.858485, expected=28.760000
predicted=34.733783, expected=93.564000
predicted=80.012534, expected=29.136000
predicted=38.304643, expected=31.460000
predicted=45.760941, expected=30.800000
predicted=18.149392, expected=59.604000
predicted=71.231369, expected=28.904000
Test MSE: 233224.481
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945])]
predicted=23.460324, expected=25.908000
predicted=19.877344, expected=36.880000
predicted=23.417368, expected=21.568000
predicted=20.570823, expected=31.844000
predicted=24.143018, expected=31.120000
predicted=26.882044, expected=4.024000
predicted=25.112799, expected=15.992000
predicted=22.946174, expected=13.652000
predicted=21.171518, expected=14.636000
predicted=19.589848, expected=39.836000
predicted=19.935466, expected=19.836000
predicted=17.922845, expected=20.232000
predicted=18.987831, expected=11.968000
predicted=19.230689, expected=19.776000
predicted=21.989491, expected=20.392000
predicted=22.803856, expected=19.788000
predicted=18.744044, expected=13.432000
predicted=16.993182, expected=17.464000
predicted=16.934779, expected=3.324000
predicted=15.855725, expected=23.624000
predicted=16.593836, expected=30.828000
predicted=19.013618, expected=28.848000
predicted=19.403274, expected=17.052000
predicted=18.351658, expected=17.224000
predicted=19.250561, expected=4.496000
predicted=20.780273, expected=41.928000
predicted=24.604720, expected=7.288000
predicted=20.412684, expected=14.048000
predicted=15.334298, expected=19.008000
predicted=16.991218, expected=25.996000
predicted=20.299872, expected=3.812000
predicted=18.314305, expected=20.308000
predicted=14.090529, expected=28.712000
predicted=19.600675, expected=33.584000
predicted=22.433237, expected=32.360000
predicted=22.920584, expected=46.588000
predicted=26.656959, expected=12.684000
predicted=28.350844, expected=41.788000
predicted=31.722842, expected=3.924000
predicted=29.552150, expected=45.944000
predicted=30.623774, expected=28.456000
predicted=31.325675, expected=23.864000
predicted=25.359767, expected=53.508000
predicted=31.762593, expected=17.900000
predicted=29.970390, expected=33.104000
predicted=32.352346, expected=11.068000
predicted=28.122353, expected=21.344000
predicted=27.747383, expected=28.548000
predicted=28.411295, expected=24.092000
predicted=23.513905, expected=19.708000
predicted=22.022439, expected=12.436000
predicted=19.002902, expected=24.892000
predicted=22.225182, expected=25.944000
predicted=23.536225, expected=26.212000
predicted=22.059928, expected=15.040000
predicted=19.770226, expected=20.152000
predicted=20.363549, expected=13.732000
predicted=21.606254, expected=13.072000
predicted=19.364847, expected=9.680000
predicted=16.360009, expected=22.500000
predicted=16.073400, expected=68.872000
predicted=25.541090, expected=10.748000
predicted=22.932190, expected=25.816000
predicted=20.813043, expected=11.788000
predicted=24.978060, expected=4.884000
predicted=26.689807, expected=10.072000
predicted=22.455608, expected=10.708000
predicted=13.515990, expected=23.452000
predicted=14.865181, expected=38.696000
predicted=16.640956, expected=49.936000
predicted=22.800422, expected=40.404000
predicted=27.618787, expected=18.424000
predicted=28.008257, expected=18.408000
predicted=30.411425, expected=23.536000
predicted=33.153659, expected=40.840000
predicted=33.989759, expected=19.616000
predicted=27.037104, expected=27.940000
predicted=23.147577, expected=10.280000
predicted=23.158086, expected=25.936000
predicted=25.218256, expected=32.900000
predicted=27.313226, expected=16.152000
predicted=22.426371, expected=25.952000
predicted=21.627791, expected=25.672000
predicted=23.220499, expected=14.448000
predicted=23.909877, expected=19.108000
predicted=21.623487, expected=12.420000
predicted=19.381270, expected=26.176000
predicted=21.143752, expected=20.344000
predicted=20.077973, expected=32.744000
predicted=20.618668, expected=19.888000
predicted=21.342763, expected=38.332000
predicted=24.526974, expected=10.528000
predicted=24.661666, expected=22.392000
predicted=23.202087, expected=8.336000
predicted=22.401509, expected=17.404000
predicted=20.208594, expected=29.576000
predicted=21.682962, expected=22.788000
predicted=19.132260, expected=12.188000
predicted=17.360175, expected=19.512000
predicted=17.428179, expected=19.092000
predicted=21.083822, expected=28.240000
predicted=22.430949, expected=19.864000
predicted=20.051422, expected=34.040000
predicted=21.579639, expected=31.448000
predicted=25.543736, expected=10.628000
predicted=23.286037, expected=26.680000
predicted=23.991387, expected=9.620000
predicted=23.261303, expected=26.280000
predicted=23.475595, expected=13.988000
predicted=20.035556, expected=39.404000
predicted=21.158797, expected=19.280000
predicted=22.742860, expected=27.208000
predicted=21.472901, expected=11.724000
predicted=22.442901, expected=21.432000
predicted=22.409622, expected=15.440000
predicted=23.107398, expected=26.252000
predicted=20.584623, expected=19.224000
predicted=20.289935, expected=30.432000
predicted=20.361863, expected=8.516000
predicted=19.998682, expected=19.948000
predicted=19.121057, expected=26.396000
predicted=22.617556, expected=7.600000
predicted=19.418359, expected=18.068000
predicted=17.202066, expected=34.012000
predicted=19.828582, expected=22.264000
predicted=22.364205, expected=25.844000
predicted=20.824522, expected=15.196000
predicted=19.787889, expected=18.744000
predicted=22.424428, expected=27.144000
predicted=24.496829, expected=32.908000
predicted=24.473201, expected=33.380000
predicted=25.208697, expected=25.872000
predicted=24.538457, expected=10.680000
predicted=23.808867, expected=3.040000
predicted=21.807315, expected=6.752000
predicted=19.757072, expected=12.920000
predicted=17.115727, expected=31.448000
predicted=16.173555, expected=45.104000
predicted=18.792387, expected=41.960000
predicted=22.747148, expected=29.408000
predicted=25.613043, expected=16.168000
predicted=27.531732, expected=26.164000
predicted=31.868655, expected=3.900000
predicted=28.475342, expected=46.148000
predicted=27.924314, expected=21.980000
predicted=25.831854, expected=17.880000
predicted=20.467009, expected=29.276000
predicted=22.725537, expected=13.880000
predicted=23.408128, expected=13.016000
predicted=23.324916, expected=23.048000
predicted=19.874282, expected=48.756000
predicted=26.114044, expected=32.136000
predicted=27.387500, expected=36.696000
predicted=25.546882, expected=20.292000
predicted=27.508555, expected=43.072000
predicted=34.205259, expected=12.020000
predicted=33.314269, expected=40.792000
predicted=30.061573, expected=38.200000
predicted=33.147040, expected=11.316000
predicted=27.531023, expected=35.688000
predicted=28.206481, expected=14.024000
predicted=26.707703, expected=11.536000
predicted=25.297700, expected=8.016000
predicted=19.270069, expected=33.552000
predicted=20.358778, expected=21.308000
predicted=22.318962, expected=66.688000
predicted=25.359765, expected=19.544000
predicted=26.811015, expected=21.160000
predicted=24.626083, expected=29.040000
predicted=31.044856, expected=8.588000
predicted=30.038543, expected=30.352000
predicted=29.434534, expected=4.152000
predicted=19.540523, expected=28.560000
predicted=19.882765, expected=21.436000
predicted=21.208718, expected=23.324000
predicted=19.581786, expected=21.836000
predicted=20.694962, expected=4.488000
predicted=16.887263, expected=49.960000
predicted=24.739143, expected=8.812000
predicted=24.014963, expected=16.688000
predicted=18.600036, expected=3.164000
predicted=16.255292, expected=21.184000
predicted=18.794932, expected=14.112000
predicted=20.368367, expected=14.060000
predicted=12.747233, expected=26.468000
predicted=15.246618, expected=31.196000
predicted=19.202777, expected=34.708000
predicted=23.553930, expected=29.596000
predicted=24.116492, expected=33.416000
predicted=27.434775, expected=22.308000
predicted=29.526383, expected=12.284000
predicted=26.677723, expected=13.436000
predicted=23.931137, expected=24.480000
predicted=23.809837, expected=30.612000
predicted=24.200275, expected=30.620000
predicted=22.289963, expected=17.860000
predicted=20.346213, expected=35.172000
predicted=24.394209, expected=16.492000
predicted=26.823765, expected=29.736000
predicted=26.224704, expected=56.608000
predicted=31.826378, expected=35.680000
predicted=33.580250, expected=38.288000
predicted=32.796202, expected=3.108000
predicted=28.229882, expected=23.004000
predicted=30.524589, expected=47.724000
predicted=36.931101, expected=26.112000
predicted=31.651296, expected=20.560000
predicted=23.425899, expected=41.236000
predicted=25.767064, expected=15.964000
predicted=31.085013, expected=11.564000
predicted=25.922685, expected=24.260000
predicted=22.780182, expected=15.396000
predicted=23.521130, expected=64.152000
predicted=29.268336, expected=31.920000
predicted=28.544624, expected=38.368000
predicted=28.156401, expected=40.036000
predicted=33.785468, expected=19.056000
predicted=36.049636, expected=47.768000
predicted=39.504431, expected=18.876000
predicted=34.260429, expected=67.484000
predicted=38.194060, expected=31.768000
predicted=38.806636, expected=29.076000
predicted=34.023366, expected=76.492000
predicted=43.240932, expected=47.028000
predicted=49.552168, expected=4.152000
predicted=40.310889, expected=13.184000
predicted=29.488376, expected=45.744000
predicted=39.955686, expected=86.332000
predicted=50.543953, expected=58.700000
predicted=41.809138, expected=100.980000
predicted=47.396734, expected=121.860000
predicted=74.139111, expected=122.656000
predicted=93.951248, expected=37.664000
predicted=82.860688, expected=3.428000
predicted=64.369643, expected=16.196000
predicted=64.259071, expected=14.184000
predicted=54.554028, expected=28.820000
predicted=36.798640, expected=27.544000
predicted=22.181548, expected=2.924000
predicted=14.018756, expected=11.188000
predicted=13.935068, expected=15.440000
predicted=17.463890, expected=16.916000
predicted=18.186929, expected=8.028000
predicted=12.421869, expected=37.052000
predicted=17.094791, expected=11.796000
predicted=18.092662, expected=27.680000
predicted=18.843928, expected=37.864000
predicted=24.970355, expected=26.672000
predicted=26.840438, expected=18.912000
predicted=24.124859, expected=8.132000
predicted=19.584983, expected=38.620000
predicted=27.609655, expected=47.064000
predicted=33.808829, expected=12.328000
predicted=24.315796, expected=3.920000
predicted=15.945862, expected=15.412000
predicted=20.237807, expected=12.764000
predicted=22.777503, expected=12.544000
predicted=16.292413, expected=36.400000
predicted=17.473723, expected=33.860000
predicted=22.543613, expected=19.404000
predicted=21.006852, expected=17.328000
predicted=19.744691, expected=32.652000
predicted=26.590014, expected=12.848000
predicted=25.347894, expected=7.912000
predicted=17.705602, expected=73.080000
predicted=31.828733, expected=7.484000
predicted=27.956938, expected=35.252000
predicted=24.650106, expected=11.768000
predicted=23.132835, expected=12.884000
predicted=24.759696, expected=12.052000
predicted=22.777324, expected=14.656000
predicted=16.517702, expected=27.304000
predicted=19.797908, expected=4.060000
predicted=13.504206, expected=23.196000
predicted=14.827556, expected=24.784000
predicted=19.309499, expected=15.340000
predicted=18.822411, expected=23.784000
predicted=18.655325, expected=32.864000
predicted=22.655434, expected=31.680000
predicted=26.834549, expected=23.956000
predicted=24.737668, expected=16.212000
predicted=22.400180, expected=7.876000
predicted=20.756564, expected=16.784000
predicted=20.789448, expected=28.408000
predicted=22.439312, expected=47.432000
predicted=27.005896, expected=3.608000
predicted=18.923050, expected=14.692000
predicted=16.034402, expected=3.472000
predicted=17.755279, expected=15.420000
predicted=19.475275, expected=10.316000
predicted=15.275554, expected=25.408000
predicted=13.616293, expected=40.704000
predicted=21.231281, expected=25.684000
predicted=21.869288, expected=26.448000
predicted=22.599212, expected=23.848000
predicted=24.906917, expected=26.832000
predicted=28.502666, expected=18.948000
predicted=26.235996, expected=22.896000
predicted=23.541318, expected=26.824000
predicted=24.739439, expected=19.980000
predicted=23.373923, expected=24.856000
predicted=22.875147, expected=23.116000
predicted=23.026404, expected=32.872000
predicted=26.082265, expected=9.488000
predicted=21.757120, expected=20.372000
predicted=20.158076, expected=40.216000
predicted=27.276135, expected=11.092000
predicted=23.645799, expected=15.276000
predicted=18.362187, expected=23.260000
predicted=20.082298, expected=20.652000
predicted=23.311366, expected=3.760000
predicted=16.782419, expected=42.680000
predicted=20.647747, expected=32.144000
predicted=26.507396, expected=36.436000
predicted=27.283537, expected=9.548000
predicted=21.486563, expected=4.996000
predicted=18.674225, expected=15.520000
predicted=22.394851, expected=17.900000
predicted=20.907148, expected=11.164000
predicted=15.446687, expected=16.060000
predicted=12.049471, expected=25.552000
predicted=16.622522, expected=45.040000
predicted=25.250539, expected=10.956000
predicted=20.857737, expected=25.320000
predicted=20.160393, expected=17.664000
predicted=23.284186, expected=32.884000
predicted=27.669910, expected=43.928000
predicted=31.161746, expected=19.048000
predicted=25.233991, expected=35.440000
predicted=27.559677, expected=9.596000
predicted=25.517364, expected=45.080000
predicted=31.736562, expected=9.300000
predicted=26.863433, expected=21.096000
predicted=21.502372, expected=33.648000
predicted=26.034627, expected=35.536000
predicted=28.997863, expected=46.484000
predicted=32.669571, expected=17.436000
predicted=26.610532, expected=33.256000
predicted=29.623526, expected=23.628000
predicted=31.691688, expected=40.284000
predicted=33.949026, expected=15.928000
predicted=28.346869, expected=23.136000
predicted=24.162394, expected=34.416000
predicted=29.026222, expected=28.452000
predicted=29.412263, expected=31.064000
predicted=28.077875, expected=57.852000
predicted=34.484339, expected=10.576000
predicted=30.886197, expected=11.244000
predicted=23.801730, expected=15.332000
predicted=24.166158, expected=29.300000
predicted=28.380845, expected=37.792000
predicted=28.471039, expected=33.076000
predicted=24.198885, expected=23.592000
predicted=24.049740, expected=42.244000
predicted=30.779427, expected=5.728000
predicted=27.766513, expected=40.052000
predicted=29.195826, expected=9.908000
predicted=25.960607, expected=31.592000
predicted=25.296846, expected=36.524000
predicted=28.627131, expected=6.252000
predicted=21.796740, expected=11.508000
predicted=18.403089, expected=18.528000
predicted=19.575469, expected=11.420000
predicted=20.048472, expected=47.108000
predicted=23.363107, expected=59.580000
predicted=31.312592, expected=29.300000
predicted=30.385584, expected=4.756000
predicted=22.433297, expected=12.596000
predicted=24.401614, expected=13.828000
predicted=28.559557, expected=8.348000
predicted=20.880404, expected=46.904000
predicted=21.441314, expected=4.044000
predicted=16.348626, expected=40.556000
predicted=20.062403, expected=4.372000
predicted=19.293715, expected=31.332000
predicted=22.538571, expected=4.480000
predicted=20.877894, expected=36.436000
predicted=21.063201, expected=31.740000
predicted=26.824969, expected=14.628000
predicted=20.428833, expected=4.248000
predicted=16.403469, expected=4.648000
predicted=14.605601, expected=25.240000
predicted=20.912445, expected=26.708000
predicted=20.521802, expected=35.340000
predicted=19.895781, expected=25.632000
predicted=20.459740, expected=35.864000
predicted=25.766872, expected=8.116000
predicted=24.826708, expected=7.696000
predicted=20.046054, expected=16.452000
predicted=20.862946, expected=15.992000
predicted=19.864545, expected=28.008000
predicted=19.476909, expected=15.680000
predicted=15.770291, expected=18.056000
predicted=16.066843, expected=10.568000
predicted=16.522841, expected=13.328000
predicted=16.542456, expected=19.616000
predicted=17.898975, expected=7.600000
predicted=14.187435, expected=44.296000
predicted=20.334520, expected=11.472000
predicted=19.620319, expected=28.000000
predicted=19.173336, expected=13.728000
predicted=20.004114, expected=21.664000
predicted=21.418764, expected=36.792000
predicted=26.965233, expected=37.960000
predicted=27.835295, expected=13.968000
predicted=23.767540, expected=18.296000
predicted=20.792753, expected=4.536000
predicted=21.029733, expected=28.944000
predicted=24.024547, expected=16.872000
Test MSE: 266.127
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739])]
predicted=36.561282, expected=24.000000
predicted=36.983801, expected=32.000000
predicted=35.877478, expected=64.000000
predicted=38.679379, expected=28.000000
predicted=38.211389, expected=44.000000
predicted=41.247982, expected=24.000000
predicted=36.281798, expected=36.000000
predicted=36.251406, expected=8.000000
predicted=36.637625, expected=24.000000
predicted=26.393781, expected=8.000000
predicted=25.452367, expected=28.000000
predicted=20.213915, expected=8.000000
predicted=20.480057, expected=16.000000
predicted=14.299939, expected=16.000000
predicted=17.631200, expected=16.000000
predicted=14.100604, expected=44.000000
predicted=21.776452, expected=36.000000
predicted=22.106609, expected=48.000000
predicted=29.069672, expected=20.000000
predicted=30.694814, expected=28.000000
predicted=30.616385, expected=12.000000
predicted=32.252227, expected=28.000000
predicted=27.681054, expected=48.000000
predicted=31.769080, expected=32.000000
predicted=27.553129, expected=48.000000
predicted=33.308923, expected=56.000000
predicted=36.555072, expected=16.000000
predicted=37.544821, expected=20.000000
predicted=37.823922, expected=12.000000
predicted=30.139755, expected=28.000000
predicted=29.182018, expected=36.000000
predicted=29.965580, expected=28.000000
predicted=23.123023, expected=48.000000
predicted=28.897159, expected=12.000000
predicted=27.071720, expected=20.000000
predicted=28.191688, expected=28.000000
predicted=29.133702, expected=52.000000
predicted=29.762815, expected=40.000000
predicted=35.332552, expected=28.000000
predicted=29.719752, expected=20.000000
predicted=31.224103, expected=16.000000
predicted=29.573998, expected=32.000000
predicted=31.853353, expected=32.000000
predicted=28.621640, expected=20.000000
predicted=25.162872, expected=52.000000
predicted=28.484723, expected=36.000000
predicted=30.678003, expected=24.000000
predicted=32.764138, expected=16.000000
predicted=30.953744, expected=16.000000
predicted=25.718974, expected=20.000000
predicted=28.195571, expected=36.000000
predicted=25.109198, expected=36.000000
predicted=25.041831, expected=44.000000
predicted=27.846465, expected=20.000000
predicted=28.728038, expected=24.000000
predicted=29.090579, expected=56.000000
predicted=35.770830, expected=4.000000
predicted=30.892880, expected=12.000000
predicted=27.958927, expected=36.000000
predicted=25.008889, expected=12.000000
predicted=22.431787, expected=20.000000
predicted=26.119381, expected=24.000000
predicted=17.533023, expected=32.000000
predicted=21.178901, expected=36.000000
predicted=27.870688, expected=28.000000
predicted=24.979570, expected=20.000000
predicted=26.598699, expected=20.000000
predicted=26.314650, expected=32.000000
predicted=27.670942, expected=32.000000
predicted=28.389903, expected=16.000000
predicted=25.264842, expected=24.000000
predicted=23.983669, expected=76.000000
predicted=32.052425, expected=24.000000
predicted=34.344438, expected=16.000000
predicted=32.529945, expected=32.000000
predicted=31.182021, expected=40.000000
predicted=32.309316, expected=36.000000
predicted=39.975718, expected=28.000000
predicted=29.905913, expected=120.000000
predicted=43.449006, expected=28.000000
predicted=47.657287, expected=20.000000
predicted=46.563142, expected=28.000000
predicted=45.022636, expected=36.000000
predicted=38.159837, expected=36.000000
predicted=49.441944, expected=48.000000
predicted=32.917142, expected=44.000000
predicted=34.905295, expected=28.000000
predicted=36.483681, expected=20.000000
predicted=35.751196, expected=32.000000
predicted=34.118363, expected=32.000000
predicted=34.125381, expected=60.000000
predicted=36.432323, expected=80.000000
predicted=42.078481, expected=32.000000
predicted=42.144153, expected=48.000000
predicted=47.612012, expected=44.000000
predicted=48.107177, expected=16.000000
predicted=45.895573, expected=56.000000
predicted=48.713456, expected=40.000000
predicted=38.424377, expected=28.000000
predicted=39.113580, expected=20.000000
predicted=35.909453, expected=24.000000
predicted=28.537779, expected=36.000000
predicted=34.836377, expected=24.000000
predicted=29.356314, expected=32.000000
predicted=27.756852, expected=44.000000
predicted=29.647242, expected=56.000000
predicted=35.135843, expected=16.000000
predicted=35.640017, expected=28.000000
predicted=33.134765, expected=60.000000
predicted=38.473131, expected=64.000000
predicted=43.570660, expected=28.000000
predicted=44.338080, expected=92.000000
predicted=47.163883, expected=28.000000
predicted=48.580053, expected=56.000000
predicted=54.520715, expected=48.000000
predicted=55.108503, expected=24.000000
predicted=42.845521, expected=20.000000
predicted=48.819177, expected=48.000000
predicted=35.483652, expected=44.000000
predicted=40.250667, expected=24.000000
predicted=36.289012, expected=32.000000
predicted=32.474918, expected=36.000000
predicted=32.367513, expected=24.000000
predicted=34.960904, expected=32.000000
predicted=33.207806, expected=32.000000
predicted=29.528891, expected=44.000000
predicted=32.923324, expected=32.000000
predicted=34.102375, expected=36.000000
predicted=32.970351, expected=16.000000
predicted=32.330986, expected=16.000000
predicted=28.829988, expected=44.000000
predicted=31.757922, expected=20.000000
predicted=27.067202, expected=48.000000
predicted=30.941673, expected=28.000000
predicted=28.796505, expected=8.000000
predicted=26.152440, expected=56.000000
predicted=34.965539, expected=36.000000
predicted=30.850311, expected=44.000000
predicted=37.793884, expected=40.000000
predicted=36.509945, expected=64.000000
predicted=38.358232, expected=60.000000
predicted=51.003475, expected=52.000000
predicted=49.133592, expected=32.000000
predicted=49.426867, expected=20.000000
predicted=43.794921, expected=44.000000
predicted=45.473242, expected=32.000000
predicted=40.371821, expected=52.000000
predicted=39.608201, expected=40.000000
predicted=37.405414, expected=48.000000
predicted=38.050292, expected=16.000000
predicted=39.794832, expected=44.000000
predicted=37.483567, expected=40.000000
predicted=40.614877, expected=16.000000
predicted=33.859739, expected=4.000000
predicted=30.201686, expected=28.000000
predicted=22.972641, expected=16.000000
predicted=24.728104, expected=16.000000
predicted=21.309513, expected=40.000000
predicted=20.467052, expected=36.000000
predicted=21.834468, expected=44.000000
predicted=30.679858, expected=112.000000
predicted=43.895684, expected=32.000000
predicted=46.052439, expected=12.000000
predicted=47.325914, expected=24.000000
predicted=43.027418, expected=28.000000
predicted=37.733402, expected=48.000000
predicted=47.321288, expected=44.000000
predicted=32.507853, expected=44.000000
predicted=32.781896, expected=72.000000
predicted=43.205554, expected=24.000000
predicted=42.446332, expected=64.000000
predicted=49.649206, expected=32.000000
predicted=46.750650, expected=56.000000
predicted=47.093571, expected=64.000000
predicted=54.601361, expected=44.000000
predicted=45.455646, expected=36.000000
predicted=51.361289, expected=12.000000
predicted=39.449032, expected=40.000000
predicted=41.366704, expected=24.000000
predicted=37.677107, expected=20.000000
predicted=29.858347, expected=8.000000
predicted=24.596453, expected=80.000000
predicted=28.631203, expected=68.000000
predicted=41.040385, expected=20.000000
predicted=37.441560, expected=12.000000
predicted=35.714959, expected=24.000000
predicted=31.504281, expected=80.000000
predicted=47.804980, expected=64.000000
predicted=46.778259, expected=60.000000
predicted=43.549875, expected=64.000000
predicted=50.290349, expected=24.000000
predicted=49.922281, expected=28.000000
predicted=54.336825, expected=32.000000
predicted=45.621733, expected=36.000000
predicted=40.568045, expected=28.000000
predicted=37.394370, expected=60.000000
predicted=34.611655, expected=24.000000
predicted=34.464238, expected=64.000000
predicted=40.524553, expected=48.000000
predicted=43.885443, expected=40.000000
predicted=42.404676, expected=16.000000
predicted=43.873368, expected=48.000000
predicted=37.892905, expected=28.000000
predicted=41.637326, expected=48.000000
predicted=38.471252, expected=36.000000
predicted=37.404804, expected=8.000000
predicted=28.883384, expected=64.000000
predicted=39.691342, expected=24.000000
predicted=33.808551, expected=24.000000
predicted=34.703212, expected=56.000000
predicted=36.624754, expected=52.000000
predicted=35.135017, expected=20.000000
predicted=42.301569, expected=36.000000
predicted=35.354857, expected=68.000000
predicted=40.948489, expected=16.000000
predicted=41.621740, expected=20.000000
predicted=37.351112, expected=60.000000
predicted=35.747199, expected=44.000000
predicted=38.648509, expected=44.000000
predicted=45.005506, expected=20.000000
predicted=33.978665, expected=28.000000
predicted=34.045945, expected=16.000000
predicted=36.192965, expected=60.000000
predicted=35.328620, expected=48.000000
predicted=37.147567, expected=44.000000
predicted=35.566821, expected=24.000000
predicted=37.424829, expected=36.000000
predicted=35.726209, expected=32.000000
predicted=41.416977, expected=32.000000
predicted=36.263056, expected=36.000000
predicted=35.149123, expected=44.000000
predicted=33.339762, expected=52.000000
predicted=38.889722, expected=48.000000
predicted=40.675822, expected=24.000000
predicted=39.162714, expected=24.000000
predicted=37.720633, expected=12.000000
predicted=33.622498, expected=44.000000
predicted=34.373203, expected=72.000000
predicted=38.749404, expected=32.000000
predicted=34.365186, expected=68.000000
predicted=42.726294, expected=32.000000
predicted=41.437101, expected=52.000000
predicted=48.625599, expected=36.000000
predicted=50.998147, expected=44.000000
predicted=42.118884, expected=44.000000
predicted=48.075943, expected=60.000000
predicted=43.622271, expected=76.000000
predicted=52.982984, expected=40.000000
predicted=49.554661, expected=40.000000
predicted=50.716757, expected=24.000000
predicted=46.530835, expected=40.000000
predicted=46.041631, expected=20.000000
predicted=42.068967, expected=48.000000
predicted=35.417676, expected=4.000000
predicted=30.267022, expected=20.000000
predicted=25.046963, expected=52.000000
predicted=31.834457, expected=56.000000
predicted=31.885697, expected=44.000000
predicted=39.734909, expected=36.000000
predicted=34.336196, expected=28.000000
predicted=37.548801, expected=44.000000
predicted=43.272882, expected=28.000000
predicted=40.072135, expected=16.000000
predicted=33.048397, expected=32.000000
predicted=31.148715, expected=44.000000
predicted=31.259724, expected=64.000000
predicted=39.061879, expected=16.000000
predicted=33.810107, expected=24.000000
predicted=31.714883, expected=16.000000
predicted=32.138449, expected=32.000000
predicted=31.781957, expected=16.000000
predicted=30.615941, expected=44.000000
predicted=24.256081, expected=16.000000
predicted=25.104780, expected=20.000000
predicted=22.995290, expected=24.000000
predicted=26.289425, expected=16.000000
predicted=21.146290, expected=48.000000
predicted=29.613683, expected=28.000000
predicted=25.132674, expected=28.000000
predicted=26.989746, expected=80.000000
predicted=37.910511, expected=8.000000
predicted=33.048626, expected=28.000000
predicted=37.729599, expected=44.000000
predicted=35.931667, expected=16.000000
predicted=31.531301, expected=32.000000
predicted=38.621758, expected=40.000000
predicted=26.795714, expected=68.000000
predicted=37.299144, expected=36.000000
predicted=40.813550, expected=4.000000
predicted=31.751340, expected=28.000000
predicted=34.320046, expected=64.000000
predicted=38.859954, expected=48.000000
predicted=42.950990, expected=48.000000
predicted=39.414565, expected=36.000000
predicted=36.586359, expected=44.000000
predicted=42.994797, expected=24.000000
predicted=44.957218, expected=16.000000
predicted=36.092093, expected=20.000000
predicted=32.047714, expected=48.000000
predicted=31.144273, expected=24.000000
predicted=30.283887, expected=36.000000
predicted=28.371548, expected=40.000000
predicted=30.451143, expected=16.000000
predicted=29.192399, expected=20.000000
predicted=31.974122, expected=28.000000
predicted=26.800715, expected=64.000000
predicted=34.007376, expected=56.000000
predicted=38.492643, expected=40.000000
predicted=36.861726, expected=20.000000
predicted=37.346890, expected=8.000000
predicted=34.179561, expected=24.000000
predicted=36.207159, expected=16.000000
predicted=28.362067, expected=8.000000
predicted=20.308638, expected=40.000000
predicted=20.127436, expected=36.000000
predicted=21.236056, expected=44.000000
predicted=28.498757, expected=48.000000
predicted=32.427256, expected=12.000000
predicted=29.331045, expected=20.000000
predicted=33.451711, expected=80.000000
predicted=40.204634, expected=40.000000
predicted=40.398631, expected=20.000000
predicted=38.285774, expected=20.000000
predicted=31.432938, expected=44.000000
predicted=34.726028, expected=16.000000
predicted=38.716008, expected=20.000000
predicted=27.706763, expected=36.000000
predicted=26.188406, expected=8.000000
predicted=22.532157, expected=24.000000
predicted=26.273844, expected=12.000000
predicted=19.034232, expected=16.000000
predicted=18.559046, expected=60.000000
predicted=27.800921, expected=4.000000
predicted=19.369575, expected=16.000000
predicted=22.691935, expected=36.000000
predicted=23.859497, expected=68.000000
predicted=31.371994, expected=24.000000
predicted=36.937633, expected=16.000000
predicted=26.669257, expected=36.000000
predicted=32.152770, expected=44.000000
predicted=35.873230, expected=28.000000
predicted=37.862666, expected=20.000000
predicted=28.386735, expected=16.000000
predicted=25.877384, expected=24.000000
predicted=27.794997, expected=40.000000
predicted=29.545056, expected=12.000000
predicted=23.327278, expected=24.000000
predicted=23.015067, expected=28.000000
predicted=23.773894, expected=36.000000
predicted=26.538447, expected=20.000000
predicted=27.768896, expected=12.000000
predicted=21.446351, expected=20.000000
predicted=23.403202, expected=24.000000
predicted=23.002105, expected=68.000000
predicted=30.985765, expected=40.000000
predicted=30.444130, expected=32.000000
predicted=32.036410, expected=20.000000
predicted=33.968233, expected=16.000000
predicted=31.502396, expected=8.000000
predicted=32.111700, expected=16.000000
predicted=22.521266, expected=80.000000
predicted=29.973266, expected=16.000000
predicted=25.138945, expected=16.000000
predicted=25.507344, expected=48.000000
predicted=30.905508, expected=20.000000
predicted=29.306318, expected=16.000000
predicted=35.885605, expected=32.000000
predicted=24.960833, expected=60.000000
predicted=30.635878, expected=20.000000
predicted=33.323610, expected=28.000000
predicted=29.740581, expected=40.000000
predicted=32.240506, expected=20.000000
predicted=31.693410, expected=24.000000
predicted=34.149709, expected=36.000000
predicted=27.821446, expected=8.000000
predicted=25.059509, expected=64.000000
predicted=33.575056, expected=24.000000
predicted=28.484508, expected=12.000000
predicted=27.441838, expected=12.000000
predicted=27.774689, expected=4.000000
predicted=18.091989, expected=32.000000
predicted=26.992322, expected=20.000000
predicted=17.575060, expected=16.000000
predicted=15.865064, expected=20.000000
predicted=17.750389, expected=28.000000
predicted=18.718701, expected=24.000000
predicted=23.776298, expected=48.000000
predicted=26.306747, expected=8.000000
predicted=23.296655, expected=40.000000
predicted=28.028098, expected=4.000000
predicted=25.326153, expected=52.000000
predicted=28.530197, expected=40.000000
predicted=33.633398, expected=12.000000
predicted=24.199741, expected=12.000000
predicted=28.662932, expected=28.000000
predicted=22.799437, expected=44.000000
predicted=31.949772, expected=36.000000
predicted=29.556407, expected=4.000000
predicted=22.330248, expected=8.000000
predicted=21.725568, expected=40.000000
predicted=26.545787, expected=44.000000
predicted=29.415727, expected=36.000000
predicted=28.828754, expected=20.000000
predicted=24.844641, expected=48.000000
predicted=31.676407, expected=44.000000
predicted=38.380586, expected=16.000000
predicted=34.669214, expected=20.000000
predicted=31.801784, expected=60.000000
predicted=34.005449, expected=44.000000
predicted=38.173371, expected=36.000000
predicted=37.483983, expected=48.000000
predicted=37.453181, expected=12.000000
predicted=34.770091, expected=36.000000
Test MSE: 362.613
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095])]
predicted=22.272840, expected=20.000000
predicted=25.325050, expected=16.000000
predicted=24.759311, expected=12.000000
predicted=17.067864, expected=32.000000
predicted=19.271479, expected=40.000000
predicted=22.659541, expected=32.000000
predicted=25.423057, expected=16.000000
predicted=22.210437, expected=24.000000
predicted=24.366564, expected=12.000000
predicted=25.021600, expected=56.000000
predicted=34.999245, expected=8.000000
predicted=22.363239, expected=16.000000
predicted=21.938788, expected=24.000000
predicted=22.142402, expected=48.000000
predicted=29.077155, expected=8.000000
predicted=27.069165, expected=28.000000
predicted=21.693149, expected=24.000000
predicted=22.742156, expected=8.000000
predicted=22.636606, expected=44.000000
predicted=30.880156, expected=36.000000
predicted=23.281734, expected=28.000000
predicted=28.476210, expected=12.000000
predicted=22.962603, expected=28.000000
predicted=24.810380, expected=24.000000
predicted=29.788865, expected=56.000000
predicted=34.526816, expected=20.000000
predicted=25.962973, expected=28.000000
predicted=26.881609, expected=12.000000
predicted=25.524744, expected=20.000000
predicted=26.871253, expected=20.000000
predicted=28.581142, expected=44.000000
predicted=26.027993, expected=24.000000
predicted=24.251533, expected=28.000000
predicted=23.742641, expected=36.000000
predicted=27.883379, expected=44.000000
predicted=32.695911, expected=16.000000
predicted=31.390903, expected=4.000000
predicted=23.182294, expected=36.000000
predicted=28.705146, expected=20.000000
predicted=26.500268, expected=32.000000
predicted=28.661583, expected=8.000000
predicted=16.785396, expected=20.000000
predicted=18.934235, expected=4.000000
predicted=19.796049, expected=8.000000
predicted=15.823231, expected=44.000000
predicted=23.170156, expected=16.000000
predicted=15.066778, expected=40.000000
predicted=23.845985, expected=32.000000
predicted=21.322365, expected=4.000000
predicted=20.770056, expected=4.000000
predicted=23.696274, expected=20.000000
predicted=19.372167, expected=12.000000
predicted=20.788614, expected=48.000000
predicted=24.507645, expected=8.000000
predicted=12.566331, expected=36.000000
predicted=21.454028, expected=16.000000
predicted=21.009618, expected=8.000000
predicted=20.082047, expected=16.000000
predicted=23.932906, expected=48.000000
predicted=23.359466, expected=28.000000
predicted=26.487634, expected=28.000000
predicted=23.362957, expected=52.000000
predicted=28.963609, expected=44.000000
predicted=34.506517, expected=8.000000
predicted=33.568028, expected=36.000000
predicted=32.679267, expected=20.000000
predicted=29.499096, expected=36.000000
predicted=36.372662, expected=28.000000
predicted=29.672001, expected=28.000000
predicted=24.415513, expected=12.000000
predicted=25.978528, expected=12.000000
predicted=21.625540, expected=32.000000
predicted=26.874600, expected=16.000000
predicted=21.547360, expected=44.000000
predicted=26.738746, expected=44.000000
predicted=25.832485, expected=40.000000
predicted=30.182834, expected=16.000000
predicted=29.796479, expected=16.000000
predicted=26.643542, expected=28.000000
predicted=32.733572, expected=4.000000
predicted=25.081288, expected=16.000000
predicted=22.303499, expected=28.000000
predicted=18.394079, expected=16.000000
predicted=17.775719, expected=16.000000
predicted=18.902516, expected=12.000000
predicted=13.309390, expected=24.000000
predicted=19.180314, expected=32.000000
predicted=23.082805, expected=44.000000
predicted=25.156538, expected=60.000000
predicted=32.363812, expected=28.000000
predicted=29.784247, expected=4.000000
predicted=28.025711, expected=20.000000
predicted=30.222953, expected=20.000000
predicted=30.555659, expected=8.000000
predicted=26.507744, expected=16.000000
predicted=17.287448, expected=4.000000
predicted=9.893006, expected=24.000000
predicted=17.257556, expected=4.000000
predicted=12.036522, expected=44.000000
predicted=19.180597, expected=16.000000
predicted=16.663310, expected=28.000000
predicted=19.627367, expected=4.000000
predicted=17.866274, expected=32.000000
predicted=20.997779, expected=4.000000
predicted=21.804857, expected=20.000000
predicted=17.964135, expected=24.000000
predicted=19.841394, expected=20.000000
predicted=16.300459, expected=20.000000
predicted=21.269307, expected=16.000000
predicted=15.438144, expected=16.000000
predicted=19.089671, expected=16.000000
predicted=18.977693, expected=4.000000
predicted=14.641039, expected=44.000000
predicted=22.170513, expected=32.000000
predicted=21.508928, expected=44.000000
predicted=27.089507, expected=44.000000
predicted=29.761779, expected=12.000000
predicted=24.996079, expected=8.000000
predicted=29.760680, expected=44.000000
predicted=32.309980, expected=28.000000
predicted=31.752683, expected=20.000000
predicted=27.869362, expected=24.000000
predicted=20.980424, expected=48.000000
predicted=28.420386, expected=12.000000
predicted=29.146298, expected=4.000000
predicted=21.553516, expected=16.000000
predicted=19.777916, expected=12.000000
predicted=19.288452, expected=12.000000
predicted=20.642641, expected=40.000000
predicted=18.070180, expected=12.000000
predicted=13.742371, expected=8.000000
predicted=15.916138, expected=8.000000
predicted=13.675610, expected=36.000000
predicted=20.519546, expected=32.000000
predicted=25.658487, expected=28.000000
predicted=20.437807, expected=36.000000
predicted=23.599773, expected=16.000000
predicted=22.494553, expected=12.000000
predicted=26.419835, expected=8.000000
predicted=21.516887, expected=20.000000
predicted=21.215800, expected=16.000000
predicted=19.940519, expected=44.000000
predicted=21.869039, expected=20.000000
predicted=18.566841, expected=20.000000
predicted=19.732480, expected=24.000000
predicted=23.117115, expected=36.000000
predicted=26.548109, expected=16.000000
predicted=27.583158, expected=52.000000
predicted=29.870254, expected=28.000000
predicted=27.527147, expected=24.000000
predicted=28.990074, expected=8.000000
predicted=25.948650, expected=28.000000
predicted=25.138150, expected=4.000000
predicted=25.293129, expected=28.000000
predicted=22.246904, expected=24.000000
predicted=20.152781, expected=16.000000
predicted=16.624141, expected=8.000000
predicted=18.080375, expected=12.000000
predicted=13.381403, expected=12.000000
predicted=17.597512, expected=12.000000
predicted=15.119551, expected=32.000000
predicted=17.287951, expected=64.000000
predicted=26.008525, expected=32.000000
predicted=25.754636, expected=28.000000
predicted=27.532256, expected=24.000000
predicted=28.010606, expected=32.000000
predicted=34.622299, expected=44.000000
predicted=41.776265, expected=24.000000
predicted=30.042795, expected=12.000000
predicted=25.677693, expected=32.000000
predicted=27.888228, expected=12.000000
predicted=25.052951, expected=28.000000
predicted=28.394019, expected=8.000000
predicted=18.316723, expected=40.000000
predicted=22.975116, expected=16.000000
predicted=22.874486, expected=8.000000
predicted=16.804078, expected=32.000000
predicted=23.704213, expected=20.000000
predicted=18.872234, expected=24.000000
predicted=25.766883, expected=28.000000
predicted=21.184061, expected=20.000000
predicted=19.979165, expected=28.000000
predicted=26.526320, expected=32.000000
predicted=25.304818, expected=12.000000
predicted=22.658658, expected=32.000000
predicted=26.497007, expected=32.000000
predicted=25.681436, expected=20.000000
predicted=25.775863, expected=60.000000
predicted=34.619463, expected=64.000000
predicted=36.405211, expected=24.000000
predicted=36.405461, expected=24.000000
predicted=35.158459, expected=12.000000
predicted=29.273972, expected=8.000000
predicted=33.188327, expected=16.000000
predicted=28.770864, expected=72.000000
predicted=31.417086, expected=36.000000
predicted=28.276370, expected=20.000000
predicted=24.718671, expected=32.000000
predicted=27.161701, expected=44.000000
predicted=34.614288, expected=56.000000
predicted=49.002517, expected=28.000000
predicted=34.898529, expected=32.000000
predicted=33.068790, expected=16.000000
predicted=31.832578, expected=20.000000
predicted=32.964028, expected=16.000000
predicted=30.192034, expected=20.000000
predicted=22.656154, expected=16.000000
predicted=21.019545, expected=20.000000
predicted=18.006703, expected=24.000000
predicted=19.915947, expected=8.000000
predicted=15.949268, expected=12.000000
predicted=16.584826, expected=36.000000
predicted=20.826777, expected=20.000000
predicted=19.892177, expected=76.000000
predicted=34.652826, expected=24.000000
predicted=25.402028, expected=28.000000
predicted=29.895846, expected=4.000000
predicted=28.092760, expected=32.000000
predicted=29.673112, expected=36.000000
predicted=39.391350, expected=40.000000
predicted=28.652625, expected=88.000000
predicted=42.803119, expected=24.000000
predicted=31.196491, expected=20.000000
predicted=36.728701, expected=28.000000
predicted=36.761588, expected=20.000000
predicted=35.763500, expected=24.000000
predicted=40.376817, expected=28.000000
predicted=24.359657, expected=36.000000
predicted=26.538648, expected=12.000000
predicted=23.522153, expected=24.000000
predicted=23.432092, expected=28.000000
predicted=25.241396, expected=56.000000
predicted=33.776956, expected=36.000000
predicted=33.002704, expected=60.000000
predicted=35.882635, expected=32.000000
predicted=36.080844, expected=8.000000
predicted=32.116770, expected=32.000000
predicted=38.823360, expected=36.000000
predicted=34.677017, expected=12.000000
predicted=32.295410, expected=44.000000
predicted=29.914086, expected=48.000000
predicted=28.967911, expected=40.000000
predicted=35.967983, expected=24.000000
predicted=32.855551, expected=24.000000
predicted=28.032530, expected=12.000000
predicted=31.011203, expected=8.000000
predicted=26.773552, expected=28.000000
predicted=25.663991, expected=12.000000
predicted=18.102277, expected=64.000000
predicted=29.843336, expected=32.000000
predicted=24.777507, expected=4.000000
predicted=20.165042, expected=16.000000
predicted=24.174123, expected=40.000000
predicted=27.222121, expected=44.000000
predicted=39.438021, expected=40.000000
predicted=31.172975, expected=28.000000
predicted=24.884124, expected=24.000000
predicted=28.621176, expected=16.000000
predicted=30.999469, expected=28.000000
predicted=31.814729, expected=40.000000
predicted=32.268411, expected=28.000000
predicted=27.666969, expected=36.000000
predicted=28.927474, expected=12.000000
predicted=23.018596, expected=4.000000
predicted=22.545439, expected=12.000000
predicted=23.000907, expected=16.000000
predicted=19.323691, expected=16.000000
predicted=18.983935, expected=32.000000
predicted=16.996661, expected=8.000000
predicted=12.168739, expected=24.000000
predicted=17.957666, expected=24.000000
predicted=19.618761, expected=8.000000
predicted=17.190069, expected=20.000000
predicted=21.039010, expected=20.000000
predicted=16.185819, expected=16.000000
predicted=19.306963, expected=16.000000
predicted=17.960387, expected=32.000000
predicted=18.818723, expected=12.000000
predicted=18.498161, expected=4.000000
predicted=15.533599, expected=12.000000
predicted=14.616317, expected=20.000000
predicted=16.615575, expected=32.000000
predicted=22.500013, expected=32.000000
predicted=19.444308, expected=28.000000
predicted=19.693054, expected=12.000000
predicted=19.520951, expected=16.000000
predicted=21.779880, expected=28.000000
predicted=26.105094, expected=44.000000
predicted=29.994103, expected=36.000000
predicted=28.650900, expected=16.000000
predicted=22.041433, expected=44.000000
predicted=30.082993, expected=8.000000
predicted=26.301222, expected=24.000000
predicted=30.662708, expected=44.000000
predicted=31.205124, expected=60.000000
predicted=34.355573, expected=32.000000
predicted=36.189649, expected=24.000000
predicted=27.208171, expected=36.000000
predicted=34.420714, expected=16.000000
predicted=34.286332, expected=24.000000
predicted=35.254932, expected=12.000000
predicted=23.284168, expected=8.000000
predicted=19.149935, expected=72.000000
predicted=34.880226, expected=16.000000
predicted=22.415147, expected=52.000000
predicted=32.790652, expected=40.000000
predicted=30.007507, expected=4.000000
predicted=26.138552, expected=20.000000
predicted=36.993481, expected=12.000000
predicted=21.135790, expected=4.000000
predicted=24.595177, expected=32.000000
predicted=23.032845, expected=40.000000
predicted=19.460427, expected=12.000000
predicted=19.466980, expected=12.000000
predicted=16.368015, expected=12.000000
predicted=15.133189, expected=8.000000
predicted=20.066617, expected=4.000000
predicted=16.882060, expected=4.000000
predicted=8.385293, expected=28.000000
predicted=13.579158, expected=8.000000
predicted=10.622969, expected=24.000000
predicted=13.665612, expected=28.000000
predicted=15.288429, expected=16.000000
predicted=16.203073, expected=44.000000
predicted=27.446332, expected=12.000000
predicted=18.622270, expected=48.000000
predicted=30.844104, expected=24.000000
predicted=27.396766, expected=28.000000
predicted=27.613507, expected=28.000000
predicted=31.347430, expected=16.000000
predicted=23.196899, expected=28.000000
predicted=31.087885, expected=48.000000
predicted=30.390593, expected=40.000000
predicted=32.527503, expected=16.000000
predicted=27.493050, expected=20.000000
predicted=24.689248, expected=56.000000
predicted=36.310959, expected=8.000000
predicted=31.359851, expected=16.000000
predicted=26.919007, expected=28.000000
predicted=22.225512, expected=20.000000
predicted=24.230081, expected=24.000000
predicted=29.426130, expected=12.000000
predicted=15.593139, expected=20.000000
predicted=19.543559, expected=16.000000
predicted=20.360106, expected=12.000000
predicted=17.250587, expected=40.000000
predicted=23.319744, expected=68.000000
predicted=31.093107, expected=8.000000
predicted=24.411122, expected=16.000000
predicted=23.713690, expected=52.000000
predicted=31.082834, expected=20.000000
predicted=33.919035, expected=44.000000
predicted=40.876565, expected=36.000000
predicted=26.274221, expected=28.000000
predicted=30.623431, expected=24.000000
predicted=34.807914, expected=20.000000
predicted=26.400608, expected=20.000000
predicted=29.717012, expected=44.000000
predicted=31.566266, expected=48.000000
predicted=32.536872, expected=16.000000
predicted=26.789058, expected=24.000000
predicted=26.633919, expected=16.000000
predicted=24.888654, expected=24.000000
predicted=30.790261, expected=28.000000
predicted=29.042889, expected=12.000000
predicted=18.665093, expected=36.000000
predicted=24.910392, expected=16.000000
predicted=20.137987, expected=24.000000
predicted=24.072537, expected=8.000000
predicted=19.449997, expected=12.000000
predicted=16.822905, expected=72.000000
predicted=34.058659, expected=24.000000
predicted=24.667809, expected=28.000000
predicted=28.243046, expected=12.000000
predicted=20.242881, expected=12.000000
predicted=23.973685, expected=36.000000
predicted=36.500995, expected=48.000000
predicted=29.169009, expected=24.000000
predicted=26.730978, expected=20.000000
predicted=22.538249, expected=32.000000
predicted=26.365175, expected=28.000000
predicted=32.010913, expected=20.000000
predicted=30.415604, expected=36.000000
predicted=27.150850, expected=24.000000
predicted=25.409962, expected=60.000000
predicted=36.676673, expected=24.000000
predicted=30.037641, expected=16.000000
predicted=27.717542, expected=20.000000
predicted=28.546021, expected=48.000000
predicted=33.512130, expected=24.000000
predicted=34.926412, expected=24.000000
predicted=25.708432, expected=28.000000
predicted=24.660739, expected=24.000000
predicted=26.938655, expected=16.000000
predicted=28.792437, expected=16.000000
predicted=21.458058, expected=20.000000
predicted=21.522199, expected=24.000000
predicted=22.645619, expected=36.000000
predicted=24.411956, expected=36.000000
predicted=24.758285, expected=40.000000
predicted=28.365410, expected=24.000000
predicted=27.718635, expected=12.000000
predicted=26.137352, expected=8.000000
predicted=24.978559, expected=36.000000
predicted=28.783316, expected=32.000000
predicted=28.207901, expected=12.000000
predicted=20.332753, expected=28.000000
predicted=20.364018, expected=28.000000
predicted=22.198098, expected=8.000000
predicted=24.185698, expected=16.000000
predicted=21.387110, expected=24.000000
predicted=18.690139, expected=24.000000
Test MSE: 239.691
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851])]
predicted=31.434590, expected=12.000000
predicted=21.110022, expected=52.000000
predicted=35.619326, expected=40.000000
predicted=30.049500, expected=32.000000
predicted=29.325611, expected=32.000000
predicted=31.529643, expected=32.000000
predicted=31.488338, expected=24.000000
predicted=34.116089, expected=16.000000
predicted=27.773854, expected=40.000000
predicted=30.203268, expected=20.000000
predicted=26.483310, expected=4.000000
predicted=20.443415, expected=8.000000
predicted=17.576645, expected=8.000000
predicted=13.492322, expected=8.000000
predicted=13.936045, expected=36.000000
predicted=17.017823, expected=52.000000
predicted=23.498567, expected=12.000000
predicted=20.135943, expected=16.000000
predicted=21.393582, expected=36.000000
predicted=26.639460, expected=20.000000
predicted=26.367961, expected=8.000000
predicted=23.480979, expected=48.000000
predicted=26.085516, expected=32.000000
predicted=26.388539, expected=20.000000
predicted=27.037342, expected=8.000000
predicted=21.901952, expected=32.000000
predicted=23.275307, expected=24.000000
predicted=27.194289, expected=44.000000
predicted=28.940642, expected=72.000000
predicted=39.152553, expected=28.000000
predicted=33.249545, expected=24.000000
predicted=36.310066, expected=4.000000
predicted=28.333796, expected=40.000000
predicted=33.610532, expected=32.000000
predicted=35.020386, expected=36.000000
predicted=28.237346, expected=16.000000
predicted=25.588789, expected=32.000000
predicted=25.403906, expected=16.000000
predicted=27.503012, expected=20.000000
predicted=23.942826, expected=28.000000
predicted=26.017468, expected=28.000000
predicted=22.923513, expected=24.000000
predicted=25.261529, expected=24.000000
predicted=23.245802, expected=32.000000
predicted=26.261631, expected=20.000000
predicted=25.179586, expected=28.000000
predicted=26.215778, expected=40.000000
predicted=29.505525, expected=8.000000
predicted=22.786086, expected=52.000000
predicted=32.816311, expected=28.000000
predicted=29.277955, expected=16.000000
predicted=26.127449, expected=48.000000
predicted=35.452038, expected=16.000000
predicted=24.652066, expected=28.000000
predicted=31.575377, expected=32.000000
predicted=29.135801, expected=32.000000
predicted=27.329683, expected=20.000000
predicted=29.708933, expected=28.000000
predicted=25.573201, expected=24.000000
predicted=26.653308, expected=28.000000
predicted=27.133437, expected=24.000000
predicted=26.284507, expected=52.000000
predicted=31.387040, expected=36.000000
predicted=32.910329, expected=44.000000
predicted=35.549543, expected=32.000000
predicted=36.078662, expected=32.000000
predicted=34.602664, expected=8.000000
predicted=31.638346, expected=40.000000
predicted=31.918984, expected=12.000000
predicted=26.808761, expected=40.000000
predicted=28.100203, expected=24.000000
predicted=27.429486, expected=16.000000
predicted=20.648737, expected=28.000000
predicted=28.043710, expected=24.000000
predicted=22.535676, expected=12.000000
predicted=23.176149, expected=76.000000
predicted=35.126376, expected=36.000000
predicted=32.597595, expected=60.000000
predicted=41.642863, expected=60.000000
predicted=47.796439, expected=20.000000
predicted=38.459383, expected=36.000000
predicted=48.052034, expected=60.000000
predicted=45.344481, expected=32.000000
predicted=43.437807, expected=16.000000
predicted=37.049340, expected=12.000000
predicted=26.297040, expected=16.000000
predicted=25.304394, expected=8.000000
predicted=23.002778, expected=32.000000
predicted=21.183515, expected=40.000000
predicted=23.238092, expected=48.000000
predicted=28.722132, expected=44.000000
predicted=33.832915, expected=84.000000
predicted=46.814479, expected=36.000000
predicted=46.656160, expected=32.000000
predicted=44.998631, expected=36.000000
predicted=45.178042, expected=4.000000
predicted=32.256400, expected=8.000000
predicted=31.566097, expected=24.000000
predicted=22.686984, expected=32.000000
predicted=23.334705, expected=56.000000
predicted=32.536059, expected=28.000000
predicted=26.543311, expected=24.000000
predicted=27.352194, expected=24.000000
predicted=29.516164, expected=36.000000
predicted=31.828148, expected=20.000000
predicted=31.371813, expected=12.000000
predicted=22.490674, expected=28.000000
predicted=23.991382, expected=12.000000
predicted=19.920617, expected=44.000000
predicted=28.162033, expected=4.000000
predicted=19.029256, expected=60.000000
predicted=29.194393, expected=36.000000
predicted=33.172423, expected=40.000000
predicted=32.098136, expected=12.000000
predicted=32.699233, expected=16.000000
predicted=22.697366, expected=36.000000
predicted=34.025554, expected=24.000000
predicted=26.753640, expected=28.000000
predicted=27.601303, expected=60.000000
predicted=33.000883, expected=32.000000
predicted=32.472870, expected=24.000000
predicted=33.457154, expected=44.000000
predicted=35.786196, expected=20.000000
predicted=31.152366, expected=32.000000
predicted=35.835831, expected=20.000000
predicted=27.965895, expected=32.000000
predicted=27.558876, expected=40.000000
predicted=33.581996, expected=52.000000
predicted=34.745040, expected=40.000000
predicted=37.840105, expected=44.000000
predicted=38.332054, expected=40.000000
predicted=40.803955, expected=52.000000
predicted=44.719590, expected=40.000000
predicted=44.936709, expected=20.000000
predicted=36.678137, expected=24.000000
predicted=34.509457, expected=4.000000
predicted=25.366447, expected=24.000000
predicted=26.315921, expected=20.000000
predicted=22.575798, expected=24.000000
predicted=19.673370, expected=36.000000
predicted=24.957619, expected=64.000000
predicted=32.665889, expected=68.000000
predicted=44.808799, expected=72.000000
predicted=52.115263, expected=36.000000
predicted=48.667767, expected=24.000000
predicted=44.143579, expected=28.000000
predicted=44.038309, expected=24.000000
predicted=38.128743, expected=36.000000
predicted=37.823195, expected=32.000000
predicted=31.146726, expected=16.000000
predicted=25.110560, expected=48.000000
predicted=32.678271, expected=48.000000
predicted=35.897367, expected=24.000000
predicted=33.534792, expected=32.000000
predicted=33.675889, expected=40.000000
predicted=33.343032, expected=20.000000
predicted=33.139600, expected=28.000000
predicted=32.199166, expected=24.000000
predicted=26.741760, expected=4.000000
predicted=20.982171, expected=8.000000
predicted=18.949607, expected=8.000000
predicted=13.061226, expected=12.000000
predicted=13.384615, expected=24.000000
predicted=15.846005, expected=12.000000
predicted=11.738639, expected=16.000000
predicted=13.704514, expected=16.000000
predicted=14.539477, expected=40.000000
predicted=22.034344, expected=48.000000
predicted=30.615589, expected=28.000000
predicted=27.869687, expected=4.000000
predicted=22.331525, expected=48.000000
predicted=30.585024, expected=28.000000
predicted=31.734845, expected=16.000000
predicted=27.996266, expected=52.000000
predicted=33.423058, expected=24.000000
predicted=26.276803, expected=12.000000
predicted=28.520097, expected=20.000000
predicted=24.426968, expected=32.000000
predicted=24.176880, expected=48.000000
predicted=35.240406, expected=16.000000
predicted=25.671306, expected=12.000000
predicted=21.187990, expected=20.000000
predicted=22.488916, expected=24.000000
predicted=23.669326, expected=52.000000
predicted=33.527428, expected=32.000000
predicted=28.146875, expected=32.000000
predicted=29.169395, expected=16.000000
predicted=27.144153, expected=44.000000
predicted=32.573890, expected=44.000000
predicted=38.810163, expected=40.000000
predicted=35.940632, expected=16.000000
predicted=30.890956, expected=4.000000
predicted=21.920767, expected=24.000000
predicted=26.729698, expected=28.000000
predicted=26.109174, expected=8.000000
predicted=19.693410, expected=40.000000
predicted=23.130797, expected=48.000000
predicted=27.982335, expected=20.000000
predicted=27.476082, expected=28.000000
predicted=29.507879, expected=72.000000
predicted=39.081719, expected=16.000000
predicted=34.815832, expected=60.000000
predicted=44.582028, expected=44.000000
predicted=40.483108, expected=20.000000
predicted=35.213129, expected=16.000000
predicted=37.326116, expected=20.000000
predicted=24.573562, expected=264.000000
predicted=95.860235, expected=48.000000
predicted=73.104838, expected=28.000000
predicted=64.674310, expected=32.000000
predicted=66.915114, expected=36.000000
predicted=61.256841, expected=32.000000
predicted=78.418709, expected=20.000000
predicted=31.441030, expected=32.000000
predicted=29.977711, expected=12.000000
predicted=25.258442, expected=24.000000
predicted=25.382878, expected=52.000000
predicted=31.546369, expected=20.000000
predicted=25.780851, expected=48.000000
predicted=33.761120, expected=56.000000
predicted=37.937106, expected=28.000000
predicted=36.390303, expected=24.000000
predicted=37.145336, expected=52.000000
predicted=38.799393, expected=92.000000
predicted=54.479548, expected=40.000000
predicted=48.674829, expected=36.000000
predicted=45.082067, expected=40.000000
predicted=46.282271, expected=36.000000
predicted=46.112235, expected=20.000000
predicted=41.645193, expected=48.000000
predicted=37.896478, expected=68.000000
predicted=44.314713, expected=24.000000
predicted=37.714101, expected=68.000000
predicted=47.622419, expected=60.000000
predicted=49.083088, expected=32.000000
predicted=47.304135, expected=16.000000
predicted=42.667444, expected=32.000000
predicted=36.397237, expected=36.000000
predicted=39.321844, expected=64.000000
predicted=43.192690, expected=24.000000
predicted=33.608664, expected=20.000000
predicted=30.523542, expected=40.000000
predicted=36.396751, expected=16.000000
predicted=29.981553, expected=60.000000
predicted=40.531331, expected=36.000000
predicted=33.391426, expected=52.000000
predicted=38.680594, expected=84.000000
predicted=53.152518, expected=44.000000
predicted=47.656276, expected=16.000000
predicted=45.780614, expected=20.000000
predicted=38.941907, expected=12.000000
predicted=33.120492, expected=28.000000
predicted=33.275653, expected=24.000000
predicted=24.361839, expected=20.000000
predicted=19.942502, expected=44.000000
predicted=27.273988, expected=20.000000
predicted=23.853242, expected=28.000000
predicted=27.550569, expected=36.000000
predicted=29.627743, expected=36.000000
predicted=30.671849, expected=60.000000
predicted=40.680017, expected=56.000000
predicted=41.650667, expected=44.000000
predicted=43.733911, expected=56.000000
predicted=49.273568, expected=20.000000
predicted=41.667648, expected=32.000000
predicted=42.764753, expected=32.000000
predicted=38.711860, expected=68.000000
predicted=44.573293, expected=12.000000
predicted=34.764277, expected=32.000000
predicted=32.458916, expected=8.000000
predicted=27.793679, expected=32.000000
predicted=29.162123, expected=24.000000
predicted=29.690460, expected=24.000000
predicted=21.712923, expected=44.000000
predicted=29.929649, expected=20.000000
predicted=24.396422, expected=32.000000
predicted=29.756355, expected=20.000000
predicted=26.483707, expected=32.000000
predicted=28.310486, expected=16.000000
predicted=26.377083, expected=36.000000
predicted=26.709259, expected=28.000000
predicted=27.711114, expected=52.000000
predicted=32.912310, expected=40.000000
predicted=35.500128, expected=20.000000
predicted=30.365749, expected=24.000000
predicted=32.254437, expected=40.000000
predicted=33.775512, expected=24.000000
predicted=32.179879, expected=44.000000
predicted=33.803562, expected=52.000000
predicted=36.339524, expected=48.000000
predicted=39.680511, expected=12.000000
predicted=34.398597, expected=12.000000
predicted=28.834831, expected=24.000000
predicted=30.155651, expected=4.000000
predicted=22.094979, expected=24.000000
predicted=21.463126, expected=16.000000
predicted=15.450035, expected=44.000000
predicted=23.089341, expected=32.000000
predicted=25.877733, expected=28.000000
predicted=24.906213, expected=8.000000
predicted=23.540584, expected=24.000000
predicted=24.041085, expected=20.000000
predicted=25.146379, expected=48.000000
predicted=29.087560, expected=12.000000
predicted=22.869783, expected=12.000000
predicted=19.130568, expected=12.000000
predicted=20.125286, expected=24.000000
predicted=20.399715, expected=28.000000
predicted=23.969489, expected=48.000000
predicted=25.924819, expected=48.000000
predicted=31.592816, expected=24.000000
predicted=29.951137, expected=48.000000
predicted=37.970359, expected=28.000000
predicted=35.761269, expected=16.000000
predicted=32.549345, expected=12.000000
predicted=27.446415, expected=36.000000
predicted=27.246946, expected=8.000000
predicted=22.933673, expected=32.000000
predicted=23.253922, expected=24.000000
predicted=22.019161, expected=16.000000
predicted=19.881819, expected=44.000000
predicted=29.405227, expected=12.000000
predicted=21.028856, expected=8.000000
predicted=20.789519, expected=28.000000
predicted=22.647366, expected=12.000000
predicted=18.060658, expected=56.000000
predicted=30.702927, expected=4.000000
predicted=18.927024, expected=12.000000
predicted=18.313002, expected=24.000000
predicted=22.903035, expected=52.000000
predicted=28.260701, expected=40.000000
predicted=33.876115, expected=52.000000
predicted=33.530879, expected=36.000000
predicted=36.262304, expected=12.000000
predicted=32.314367, expected=60.000000
predicted=43.817706, expected=28.000000
predicted=36.705849, expected=32.000000
predicted=36.262168, expected=52.000000
predicted=39.044988, expected=20.000000
predicted=31.461901, expected=16.000000
predicted=32.924794, expected=4.000000
predicted=22.296516, expected=28.000000
predicted=24.451184, expected=8.000000
predicted=20.275901, expected=20.000000
predicted=16.339614, expected=28.000000
predicted=18.895867, expected=60.000000
predicted=28.436698, expected=92.000000
predicted=47.244478, expected=68.000000
predicted=50.247596, expected=60.000000
predicted=56.194116, expected=44.000000
predicted=56.211356, expected=44.000000
predicted=57.639859, expected=40.000000
predicted=55.462259, expected=24.000000
predicted=43.280431, expected=28.000000
predicted=38.040367, expected=28.000000
predicted=33.276296, expected=24.000000
predicted=30.065576, expected=4.000000
predicted=21.957674, expected=4.000000
predicted=15.902542, expected=20.000000
predicted=17.498703, expected=16.000000
predicted=15.845539, expected=32.000000
predicted=19.226017, expected=36.000000
predicted=21.625069, expected=36.000000
predicted=25.879017, expected=28.000000
predicted=28.488112, expected=20.000000
predicted=26.540624, expected=4.000000
predicted=22.387191, expected=40.000000
predicted=28.172805, expected=12.000000
predicted=22.084390, expected=8.000000
predicted=17.145755, expected=28.000000
predicted=19.963941, expected=12.000000
predicted=15.823145, expected=16.000000
predicted=19.192658, expected=16.000000
predicted=15.469722, expected=20.000000
predicted=16.533844, expected=40.000000
predicted=24.742663, expected=32.000000
predicted=24.464618, expected=80.000000
predicted=40.849989, expected=40.000000
predicted=39.834455, expected=48.000000
predicted=43.980018, expected=16.000000
predicted=39.249114, expected=20.000000
predicted=34.410865, expected=20.000000
predicted=34.608742, expected=8.000000
predicted=22.010694, expected=20.000000
predicted=21.633419, expected=60.000000
predicted=28.942912, expected=40.000000
predicted=30.974726, expected=28.000000
predicted=30.228797, expected=92.000000
predicted=48.403623, expected=24.000000
predicted=41.786700, expected=4.000000
predicted=36.506186, expected=8.000000
predicted=27.908065, expected=32.000000
predicted=28.097603, expected=24.000000
predicted=30.887056, expected=24.000000
predicted=20.908229, expected=16.000000
predicted=17.954658, expected=40.000000
predicted=25.468504, expected=20.000000
predicted=25.583857, expected=36.000000
predicted=27.967314, expected=44.000000
predicted=32.496894, expected=64.000000
predicted=40.517858, expected=40.000000
predicted=42.162180, expected=8.000000
predicted=31.351722, expected=28.000000
predicted=34.104160, expected=24.000000
predicted=31.599969, expected=52.000000
predicted=38.264538, expected=44.000000
predicted=35.873309, expected=36.000000
predicted=32.852247, expected=32.000000
predicted=35.663897, expected=44.000000
predicted=38.453504, expected=28.000000
predicted=37.752347, expected=24.000000
predicted=32.995372, expected=28.000000
predicted=31.088733, expected=44.000000
predicted=34.230332, expected=24.000000
predicted=31.464497, expected=16.000000
predicted=25.734345, expected=36.000000
predicted=29.179204, expected=28.000000
predicted=28.614632, expected=8.000000
Test MSE: 479.801
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199])]
predicted=24.141239, expected=36.000000
predicted=30.130571, expected=16.000000
predicted=24.071340, expected=16.000000
predicted=26.033337, expected=4.000000
predicted=18.807289, expected=40.000000
predicted=23.872470, expected=20.000000
predicted=22.316702, expected=24.000000
predicted=19.913100, expected=12.000000
predicted=19.257623, expected=16.000000
predicted=18.904095, expected=24.000000
predicted=23.046409, expected=8.000000
predicted=17.070530, expected=24.000000
predicted=18.200479, expected=28.000000
predicted=18.990450, expected=8.000000
predicted=17.621510, expected=12.000000
predicted=17.243281, expected=12.000000
predicted=15.192438, expected=44.000000
predicted=22.023412, expected=32.000000
predicted=23.128984, expected=24.000000
predicted=21.746649, expected=8.000000
predicted=21.521677, expected=24.000000
predicted=23.908014, expected=4.000000
predicted=22.534799, expected=4.000000
predicted=15.634851, expected=16.000000
predicted=13.653535, expected=48.000000
predicted=18.216238, expected=8.000000
predicted=17.140946, expected=16.000000
predicted=15.617181, expected=48.000000
predicted=24.212268, expected=12.000000
predicted=23.963137, expected=36.000000
predicted=28.525155, expected=20.000000
predicted=23.328494, expected=4.000000
predicted=21.911191, expected=12.000000
predicted=22.187155, expected=28.000000
predicted=18.819282, expected=68.000000
predicted=29.453664, expected=36.000000
predicted=28.128237, expected=20.000000
predicted=27.163739, expected=20.000000
predicted=30.277293, expected=24.000000
predicted=32.572291, expected=32.000000
predicted=33.997214, expected=36.000000
predicted=28.448182, expected=28.000000
predicted=26.576841, expected=28.000000
predicted=27.881056, expected=20.000000
predicted=27.756560, expected=28.000000
predicted=28.796499, expected=28.000000
predicted=28.258742, expected=24.000000
predicted=25.973263, expected=20.000000
predicted=24.584211, expected=40.000000
predicted=27.113028, expected=16.000000
predicted=25.762115, expected=8.000000
predicted=22.168815, expected=20.000000
predicted=21.521646, expected=4.000000
predicted=17.634854, expected=20.000000
predicted=18.420328, expected=16.000000
predicted=14.159546, expected=8.000000
predicted=12.343308, expected=16.000000
predicted=14.150584, expected=28.000000
predicted=15.632111, expected=24.000000
predicted=18.848720, expected=28.000000
predicted=20.153824, expected=12.000000
predicted=18.877691, expected=24.000000
predicted=21.993384, expected=4.000000
predicted=19.680084, expected=44.000000
predicted=23.378806, expected=36.000000
predicted=25.277552, expected=8.000000
predicted=20.514611, expected=20.000000
predicted=22.608001, expected=16.000000
predicted=21.096100, expected=4.000000
predicted=21.225591, expected=12.000000
predicted=16.243991, expected=4.000000
predicted=10.421457, expected=4.000000
predicted=9.920449, expected=16.000000
predicted=9.679090, expected=16.000000
predicted=9.452923, expected=24.000000
predicted=12.993316, expected=12.000000
predicted=12.433979, expected=44.000000
predicted=19.948537, expected=4.000000
predicted=18.856872, expected=12.000000
predicted=18.251715, expected=12.000000
predicted=18.044900, expected=8.000000
predicted=15.047395, expected=20.000000
predicted=17.235004, expected=8.000000
predicted=10.475855, expected=16.000000
predicted=12.698503, expected=16.000000
predicted=13.416407, expected=20.000000
predicted=14.738886, expected=20.000000
predicted=16.823415, expected=12.000000
predicted=15.087934, expected=8.000000
predicted=15.059869, expected=8.000000
predicted=13.831339, expected=8.000000
predicted=12.631829, expected=28.000000
predicted=14.587361, expected=12.000000
predicted=12.650987, expected=24.000000
predicted=14.765405, expected=12.000000
predicted=15.128002, expected=12.000000
predicted=15.706158, expected=4.000000
predicted=15.156353, expected=28.000000
predicted=15.709362, expected=20.000000
predicted=17.007904, expected=4.000000
predicted=12.881365, expected=8.000000
predicted=12.422206, expected=16.000000
predicted=13.354242, expected=48.000000
predicted=21.793286, expected=40.000000
predicted=23.243932, expected=20.000000
predicted=21.981236, expected=4.000000
predicted=21.581229, expected=20.000000
predicted=24.656861, expected=16.000000
predicted=25.108918, expected=4.000000
predicted=17.138136, expected=4.000000
predicted=11.104361, expected=16.000000
predicted=10.869011, expected=32.000000
predicted=16.123798, expected=28.000000
predicted=17.006915, expected=48.000000
predicted=22.718360, expected=16.000000
predicted=23.375177, expected=12.000000
predicted=24.457725, expected=24.000000
predicted=26.841577, expected=20.000000
predicted=24.779765, expected=24.000000
predicted=24.371402, expected=8.000000
predicted=16.886658, expected=40.000000
predicted=21.963940, expected=28.000000
predicted=24.360961, expected=28.000000
predicted=24.586213, expected=20.000000
predicted=24.444733, expected=8.000000
predicted=21.286176, expected=52.000000
predicted=30.492305, expected=24.000000
predicted=26.835004, expected=28.000000
predicted=26.431754, expected=16.000000
predicted=24.273087, expected=8.000000
predicted=22.165883, expected=20.000000
predicted=24.899936, expected=16.000000
predicted=18.829389, expected=40.000000
predicted=22.114888, expected=40.000000
predicted=23.940308, expected=44.000000
predicted=28.358449, expected=20.000000
predicted=29.304684, expected=4.000000
predicted=26.090086, expected=4.000000
predicted=24.720351, expected=8.000000
predicted=20.084023, expected=8.000000
predicted=14.880455, expected=44.000000
predicted=16.196476, expected=24.000000
predicted=15.747459, expected=28.000000
predicted=19.148397, expected=12.000000
predicted=19.819698, expected=24.000000
predicted=23.158593, expected=12.000000
predicted=23.966904, expected=44.000000
predicted=24.995420, expected=4.000000
predicted=20.331693, expected=12.000000
predicted=17.114416, expected=20.000000
predicted=19.556592, expected=8.000000
predicted=16.521169, expected=16.000000
predicted=17.589064, expected=12.000000
predicted=11.899582, expected=24.000000
predicted=15.703194, expected=4.000000
predicted=13.692685, expected=16.000000
predicted=13.119877, expected=12.000000
predicted=14.068620, expected=32.000000
predicted=17.347765, expected=4.000000
predicted=15.101845, expected=4.000000
predicted=11.089745, expected=20.000000
predicted=14.975460, expected=40.000000
predicted=19.900964, expected=4.000000
predicted=17.003111, expected=8.000000
predicted=12.375165, expected=20.000000
predicted=16.204397, expected=24.000000
predicted=19.832615, expected=20.000000
predicted=19.604244, expected=12.000000
predicted=14.213344, expected=24.000000
predicted=18.100228, expected=4.000000
predicted=16.951172, expected=36.000000
predicted=20.595666, expected=4.000000
predicted=16.531903, expected=12.000000
predicted=14.728707, expected=16.000000
predicted=16.296281, expected=8.000000
predicted=13.123304, expected=16.000000
predicted=15.521960, expected=84.000000
predicted=25.682594, expected=48.000000
predicted=31.551466, expected=52.000000
predicted=36.944022, expected=44.000000
predicted=41.517296, expected=8.000000
predicted=39.789948, expected=4.000000
predicted=38.889759, expected=80.000000
predicted=42.247167, expected=40.000000
predicted=39.528218, expected=20.000000
predicted=31.938732, expected=24.000000
predicted=28.149547, expected=12.000000
predicted=28.403969, expected=20.000000
predicted=34.066110, expected=8.000000
predicted=20.743580, expected=8.000000
predicted=15.008693, expected=20.000000
predicted=15.922950, expected=20.000000
predicted=14.992445, expected=32.000000
predicted=18.847954, expected=4.000000
predicted=14.432873, expected=16.000000
predicted=16.102986, expected=12.000000
predicted=17.278655, expected=4.000000
predicted=14.288807, expected=8.000000
predicted=12.967423, expected=16.000000
predicted=10.183693, expected=12.000000
predicted=11.582936, expected=8.000000
predicted=9.853196, expected=20.000000
predicted=11.515413, expected=16.000000
predicted=13.393900, expected=12.000000
predicted=13.889897, expected=24.000000
predicted=15.658435, expected=8.000000
predicted=14.145322, expected=16.000000
predicted=16.012787, expected=8.000000
predicted=13.774998, expected=8.000000
predicted=12.344321, expected=16.000000
predicted=13.839648, expected=12.000000
predicted=11.320991, expected=48.000000
predicted=19.610589, expected=32.000000
predicted=21.155599, expected=8.000000
predicted=19.280494, expected=8.000000
predicted=19.497451, expected=4.000000
predicted=17.758954, expected=20.000000
predicted=21.178935, expected=16.000000
predicted=15.481352, expected=16.000000
predicted=12.008506, expected=8.000000
predicted=11.507493, expected=36.000000
predicted=17.351468, expected=28.000000
predicted=21.325071, expected=24.000000
predicted=21.195204, expected=16.000000
predicted=20.688561, expected=4.000000
predicted=18.029208, expected=12.000000
predicted=20.078212, expected=8.000000
predicted=15.475828, expected=16.000000
predicted=13.873093, expected=8.000000
predicted=10.687521, expected=28.000000
predicted=13.227932, expected=20.000000
predicted=15.645595, expected=20.000000
predicted=16.478896, expected=16.000000
predicted=17.727059, expected=36.000000
predicted=21.815250, expected=12.000000
predicted=21.796948, expected=32.000000
predicted=22.906883, expected=20.000000
predicted=22.607443, expected=4.000000
predicted=18.851651, expected=16.000000
predicted=20.142139, expected=20.000000
predicted=17.521267, expected=8.000000
predicted=16.763586, expected=4.000000
predicted=11.607691, expected=20.000000
predicted=12.176344, expected=12.000000
predicted=13.519548, expected=12.000000
predicted=12.780521, expected=12.000000
predicted=11.195749, expected=20.000000
predicted=13.431668, expected=12.000000
predicted=14.748196, expected=40.000000
predicted=19.055467, expected=20.000000
predicted=19.356243, expected=12.000000
predicted=18.424922, expected=32.000000
predicted=23.040201, expected=8.000000
predicted=19.869041, expected=28.000000
predicted=24.028067, expected=32.000000
predicted=22.650882, expected=28.000000
predicted=23.350130, expected=20.000000
predicted=24.559473, expected=4.000000
predicted=18.543306, expected=28.000000
predicted=23.718753, expected=20.000000
predicted=22.525232, expected=12.000000
predicted=18.571379, expected=32.000000
predicted=19.935173, expected=16.000000
predicted=18.225823, expected=20.000000
predicted=21.395577, expected=24.000000
predicted=20.794233, expected=16.000000
predicted=19.624371, expected=16.000000
predicted=20.711192, expected=32.000000
predicted=21.169501, expected=16.000000
predicted=20.556897, expected=4.000000
predicted=17.264393, expected=4.000000
predicted=13.917816, expected=28.000000
predicted=17.428994, expected=8.000000
predicted=15.711165, expected=24.000000
predicted=14.461713, expected=12.000000
predicted=12.944202, expected=24.000000
predicted=16.612828, expected=20.000000
predicted=19.728102, expected=28.000000
predicted=19.446518, expected=28.000000
predicted=23.067202, expected=16.000000
predicted=20.723232, expected=12.000000
predicted=20.770389, expected=4.000000
predicted=17.233595, expected=8.000000
predicted=15.934112, expected=16.000000
predicted=14.666780, expected=12.000000
predicted=11.618951, expected=20.000000
predicted=12.401539, expected=28.000000
predicted=15.127642, expected=24.000000
predicted=18.108047, expected=12.000000
predicted=18.102402, expected=12.000000
predicted=17.288966, expected=24.000000
predicted=20.285984, expected=8.000000
predicted=17.905139, expected=16.000000
predicted=16.135598, expected=8.000000
predicted=12.984174, expected=28.000000
predicted=16.561708, expected=56.000000
predicted=25.556638, expected=28.000000
predicted=23.975537, expected=40.000000
predicted=29.249550, expected=24.000000
predicted=29.524159, expected=8.000000
predicted=29.194436, expected=12.000000
predicted=27.763646, expected=12.000000
predicted=20.439612, expected=16.000000
predicted=19.313878, expected=16.000000
predicted=15.100342, expected=4.000000
predicted=10.723631, expected=20.000000
predicted=13.559329, expected=8.000000
predicted=12.480339, expected=36.000000
predicted=17.853410, expected=12.000000
predicted=16.000781, expected=16.000000
predicted=15.412874, expected=8.000000
predicted=16.096312, expected=36.000000
predicted=20.014557, expected=8.000000
predicted=19.552441, expected=36.000000
predicted=19.800589, expected=32.000000
predicted=23.303620, expected=24.000000
predicted=23.548270, expected=16.000000
predicted=24.984473, expected=8.000000
predicted=19.301011, expected=16.000000
Test MSE: 185.184
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128])]
predicted=50.215687, expected=28.000000
predicted=39.638249, expected=32.000000
predicted=40.080031, expected=36.000000
predicted=37.233850, expected=32.000000
predicted=40.256663, expected=16.000000
predicted=32.262737, expected=40.000000
predicted=31.821665, expected=60.000000
predicted=42.959300, expected=60.000000
predicted=48.741833, expected=12.000000
predicted=28.945289, expected=40.000000
predicted=31.627921, expected=56.000000
predicted=45.492364, expected=48.000000
predicted=52.315599, expected=80.000000
predicted=61.532329, expected=48.000000
predicted=41.502842, expected=28.000000
predicted=41.752498, expected=44.000000
predicted=46.156690, expected=64.000000
predicted=54.832331, expected=60.000000
predicted=63.202356, expected=48.000000
predicted=49.190027, expected=48.000000
predicted=43.389718, expected=60.000000
predicted=53.275934, expected=8.000000
predicted=39.223330, expected=28.000000
predicted=39.481651, expected=20.000000
predicted=30.333404, expected=36.000000
predicted=38.365790, expected=36.000000
predicted=38.345038, expected=28.000000
predicted=24.168337, expected=48.000000
predicted=35.983488, expected=36.000000
predicted=32.321823, expected=24.000000
predicted=32.305663, expected=20.000000
predicted=27.345258, expected=36.000000
predicted=31.592830, expected=40.000000
predicted=39.117303, expected=28.000000
predicted=31.994247, expected=20.000000
predicted=24.146719, expected=48.000000
predicted=33.528347, expected=32.000000
predicted=34.562134, expected=28.000000
predicted=33.641506, expected=24.000000
predicted=26.187307, expected=28.000000
predicted=27.121064, expected=68.000000
predicted=49.237007, expected=60.000000
predicted=46.803994, expected=64.000000
predicted=50.018275, expected=60.000000
predicted=47.853481, expected=60.000000
predicted=52.584595, expected=28.000000
predicted=49.425439, expected=48.000000
predicted=51.470393, expected=28.000000
predicted=43.566806, expected=36.000000
predicted=44.721746, expected=68.000000
predicted=53.846669, expected=28.000000
predicted=35.859515, expected=36.000000
predicted=40.643054, expected=20.000000
predicted=26.826797, expected=160.000000
predicted=85.159603, expected=212.000000
predicted=132.429365, expected=80.000000
predicted=81.675844, expected=48.000000
predicted=62.564003, expected=40.000000
predicted=57.154976, expected=48.000000
predicted=97.023818, expected=28.000000
predicted=83.379886, expected=20.000000
predicted=40.610292, expected=80.000000
predicted=56.879912, expected=92.000000
predicted=65.405697, expected=40.000000
predicted=48.492560, expected=64.000000
predicted=52.447130, expected=40.000000
predicted=43.026352, expected=44.000000
predicted=58.926890, expected=32.000000
predicted=49.635491, expected=64.000000
predicted=52.729461, expected=80.000000
predicted=64.972612, expected=32.000000
predicted=42.509004, expected=88.000000
predicted=65.462377, expected=64.000000
predicted=55.963862, expected=48.000000
predicted=60.248459, expected=52.000000
predicted=58.423851, expected=88.000000
predicted=66.716362, expected=112.000000
predicted=91.395591, expected=124.000000
predicted=95.747389, expected=68.000000
predicted=71.722686, expected=48.000000
predicted=64.380732, expected=44.000000
predicted=66.585294, expected=68.000000
predicted=80.356338, expected=56.000000
predicted=72.789839, expected=128.000000
predicted=91.141069, expected=84.000000
predicted=72.255905, expected=52.000000
predicted=61.817380, expected=64.000000
predicted=66.941301, expected=28.000000
predicted=52.069295, expected=36.000000
predicted=65.776586, expected=96.000000
predicted=76.176024, expected=72.000000
predicted=63.944865, expected=68.000000
predicted=65.404559, expected=60.000000
predicted=52.116876, expected=28.000000
predicted=44.507037, expected=108.000000
predicted=88.731322, expected=80.000000
predicted=73.835095, expected=92.000000
predicted=81.973491, expected=116.000000
predicted=86.561553, expected=64.000000
predicted=68.146300, expected=52.000000
predicted=77.016493, expected=80.000000
predicted=77.677411, expected=72.000000
predicted=80.759493, expected=108.000000
predicted=98.553778, expected=192.000000
predicted=124.381850, expected=128.000000
predicted=106.818226, expected=144.000000
predicted=123.478394, expected=76.000000
predicted=89.913479, expected=60.000000
predicted=96.828360, expected=84.000000
predicted=113.896052, expected=92.000000
predicted=103.958116, expected=108.000000
predicted=110.418841, expected=108.000000
predicted=93.107738, expected=72.000000
predicted=77.008270, expected=36.000000
predicted=64.146266, expected=48.000000
predicted=66.836672, expected=28.000000
predicted=60.027250, expected=48.000000
predicted=64.448202, expected=92.000000
predicted=71.089104, expected=104.000000
predicted=75.073416, expected=64.000000
predicted=62.209789, expected=100.000000
predicted=72.383657, expected=44.000000
predicted=56.769758, expected=32.000000
predicted=62.698423, expected=28.000000
predicted=52.609249, expected=68.000000
predicted=63.751298, expected=128.000000
predicted=98.898152, expected=28.000000
predicted=45.749633, expected=44.000000
predicted=44.515943, expected=32.000000
predicted=34.631362, expected=4.000000
predicted=41.617251, expected=48.000000
predicted=60.909774, expected=72.000000
predicted=49.463567, expected=68.000000
predicted=57.383474, expected=92.000000
predicted=62.493573, expected=104.000000
predicted=67.569036, expected=56.000000
predicted=63.424926, expected=68.000000
predicted=70.586308, expected=32.000000
predicted=52.372839, expected=116.000000
predicted=97.029091, expected=124.000000
predicted=103.326259, expected=48.000000
predicted=66.527618, expected=56.000000
predicted=60.201153, expected=32.000000
predicted=44.257030, expected=44.000000
predicted=73.123289, expected=56.000000
predicted=69.294513, expected=72.000000
predicted=60.772181, expected=108.000000
predicted=78.508456, expected=92.000000
predicted=71.134019, expected=40.000000
predicted=53.064223, expected=72.000000
predicted=65.703794, expected=52.000000
predicted=64.240726, expected=44.000000
predicted=70.356542, expected=120.000000
predicted=90.433750, expected=68.000000
predicted=64.498179, expected=72.000000
predicted=74.523996, expected=36.000000
predicted=44.859655, expected=32.000000
predicted=49.838234, expected=28.000000
predicted=57.198968, expected=28.000000
predicted=44.343648, expected=80.000000
predicted=63.973145, expected=92.000000
predicted=64.837835, expected=64.000000
predicted=56.197417, expected=92.000000
predicted=64.386205, expected=68.000000
predicted=60.282111, expected=40.000000
predicted=64.017328, expected=28.000000
predicted=51.810638, expected=80.000000
predicted=69.196053, expected=124.000000
predicted=98.852451, expected=56.000000
predicted=66.420463, expected=32.000000
predicted=42.430626, expected=48.000000
predicted=44.149409, expected=128.000000
predicted=101.843168, expected=60.000000
predicted=80.905500, expected=84.000000
predicted=72.587372, expected=124.000000
predicted=81.150193, expected=40.000000
predicted=64.635334, expected=64.000000
predicted=83.927637, expected=80.000000
predicted=68.851019, expected=68.000000
predicted=80.903793, expected=60.000000
predicted=76.679340, expected=384.000000
predicted=196.294162, expected=132.000000
predicted=125.088401, expected=72.000000
predicted=118.892552, expected=72.000000
predicted=74.128080, expected=44.000000
predicted=87.690112, expected=24.000000
predicted=160.416021, expected=76.000000
predicted=84.583187, expected=44.000000
predicted=55.121257, expected=112.000000
predicted=85.371236, expected=128.000000
predicted=84.552453, expected=84.000000
predicted=73.211846, expected=44.000000
predicted=65.689644, expected=128.000000
predicted=89.021430, expected=140.000000
predicted=119.215909, expected=76.000000
predicted=103.765543, expected=72.000000
predicted=81.926526, expected=76.000000
predicted=70.175357, expected=44.000000
predicted=81.899932, expected=44.000000
predicted=78.558580, expected=108.000000
predicted=83.447286, expected=76.000000
predicted=73.551270, expected=56.000000
predicted=69.089622, expected=40.000000
predicted=46.998660, expected=60.000000
predicted=56.601556, expected=32.000000
predicted=60.911007, expected=56.000000
predicted=60.623670, expected=64.000000
predicted=55.557288, expected=80.000000
predicted=62.524217, expected=44.000000
predicted=53.216103, expected=60.000000
predicted=52.466111, expected=100.000000
predicted=74.705797, expected=8.000000
predicted=43.113240, expected=20.000000
predicted=48.677219, expected=64.000000
predicted=47.499629, expected=64.000000
predicted=59.471449, expected=52.000000
predicted=65.875226, expected=28.000000
predicted=27.849115, expected=52.000000
predicted=41.683217, expected=8.000000
predicted=34.251472, expected=20.000000
predicted=38.274285, expected=44.000000
predicted=39.099034, expected=100.000000
predicted=60.880344, expected=28.000000
predicted=41.015514, expected=32.000000
predicted=32.182194, expected=76.000000
predicted=48.417379, expected=24.000000
predicted=39.364619, expected=76.000000
predicted=76.028068, expected=68.000000
predicted=48.727901, expected=48.000000
predicted=49.978125, expected=56.000000
predicted=60.905618, expected=44.000000
predicted=41.750440, expected=64.000000
predicted=65.279976, expected=64.000000
predicted=61.502303, expected=76.000000
predicted=63.793220, expected=48.000000
predicted=54.298613, expected=72.000000
predicted=61.876106, expected=28.000000
predicted=47.298627, expected=68.000000
predicted=64.660024, expected=72.000000
predicted=65.791321, expected=16.000000
predicted=40.300348, expected=80.000000
predicted=67.956684, expected=64.000000
predicted=48.681242, expected=72.000000
predicted=71.061317, expected=24.000000
predicted=46.836517, expected=16.000000
predicted=28.642517, expected=28.000000
predicted=44.681858, expected=32.000000
predicted=41.868933, expected=28.000000
predicted=40.714592, expected=52.000000
predicted=36.600550, expected=40.000000
predicted=31.430668, expected=68.000000
predicted=49.240932, expected=44.000000
predicted=40.771506, expected=48.000000
predicted=44.586965, expected=48.000000
predicted=48.204419, expected=48.000000
predicted=47.083734, expected=80.000000
predicted=67.132160, expected=124.000000
predicted=81.862224, expected=28.000000
predicted=49.579845, expected=40.000000
predicted=52.949311, expected=64.000000
predicted=54.465997, expected=24.000000
predicted=52.935279, expected=36.000000
predicted=64.094083, expected=56.000000
predicted=40.939525, expected=64.000000
predicted=52.499858, expected=20.000000
predicted=41.313957, expected=32.000000
predicted=33.322631, expected=44.000000
predicted=38.575600, expected=32.000000
predicted=42.050377, expected=36.000000
predicted=43.757834, expected=64.000000
predicted=42.393019, expected=60.000000
predicted=47.618321, expected=32.000000
predicted=41.815967, expected=56.000000
predicted=46.369947, expected=48.000000
predicted=44.140330, expected=36.000000
predicted=49.358523, expected=28.000000
predicted=41.091965, expected=52.000000
predicted=42.437400, expected=72.000000
predicted=58.099869, expected=44.000000
predicted=47.585502, expected=24.000000
predicted=35.807585, expected=32.000000
predicted=33.551679, expected=28.000000
predicted=37.918559, expected=40.000000
predicted=47.537196, expected=116.000000
predicted=70.780411, expected=112.000000
predicted=70.934662, expected=36.000000
predicted=49.964406, expected=68.000000
predicted=58.321220, expected=28.000000
predicted=41.931186, expected=36.000000
predicted=68.784426, expected=24.000000
predicted=52.607104, expected=72.000000
predicted=52.432814, expected=60.000000
predicted=56.353744, expected=36.000000
predicted=39.898082, expected=20.000000
predicted=31.783261, expected=44.000000
predicted=37.228095, expected=32.000000
predicted=45.037506, expected=24.000000
predicted=38.554703, expected=80.000000
predicted=52.430469, expected=344.000000
predicted=170.469765, expected=472.000000
predicted=293.040436, expected=4.000000
predicted=53.829333, expected=548.000000
predicted=294.818895, expected=264.000000
predicted=211.981526, expected=132.000000
predicted=329.839276, expected=48.000000
predicted=268.893474, expected=108.000000
predicted=74.549205, expected=96.000000
predicted=204.293218, expected=52.000000
predicted=112.768021, expected=72.000000
predicted=85.677709, expected=76.000000
predicted=66.350629, expected=128.000000
predicted=101.271146, expected=196.000000
predicted=137.493122, expected=88.000000
predicted=107.883964, expected=76.000000
predicted=101.218264, expected=84.000000
predicted=86.386083, expected=52.000000
predicted=79.586367, expected=56.000000
predicted=88.652039, expected=124.000000
predicted=89.936337, expected=44.000000
predicted=67.766483, expected=72.000000
predicted=78.096746, expected=84.000000
predicted=69.395746, expected=468.000000
predicted=228.122203, expected=48.000000
predicted=157.744076, expected=56.000000
predicted=131.521811, expected=56.000000
predicted=93.355689, expected=72.000000
predicted=69.308285, expected=64.000000
predicted=147.115873, expected=40.000000
predicted=52.879762, expected=60.000000
predicted=57.294863, expected=64.000000
predicted=57.926698, expected=64.000000
predicted=62.719666, expected=72.000000
predicted=66.268103, expected=80.000000
predicted=67.129526, expected=80.000000
predicted=73.564565, expected=32.000000
predicted=58.536906, expected=64.000000
predicted=62.403464, expected=40.000000
predicted=52.744889, expected=44.000000
predicted=52.583564, expected=80.000000
predicted=64.491604, expected=64.000000
predicted=55.866258, expected=64.000000
predicted=64.686455, expected=84.000000
predicted=68.207279, expected=44.000000
predicted=57.040008, expected=72.000000
predicted=69.572028, expected=56.000000
predicted=60.814277, expected=88.000000
predicted=71.440554, expected=84.000000
predicted=78.360070, expected=40.000000
predicted=58.916271, expected=20.000000
predicted=50.059386, expected=44.000000
predicted=45.176440, expected=36.000000
predicted=45.105655, expected=20.000000
predicted=38.607477, expected=76.000000
predicted=48.934662, expected=72.000000
predicted=51.182949, expected=68.000000
predicted=61.358064, expected=28.000000
predicted=48.082525, expected=48.000000
predicted=45.253142, expected=20.000000
predicted=41.296971, expected=48.000000
predicted=45.786544, expected=52.000000
predicted=47.984497, expected=28.000000
predicted=35.413870, expected=32.000000
predicted=38.613724, expected=40.000000
predicted=34.046883, expected=12.000000
predicted=28.872531, expected=64.000000
predicted=44.983777, expected=24.000000
predicted=31.459573, expected=56.000000
predicted=43.213569, expected=84.000000
predicted=57.959014, expected=28.000000
predicted=40.532039, expected=40.000000
predicted=50.594943, expected=28.000000
predicted=34.559429, expected=36.000000
Test MSE: 3440.102
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935])]
predicted=39.859868, expected=12.000000
predicted=29.162179, expected=36.000000
predicted=42.587989, expected=52.000000
predicted=56.666336, expected=52.000000
predicted=62.245652, expected=40.000000
predicted=44.225515, expected=76.000000
predicted=48.226739, expected=76.000000
predicted=56.006698, expected=48.000000
predicted=52.049146, expected=44.000000
predicted=52.295888, expected=32.000000
predicted=43.992310, expected=24.000000
predicted=48.466930, expected=68.000000
predicted=62.528656, expected=40.000000
predicted=40.509141, expected=80.000000
predicted=58.384897, expected=56.000000
predicted=45.455022, expected=52.000000
predicted=47.053658, expected=36.000000
predicted=51.996317, expected=72.000000
predicted=59.185338, expected=76.000000
predicted=69.252860, expected=56.000000
predicted=55.781488, expected=64.000000
predicted=59.718780, expected=52.000000
predicted=51.722898, expected=80.000000
predicted=73.246591, expected=52.000000
predicted=61.024751, expected=24.000000
predicted=45.817602, expected=48.000000
predicted=56.070182, expected=64.000000
predicted=56.625139, expected=56.000000
predicted=59.135695, expected=56.000000
predicted=51.909479, expected=64.000000
predicted=49.801195, expected=20.000000
predicted=39.802975, expected=36.000000
predicted=50.737763, expected=56.000000
predicted=52.738868, expected=48.000000
predicted=48.233969, expected=36.000000
predicted=45.056157, expected=28.000000
predicted=30.973940, expected=44.000000
predicted=42.114656, expected=28.000000
predicted=38.968027, expected=40.000000
predicted=41.186733, expected=48.000000
predicted=39.985602, expected=108.000000
predicted=63.610141, expected=28.000000
predicted=36.931766, expected=60.000000
predicted=51.753740, expected=52.000000
predicted=51.149231, expected=44.000000
predicted=51.133924, expected=64.000000
predicted=71.999627, expected=64.000000
predicted=49.770755, expected=84.000000
predicted=67.908944, expected=72.000000
predicted=62.212236, expected=52.000000
predicted=55.556851, expected=36.000000
predicted=55.251931, expected=44.000000
predicted=56.928824, expected=36.000000
predicted=55.159939, expected=68.000000
predicted=61.830452, expected=44.000000
predicted=45.302649, expected=36.000000
predicted=40.095069, expected=44.000000
predicted=45.225344, expected=40.000000
predicted=41.482891, expected=32.000000
predicted=45.482023, expected=52.000000
predicted=45.774714, expected=28.000000
predicted=33.792979, expected=64.000000
predicted=50.905675, expected=32.000000
predicted=36.533652, expected=8.000000
predicted=27.209061, expected=24.000000
predicted=36.611651, expected=24.000000
predicted=28.054066, expected=28.000000
predicted=36.683536, expected=60.000000
predicted=39.146910, expected=52.000000
predicted=31.507295, expected=32.000000
predicted=31.708292, expected=76.000000
predicted=51.168707, expected=44.000000
predicted=40.940701, expected=16.000000
predicted=40.796011, expected=40.000000
predicted=45.712078, expected=108.000000
predicted=65.712554, expected=76.000000
predicted=64.424429, expected=68.000000
predicted=57.971334, expected=64.000000
predicted=52.765310, expected=32.000000
predicted=49.378204, expected=36.000000
predicted=67.177763, expected=48.000000
predicted=57.737618, expected=48.000000
predicted=52.792413, expected=32.000000
predicted=43.892729, expected=64.000000
predicted=48.304793, expected=64.000000
predicted=49.367044, expected=32.000000
predicted=42.114963, expected=20.000000
predicted=38.201650, expected=180.000000
predicted=96.087759, expected=136.000000
predicted=85.429769, expected=20.000000
predicted=52.627258, expected=76.000000
predicted=78.124649, expected=88.000000
predicted=69.694141, expected=36.000000
predicted=90.767149, expected=36.000000
predicted=77.426172, expected=36.000000
predicted=39.443966, expected=80.000000
predicted=69.271834, expected=80.000000
predicted=68.197617, expected=48.000000
predicted=46.242756, expected=48.000000
predicted=51.924733, expected=56.000000
predicted=53.730571, expected=56.000000
predicted=62.517219, expected=88.000000
predicted=74.724472, expected=164.000000
predicted=97.871692, expected=124.000000
predicted=84.270888, expected=84.000000
predicted=84.922623, expected=84.000000
predicted=90.544836, expected=60.000000
predicted=84.410095, expected=88.000000
predicted=112.645476, expected=64.000000
predicted=83.369957, expected=116.000000
predicted=96.297555, expected=132.000000
predicted=100.051433, expected=212.000000
predicted=135.213273, expected=92.000000
predicted=95.531880, expected=88.000000
predicted=103.215453, expected=88.000000
predicted=113.534798, expected=64.000000
predicted=98.151453, expected=108.000000
predicted=134.264956, expected=84.000000
predicted=84.252490, expected=96.000000
predicted=91.846769, expected=32.000000
predicted=64.046527, expected=36.000000
predicted=61.064855, expected=60.000000
predicted=75.473827, expected=36.000000
predicted=52.799595, expected=64.000000
predicted=67.611857, expected=28.000000
predicted=33.728758, expected=100.000000
predicted=68.555397, expected=56.000000
predicted=53.443805, expected=104.000000
predicted=73.490440, expected=32.000000
predicted=52.457255, expected=44.000000
predicted=50.799001, expected=52.000000
predicted=69.186885, expected=52.000000
predicted=53.399151, expected=40.000000
predicted=59.139845, expected=36.000000
predicted=39.050396, expected=84.000000
predicted=61.706730, expected=44.000000
predicted=46.089281, expected=56.000000
predicted=54.515008, expected=40.000000
predicted=45.516966, expected=44.000000
predicted=45.705785, expected=52.000000
predicted=59.109747, expected=36.000000
predicted=41.162905, expected=84.000000
predicted=64.369847, expected=40.000000
predicted=42.232851, expected=20.000000
predicted=38.070877, expected=28.000000
predicted=42.415661, expected=24.000000
predicted=32.859172, expected=104.000000
predicted=74.394351, expected=48.000000
predicted=40.151961, expected=36.000000
predicted=37.536180, expected=92.000000
predicted=64.537257, expected=48.000000
predicted=46.112329, expected=28.000000
predicted=58.661411, expected=32.000000
predicted=44.587150, expected=80.000000
predicted=58.872725, expected=80.000000
predicted=69.173603, expected=36.000000
predicted=44.004441, expected=20.000000
predicted=37.133304, expected=76.000000
predicted=59.957364, expected=44.000000
predicted=52.876927, expected=36.000000
predicted=50.398312, expected=60.000000
predicted=50.102550, expected=132.000000
predicted=75.926845, expected=28.000000
predicted=48.163582, expected=36.000000
predicted=53.008653, expected=48.000000
predicted=53.724550, expected=60.000000
predicted=57.915143, expected=32.000000
predicted=60.826109, expected=48.000000
predicted=43.280331, expected=56.000000
predicted=47.734360, expected=52.000000
predicted=48.415486, expected=40.000000
predicted=47.831425, expected=36.000000
predicted=40.401054, expected=36.000000
predicted=43.006237, expected=44.000000
predicted=46.002339, expected=48.000000
predicted=45.372904, expected=56.000000
predicted=46.313275, expected=52.000000
predicted=45.292821, expected=44.000000
predicted=44.021202, expected=60.000000
predicted=53.373569, expected=48.000000
predicted=48.708505, expected=36.000000
predicted=46.395443, expected=36.000000
predicted=45.292285, expected=68.000000
predicted=54.293905, expected=80.000000
predicted=61.374255, expected=52.000000
predicted=50.059567, expected=52.000000
predicted=52.413000, expected=44.000000
predicted=49.372645, expected=36.000000
predicted=51.383368, expected=40.000000
predicted=53.187305, expected=56.000000
predicted=50.480486, expected=44.000000
predicted=44.634834, expected=28.000000
predicted=37.847335, expected=40.000000
predicted=41.425090, expected=60.000000
predicted=48.269218, expected=28.000000
predicted=38.063374, expected=44.000000
predicted=44.253288, expected=48.000000
predicted=41.317245, expected=40.000000
predicted=40.252145, expected=20.000000
predicted=37.756887, expected=44.000000
predicted=39.604622, expected=28.000000
predicted=34.140615, expected=32.000000
predicted=36.481262, expected=40.000000
predicted=37.651769, expected=56.000000
predicted=38.917370, expected=28.000000
predicted=34.450888, expected=44.000000
predicted=39.831879, expected=16.000000
predicted=28.789901, expected=56.000000
predicted=45.993176, expected=76.000000
predicted=55.847958, expected=56.000000
predicted=42.721991, expected=64.000000
predicted=56.088872, expected=44.000000
predicted=43.427092, expected=52.000000
predicted=56.536467, expected=32.000000
predicted=50.998751, expected=44.000000
predicted=49.215850, expected=52.000000
predicted=52.055727, expected=32.000000
predicted=38.106651, expected=8.000000
predicted=31.409963, expected=32.000000
predicted=35.095846, expected=36.000000
predicted=34.993936, expected=28.000000
predicted=32.326085, expected=56.000000
predicted=40.680574, expected=48.000000
predicted=32.547094, expected=36.000000
predicted=36.490213, expected=28.000000
predicted=36.334594, expected=44.000000
predicted=39.901605, expected=28.000000
predicted=37.762323, expected=36.000000
predicted=38.919984, expected=36.000000
predicted=35.532214, expected=56.000000
predicted=41.462232, expected=36.000000
predicted=37.815998, expected=16.000000
predicted=28.163149, expected=52.000000
predicted=44.936199, expected=40.000000
predicted=36.519656, expected=24.000000
predicted=35.670180, expected=56.000000
predicted=45.362770, expected=72.000000
predicted=45.604225, expected=60.000000
predicted=51.531634, expected=36.000000
predicted=43.765554, expected=44.000000
predicted=45.210512, expected=24.000000
predicted=41.763516, expected=48.000000
predicted=52.655084, expected=44.000000
predicted=45.227099, expected=52.000000
predicted=42.963318, expected=44.000000
predicted=43.409573, expected=24.000000
predicted=31.802551, expected=44.000000
predicted=45.876564, expected=32.000000
predicted=37.059651, expected=16.000000
predicted=31.813105, expected=40.000000
predicted=39.276807, expected=24.000000
predicted=25.396216, expected=40.000000
predicted=37.123450, expected=32.000000
predicted=31.096509, expected=36.000000
predicted=29.844233, expected=52.000000
predicted=42.788469, expected=40.000000
predicted=34.402876, expected=28.000000
predicted=35.557235, expected=48.000000
predicted=42.334469, expected=28.000000
predicted=33.378788, expected=32.000000
predicted=39.112516, expected=36.000000
predicted=37.003452, expected=52.000000
predicted=39.579017, expected=16.000000
predicted=30.145373, expected=52.000000
predicted=41.829502, expected=48.000000
predicted=39.602234, expected=36.000000
predicted=36.477675, expected=52.000000
predicted=49.030199, expected=36.000000
predicted=33.558451, expected=12.000000
predicted=33.224086, expected=60.000000
predicted=50.566760, expected=80.000000
predicted=51.969171, expected=60.000000
predicted=50.357951, expected=32.000000
predicted=41.899567, expected=24.000000
predicted=35.115606, expected=24.000000
predicted=42.744811, expected=28.000000
predicted=43.644033, expected=48.000000
predicted=43.767949, expected=36.000000
predicted=31.683077, expected=44.000000
predicted=35.766710, expected=56.000000
predicted=42.109579, expected=24.000000
predicted=30.949210, expected=28.000000
predicted=39.340650, expected=32.000000
predicted=35.816916, expected=28.000000
predicted=33.442659, expected=28.000000
predicted=35.587905, expected=72.000000
predicted=45.308708, expected=36.000000
predicted=31.912365, expected=44.000000
predicted=41.197583, expected=40.000000
predicted=39.735856, expected=28.000000
predicted=33.873029, expected=68.000000
predicted=59.894010, expected=16.000000
predicted=28.400530, expected=60.000000
predicted=50.609991, expected=32.000000
predicted=36.979257, expected=28.000000
predicted=33.234236, expected=20.000000
predicted=39.072116, expected=28.000000
predicted=27.322302, expected=56.000000
predicted=46.727774, expected=76.000000
predicted=47.741896, expected=64.000000
predicted=46.252236, expected=68.000000
predicted=52.225626, expected=56.000000
predicted=52.504630, expected=32.000000
predicted=50.197676, expected=32.000000
predicted=53.128031, expected=52.000000
predicted=53.853888, expected=32.000000
predicted=43.351804, expected=120.000000
predicted=76.097408, expected=64.000000
predicted=49.309733, expected=44.000000
predicted=49.676924, expected=28.000000
predicted=50.860415, expected=36.000000
predicted=44.971699, expected=32.000000
predicted=58.712104, expected=56.000000
predicted=50.909620, expected=340.000000
predicted=162.501116, expected=200.000000
predicted=108.138538, expected=24.000000
predicted=68.347712, expected=72.000000
predicted=109.694315, expected=32.000000
predicted=77.355286, expected=96.000000
predicted=169.521445, expected=72.000000
predicted=95.687504, expected=168.000000
predicted=98.080807, expected=24.000000
predicted=53.200841, expected=92.000000
predicted=79.783184, expected=60.000000
predicted=81.501858, expected=60.000000
predicted=69.558153, expected=68.000000
predicted=95.898661, expected=72.000000
predicted=57.051269, expected=32.000000
predicted=58.886174, expected=16.000000
predicted=43.782436, expected=32.000000
predicted=46.705363, expected=4.000000
predicted=31.510027, expected=44.000000
predicted=45.735755, expected=64.000000
predicted=41.191644, expected=48.000000
predicted=32.641365, expected=48.000000
predicted=41.821211, expected=60.000000
predicted=42.038555, expected=44.000000
predicted=46.500001, expected=40.000000
predicted=50.473953, expected=36.000000
predicted=43.850809, expected=60.000000
predicted=52.137276, expected=80.000000
predicted=62.300639, expected=28.000000
predicted=38.660631, expected=60.000000
predicted=54.348704, expected=24.000000
predicted=37.404597, expected=28.000000
predicted=43.851519, expected=24.000000
predicted=44.273152, expected=44.000000
predicted=36.021574, expected=44.000000
predicted=43.186292, expected=36.000000
predicted=31.698239, expected=56.000000
predicted=42.879439, expected=48.000000
predicted=39.390935, expected=48.000000
predicted=46.089751, expected=44.000000
predicted=45.358782, expected=60.000000
predicted=49.965826, expected=52.000000
predicted=51.727324, expected=60.000000
predicted=53.833154, expected=48.000000
predicted=49.827379, expected=56.000000
predicted=52.687297, expected=20.000000
predicted=41.776523, expected=40.000000
predicted=46.828732, expected=40.000000
predicted=45.854860, expected=76.000000
predicted=55.638034, expected=36.000000
predicted=42.486726, expected=48.000000
predicted=41.240969, expected=24.000000
predicted=37.527651, expected=24.000000
Test MSE: 902.256
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134])]
predicted=13.666076, expected=24.000000
predicted=20.423346, expected=8.000000
predicted=15.654021, expected=8.000000
predicted=13.377423, expected=16.000000
predicted=13.370307, expected=20.000000
predicted=14.758953, expected=20.000000
predicted=16.470149, expected=8.000000
predicted=13.498925, expected=16.000000
predicted=15.072547, expected=4.000000
predicted=12.249184, expected=12.000000
predicted=13.030955, expected=8.000000
predicted=9.900180, expected=8.000000
predicted=9.575555, expected=8.000000
predicted=8.624198, expected=4.000000
predicted=7.124959, expected=16.000000
predicted=9.698914, expected=16.000000
predicted=10.511972, expected=12.000000
predicted=11.655663, expected=36.000000
predicted=17.753954, expected=12.000000
predicted=16.364761, expected=12.000000
predicted=18.178922, expected=16.000000
predicted=15.981313, expected=12.000000
predicted=16.246289, expected=24.000000
predicted=18.351366, expected=8.000000
predicted=13.486121, expected=8.000000
predicted=13.462332, expected=4.000000
predicted=10.082739, expected=12.000000
predicted=11.082412, expected=4.000000
predicted=8.420658, expected=4.000000
predicted=6.680015, expected=8.000000
predicted=6.225499, expected=16.000000
predicted=8.876238, expected=4.000000
predicted=7.722643, expected=8.000000
predicted=7.981539, expected=12.000000
predicted=8.559280, expected=4.000000
predicted=8.408090, expected=24.000000
predicted=12.385453, expected=8.000000
predicted=9.913808, expected=12.000000
predicted=12.598908, expected=8.000000
predicted=10.192652, expected=24.000000
predicted=14.835277, expected=16.000000
predicted=14.851503, expected=24.000000
predicted=17.440689, expected=8.000000
predicted=14.645188, expected=52.000000
predicted=25.653902, expected=4.000000
predicted=19.485140, expected=4.000000
predicted=18.946447, expected=28.000000
predicted=17.866019, expected=4.000000
predicted=15.758780, expected=12.000000
predicted=16.137543, expected=12.000000
predicted=9.956780, expected=12.000000
predicted=12.655452, expected=8.000000
predicted=11.443596, expected=12.000000
predicted=10.440664, expected=8.000000
predicted=10.109291, expected=28.000000
predicted=14.784133, expected=8.000000
predicted=12.361697, expected=16.000000
predicted=14.886539, expected=12.000000
predicted=12.976227, expected=16.000000
predicted=15.346707, expected=12.000000
predicted=14.188482, expected=20.000000
predicted=14.991487, expected=16.000000
predicted=15.239482, expected=16.000000
predicted=16.003101, expected=4.000000
predicted=12.880254, expected=4.000000
predicted=11.063546, expected=8.000000
predicted=9.683628, expected=12.000000
predicted=9.651204, expected=4.000000
predicted=7.483922, expected=4.000000
predicted=6.123812, expected=8.000000
predicted=6.404698, expected=4.000000
predicted=6.251317, expected=16.000000
predicted=8.606484, expected=12.000000
predicted=8.497208, expected=16.000000
predicted=11.531662, expected=12.000000
predicted=11.532315, expected=12.000000
predicted=12.602689, expected=16.000000
predicted=13.816281, expected=8.000000
predicted=12.289182, expected=20.000000
predicted=14.517837, expected=12.000000
predicted=12.973188, expected=16.000000
predicted=14.848624, expected=4.000000
predicted=11.421732, expected=28.000000
predicted=16.104427, expected=16.000000
predicted=15.364904, expected=24.000000
predicted=18.800874, expected=20.000000
predicted=17.976638, expected=4.000000
predicted=16.010158, expected=8.000000
predicted=14.868275, expected=16.000000
predicted=13.583965, expected=8.000000
predicted=12.392331, expected=4.000000
predicted=9.369135, expected=28.000000
predicted=12.625073, expected=4.000000
predicted=10.867444, expected=12.000000
predicted=12.968066, expected=16.000000
predicted=11.383430, expected=24.000000
predicted=16.240919, expected=24.000000
predicted=18.446207, expected=20.000000
predicted=18.296505, expected=16.000000
predicted=18.902545, expected=20.000000
predicted=19.892813, expected=8.000000
predicted=17.191833, expected=16.000000
predicted=16.844851, expected=16.000000
predicted=15.116595, expected=12.000000
predicted=14.707669, expected=4.000000
predicted=11.573849, expected=4.000000
predicted=9.176621, expected=28.000000
predicted=13.744430, expected=16.000000
predicted=13.615149, expected=4.000000
predicted=12.131724, expected=16.000000
predicted=12.174763, expected=20.000000
predicted=14.865336, expected=36.000000
predicted=21.518918, expected=12.000000
predicted=17.658516, expected=32.000000
predicted=22.750192, expected=20.000000
predicted=21.812273, expected=12.000000
predicted=22.103391, expected=52.000000
predicted=28.155102, expected=16.000000
predicted=24.001095, expected=16.000000
predicted=25.693140, expected=28.000000
predicted=22.683481, expected=48.000000
predicted=30.816404, expected=20.000000
predicted=28.983034, expected=12.000000
predicted=24.140931, expected=20.000000
predicted=22.604028, expected=12.000000
predicted=21.256678, expected=20.000000
predicted=20.524458, expected=8.000000
predicted=14.139402, expected=12.000000
predicted=14.209313, expected=20.000000
predicted=14.761395, expected=4.000000
predicted=12.175631, expected=20.000000
predicted=14.466768, expected=16.000000
predicted=13.116512, expected=12.000000
predicted=14.722872, expected=12.000000
predicted=13.382890, expected=16.000000
predicted=13.791448, expected=12.000000
predicted=14.078666, expected=28.000000
predicted=17.141652, expected=12.000000
predicted=15.271734, expected=24.000000
predicted=18.995998, expected=8.000000
predicted=15.385093, expected=16.000000
predicted=17.235458, expected=16.000000
predicted=15.767482, expected=16.000000
predicted=15.853579, expected=16.000000
predicted=15.608627, expected=24.000000
predicted=17.115329, expected=20.000000
predicted=18.383671, expected=12.000000
predicted=17.489074, expected=16.000000
predicted=17.072059, expected=12.000000
predicted=15.786572, expected=8.000000
predicted=14.279841, expected=32.000000
predicted=17.366125, expected=28.000000
predicted=19.120894, expected=12.000000
predicted=19.153431, expected=12.000000
predicted=17.183974, expected=12.000000
predicted=16.364827, expected=16.000000
predicted=17.364588, expected=20.000000
predicted=16.261195, expected=20.000000
predicted=16.205613, expected=4.000000
predicted=13.658455, expected=28.000000
predicted=17.685940, expected=12.000000
predicted=15.577515, expected=20.000000
predicted=18.496842, expected=16.000000
predicted=15.832876, expected=12.000000
predicted=15.992576, expected=16.000000
predicted=16.373958, expected=24.000000
predicted=17.224505, expected=4.000000
predicted=14.477398, expected=32.000000
predicted=18.841662, expected=32.000000
predicted=20.546348, expected=16.000000
predicted=22.152891, expected=12.000000
predicted=19.430605, expected=8.000000
predicted=16.317149, expected=20.000000
predicted=18.703895, expected=40.000000
predicted=21.951153, expected=16.000000
predicted=19.560954, expected=16.000000
predicted=20.060489, expected=24.000000
predicted=20.431280, expected=20.000000
predicted=22.375017, expected=8.000000
predicted=19.021971, expected=16.000000
predicted=16.383738, expected=12.000000
predicted=14.928894, expected=36.000000
predicted=20.605805, expected=16.000000
predicted=17.845892, expected=12.000000
predicted=18.098980, expected=8.000000
predicted=15.083136, expected=4.000000
predicted=13.418263, expected=20.000000
predicted=14.738570, expected=20.000000
predicted=13.523841, expected=4.000000
predicted=11.665478, expected=16.000000
predicted=12.573328, expected=24.000000
predicted=15.105860, expected=24.000000
predicted=18.943534, expected=8.000000
predicted=15.806430, expected=28.000000
predicted=18.898490, expected=44.000000
predicted=25.205195, expected=52.000000
predicted=33.304320, expected=40.000000
predicted=35.199293, expected=32.000000
predicted=36.118715, expected=28.000000
predicted=36.505536, expected=20.000000
predicted=33.564873, expected=12.000000
predicted=27.394540, expected=4.000000
predicted=19.326168, expected=52.000000
predicted=25.769851, expected=20.000000
predicted=22.035009, expected=16.000000
predicted=22.930265, expected=64.000000
predicted=30.463877, expected=20.000000
predicted=29.885755, expected=12.000000
predicted=30.843680, expected=32.000000
predicted=25.878175, expected=12.000000
predicted=24.388511, expected=28.000000
predicted=27.021316, expected=20.000000
predicted=19.718964, expected=32.000000
predicted=24.765030, expected=20.000000
predicted=23.044637, expected=32.000000
predicted=25.935018, expected=32.000000
predicted=27.164370, expected=40.000000
predicted=31.392634, expected=72.000000
predicted=41.454110, expected=80.000000
predicted=51.591095, expected=120.000000
predicted=73.301668, expected=80.000000
predicted=76.479646, expected=24.000000
predicted=69.115014, expected=12.000000
predicted=55.349224, expected=12.000000
predicted=43.505217, expected=48.000000
predicted=44.913373, expected=36.000000
predicted=34.074001, expected=168.000000
predicted=68.569521, expected=124.000000
predicted=81.237037, expected=44.000000
predicted=77.248507, expected=36.000000
predicted=64.926308, expected=40.000000
predicted=63.707186, expected=52.000000
predicted=74.197877, expected=36.000000
predicted=52.563150, expected=28.000000
predicted=37.805423, expected=8.000000
predicted=27.599379, expected=28.000000
predicted=30.127808, expected=44.000000
predicted=33.656849, expected=24.000000
predicted=29.004221, expected=28.000000
predicted=27.518036, expected=24.000000
predicted=24.609635, expected=8.000000
predicted=23.004183, expected=16.000000
predicted=21.740042, expected=12.000000
predicted=16.534112, expected=20.000000
predicted=18.683226, expected=8.000000
predicted=13.335144, expected=20.000000
predicted=15.325834, expected=12.000000
predicted=13.674395, expected=20.000000
predicted=16.769003, expected=8.000000
predicted=13.122404, expected=28.000000
predicted=18.365067, expected=12.000000
predicted=15.558061, expected=24.000000
predicted=19.443977, expected=44.000000
predicted=25.682573, expected=12.000000
predicted=21.209516, expected=4.000000
predicted=18.280793, expected=8.000000
predicted=13.349441, expected=24.000000
predicted=19.614868, expected=16.000000
predicted=18.082547, expected=32.000000
predicted=19.713775, expected=12.000000
predicted=15.295686, expected=8.000000
predicted=15.760247, expected=16.000000
predicted=16.157749, expected=8.000000
predicted=13.946466, expected=8.000000
predicted=13.137551, expected=12.000000
predicted=10.329257, expected=16.000000
predicted=12.242994, expected=8.000000
predicted=11.077626, expected=8.000000
predicted=9.710036, expected=4.000000
predicted=7.840827, expected=20.000000
predicted=12.697761, expected=8.000000
predicted=10.290839, expected=8.000000
predicted=9.854446, expected=12.000000
predicted=9.546081, expected=12.000000
predicted=11.007186, expected=20.000000
predicted=14.700978, expected=12.000000
predicted=12.230540, expected=20.000000
predicted=15.413940, expected=28.000000
predicted=18.910452, expected=4.000000
predicted=14.685957, expected=32.000000
predicted=21.438046, expected=16.000000
predicted=17.374142, expected=12.000000
predicted=18.981132, expected=8.000000
predicted=13.907170, expected=8.000000
predicted=12.065536, expected=16.000000
predicted=15.006192, expected=20.000000
predicted=14.658129, expected=16.000000
predicted=14.449679, expected=20.000000
predicted=15.813662, expected=12.000000
predicted=14.646903, expected=8.000000
predicted=14.101935, expected=16.000000
predicted=14.743928, expected=24.000000
predicted=17.307082, expected=16.000000
predicted=16.719602, expected=56.000000
predicted=28.315087, expected=20.000000
predicted=23.471547, expected=8.000000
predicted=22.548257, expected=36.000000
predicted=25.504443, expected=4.000000
predicted=19.993990, expected=8.000000
predicted=20.546902, expected=20.000000
predicted=14.471833, expected=32.000000
predicted=21.012832, expected=4.000000
predicted=16.154999, expected=24.000000
predicted=17.004201, expected=36.000000
predicted=21.898000, expected=12.000000
predicted=21.418886, expected=12.000000
predicted=18.925574, expected=24.000000
predicted=17.941332, expected=24.000000
predicted=22.530615, expected=16.000000
predicted=20.674523, expected=16.000000
predicted=16.986585, expected=16.000000
predicted=17.103034, expected=20.000000
predicted=19.383432, expected=20.000000
predicted=18.966638, expected=12.000000
predicted=16.156074, expected=20.000000
predicted=17.610120, expected=12.000000
predicted=15.486447, expected=12.000000
predicted=15.626676, expected=16.000000
predicted=14.869174, expected=20.000000
predicted=16.199507, expected=20.000000
predicted=17.604429, expected=12.000000
predicted=15.081307, expected=20.000000
predicted=17.073871, expected=16.000000
predicted=16.728107, expected=16.000000
predicted=17.527185, expected=16.000000
predicted=16.276977, expected=32.000000
predicted=20.957438, expected=24.000000
predicted=21.647827, expected=12.000000
predicted=19.058603, expected=12.000000
predicted=16.743302, expected=16.000000
predicted=17.317983, expected=8.000000
predicted=15.692409, expected=28.000000
predicted=18.655889, expected=12.000000
predicted=14.156876, expected=16.000000
predicted=16.458123, expected=16.000000
predicted=15.033907, expected=16.000000
predicted=16.236758, expected=28.000000
predicted=20.785746, expected=32.000000
predicted=22.393991, expected=40.000000
predicted=28.333226, expected=16.000000
predicted=23.787101, expected=16.000000
predicted=23.221248, expected=16.000000
predicted=21.488615, expected=16.000000
predicted=21.388185, expected=8.000000
predicted=16.736137, expected=16.000000
predicted=14.671700, expected=12.000000
predicted=13.259038, expected=28.000000
predicted=18.491330, expected=16.000000
predicted=16.161329, expected=12.000000
predicted=15.609642, expected=16.000000
predicted=15.656489, expected=32.000000
predicted=21.292874, expected=16.000000
predicted=19.959761, expected=48.000000
predicted=28.350662, expected=20.000000
predicted=23.174996, expected=24.000000
predicted=27.182251, expected=44.000000
predicted=31.180432, expected=16.000000
predicted=26.745934, expected=56.000000
predicted=38.898998, expected=24.000000
predicted=28.818025, expected=8.000000
predicted=27.316936, expected=16.000000
predicted=22.661548, expected=12.000000
predicted=19.347780, expected=20.000000
predicted=22.444589, expected=36.000000
predicted=22.053625, expected=28.000000
predicted=22.446222, expected=8.000000
predicted=18.967700, expected=12.000000
predicted=17.013437, expected=16.000000
predicted=17.963525, expected=12.000000
predicted=17.845515, expected=32.000000
predicted=20.517851, expected=24.000000
predicted=18.744084, expected=8.000000
predicted=17.012364, expected=16.000000
predicted=16.660053, expected=8.000000
predicted=14.245902, expected=32.000000
predicted=22.351981, expected=8.000000
predicted=14.707146, expected=8.000000
predicted=13.533180, expected=36.000000
predicted=19.256988, expected=40.000000
predicted=25.820702, expected=12.000000
predicted=22.969862, expected=28.000000
predicted=22.681696, expected=16.000000
predicted=20.552780, expected=20.000000
predicted=25.241717, expected=32.000000
predicted=25.102917, expected=16.000000
predicted=20.517876, expected=12.000000
predicted=19.662702, expected=16.000000
predicted=16.973094, expected=20.000000
predicted=19.247198, expected=24.000000
predicted=21.016966, expected=28.000000
predicted=21.188895, expected=24.000000
predicted=21.650092, expected=56.000000
predicted=32.963771, expected=32.000000
predicted=31.511001, expected=20.000000
predicted=30.652586, expected=48.000000
predicted=34.921530, expected=8.000000
predicted=27.362450, expected=16.000000
predicted=28.684639, expected=32.000000
predicted=24.189671, expected=20.000000
predicted=24.354386, expected=64.000000
predicted=37.576134, expected=16.000000
predicted=24.732400, expected=48.000000
predicted=37.265878, expected=16.000000
predicted=27.369067, expected=28.000000
predicted=32.963589, expected=16.000000
predicted=26.715882, expected=16.000000
predicted=22.757400, expected=16.000000
Test MSE: 221.722
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955])]
predicted=8.677242, expected=8.000000
predicted=8.106424, expected=28.000000
predicted=10.504598, expected=24.000000
predicted=13.624615, expected=16.000000
predicted=14.820887, expected=8.000000
predicted=14.079405, expected=20.000000
predicted=17.312703, expected=8.000000
predicted=17.101395, expected=8.000000
predicted=14.206901, expected=20.000000
predicted=13.429156, expected=20.000000
predicted=14.166054, expected=16.000000
predicted=15.586834, expected=8.000000
predicted=12.975454, expected=20.000000
predicted=15.420055, expected=8.000000
predicted=15.026867, expected=8.000000
predicted=13.507806, expected=12.000000
predicted=11.857575, expected=36.000000
predicted=16.093074, expected=12.000000
predicted=15.831539, expected=20.000000
predicted=16.397537, expected=16.000000
predicted=16.692359, expected=16.000000
predicted=18.751235, expected=16.000000
predicted=19.446300, expected=16.000000
predicted=15.980724, expected=20.000000
predicted=17.512799, expected=20.000000
predicted=17.420066, expected=20.000000
predicted=18.117041, expected=4.000000
predicted=15.534146, expected=16.000000
predicted=16.117646, expected=8.000000
predicted=14.289817, expected=8.000000
predicted=12.899011, expected=8.000000
predicted=10.561570, expected=8.000000
predicted=8.602136, expected=12.000000
predicted=10.175717, expected=24.000000
predicted=11.748599, expected=40.000000
predicted=17.474678, expected=28.000000
predicted=20.205700, expected=8.000000
predicted=19.475281, expected=24.000000
predicted=22.469095, expected=12.000000
predicted=22.086793, expected=12.000000
predicted=21.067630, expected=28.000000
predicted=19.022737, expected=16.000000
predicted=16.502178, expected=16.000000
predicted=18.310364, expected=16.000000
predicted=16.334094, expected=24.000000
predicted=18.875942, expected=12.000000
predicted=18.560809, expected=4.000000
predicted=14.419723, expected=32.000000
predicted=17.792245, expected=8.000000
predicted=15.530505, expected=16.000000
predicted=16.680460, expected=4.000000
predicted=11.831184, expected=12.000000
predicted=12.795588, expected=20.000000
predicted=15.591211, expected=16.000000
predicted=12.855136, expected=20.000000
predicted=14.976047, expected=12.000000
predicted=13.646351, expected=12.000000
predicted=15.277772, expected=12.000000
predicted=15.181936, expected=16.000000
predicted=14.813895, expected=12.000000
predicted=14.015912, expected=16.000000
predicted=13.492885, expected=20.000000
predicted=14.758157, expected=12.000000
predicted=14.584235, expected=28.000000
predicted=17.819563, expected=20.000000
predicted=17.812286, expected=20.000000
predicted=19.619329, expected=4.000000
predicted=16.682471, expected=20.000000
predicted=17.504666, expected=16.000000
predicted=17.869660, expected=16.000000
predicted=16.392740, expected=8.000000
predicted=13.733479, expected=12.000000
predicted=12.566215, expected=8.000000
predicted=13.139439, expected=4.000000
predicted=10.603492, expected=28.000000
predicted=13.280144, expected=8.000000
predicted=11.017952, expected=12.000000
predicted=12.395202, expected=20.000000
predicted=13.105282, expected=36.000000
predicted=18.625091, expected=28.000000
predicted=22.372021, expected=20.000000
predicted=20.646042, expected=24.000000
predicted=23.092572, expected=16.000000
predicted=23.613314, expected=12.000000
predicted=22.632382, expected=4.000000
predicted=16.874123, expected=20.000000
predicted=16.276917, expected=20.000000
predicted=16.169571, expected=20.000000
predicted=15.785226, expected=8.000000
predicted=13.646861, expected=8.000000
predicted=13.031280, expected=20.000000
predicted=16.117092, expected=4.000000
predicted=13.077148, expected=12.000000
predicted=12.335318, expected=20.000000
predicted=11.980409, expected=20.000000
predicted=14.308954, expected=12.000000
predicted=14.702646, expected=20.000000
predicted=14.732513, expected=16.000000
predicted=16.461899, expected=8.000000
predicted=15.908469, expected=8.000000
predicted=13.808928, expected=4.000000
predicted=10.965611, expected=12.000000
predicted=11.554103, expected=8.000000
predicted=9.289335, expected=12.000000
predicted=8.918111, expected=16.000000
predicted=10.110495, expected=20.000000
predicted=12.269303, expected=12.000000
predicted=13.279307, expected=20.000000
predicted=14.868273, expected=8.000000
predicted=14.214749, expected=8.000000
predicted=13.977235, expected=12.000000
predicted=13.205737, expected=12.000000
predicted=12.045069, expected=16.000000
predicted=12.976254, expected=4.000000
predicted=9.679314, expected=4.000000
predicted=9.181070, expected=8.000000
predicted=9.147153, expected=32.000000
predicted=13.519344, expected=28.000000
predicted=15.843431, expected=20.000000
predicted=16.267841, expected=24.000000
predicted=19.196925, expected=16.000000
predicted=20.847639, expected=16.000000
predicted=22.692658, expected=8.000000
predicted=18.252872, expected=8.000000
predicted=15.160897, expected=4.000000
predicted=12.349049, expected=40.000000
predicted=16.504241, expected=12.000000
predicted=14.416387, expected=16.000000
predicted=15.178873, expected=8.000000
predicted=13.770312, expected=28.000000
predicted=18.422366, expected=12.000000
predicted=19.225963, expected=16.000000
predicted=15.631639, expected=28.000000
predicted=18.151176, expected=16.000000
predicted=17.854624, expected=12.000000
predicted=18.730127, expected=16.000000
predicted=16.418528, expected=20.000000
predicted=18.065389, expected=8.000000
predicted=16.545928, expected=8.000000
predicted=13.232338, expected=52.000000
predicted=20.473175, expected=28.000000
predicted=22.038661, expected=8.000000
predicted=20.768776, expected=4.000000
predicted=17.001428, expected=8.000000
predicted=17.374216, expected=24.000000
predicted=21.419168, expected=16.000000
predicted=14.896393, expected=8.000000
predicted=11.298586, expected=12.000000
predicted=11.792346, expected=8.000000
predicted=12.349258, expected=12.000000
predicted=13.548190, expected=12.000000
predicted=11.354750, expected=8.000000
predicted=9.931749, expected=16.000000
predicted=11.555689, expected=12.000000
predicted=11.227968, expected=12.000000
predicted=12.117266, expected=20.000000
predicted=13.540275, expected=12.000000
predicted=13.171985, expected=4.000000
predicted=12.464025, expected=12.000000
predicted=11.952817, expected=8.000000
predicted=11.120960, expected=4.000000
predicted=10.020087, expected=4.000000
predicted=7.195287, expected=32.000000
predicted=11.485441, expected=12.000000
predicted=11.823933, expected=8.000000
predicted=11.509529, expected=4.000000
predicted=10.006665, expected=20.000000
predicted=13.586573, expected=24.000000
predicted=17.105433, expected=20.000000
predicted=14.970382, expected=12.000000
predicted=14.433252, expected=24.000000
predicted=17.471285, expected=8.000000
predicted=17.494425, expected=4.000000
predicted=15.230967, expected=4.000000
predicted=11.627301, expected=20.000000
predicted=12.406686, expected=24.000000
predicted=14.506885, expected=12.000000
predicted=12.008373, expected=24.000000
predicted=14.983854, expected=16.000000
predicted=16.275488, expected=12.000000
predicted=17.991784, expected=24.000000
predicted=18.932578, expected=24.000000
predicted=18.749104, expected=8.000000
predicted=17.777375, expected=4.000000
predicted=14.295994, expected=8.000000
predicted=13.006157, expected=20.000000
predicted=15.090163, expected=16.000000
predicted=13.570440, expected=8.000000
predicted=10.589333, expected=24.000000
predicted=13.670712, expected=4.000000
predicted=12.678050, expected=40.000000
predicted=19.932835, expected=12.000000
predicted=16.645123, expected=4.000000
predicted=15.326884, expected=16.000000
predicted=16.451959, expected=28.000000
predicted=17.618243, expected=16.000000
predicted=19.526545, expected=8.000000
predicted=13.837096, expected=4.000000
predicted=12.136385, expected=8.000000
predicted=13.218180, expected=12.000000
predicted=12.846248, expected=4.000000
predicted=8.557866, expected=16.000000
predicted=9.035529, expected=8.000000
predicted=8.397206, expected=8.000000
predicted=9.428007, expected=28.000000
predicted=13.212028, expected=16.000000
predicted=13.193258, expected=12.000000
predicted=14.799584, expected=12.000000
predicted=13.709522, expected=16.000000
predicted=15.328352, expected=40.000000
predicted=21.611556, expected=24.000000
predicted=19.937008, expected=16.000000
predicted=19.987741, expected=28.000000
predicted=22.665441, expected=16.000000
predicted=22.925551, expected=40.000000
predicted=28.301442, expected=16.000000
predicted=22.720240, expected=24.000000
predicted=23.736524, expected=48.000000
predicted=29.143794, expected=44.000000
predicted=31.746615, expected=40.000000
predicted=35.747489, expected=76.000000
predicted=42.576333, expected=40.000000
predicted=44.682639, expected=104.000000
predicted=61.127710, expected=60.000000
predicted=60.043240, expected=24.000000
predicted=57.217687, expected=12.000000
predicted=50.722104, expected=28.000000
predicted=43.998441, expected=60.000000
predicted=49.607305, expected=52.000000
predicted=40.323342, expected=68.000000
predicted=42.054642, expected=20.000000
predicted=38.146634, expected=8.000000
predicted=37.903178, expected=24.000000
predicted=38.083258, expected=12.000000
predicted=30.609358, expected=4.000000
predicted=22.602702, expected=24.000000
predicted=15.688326, expected=4.000000
predicted=12.115173, expected=8.000000
predicted=12.865382, expected=20.000000
predicted=12.082533, expected=4.000000
predicted=10.394665, expected=8.000000
predicted=11.440721, expected=4.000000
predicted=7.400713, expected=12.000000
predicted=9.675942, expected=16.000000
predicted=11.047585, expected=4.000000
predicted=7.800517, expected=8.000000
predicted=8.572002, expected=12.000000
predicted=9.241929, expected=12.000000
predicted=10.928823, expected=8.000000
predicted=9.966082, expected=12.000000
predicted=9.363557, expected=20.000000
predicted=12.375678, expected=12.000000
predicted=12.691408, expected=8.000000
predicted=11.807210, expected=12.000000
predicted=11.788329, expected=20.000000
predicted=14.380699, expected=24.000000
predicted=16.623525, expected=8.000000
predicted=13.639680, expected=12.000000
predicted=13.776950, expected=12.000000
predicted=14.293235, expected=16.000000
predicted=15.671104, expected=16.000000
predicted=14.849834, expected=16.000000
predicted=13.452079, expected=4.000000
predicted=12.102249, expected=8.000000
predicted=11.789359, expected=12.000000
predicted=11.959956, expected=8.000000
predicted=10.748987, expected=20.000000
predicted=11.920063, expected=8.000000
predicted=9.682621, expected=28.000000
predicted=14.910070, expected=20.000000
predicted=15.929115, expected=4.000000
predicted=14.269891, expected=12.000000
predicted=14.956683, expected=4.000000
predicted=12.031714, expected=4.000000
predicted=12.038026, expected=8.000000
predicted=8.625984, expected=8.000000
predicted=6.777192, expected=12.000000
predicted=8.325863, expected=8.000000
predicted=7.259986, expected=12.000000
predicted=8.830921, expected=12.000000
predicted=9.999796, expected=32.000000
predicted=15.085784, expected=12.000000
predicted=14.413301, expected=28.000000
predicted=18.055615, expected=20.000000
predicted=18.879436, expected=8.000000
predicted=18.343088, expected=16.000000
predicted=19.103127, expected=28.000000
predicted=19.111984, expected=20.000000
predicted=20.350896, expected=16.000000
predicted=17.970847, expected=8.000000
predicted=15.213908, expected=16.000000
predicted=17.317844, expected=12.000000
predicted=16.540522, expected=8.000000
predicted=13.286594, expected=16.000000
predicted=12.800876, expected=32.000000
predicted=16.237813, expected=24.000000
predicted=18.457462, expected=24.000000
predicted=19.610323, expected=16.000000
predicted=19.356904, expected=12.000000
predicted=20.192298, expected=8.000000
predicted=18.789010, expected=8.000000
predicted=15.071443, expected=12.000000
predicted=13.423199, expected=4.000000
predicted=9.753740, expected=4.000000
predicted=7.843193, expected=4.000000
predicted=6.382174, expected=16.000000
predicted=8.570581, expected=16.000000
predicted=9.780747, expected=16.000000
predicted=10.405770, expected=4.000000
predicted=9.405063, expected=12.000000
predicted=11.269128, expected=8.000000
predicted=11.693131, expected=24.000000
predicted=14.250713, expected=16.000000
predicted=13.424100, expected=20.000000
predicted=14.428077, expected=12.000000
predicted=14.844696, expected=36.000000
predicted=20.335827, expected=8.000000
predicted=18.642428, expected=4.000000
predicted=15.586872, expected=12.000000
predicted=14.710975, expected=20.000000
predicted=15.814429, expected=16.000000
predicted=16.440765, expected=32.000000
predicted=16.264277, expected=8.000000
predicted=14.590419, expected=16.000000
predicted=17.363363, expected=12.000000
predicted=16.693122, expected=8.000000
predicted=15.213339, expected=16.000000
predicted=15.555882, expected=12.000000
predicted=11.940373, expected=12.000000
predicted=12.803729, expected=8.000000
predicted=11.022399, expected=16.000000
predicted=12.218702, expected=20.000000
predicted=14.380230, expected=12.000000
predicted=13.356401, expected=12.000000
predicted=13.193164, expected=12.000000
predicted=13.052235, expected=16.000000
predicted=14.861924, expected=12.000000
predicted=13.988414, expected=32.000000
predicted=16.971302, expected=16.000000
predicted=16.501241, expected=12.000000
predicted=16.542941, expected=16.000000
predicted=16.895772, expected=12.000000
predicted=16.437958, expected=4.000000
predicted=15.013797, expected=28.000000
predicted=15.439352, expected=12.000000
predicted=13.823210, expected=20.000000
predicted=15.953990, expected=28.000000
predicted=17.520337, expected=20.000000
predicted=18.746247, expected=20.000000
predicted=21.413060, expected=4.000000
predicted=16.275914, expected=12.000000
predicted=17.133004, expected=28.000000
predicted=19.277273, expected=12.000000
predicted=16.093934, expected=16.000000
predicted=15.548415, expected=20.000000
predicted=15.107003, expected=8.000000
predicted=15.659001, expected=8.000000
predicted=15.126144, expected=20.000000
predicted=14.172572, expected=20.000000
predicted=15.767388, expected=16.000000
predicted=15.602282, expected=12.000000
predicted=13.657257, expected=12.000000
predicted=14.348487, expected=20.000000
predicted=16.949351, expected=8.000000
predicted=14.407017, expected=24.000000
predicted=15.968797, expected=8.000000
predicted=13.412783, expected=20.000000
predicted=15.841983, expected=8.000000
predicted=14.064988, expected=8.000000
predicted=12.576580, expected=16.000000
Test MSE: 109.882
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976])]
predicted=27.633049, expected=68.000000
predicted=31.864103, expected=28.000000
predicted=33.861791, expected=8.000000
predicted=36.794763, expected=28.000000
predicted=36.697768, expected=8.000000
predicted=31.667453, expected=12.000000
predicted=28.245834, expected=44.000000
predicted=22.693150, expected=16.000000
predicted=15.967196, expected=24.000000
predicted=24.090484, expected=40.000000
predicted=23.588228, expected=8.000000
predicted=21.212424, expected=8.000000
predicted=26.108991, expected=8.000000
predicted=17.204091, expected=32.000000
predicted=20.584981, expected=36.000000
predicted=21.822364, expected=36.000000
predicted=20.563104, expected=32.000000
predicted=24.624364, expected=32.000000
predicted=28.511787, expected=16.000000
predicted=30.118771, expected=20.000000
predicted=29.851963, expected=12.000000
predicted=24.593427, expected=40.000000
predicted=26.859794, expected=28.000000
predicted=23.291766, expected=28.000000
predicted=24.204858, expected=24.000000
predicted=25.170824, expected=28.000000
predicted=26.074982, expected=8.000000
predicted=25.749346, expected=40.000000
predicted=28.120666, expected=28.000000
predicted=24.116767, expected=40.000000
predicted=28.697049, expected=44.000000
predicted=31.129056, expected=28.000000
predicted=29.285243, expected=40.000000
predicted=38.200257, expected=20.000000
predicted=31.742860, expected=20.000000
predicted=33.174986, expected=72.000000
predicted=39.566417, expected=16.000000
predicted=27.889561, expected=12.000000
predicted=33.423501, expected=16.000000
predicted=26.237668, expected=12.000000
predicted=23.458297, expected=20.000000
predicted=27.530607, expected=44.000000
predicted=20.244613, expected=12.000000
predicted=16.665480, expected=24.000000
predicted=23.157665, expected=44.000000
predicted=25.379243, expected=16.000000
predicted=24.126213, expected=12.000000
predicted=27.804509, expected=56.000000
predicted=28.163398, expected=32.000000
predicted=26.965392, expected=48.000000
predicted=37.233576, expected=12.000000
predicted=26.944785, expected=24.000000
predicted=31.600880, expected=8.000000
predicted=30.300733, expected=32.000000
predicted=27.515667, expected=32.000000
predicted=26.171253, expected=28.000000
predicted=21.871649, expected=24.000000
predicted=24.931389, expected=32.000000
predicted=25.374769, expected=20.000000
predicted=27.364546, expected=40.000000
predicted=30.715005, expected=24.000000
predicted=26.551726, expected=12.000000
predicted=25.558307, expected=20.000000
predicted=26.000798, expected=12.000000
predicted=20.295261, expected=32.000000
predicted=25.218781, expected=40.000000
predicted=22.746885, expected=32.000000
predicted=23.337778, expected=28.000000
predicted=27.402911, expected=20.000000
predicted=26.349402, expected=20.000000
predicted=29.079885, expected=28.000000
predicted=28.860232, expected=32.000000
predicted=26.662093, expected=48.000000
predicted=29.714489, expected=16.000000
predicted=25.174955, expected=12.000000
predicted=27.058239, expected=52.000000
predicted=32.650063, expected=60.000000
predicted=34.506713, expected=20.000000
predicted=33.843506, expected=20.000000
predicted=31.545495, expected=60.000000
predicted=37.237923, expected=12.000000
predicted=34.134241, expected=32.000000
predicted=38.844222, expected=36.000000
predicted=28.768537, expected=16.000000
predicted=27.466855, expected=32.000000
predicted=34.806968, expected=32.000000
predicted=24.912883, expected=48.000000
predicted=33.032526, expected=40.000000
predicted=33.241808, expected=52.000000
predicted=36.407595, expected=56.000000
predicted=42.451464, expected=76.000000
predicted=50.250192, expected=36.000000
predicted=49.100432, expected=20.000000
predicted=47.894321, expected=28.000000
predicted=46.108551, expected=44.000000
predicted=43.686544, expected=40.000000
predicted=41.676228, expected=28.000000
predicted=32.830121, expected=60.000000
predicted=37.702221, expected=36.000000
predicted=36.226053, expected=36.000000
predicted=42.112939, expected=48.000000
predicted=41.974132, expected=64.000000
predicted=44.121971, expected=56.000000
predicted=49.707560, expected=36.000000
predicted=45.447881, expected=68.000000
predicted=52.873566, expected=40.000000
predicted=49.072965, expected=100.000000
predicted=64.254499, expected=32.000000
predicted=50.862715, expected=32.000000
predicted=53.837338, expected=68.000000
predicted=58.864983, expected=104.000000
predicted=59.956873, expected=80.000000
predicted=68.511842, expected=64.000000
predicted=62.880725, expected=76.000000
predicted=70.489492, expected=28.000000
predicted=67.504372, expected=36.000000
predicted=69.339792, expected=24.000000
predicted=51.754734, expected=40.000000
predicted=46.031014, expected=48.000000
predicted=43.441959, expected=44.000000
predicted=35.777193, expected=48.000000
predicted=40.542980, expected=40.000000
predicted=39.495100, expected=40.000000
predicted=43.498216, expected=44.000000
predicted=44.382162, expected=68.000000
predicted=47.942235, expected=60.000000
predicted=48.800343, expected=64.000000
predicted=52.987561, expected=32.000000
predicted=49.668406, expected=40.000000
predicted=52.462318, expected=20.000000
predicted=46.934750, expected=40.000000
predicted=44.652100, expected=48.000000
predicted=41.443413, expected=80.000000
predicted=43.882872, expected=72.000000
predicted=48.775088, expected=20.000000
predicted=43.694075, expected=48.000000
predicted=54.233366, expected=44.000000
predicted=49.907027, expected=36.000000
predicted=50.958971, expected=124.000000
predicted=62.890463, expected=112.000000
predicted=58.153561, expected=56.000000
predicted=67.688215, expected=48.000000
predicted=70.704967, expected=32.000000
predicted=64.050680, expected=36.000000
predicted=71.607383, expected=56.000000
predicted=61.166274, expected=8.000000
predicted=36.898701, expected=24.000000
predicted=37.253351, expected=28.000000
predicted=29.723698, expected=20.000000
predicted=28.089350, expected=12.000000
predicted=26.502002, expected=32.000000
predicted=21.104672, expected=20.000000
predicted=21.255641, expected=56.000000
predicted=30.841670, expected=60.000000
predicted=32.385031, expected=20.000000
predicted=30.367610, expected=56.000000
predicted=43.876438, expected=44.000000
predicted=38.945928, expected=28.000000
predicted=44.293617, expected=32.000000
predicted=41.998029, expected=24.000000
predicted=31.899751, expected=100.000000
predicted=52.468677, expected=64.000000
predicted=44.865677, expected=24.000000
predicted=44.637206, expected=16.000000
predicted=43.181012, expected=8.000000
predicted=36.560694, expected=12.000000
predicted=40.403476, expected=44.000000
predicted=31.840738, expected=40.000000
predicted=23.371823, expected=40.000000
predicted=27.174123, expected=48.000000
predicted=31.571718, expected=72.000000
predicted=42.604206, expected=28.000000
predicted=42.326422, expected=52.000000
predicted=49.352100, expected=40.000000
predicted=44.227707, expected=60.000000
predicted=51.416626, expected=40.000000
predicted=48.605401, expected=56.000000
predicted=46.706695, expected=60.000000
predicted=51.317959, expected=12.000000
predicted=41.317407, expected=44.000000
predicted=49.213940, expected=80.000000
predicted=48.807942, expected=40.000000
predicted=46.252260, expected=40.000000
predicted=49.150450, expected=20.000000
predicted=35.782370, expected=64.000000
predicted=50.327975, expected=28.000000
predicted=43.801781, expected=60.000000
predicted=45.356111, expected=32.000000
predicted=38.292833, expected=64.000000
predicted=45.816891, expected=36.000000
predicted=46.136786, expected=40.000000
predicted=43.384116, expected=44.000000
predicted=46.918562, expected=20.000000
predicted=36.959559, expected=20.000000
predicted=39.293285, expected=40.000000
predicted=34.120446, expected=76.000000
predicted=41.676424, expected=124.000000
predicted=57.517654, expected=44.000000
predicted=47.705632, expected=60.000000
predicted=62.178500, expected=32.000000
predicted=57.896131, expected=32.000000
predicted=61.427636, expected=44.000000
predicted=60.422663, expected=80.000000
predicted=50.502731, expected=28.000000
predicted=43.710360, expected=16.000000
predicted=38.859143, expected=64.000000
predicted=45.751274, expected=36.000000
predicted=41.072107, expected=44.000000
predicted=48.983660, expected=72.000000
predicted=44.370837, expected=80.000000
predicted=49.960875, expected=28.000000
predicted=52.181780, expected=32.000000
predicted=49.208459, expected=36.000000
predicted=47.056205, expected=32.000000
predicted=47.011170, expected=40.000000
predicted=44.794604, expected=64.000000
predicted=39.724835, expected=56.000000
predicted=42.250192, expected=20.000000
predicted=39.371330, expected=32.000000
predicted=41.285043, expected=40.000000
predicted=40.977967, expected=72.000000
predicted=50.540792, expected=56.000000
predicted=46.097380, expected=32.000000
predicted=39.979876, expected=20.000000
predicted=40.612145, expected=32.000000
predicted=41.672760, expected=36.000000
predicted=42.903506, expected=40.000000
predicted=37.871886, expected=44.000000
predicted=34.585997, expected=48.000000
predicted=36.055520, expected=64.000000
predicted=44.706517, expected=52.000000
predicted=45.937802, expected=84.000000
predicted=57.538492, expected=32.000000
predicted=49.423064, expected=32.000000
predicted=52.538069, expected=64.000000
predicted=56.764052, expected=52.000000
predicted=50.624657, expected=56.000000
predicted=56.954757, expected=28.000000
predicted=41.379983, expected=36.000000
predicted=44.354624, expected=40.000000
predicted=46.705295, expected=60.000000
predicted=47.049558, expected=28.000000
predicted=40.222555, expected=48.000000
predicted=41.477020, expected=56.000000
predicted=44.113750, expected=20.000000
predicted=39.159479, expected=60.000000
predicted=50.073145, expected=32.000000
predicted=36.720203, expected=28.000000
predicted=41.546242, expected=40.000000
predicted=41.227920, expected=56.000000
predicted=38.518909, expected=24.000000
predicted=39.331329, expected=36.000000
predicted=37.464700, expected=48.000000
predicted=38.105236, expected=44.000000
predicted=40.673007, expected=20.000000
predicted=38.148941, expected=36.000000
predicted=35.320025, expected=84.000000
predicted=46.765892, expected=52.000000
predicted=44.856402, expected=48.000000
predicted=48.883639, expected=20.000000
predicted=39.787182, expected=40.000000
predicted=46.821924, expected=76.000000
predicted=57.116301, expected=40.000000
predicted=43.609349, expected=24.000000
predicted=42.240921, expected=36.000000
predicted=38.833960, expected=24.000000
predicted=37.988367, expected=60.000000
predicted=48.235170, expected=24.000000
predicted=32.027313, expected=20.000000
predicted=31.630933, expected=56.000000
predicted=38.886016, expected=48.000000
predicted=36.187433, expected=28.000000
predicted=40.130220, expected=32.000000
predicted=34.902245, expected=40.000000
predicted=36.206519, expected=20.000000
predicted=36.765570, expected=88.000000
predicted=48.267751, expected=36.000000
predicted=35.161810, expected=52.000000
predicted=46.862295, expected=40.000000
predicted=44.503633, expected=36.000000
predicted=43.236583, expected=40.000000
predicted=51.520371, expected=76.000000
predicted=48.129836, expected=60.000000
predicted=49.393286, expected=60.000000
predicted=52.345071, expected=48.000000
predicted=51.592040, expected=40.000000
predicted=52.454019, expected=44.000000
predicted=56.248230, expected=68.000000
predicted=55.118668, expected=36.000000
predicted=47.675077, expected=40.000000
predicted=47.401875, expected=60.000000
predicted=48.446932, expected=64.000000
predicted=51.195276, expected=44.000000
predicted=52.273653, expected=20.000000
predicted=42.460302, expected=40.000000
predicted=45.666549, expected=12.000000
predicted=38.337664, expected=44.000000
predicted=41.715846, expected=64.000000
predicted=38.544499, expected=52.000000
predicted=36.730983, expected=20.000000
predicted=37.606615, expected=48.000000
predicted=40.368735, expected=16.000000
predicted=37.498538, expected=28.000000
predicted=41.155510, expected=28.000000
predicted=33.014084, expected=36.000000
predicted=28.971550, expected=32.000000
predicted=32.389769, expected=12.000000
predicted=23.481926, expected=40.000000
predicted=31.384534, expected=28.000000
predicted=27.613381, expected=28.000000
predicted=30.248829, expected=12.000000
predicted=24.844879, expected=52.000000
predicted=30.165851, expected=12.000000
predicted=26.031305, expected=28.000000
predicted=28.830301, expected=24.000000
predicted=25.500132, expected=32.000000
predicted=25.824772, expected=36.000000
predicted=32.571851, expected=48.000000
predicted=29.613046, expected=28.000000
predicted=31.125558, expected=52.000000
predicted=37.919057, expected=16.000000
predicted=32.263124, expected=36.000000
predicted=37.812792, expected=48.000000
predicted=38.982564, expected=40.000000
predicted=35.243921, expected=68.000000
predicted=46.561119, expected=40.000000
predicted=37.499787, expected=52.000000
predicted=48.117374, expected=56.000000
predicted=50.524413, expected=28.000000
predicted=44.820527, expected=36.000000
predicted=49.247618, expected=64.000000
predicted=46.806104, expected=36.000000
predicted=43.501026, expected=64.000000
predicted=50.884135, expected=140.000000
predicted=63.829924, expected=180.000000
predicted=88.304703, expected=68.000000
predicted=84.545243, expected=60.000000
predicted=89.749151, expected=68.000000
predicted=92.582629, expected=40.000000
predicted=90.733235, expected=40.000000
predicted=82.989139, expected=60.000000
predicted=57.618523, expected=32.000000
predicted=47.391552, expected=8.000000
predicted=41.119433, expected=72.000000
predicted=46.858336, expected=20.000000
predicted=32.793485, expected=32.000000
predicted=41.473258, expected=32.000000
predicted=32.480157, expected=48.000000
predicted=33.741185, expected=44.000000
predicted=43.719957, expected=64.000000
predicted=41.416801, expected=20.000000
predicted=36.162260, expected=32.000000
predicted=40.609723, expected=36.000000
predicted=40.244162, expected=56.000000
predicted=43.088040, expected=24.000000
predicted=38.470781, expected=40.000000
predicted=35.730059, expected=48.000000
predicted=39.065677, expected=44.000000
predicted=40.375592, expected=52.000000
predicted=46.548247, expected=60.000000
predicted=44.365027, expected=28.000000
predicted=42.433074, expected=56.000000
predicted=50.745189, expected=40.000000
predicted=44.256649, expected=40.000000
predicted=46.334943, expected=40.000000
predicted=45.373826, expected=44.000000
predicted=40.212733, expected=32.000000
predicted=41.938231, expected=56.000000
predicted=44.094506, expected=68.000000
predicted=47.423902, expected=100.000000
predicted=59.811702, expected=44.000000
predicted=53.531480, expected=32.000000
predicted=53.566893, expected=44.000000
predicted=56.550247, expected=52.000000
predicted=55.754225, expected=36.000000
predicted=53.525825, expected=84.000000
predicted=53.537654, expected=44.000000
predicted=44.297952, expected=68.000000
predicted=57.183883, expected=68.000000
predicted=58.665482, expected=40.000000
predicted=52.316700, expected=80.000000
predicted=69.515096, expected=64.000000
predicted=57.515566, expected=84.000000
predicted=70.039877, expected=48.000000
predicted=62.209681, expected=68.000000
predicted=63.879677, expected=44.000000
predicted=63.009887, expected=136.000000
predicted=80.597340, expected=60.000000
predicted=69.383615, expected=32.000000
predicted=63.056218, expected=16.000000
predicted=58.203119, expected=24.000000
predicted=47.620596, expected=36.000000
predicted=56.485507, expected=60.000000
predicted=42.043218, expected=24.000000
predicted=30.190052, expected=44.000000
predicted=35.218316, expected=76.000000
predicted=45.276955, expected=12.000000
predicted=36.111784, expected=36.000000
predicted=46.358666, expected=56.000000
predicted=40.511873, expected=32.000000
predicted=39.793699, expected=40.000000
predicted=46.677379, expected=48.000000
predicted=35.957246, expected=80.000000
predicted=50.416227, expected=44.000000
predicted=48.697720, expected=40.000000
predicted=46.978010, expected=36.000000
predicted=46.465115, expected=60.000000
predicted=51.627070, expected=32.000000
Test MSE: 471.354
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038])]
predicted=56.569526, expected=52.000000
predicted=58.142605, expected=84.000000
predicted=65.067210, expected=68.000000
predicted=59.508573, expected=16.000000
predicted=54.224814, expected=64.000000
predicted=59.031400, expected=44.000000
predicted=50.952187, expected=40.000000
predicted=51.105638, expected=64.000000
predicted=55.363471, expected=80.000000
predicted=50.673310, expected=64.000000
predicted=60.946436, expected=44.000000
predicted=55.580580, expected=36.000000
predicted=51.584946, expected=32.000000
predicted=49.645642, expected=40.000000
predicted=48.952518, expected=32.000000
predicted=41.270191, expected=80.000000
predicted=48.623462, expected=20.000000
predicted=37.940915, expected=12.000000
predicted=32.865394, expected=16.000000
predicted=33.163098, expected=12.000000
predicted=22.269801, expected=16.000000
predicted=28.706149, expected=72.000000
predicted=30.717559, expected=56.000000
predicted=32.772103, expected=28.000000
predicted=32.686845, expected=20.000000
predicted=32.913576, expected=28.000000
predicted=31.327926, expected=28.000000
predicted=38.370072, expected=24.000000
predicted=31.819357, expected=40.000000
predicted=30.144198, expected=40.000000
predicted=30.387497, expected=48.000000
predicted=36.071168, expected=92.000000
predicted=51.696026, expected=36.000000
predicted=43.644411, expected=60.000000
predicted=53.830874, expected=32.000000
predicted=49.104235, expected=60.000000
predicted=51.152520, expected=48.000000
predicted=58.609951, expected=48.000000
predicted=45.085719, expected=20.000000
predicted=44.294196, expected=16.000000
predicted=32.454618, expected=48.000000
predicted=42.064718, expected=36.000000
predicted=35.461675, expected=28.000000
predicted=33.911864, expected=52.000000
predicted=36.385605, expected=44.000000
predicted=35.447731, expected=28.000000
predicted=38.615794, expected=12.000000
predicted=31.711624, expected=48.000000
predicted=35.103365, expected=40.000000
predicted=37.858282, expected=24.000000
predicted=32.292091, expected=32.000000
predicted=32.683073, expected=52.000000
predicted=33.964303, expected=36.000000
predicted=38.402627, expected=36.000000
predicted=37.849649, expected=12.000000
predicted=29.346695, expected=36.000000
predicted=32.620719, expected=48.000000
predicted=39.174504, expected=36.000000
predicted=33.476072, expected=20.000000
predicted=32.023166, expected=20.000000
predicted=26.245402, expected=24.000000
predicted=28.874187, expected=48.000000
predicted=35.080047, expected=36.000000
predicted=32.119827, expected=44.000000
predicted=33.302567, expected=36.000000
predicted=34.887943, expected=24.000000
predicted=31.936252, expected=44.000000
predicted=40.468609, expected=24.000000
predicted=32.561495, expected=32.000000
predicted=34.076544, expected=40.000000
predicted=35.363493, expected=40.000000
predicted=32.776735, expected=32.000000
predicted=36.354743, expected=32.000000
predicted=32.713739, expected=40.000000
predicted=35.938345, expected=16.000000
predicted=30.976831, expected=56.000000
predicted=39.042714, expected=28.000000
predicted=33.261461, expected=20.000000
predicted=29.458053, expected=44.000000
predicted=37.721632, expected=36.000000
predicted=30.158468, expected=16.000000
predicted=33.040160, expected=8.000000
predicted=24.370038, expected=44.000000
predicted=28.249977, expected=32.000000
predicted=30.103027, expected=32.000000
predicted=29.467316, expected=68.000000
predicted=38.633710, expected=32.000000
predicted=32.284285, expected=48.000000
predicted=44.228964, expected=36.000000
predicted=41.334381, expected=16.000000
predicted=32.872328, expected=20.000000
predicted=37.714829, expected=36.000000
predicted=30.560972, expected=20.000000
predicted=28.557451, expected=40.000000
predicted=30.918999, expected=28.000000
predicted=26.597559, expected=28.000000
predicted=27.107367, expected=52.000000
predicted=37.565248, expected=28.000000
predicted=30.256779, expected=44.000000
predicted=38.424864, expected=36.000000
predicted=36.264827, expected=40.000000
predicted=36.133865, expected=36.000000
predicted=40.840059, expected=36.000000
predicted=35.303044, expected=48.000000
predicted=41.532221, expected=28.000000
predicted=35.778786, expected=40.000000
predicted=38.564632, expected=16.000000
predicted=32.016702, expected=28.000000
predicted=31.020150, expected=16.000000
predicted=29.275440, expected=12.000000
predicted=20.721656, expected=60.000000
predicted=34.077030, expected=24.000000
predicted=24.448828, expected=64.000000
predicted=38.174579, expected=32.000000
predicted=35.300472, expected=32.000000
predicted=33.005693, expected=16.000000
predicted=38.525682, expected=28.000000
predicted=28.878802, expected=20.000000
predicted=32.723015, expected=24.000000
predicted=24.840555, expected=4.000000
predicted=19.912860, expected=28.000000
predicted=19.837057, expected=52.000000
predicted=29.489033, expected=56.000000
predicted=33.026499, expected=44.000000
predicted=37.491998, expected=28.000000
predicted=33.141645, expected=32.000000
predicted=37.440493, expected=48.000000
predicted=43.427587, expected=76.000000
predicted=51.344278, expected=40.000000
predicted=45.141087, expected=40.000000
predicted=43.383242, expected=48.000000
predicted=46.825408, expected=36.000000
predicted=44.210995, expected=36.000000
predicted=47.229147, expected=40.000000
predicted=40.101225, expected=40.000000
predicted=39.257386, expected=48.000000
predicted=42.888284, expected=16.000000
predicted=33.633633, expected=24.000000
predicted=32.508006, expected=24.000000
predicted=31.165575, expected=28.000000
predicted=28.699283, expected=16.000000
predicted=26.947559, expected=32.000000
predicted=23.742388, expected=24.000000
predicted=24.574908, expected=32.000000
predicted=26.159235, expected=44.000000
predicted=32.058165, expected=40.000000
predicted=31.117634, expected=24.000000
predicted=32.196904, expected=48.000000
predicted=36.454749, expected=48.000000
predicted=39.480660, expected=40.000000
predicted=40.538046, expected=36.000000
predicted=40.339277, expected=24.000000
predicted=33.526361, expected=24.000000
predicted=34.984005, expected=52.000000
predicted=39.563218, expected=8.000000
predicted=27.993959, expected=24.000000
predicted=28.245777, expected=20.000000
predicted=25.090848, expected=28.000000
predicted=23.610000, expected=28.000000
predicted=29.862934, expected=24.000000
predicted=21.040858, expected=36.000000
predicted=28.075326, expected=32.000000
predicted=27.893206, expected=44.000000
predicted=33.294578, expected=48.000000
predicted=37.259220, expected=28.000000
predicted=33.591111, expected=44.000000
predicted=39.697041, expected=40.000000
predicted=38.681454, expected=20.000000
predicted=34.667588, expected=48.000000
predicted=40.643221, expected=36.000000
predicted=34.860345, expected=24.000000
predicted=33.935151, expected=28.000000
predicted=33.762091, expected=16.000000
predicted=25.119174, expected=36.000000
predicted=32.372490, expected=32.000000
predicted=29.794098, expected=36.000000
predicted=29.050355, expected=48.000000
predicted=35.476849, expected=32.000000
predicted=31.836163, expected=16.000000
predicted=31.559385, expected=48.000000
predicted=36.647818, expected=32.000000
predicted=33.866948, expected=20.000000
predicted=31.989205, expected=52.000000
predicted=36.893822, expected=60.000000
predicted=38.140812, expected=36.000000
predicted=41.607328, expected=20.000000
predicted=36.002221, expected=24.000000
predicted=32.013009, expected=40.000000
predicted=37.912107, expected=20.000000
predicted=32.926499, expected=36.000000
predicted=31.205797, expected=36.000000
predicted=29.991292, expected=32.000000
predicted=30.023511, expected=36.000000
predicted=35.138937, expected=32.000000
predicted=30.906674, expected=16.000000
predicted=29.407743, expected=12.000000
predicted=25.777658, expected=44.000000
predicted=30.087959, expected=36.000000
predicted=29.956277, expected=36.000000
predicted=31.072267, expected=24.000000
predicted=28.194769, expected=12.000000
predicted=23.276624, expected=48.000000
predicted=35.567720, expected=44.000000
predicted=34.227725, expected=24.000000
predicted=30.980668, expected=28.000000
predicted=31.068473, expected=36.000000
predicted=30.070574, expected=28.000000
predicted=33.756045, expected=24.000000
predicted=31.179203, expected=24.000000
predicted=26.762839, expected=36.000000
predicted=29.434351, expected=28.000000
predicted=29.486551, expected=20.000000
predicted=26.084128, expected=40.000000
predicted=30.167349, expected=44.000000
predicted=32.370941, expected=20.000000
predicted=30.264841, expected=24.000000
predicted=29.606098, expected=24.000000
predicted=26.861589, expected=56.000000
predicted=36.498052, expected=76.000000
predicted=46.225979, expected=20.000000
predicted=34.027584, expected=8.000000
predicted=32.237296, expected=24.000000
predicted=32.188225, expected=48.000000
predicted=37.984259, expected=24.000000
predicted=35.052811, expected=20.000000
predicted=24.414462, expected=56.000000
predicted=32.684172, expected=44.000000
predicted=34.645723, expected=24.000000
predicted=35.729312, expected=40.000000
predicted=36.446504, expected=28.000000
predicted=32.002888, expected=36.000000
predicted=38.195736, expected=52.000000
predicted=40.469522, expected=32.000000
predicted=33.431942, expected=24.000000
predicted=34.926565, expected=60.000000
predicted=41.196851, expected=32.000000
predicted=36.671500, expected=40.000000
predicted=41.221867, expected=20.000000
predicted=34.012908, expected=44.000000
predicted=35.135651, expected=48.000000
predicted=43.102078, expected=64.000000
predicted=42.893434, expected=24.000000
predicted=39.335714, expected=84.000000
predicted=50.425079, expected=72.000000
predicted=57.395308, expected=20.000000
predicted=46.460052, expected=44.000000
predicted=54.949657, expected=20.000000
predicted=37.506703, expected=24.000000
predicted=41.871880, expected=16.000000
predicted=34.130068, expected=40.000000
predicted=26.987988, expected=12.000000
predicted=25.516041, expected=44.000000
predicted=27.847681, expected=24.000000
predicted=26.970933, expected=20.000000
predicted=23.383451, expected=8.000000
predicted=25.078212, expected=12.000000
predicted=16.827047, expected=24.000000
predicted=23.270882, expected=20.000000
predicted=18.001299, expected=36.000000
predicted=22.562624, expected=28.000000
predicted=21.848098, expected=16.000000
predicted=21.033736, expected=56.000000
predicted=33.635208, expected=20.000000
predicted=26.734038, expected=40.000000
predicted=33.945244, expected=28.000000
predicted=32.244116, expected=52.000000
predicted=34.185068, expected=40.000000
predicted=41.676223, expected=12.000000
predicted=28.386025, expected=12.000000
predicted=29.905644, expected=36.000000
predicted=29.125682, expected=32.000000
predicted=30.654022, expected=32.000000
predicted=29.337150, expected=32.000000
predicted=27.089231, expected=84.000000
predicted=41.890089, expected=12.000000
predicted=34.854193, expected=20.000000
predicted=34.196190, expected=48.000000
predicted=40.307538, expected=8.000000
predicted=26.307206, expected=40.000000
predicted=40.437265, expected=40.000000
predicted=28.947467, expected=16.000000
predicted=24.956342, expected=32.000000
predicted=33.853643, expected=24.000000
predicted=24.305533, expected=24.000000
predicted=28.366451, expected=24.000000
predicted=27.915832, expected=44.000000
predicted=28.010765, expected=36.000000
predicted=31.427440, expected=28.000000
predicted=29.855596, expected=20.000000
predicted=28.702082, expected=36.000000
predicted=30.579772, expected=32.000000
predicted=32.648987, expected=16.000000
predicted=27.000095, expected=24.000000
predicted=26.631351, expected=24.000000
predicted=24.029781, expected=24.000000
predicted=25.632912, expected=8.000000
predicted=20.840085, expected=28.000000
predicted=21.100706, expected=32.000000
predicted=23.932881, expected=16.000000
predicted=20.943807, expected=24.000000
predicted=23.605802, expected=32.000000
predicted=23.044822, expected=36.000000
predicted=28.176558, expected=28.000000
predicted=28.945507, expected=32.000000
predicted=28.204686, expected=24.000000
predicted=28.277274, expected=20.000000
predicted=27.374859, expected=16.000000
predicted=25.379613, expected=24.000000
predicted=23.565754, expected=80.000000
predicted=38.040565, expected=32.000000
predicted=32.004468, expected=32.000000
predicted=34.755059, expected=44.000000
predicted=39.202346, expected=36.000000
predicted=36.565527, expected=8.000000
predicted=38.153798, expected=44.000000
predicted=34.428966, expected=48.000000
predicted=35.250820, expected=32.000000
predicted=34.814616, expected=20.000000
predicted=32.659063, expected=72.000000
predicted=39.167204, expected=16.000000
predicted=34.893299, expected=20.000000
predicted=34.746604, expected=36.000000
predicted=34.694885, expected=44.000000
predicted=30.902196, expected=32.000000
predicted=39.456930, expected=56.000000
predicted=36.614504, expected=16.000000
predicted=30.887465, expected=16.000000
predicted=31.379301, expected=52.000000
predicted=38.837141, expected=40.000000
predicted=32.782629, expected=52.000000
predicted=42.743752, expected=48.000000
predicted=38.912193, expected=36.000000
predicted=37.728925, expected=60.000000
predicted=50.402079, expected=36.000000
predicted=43.134135, expected=4.000000
predicted=36.088271, expected=16.000000
predicted=33.159167, expected=28.000000
predicted=27.477167, expected=24.000000
predicted=28.136335, expected=24.000000
predicted=24.442651, expected=48.000000
predicted=26.012999, expected=20.000000
predicted=24.656856, expected=48.000000
predicted=34.421605, expected=48.000000
predicted=36.620037, expected=56.000000
predicted=40.314346, expected=32.000000
predicted=43.158172, expected=16.000000
predicted=33.077487, expected=52.000000
predicted=43.395157, expected=16.000000
predicted=32.779611, expected=36.000000
predicted=36.520215, expected=12.000000
predicted=27.001851, expected=32.000000
predicted=25.197028, expected=36.000000
predicted=33.311464, expected=16.000000
predicted=22.054988, expected=20.000000
predicted=26.829006, expected=20.000000
predicted=21.114251, expected=40.000000
predicted=27.891095, expected=32.000000
predicted=28.693298, expected=20.000000
predicted=24.114883, expected=16.000000
predicted=24.298188, expected=24.000000
predicted=23.817382, expected=44.000000
predicted=30.822477, expected=20.000000
predicted=25.612893, expected=32.000000
predicted=27.403879, expected=24.000000
predicted=26.102390, expected=44.000000
predicted=31.075752, expected=24.000000
predicted=31.812335, expected=36.000000
predicted=30.070503, expected=48.000000
predicted=36.681981, expected=16.000000
predicted=28.641038, expected=52.000000
predicted=40.012104, expected=84.000000
predicted=46.453672, expected=76.000000
predicted=52.899225, expected=40.000000
predicted=54.225532, expected=52.000000
predicted=52.618123, expected=32.000000
predicted=51.157046, expected=48.000000
predicted=54.483730, expected=48.000000
predicted=51.160081, expected=60.000000
predicted=47.001471, expected=28.000000
predicted=44.213901, expected=32.000000
predicted=39.901305, expected=44.000000
predicted=43.515243, expected=36.000000
predicted=39.129635, expected=36.000000
predicted=40.987453, expected=44.000000
predicted=37.454924, expected=12.000000
predicted=30.615617, expected=28.000000
predicted=33.662236, expected=36.000000
predicted=32.215602, expected=32.000000
predicted=30.085798, expected=24.000000
predicted=30.982419, expected=28.000000
predicted=26.135199, expected=28.000000
predicted=28.498077, expected=40.000000
predicted=32.257994, expected=32.000000
predicted=31.120810, expected=84.000000
predicted=44.028005, expected=12.000000
predicted=34.286870, expected=8.000000
predicted=31.608666, expected=16.000000
predicted=31.872041, expected=28.000000
predicted=25.033361, expected=32.000000
predicted=34.122324, expected=28.000000
predicted=21.702164, expected=32.000000
predicted=24.636481, expected=44.000000
predicted=30.785142, expected=52.000000
predicted=37.207885, expected=20.000000
predicted=33.266004, expected=48.000000
predicted=38.961261, expected=56.000000
predicted=42.492084, expected=20.000000
predicted=36.612926, expected=44.000000
predicted=43.426959, expected=28.000000
predicted=33.269265, expected=28.000000
predicted=35.370531, expected=20.000000
predicted=33.784056, expected=24.000000
predicted=25.327152, expected=20.000000
predicted=27.276673, expected=52.000000
predicted=30.955029, expected=24.000000
predicted=27.597141, expected=44.000000
predicted=32.190677, expected=40.000000
predicted=35.189373, expected=64.000000
predicted=40.754737, expected=48.000000
predicted=47.348227, expected=24.000000
predicted=38.008563, expected=40.000000
predicted=44.028047, expected=44.000000
predicted=41.363535, expected=36.000000
predicted=42.213881, expected=8.000000
predicted=32.412031, expected=24.000000
predicted=28.314530, expected=12.000000
predicted=24.834886, expected=20.000000
predicted=23.368075, expected=36.000000
predicted=25.767735, expected=24.000000
predicted=19.624442, expected=8.000000
predicted=20.319694, expected=20.000000
predicted=20.070496, expected=24.000000
Test MSE: 264.230
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572])]
predicted=109.109261, expected=72.000000
predicted=96.965111, expected=116.000000
predicted=106.662053, expected=104.000000
predicted=107.553389, expected=68.000000
predicted=96.825535, expected=68.000000
predicted=85.855620, expected=284.000000
predicted=138.910132, expected=92.000000
predicted=129.154941, expected=132.000000
predicted=121.302688, expected=116.000000
predicted=116.708878, expected=84.000000
predicted=120.582080, expected=132.000000
predicted=145.159893, expected=128.000000
predicted=116.198799, expected=124.000000
predicted=122.310286, expected=108.000000
predicted=113.626515, expected=180.000000
predicted=130.027628, expected=172.000000
predicted=147.991929, expected=52.000000
predicted=118.955300, expected=88.000000
predicted=109.409906, expected=88.000000
predicted=108.443421, expected=104.000000
predicted=118.253451, expected=52.000000
predicted=91.886654, expected=120.000000
predicted=84.849026, expected=108.000000
predicted=96.712413, expected=80.000000
predicted=91.739487, expected=92.000000
predicted=91.026494, expected=64.000000
predicted=80.521709, expected=88.000000
predicted=91.884992, expected=76.000000
predicted=84.836225, expected=60.000000
predicted=74.566532, expected=128.000000
predicted=89.636895, expected=100.000000
predicted=89.608124, expected=120.000000
predicted=99.167214, expected=132.000000
predicted=105.073473, expected=104.000000
predicted=105.593083, expected=88.000000
predicted=108.292687, expected=156.000000
predicted=119.338934, expected=112.000000
predicted=120.833895, expected=112.000000
predicted=117.499803, expected=52.000000
predicted=94.872701, expected=68.000000
predicted=90.062108, expected=120.000000
predicted=107.314935, expected=100.000000
predicted=99.172547, expected=128.000000
predicted=102.420800, expected=80.000000
predicted=87.957116, expected=96.000000
predicted=95.009938, expected=92.000000
predicted=101.110056, expected=64.000000
predicted=90.000220, expected=152.000000
predicted=108.558981, expected=100.000000
predicted=100.338975, expected=116.000000
predicted=104.964723, expected=112.000000
predicted=104.516103, expected=88.000000
predicted=101.284520, expected=88.000000
predicted=107.079927, expected=92.000000
predicted=97.436068, expected=148.000000
predicted=113.739531, expected=120.000000
predicted=112.872051, expected=160.000000
predicted=120.927595, expected=88.000000
predicted=111.359476, expected=44.000000
predicted=96.306113, expected=88.000000
predicted=102.332666, expected=120.000000
predicted=108.036558, expected=120.000000
predicted=112.237178, expected=104.000000
predicted=95.524102, expected=88.000000
predicted=89.067921, expected=92.000000
predicted=98.366482, expected=92.000000
predicted=101.887695, expected=132.000000
predicted=109.555096, expected=124.000000
predicted=109.824184, expected=140.000000
predicted=114.800656, expected=100.000000
predicted=110.368180, expected=160.000000
predicted=126.217123, expected=204.000000
predicted=153.096741, expected=120.000000
predicted=141.861398, expected=100.000000
predicted=128.753613, expected=28.000000
predicted=100.625559, expected=120.000000
predicted=120.631684, expected=120.000000
predicted=123.811595, expected=92.000000
predicted=100.441034, expected=72.000000
predicted=84.216619, expected=92.000000
predicted=83.027660, expected=116.000000
predicted=105.619886, expected=104.000000
predicted=102.844066, expected=92.000000
predicted=93.782411, expected=96.000000
predicted=92.940944, expected=128.000000
predicted=107.305258, expected=120.000000
predicted=112.900122, expected=92.000000
predicted=103.612026, expected=96.000000
predicted=100.224822, expected=124.000000
predicted=110.293300, expected=100.000000
predicted=111.155769, expected=80.000000
predicted=99.122278, expected=96.000000
predicted=95.434323, expected=104.000000
predicted=100.816093, expected=88.000000
predicted=99.264980, expected=72.000000
predicted=87.014563, expected=100.000000
predicted=89.555107, expected=136.000000
predicted=105.418707, expected=40.000000
predicted=85.979090, expected=116.000000
predicted=91.085249, expected=124.000000
predicted=101.026604, expected=112.000000
predicted=108.611903, expected=100.000000
predicted=104.291438, expected=100.000000
predicted=94.974691, expected=72.000000
predicted=99.797877, expected=80.000000
predicted=95.427295, expected=128.000000
predicted=103.039606, expected=120.000000
predicted=105.412384, expected=64.000000
predicted=90.625625, expected=76.000000
predicted=83.764291, expected=88.000000
predicted=90.549567, expected=132.000000
predicted=108.295593, expected=92.000000
predicted=98.025385, expected=148.000000
predicted=103.934136, expected=160.000000
predicted=121.413784, expected=84.000000
predicted=113.383169, expected=68.000000
predicted=104.653121, expected=112.000000
predicted=107.267834, expected=120.000000
predicted=119.899208, expected=92.000000
predicted=108.107959, expected=120.000000
predicted=99.968209, expected=76.000000
predicted=93.724755, expected=108.000000
predicted=104.398952, expected=108.000000
predicted=105.394771, expected=180.000000
predicted=123.318796, expected=108.000000
predicted=118.440431, expected=100.000000
predicted=107.897657, expected=120.000000
predicted=117.299187, expected=132.000000
predicted=126.162577, expected=100.000000
predicted=123.918837, expected=68.000000
predicted=98.242566, expected=124.000000
predicted=107.117378, expected=120.000000
predicted=114.313852, expected=84.000000
predicted=104.256646, expected=108.000000
predicted=99.539103, expected=136.000000
predicted=109.085968, expected=100.000000
predicted=112.746001, expected=76.000000
predicted=99.675089, expected=96.000000
predicted=96.607353, expected=100.000000
predicted=103.001136, expected=48.000000
predicted=89.045305, expected=124.000000
predicted=93.537756, expected=76.000000
predicted=86.424535, expected=56.000000
predicted=80.034135, expected=68.000000
predicted=75.703661, expected=52.000000
predicted=67.038277, expected=120.000000
predicted=89.496189, expected=80.000000
predicted=78.160259, expected=144.000000
predicted=93.012950, expected=148.000000
predicted=108.122820, expected=100.000000
predicted=105.534870, expected=112.000000
predicted=114.269367, expected=84.000000
predicted=105.260562, expected=108.000000
predicted=115.588631, expected=72.000000
predicted=101.685459, expected=112.000000
predicted=99.168969, expected=108.000000
predicted=101.738134, expected=84.000000
predicted=93.575018, expected=72.000000
predicted=88.917236, expected=84.000000
predicted=86.030516, expected=104.000000
predicted=96.528030, expected=148.000000
predicted=108.316912, expected=120.000000
predicted=105.858540, expected=144.000000
predicted=114.314490, expected=168.000000
predicted=131.790917, expected=104.000000
predicted=127.973178, expected=84.000000
predicted=120.264729, expected=124.000000
predicted=121.208314, expected=96.000000
predicted=119.269684, expected=96.000000
predicted=112.200573, expected=84.000000
predicted=95.200791, expected=100.000000
predicted=96.629070, expected=156.000000
predicted=117.062378, expected=96.000000
predicted=105.791885, expected=148.000000
predicted=116.159139, expected=80.000000
predicted=105.442774, expected=132.000000
predicted=118.314436, expected=120.000000
predicted=123.494805, expected=148.000000
predicted=124.543296, expected=96.000000
predicted=119.057789, expected=120.000000
predicted=113.277119, expected=136.000000
predicted=126.764659, expected=132.000000
predicted=127.598438, expected=176.000000
predicted=141.178816, expected=140.000000
predicted=134.377738, expected=72.000000
predicted=120.249747, expected=204.000000
predicted=147.272418, expected=140.000000
predicted=147.235228, expected=152.000000
predicted=150.274554, expected=64.000000
predicted=118.544746, expected=220.000000
predicted=145.774682, expected=236.000000
predicted=184.608120, expected=156.000000
predicted=163.928050, expected=200.000000
predicted=170.818864, expected=116.000000
predicted=155.019155, expected=124.000000
predicted=168.415944, expected=140.000000
predicted=160.272815, expected=152.000000
predicted=150.401040, expected=144.000000
predicted=148.699556, expected=100.000000
predicted=124.592745, expected=72.000000
predicted=113.055783, expected=92.000000
predicted=112.096167, expected=240.000000
predicted=149.502058, expected=92.000000
predicted=126.411388, expected=132.000000
predicted=118.463040, expected=160.000000
predicted=130.278623, expected=92.000000
predicted=130.633347, expected=124.000000
predicted=139.474649, expected=116.000000
predicted=117.368872, expected=144.000000
predicted=131.221742, expected=120.000000
predicted=127.113737, expected=136.000000
predicted=122.377545, expected=116.000000
predicted=124.469425, expected=100.000000
predicted=118.584630, expected=136.000000
predicted=126.228685, expected=100.000000
predicted=116.935874, expected=132.000000
predicted=121.600982, expected=160.000000
predicted=128.578394, expected=108.000000
predicted=121.973707, expected=124.000000
predicted=124.886078, expected=136.000000
predicted=126.109279, expected=244.000000
predicted=163.622572, expected=116.000000
predicted=148.651959, expected=192.000000
predicted=153.609404, expected=108.000000
predicted=146.325636, expected=180.000000
predicted=162.770858, expected=176.000000
predicted=173.823294, expected=140.000000
predicted=151.283704, expected=160.000000
predicted=158.366972, expected=164.000000
predicted=154.470660, expected=232.000000
predicted=183.583293, expected=132.000000
predicted=166.080792, expected=128.000000
predicted=151.986821, expected=176.000000
predicted=164.021748, expected=144.000000
predicted=163.334376, expected=120.000000
predicted=153.050114, expected=152.000000
predicted=141.000500, expected=192.000000
predicted=157.366413, expected=152.000000
predicted=158.524724, expected=232.000000
predicted=171.940205, expected=172.000000
predicted=170.947501, expected=208.000000
predicted=186.070476, expected=316.000000
predicted=224.213659, expected=252.000000
predicted=229.683907, expected=292.000000
predicted=250.752886, expected=100.000000
predicted=206.415555, expected=84.000000
predicted=185.970950, expected=96.000000
predicted=176.180439, expected=96.000000
predicted=150.260618, expected=108.000000
predicted=130.895301, expected=156.000000
predicted=114.060438, expected=76.000000
predicted=100.998008, expected=132.000000
predicted=110.344197, expected=148.000000
predicted=122.976572, expected=124.000000
predicted=126.545646, expected=160.000000
predicted=135.977494, expected=152.000000
predicted=134.343681, expected=128.000000
predicted=139.448465, expected=124.000000
predicted=135.640201, expected=80.000000
predicted=120.117456, expected=128.000000
predicted=127.240503, expected=92.000000
predicted=115.834203, expected=68.000000
predicted=98.699094, expected=92.000000
predicted=94.463633, expected=112.000000
predicted=98.031670, expected=88.000000
predicted=98.062911, expected=72.000000
predicted=84.280627, expected=68.000000
predicted=78.898322, expected=116.000000
predicted=94.306216, expected=96.000000
predicted=95.422493, expected=136.000000
predicted=101.845818, expected=116.000000
predicted=103.162191, expected=92.000000
predicted=101.523410, expected=100.000000
predicted=105.955811, expected=128.000000
predicted=113.143113, expected=92.000000
predicted=110.427171, expected=52.000000
predicted=89.504987, expected=100.000000
predicted=91.433753, expected=80.000000
predicted=91.881113, expected=124.000000
predicted=101.423327, expected=128.000000
predicted=101.723028, expected=124.000000
predicted=104.862541, expected=96.000000
predicted=106.107364, expected=92.000000
predicted=102.706664, expected=112.000000
predicted=111.830673, expected=60.000000
predicted=97.613582, expected=112.000000
predicted=99.656309, expected=64.000000
predicted=86.754425, expected=144.000000
predicted=103.133844, expected=80.000000
predicted=95.984736, expected=80.000000
predicted=86.953060, expected=168.000000
predicted=113.992315, expected=112.000000
predicted=112.516247, expected=84.000000
predicted=107.979225, expected=116.000000
predicted=103.473945, expected=108.000000
predicted=111.196772, expected=124.000000
predicted=121.362925, expected=120.000000
predicted=112.299613, expected=88.000000
predicted=103.719434, expected=112.000000
predicted=109.601676, expected=152.000000
predicted=122.268853, expected=132.000000
predicted=125.856423, expected=132.000000
predicted=123.882625, expected=92.000000
predicted=112.615299, expected=112.000000
predicted=118.447286, expected=120.000000
predicted=123.383089, expected=64.000000
predicted=104.127930, expected=108.000000
predicted=102.949972, expected=104.000000
predicted=100.772892, expected=80.000000
predicted=97.249050, expected=88.000000
predicted=91.981226, expected=108.000000
predicted=93.191927, expected=140.000000
predicted=111.114545, expected=100.000000
predicted=104.918247, expected=188.000000
predicted=125.215538, expected=172.000000
predicted=140.321917, expected=92.000000
predicted=129.067429, expected=104.000000
predicted=123.654359, expected=88.000000
predicted=116.495090, expected=136.000000
predicted=132.445912, expected=88.000000
predicted=112.807577, expected=120.000000
predicted=105.634210, expected=132.000000
predicted=113.865503, expected=104.000000
predicted=111.640601, expected=116.000000
predicted=115.116865, expected=116.000000
predicted=112.194081, expected=160.000000
predicted=130.159741, expected=84.000000
predicted=116.128521, expected=192.000000
predicted=134.422875, expected=84.000000
predicted=122.473945, expected=128.000000
predicted=125.254605, expected=176.000000
predicted=141.248879, expected=200.000000
predicted=154.948297, expected=152.000000
predicted=158.270698, expected=116.000000
predicted=135.605425, expected=88.000000
predicted=131.784707, expected=72.000000
predicted=123.966669, expected=56.000000
predicted=106.013892, expected=80.000000
predicted=91.914704, expected=104.000000
predicted=90.044774, expected=108.000000
predicted=90.183807, expected=140.000000
predicted=100.441211, expected=176.000000
predicted=120.826385, expected=136.000000
predicted=127.837128, expected=156.000000
predicted=137.710782, expected=120.000000
predicted=135.353157, expected=72.000000
predicted=123.176312, expected=152.000000
predicted=134.734097, expected=92.000000
predicted=120.282068, expected=116.000000
predicted=118.231766, expected=112.000000
predicted=109.847324, expected=100.000000
predicted=106.308121, expected=96.000000
predicted=108.995491, expected=112.000000
predicted=104.737918, expected=100.000000
predicted=106.086471, expected=76.000000
predicted=95.996276, expected=96.000000
predicted=94.676210, expected=96.000000
predicted=96.215656, expected=104.000000
predicted=99.385862, expected=168.000000
predicted=115.892374, expected=116.000000
predicted=113.413196, expected=192.000000
predicted=136.630065, expected=96.000000
predicted=125.417712, expected=168.000000
predicted=141.113525, expected=136.000000
predicted=145.535389, expected=96.000000
predicted=129.344430, expected=88.000000
predicted=120.762620, expected=84.000000
predicted=105.072170, expected=120.000000
predicted=116.664498, expected=60.000000
predicted=94.542820, expected=120.000000
predicted=96.018614, expected=148.000000
predicted=110.682161, expected=156.000000
predicted=124.320274, expected=156.000000
predicted=132.226433, expected=132.000000
predicted=128.084709, expected=152.000000
predicted=143.294193, expected=128.000000
predicted=143.134519, expected=112.000000
predicted=134.973615, expected=204.000000
predicted=153.895340, expected=56.000000
predicted=125.092519, expected=92.000000
predicted=114.524444, expected=92.000000
predicted=106.980540, expected=164.000000
predicted=128.048461, expected=120.000000
predicted=126.836951, expected=148.000000
predicted=116.159367, expected=124.000000
predicted=122.717431, expected=92.000000
predicted=117.881446, expected=136.000000
predicted=129.059357, expected=68.000000
predicted=109.550916, expected=156.000000
predicted=123.684819, expected=96.000000
predicted=112.662608, expected=124.000000
predicted=113.130729, expected=128.000000
predicted=118.802889, expected=84.000000
predicted=106.636571, expected=140.000000
predicted=121.665513, expected=132.000000
predicted=120.862227, expected=144.000000
predicted=129.811454, expected=68.000000
predicted=109.551809, expected=108.000000
predicted=107.220565, expected=64.000000
predicted=102.948536, expected=108.000000
predicted=103.942219, expected=104.000000
predicted=101.566683, expected=132.000000
predicted=103.263153, expected=192.000000
predicted=129.822859, expected=60.000000
predicted=107.222406, expected=136.000000
predicted=117.300439, expected=128.000000
predicted=124.823773, expected=84.000000
predicted=120.130234, expected=108.000000
predicted=114.068365, expected=80.000000
predicted=95.901498, expected=160.000000
predicted=121.659777, expected=88.000000
predicted=109.363554, expected=68.000000
predicted=92.321181, expected=136.000000
predicted=105.965554, expected=60.000000
predicted=97.256985, expected=84.000000
predicted=95.760247, expected=112.000000
predicted=91.962264, expected=132.000000
predicted=106.062408, expected=92.000000
predicted=103.722243, expected=144.000000
predicted=106.963945, expected=136.000000
predicted=120.495195, expected=64.000000
predicted=108.414616, expected=72.000000
predicted=96.983800, expected=76.000000
predicted=91.844147, expected=112.000000
predicted=103.631885, expected=104.000000
predicted=98.147349, expected=104.000000
predicted=91.299740, expected=72.000000
predicted=86.669686, expected=104.000000
predicted=94.217746, expected=112.000000
predicted=103.577864, expected=52.000000
predicted=87.966296, expected=68.000000
predicted=79.408907, expected=80.000000
Test MSE: 1499.719
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748])]
predicted=24.113256, expected=24.000000
predicted=23.719932, expected=20.000000
predicted=23.131176, expected=16.000000
predicted=23.519977, expected=24.000000
predicted=21.262139, expected=12.000000
predicted=21.329520, expected=40.000000
predicted=22.390105, expected=24.000000
predicted=24.663050, expected=44.000000
predicted=26.519495, expected=32.000000
predicted=31.218801, expected=12.000000
predicted=25.973196, expected=12.000000
predicted=25.272588, expected=32.000000
predicted=25.065439, expected=20.000000
predicted=26.256987, expected=40.000000
predicted=24.970704, expected=36.000000
predicted=27.270582, expected=36.000000
predicted=29.444589, expected=8.000000
predicted=28.297499, expected=20.000000
predicted=23.833652, expected=16.000000
predicted=25.663226, expected=28.000000
predicted=23.542735, expected=24.000000
predicted=23.369160, expected=32.000000
predicted=21.476286, expected=16.000000
predicted=23.147535, expected=44.000000
predicted=25.942558, expected=20.000000
predicted=29.005212, expected=28.000000
predicted=25.794591, expected=12.000000
predicted=25.487557, expected=20.000000
predicted=21.227433, expected=44.000000
predicted=29.053967, expected=40.000000
predicted=29.499867, expected=32.000000
predicted=30.099968, expected=16.000000
predicted=26.432812, expected=32.000000
predicted=28.817705, expected=20.000000
predicted=30.962369, expected=8.000000
predicted=23.235208, expected=28.000000
predicted=21.936202, expected=36.000000
predicted=24.531127, expected=24.000000
predicted=25.683607, expected=36.000000
predicted=25.484176, expected=28.000000
predicted=27.166348, expected=36.000000
predicted=30.841861, expected=32.000000
predicted=32.731606, expected=28.000000
predicted=30.141695, expected=56.000000
predicted=36.500832, expected=40.000000
predicted=38.724547, expected=20.000000
predicted=34.293602, expected=28.000000
predicted=32.306878, expected=56.000000
predicted=38.040576, expected=32.000000
predicted=40.476191, expected=20.000000
predicted=31.537396, expected=40.000000
predicted=31.936946, expected=12.000000
predicted=30.891535, expected=40.000000
predicted=31.960063, expected=24.000000
predicted=29.661490, expected=48.000000
predicted=29.930301, expected=40.000000
predicted=36.442459, expected=44.000000
predicted=34.433034, expected=36.000000
predicted=39.345074, expected=4.000000
predicted=30.737451, expected=40.000000
predicted=32.880333, expected=36.000000
predicted=34.987074, expected=40.000000
predicted=33.637730, expected=44.000000
predicted=34.847780, expected=20.000000
predicted=30.316915, expected=36.000000
predicted=34.336495, expected=24.000000
predicted=33.570445, expected=8.000000
predicted=26.974923, expected=16.000000
predicted=23.138184, expected=40.000000
predicted=24.230192, expected=36.000000
predicted=28.789724, expected=28.000000
predicted=26.029068, expected=24.000000
predicted=24.880998, expected=28.000000
predicted=27.782689, expected=12.000000
predicted=27.433047, expected=12.000000
predicted=21.704611, expected=24.000000
predicted=20.981232, expected=72.000000
predicted=30.856043, expected=24.000000
predicted=32.442035, expected=8.000000
predicted=22.490046, expected=20.000000
predicted=24.937422, expected=28.000000
predicted=28.499397, expected=20.000000
predicted=29.292151, expected=28.000000
predicted=21.496648, expected=36.000000
predicted=24.138621, expected=20.000000
predicted=25.533923, expected=28.000000
predicted=25.966385, expected=24.000000
predicted=26.117453, expected=20.000000
predicted=25.226710, expected=40.000000
predicted=28.350758, expected=40.000000
predicted=30.146286, expected=24.000000
predicted=29.461822, expected=12.000000
predicted=25.339072, expected=40.000000
predicted=28.358810, expected=12.000000
predicted=28.695182, expected=20.000000
predicted=23.133514, expected=28.000000
predicted=23.372268, expected=36.000000
predicted=24.831828, expected=48.000000
predicted=32.449321, expected=32.000000
predicted=30.392746, expected=44.000000
predicted=34.256857, expected=40.000000
predicted=38.663056, expected=8.000000
predicted=33.167215, expected=20.000000
predicted=29.639136, expected=40.000000
predicted=30.872602, expected=24.000000
predicted=30.099417, expected=32.000000
predicted=27.482940, expected=36.000000
predicted=27.341805, expected=16.000000
predicted=27.343464, expected=32.000000
predicted=29.178109, expected=24.000000
predicted=27.681694, expected=36.000000
predicted=28.980439, expected=36.000000
predicted=31.330564, expected=32.000000
predicted=29.303386, expected=52.000000
predicted=36.007615, expected=32.000000
predicted=36.255204, expected=40.000000
predicted=37.139812, expected=12.000000
predicted=33.571972, expected=44.000000
predicted=33.314747, expected=40.000000
predicted=38.646297, expected=28.000000
predicted=32.344500, expected=8.000000
predicted=27.852865, expected=12.000000
predicted=21.464800, expected=32.000000
predicted=27.146165, expected=16.000000
predicted=23.442431, expected=16.000000
predicted=18.098110, expected=24.000000
predicted=18.160532, expected=40.000000
predicted=23.965640, expected=12.000000
predicted=24.146470, expected=20.000000
predicted=19.919429, expected=16.000000
predicted=21.244403, expected=8.000000
predicted=18.620862, expected=8.000000
predicted=16.645523, expected=36.000000
predicted=16.999626, expected=28.000000
predicted=21.258716, expected=12.000000
predicted=17.815821, expected=16.000000
predicted=17.246707, expected=12.000000
predicted=17.780483, expected=20.000000
predicted=20.141611, expected=16.000000
predicted=17.846128, expected=28.000000
predicted=17.459294, expected=24.000000
predicted=20.319879, expected=8.000000
predicted=17.324735, expected=16.000000
predicted=17.669460, expected=24.000000
predicted=19.412728, expected=20.000000
predicted=20.289411, expected=12.000000
predicted=17.256747, expected=28.000000
predicted=17.820634, expected=28.000000
predicted=22.189068, expected=8.000000
predicted=19.618944, expected=24.000000
predicted=19.277689, expected=8.000000
predicted=17.925812, expected=8.000000
predicted=15.790531, expected=20.000000
predicted=16.280253, expected=16.000000
predicted=14.207444, expected=20.000000
predicted=16.239958, expected=12.000000
predicted=14.224161, expected=20.000000
predicted=15.442952, expected=8.000000
predicted=16.037977, expected=16.000000
predicted=14.474743, expected=28.000000
predicted=18.158586, expected=32.000000
predicted=20.333094, expected=20.000000
predicted=21.340692, expected=8.000000
predicted=17.629158, expected=12.000000
predicted=17.929402, expected=20.000000
predicted=19.668741, expected=20.000000
predicted=19.105867, expected=8.000000
predicted=14.645064, expected=24.000000
predicted=14.975553, expected=20.000000
predicted=18.004249, expected=12.000000
predicted=16.846922, expected=28.000000
predicted=18.845594, expected=24.000000
predicted=19.987649, expected=40.000000
predicted=25.182706, expected=24.000000
predicted=25.878065, expected=28.000000
predicted=25.113384, expected=8.000000
predicted=24.857908, expected=20.000000
predicted=22.118599, expected=12.000000
predicted=22.123901, expected=8.000000
predicted=15.485965, expected=24.000000
predicted=16.921514, expected=32.000000
predicted=18.486482, expected=36.000000
predicted=23.380039, expected=32.000000
predicted=25.084856, expected=8.000000
predicted=22.360661, expected=48.000000
predicted=29.123557, expected=16.000000
predicted=30.023576, expected=52.000000
predicted=31.002876, expected=20.000000
predicted=31.742030, expected=28.000000
predicted=26.185467, expected=36.000000
predicted=34.233975, expected=32.000000
predicted=30.439291, expected=44.000000
predicted=35.899662, expected=24.000000
predicted=31.216531, expected=16.000000
predicted=28.228424, expected=24.000000
predicted=28.390398, expected=16.000000
predicted=25.452638, expected=36.000000
predicted=26.563902, expected=40.000000
predicted=27.838362, expected=16.000000
predicted=24.753397, expected=8.000000
predicted=21.585053, expected=36.000000
predicted=24.613060, expected=24.000000
predicted=27.702756, expected=24.000000
predicted=24.396716, expected=8.000000
predicted=19.171224, expected=8.000000
predicted=16.122930, expected=12.000000
predicted=18.130785, expected=12.000000
predicted=14.443515, expected=12.000000
predicted=12.717587, expected=12.000000
predicted=10.678860, expected=32.000000
predicted=15.213277, expected=24.000000
predicted=18.794102, expected=16.000000
predicted=17.697636, expected=8.000000
predicted=16.575408, expected=24.000000
predicted=18.512752, expected=28.000000
predicted=22.940368, expected=28.000000
predicted=21.955570, expected=8.000000
predicted=18.555786, expected=12.000000
predicted=16.400625, expected=12.000000
predicted=18.231893, expected=32.000000
predicted=20.130540, expected=16.000000
predicted=19.270711, expected=44.000000
predicted=20.747128, expected=12.000000
predicted=22.783212, expected=24.000000
predicted=21.241211, expected=20.000000
predicted=25.298917, expected=12.000000
predicted=20.128206, expected=8.000000
predicted=19.333117, expected=24.000000
predicted=16.307787, expected=16.000000
predicted=18.063413, expected=24.000000
predicted=17.238627, expected=24.000000
predicted=18.825680, expected=24.000000
predicted=19.933431, expected=24.000000
predicted=22.848099, expected=28.000000
predicted=23.377699, expected=28.000000
predicted=25.634263, expected=20.000000
predicted=24.488022, expected=20.000000
predicted=23.329013, expected=28.000000
predicted=24.569517, expected=84.000000
predicted=36.994561, expected=36.000000
predicted=39.689884, expected=28.000000
predicted=33.496865, expected=60.000000
predicted=43.024974, expected=32.000000
predicted=44.727829, expected=12.000000
predicted=40.182108, expected=20.000000
predicted=29.854139, expected=16.000000
predicted=26.626202, expected=28.000000
predicted=27.632444, expected=36.000000
predicted=25.453368, expected=20.000000
predicted=22.415053, expected=12.000000
predicted=20.962395, expected=12.000000
predicted=19.476101, expected=4.000000
predicted=17.380763, expected=12.000000
predicted=15.235480, expected=8.000000
predicted=11.477099, expected=32.000000
predicted=13.835613, expected=16.000000
predicted=15.630917, expected=16.000000
predicted=13.968459, expected=28.000000
predicted=19.206014, expected=16.000000
predicted=19.296419, expected=16.000000
predicted=20.046048, expected=4.000000
predicted=15.359006, expected=12.000000
predicted=13.993104, expected=16.000000
predicted=15.620242, expected=20.000000
predicted=14.351431, expected=28.000000
predicted=17.070962, expected=28.000000
predicted=18.983832, expected=4.000000
predicted=17.464008, expected=28.000000
predicted=19.560849, expected=20.000000
predicted=22.106881, expected=16.000000
predicted=19.918452, expected=48.000000
predicted=25.277765, expected=8.000000
predicted=21.576875, expected=16.000000
predicted=20.583860, expected=12.000000
predicted=19.801934, expected=12.000000
predicted=17.224982, expected=16.000000
predicted=18.931655, expected=16.000000
predicted=13.455104, expected=16.000000
predicted=14.763719, expected=8.000000
predicted=13.076483, expected=24.000000
predicted=15.078671, expected=12.000000
predicted=15.920082, expected=28.000000
predicted=17.173369, expected=16.000000
predicted=18.287127, expected=4.000000
predicted=14.016480, expected=20.000000
predicted=16.725393, expected=20.000000
predicted=17.090623, expected=20.000000
predicted=18.277004, expected=20.000000
predicted=17.104822, expected=28.000000
predicted=18.830827, expected=16.000000
predicted=20.895360, expected=8.000000
predicted=17.569834, expected=48.000000
predicted=23.646746, expected=8.000000
predicted=22.754207, expected=24.000000
predicted=20.463147, expected=20.000000
predicted=21.375379, expected=28.000000
predicted=21.834846, expected=4.000000
predicted=22.390862, expected=20.000000
predicted=15.803632, expected=36.000000
predicted=23.073483, expected=12.000000
predicted=20.444105, expected=20.000000
predicted=19.395106, expected=4.000000
predicted=15.558090, expected=40.000000
predicted=21.164153, expected=12.000000
predicted=22.495271, expected=8.000000
predicted=14.376991, expected=12.000000
predicted=15.748961, expected=12.000000
predicted=13.819246, expected=32.000000
predicted=19.844841, expected=20.000000
predicted=17.382513, expected=28.000000
predicted=18.629893, expected=28.000000
predicted=22.787061, expected=32.000000
predicted=25.372635, expected=12.000000
predicted=25.277221, expected=16.000000
predicted=21.176588, expected=24.000000
predicted=23.153022, expected=24.000000
predicted=22.784632, expected=20.000000
predicted=21.579176, expected=28.000000
predicted=20.774723, expected=16.000000
predicted=21.433334, expected=20.000000
predicted=21.221801, expected=24.000000
predicted=22.160278, expected=28.000000
predicted=22.837306, expected=24.000000
predicted=23.781683, expected=16.000000
predicted=20.986584, expected=48.000000
predicted=26.854995, expected=16.000000
predicted=27.288203, expected=20.000000
predicted=23.744500, expected=36.000000
predicted=27.131605, expected=12.000000
predicted=24.430060, expected=36.000000
predicted=27.350406, expected=24.000000
predicted=25.126492, expected=12.000000
predicted=22.246800, expected=12.000000
predicted=21.163358, expected=16.000000
predicted=17.842582, expected=8.000000
predicted=17.631033, expected=44.000000
predicted=19.725894, expected=8.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=18.426368, expected=32.000000
predicted=18.778424, expected=28.000000
predicted=24.059046, expected=28.000000
predicted=24.191225, expected=40.000000
predicted=30.770055, expected=28.000000
predicted=27.903928, expected=20.000000
predicted=28.602827, expected=44.000000
predicted=31.057579, expected=20.000000
predicted=30.674942, expected=32.000000
predicted=29.726244, expected=32.000000
predicted=29.940429, expected=44.000000
predicted=32.051292, expected=20.000000
predicted=32.761813, expected=4.000000
predicted=23.437173, expected=20.000000
predicted=23.706218, expected=16.000000
predicted=22.425349, expected=36.000000
predicted=23.623217, expected=24.000000
predicted=21.565149, expected=16.000000
predicted=18.802434, expected=20.000000
predicted=21.439091, expected=16.000000
predicted=20.848976, expected=12.000000
predicted=20.098727, expected=8.000000
predicted=15.415871, expected=12.000000
predicted=13.397070, expected=28.000000
predicted=16.368179, expected=20.000000
predicted=17.094904, expected=8.000000
predicted=14.390563, expected=12.000000
predicted=13.824603, expected=16.000000
predicted=15.648203, expected=24.000000
predicted=18.267195, expected=16.000000
predicted=16.630428, expected=20.000000
predicted=15.813073, expected=20.000000
predicted=18.163548, expected=16.000000
predicted=18.441092, expected=20.000000
predicted=19.133710, expected=16.000000
predicted=17.995464, expected=36.000000
predicted=21.495210, expected=16.000000
predicted=21.689046, expected=20.000000
predicted=19.767709, expected=24.000000
predicted=22.108723, expected=4.000000
predicted=18.740165, expected=24.000000
predicted=19.682954, expected=8.000000
predicted=16.470774, expected=16.000000
predicted=15.077242, expected=8.000000
predicted=14.223175, expected=32.000000
predicted=15.077850, expected=16.000000
predicted=18.721500, expected=36.000000
predicted=19.181662, expected=40.000000
predicted=26.412511, expected=8.000000
predicted=23.291184, expected=8.000000
predicted=21.334803, expected=32.000000
predicted=22.668215, expected=12.000000
predicted=23.184885, expected=16.000000
predicted=18.739261, expected=12.000000
predicted=14.666660, expected=20.000000
predicted=16.066836, expected=20.000000
predicted=19.164613, expected=20.000000
predicted=16.816579, expected=16.000000
predicted=17.390815, expected=24.000000
predicted=18.475267, expected=16.000000
predicted=19.552873, expected=24.000000
predicted=19.692631, expected=40.000000
predicted=24.209562, expected=28.000000
predicted=25.741606, expected=44.000000
predicted=29.626677, expected=24.000000
predicted=30.100708, expected=24.000000
predicted=29.338729, expected=20.000000
predicted=29.443723, expected=24.000000
predicted=26.481425, expected=24.000000
predicted=26.743092, expected=20.000000
predicted=22.561044, expected=16.000000
predicted=20.943304, expected=20.000000
predicted=20.196893, expected=36.000000
predicted=23.721695, expected=24.000000
predicted=24.356615, expected=44.000000
predicted=26.943215, expected=8.000000
predicted=25.376583, expected=20.000000
predicted=23.095286, expected=16.000000
predicted=24.535946, expected=32.000000
predicted=23.497232, expected=36.000000
predicted=27.523035, expected=20.000000
predicted=22.456762, expected=20.000000
predicted=23.201183, expected=16.000000
predicted=22.643865, expected=20.000000
predicted=23.283858, expected=16.000000
predicted=21.315679, expected=28.000000
predicted=19.953241, expected=8.000000
predicted=18.386032, expected=16.000000
predicted=16.169988, expected=52.000000
predicted=24.293251, expected=36.000000
predicted=28.336772, expected=28.000000
predicted=28.107306, expected=8.000000
Test MSE: 144.952
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564])]
predicted=28.939543, expected=72.000000
predicted=43.675800, expected=76.000000
predicted=48.625977, expected=60.000000
predicted=45.436370, expected=32.000000
predicted=43.648515, expected=48.000000
predicted=35.383339, expected=44.000000
predicted=54.664582, expected=32.000000
predicted=49.015825, expected=88.000000
predicted=67.321978, expected=72.000000
predicted=52.320948, expected=4.000000
predicted=32.971192, expected=56.000000
predicted=54.502804, expected=52.000000
predicted=42.640786, expected=44.000000
predicted=56.030569, expected=40.000000
predicted=55.123597, expected=56.000000
predicted=34.936039, expected=24.000000
predicted=40.414444, expected=40.000000
predicted=44.687619, expected=92.000000
predicted=62.619985, expected=48.000000
predicted=43.531378, expected=28.000000
predicted=46.252425, expected=28.000000
predicted=35.801419, expected=48.000000
predicted=41.634203, expected=76.000000
predicted=70.688786, expected=44.000000
predicted=45.390756, expected=44.000000
predicted=41.692042, expected=60.000000
predicted=48.532355, expected=20.000000
predicted=36.247676, expected=36.000000
predicted=52.463419, expected=36.000000
predicted=40.162476, expected=104.000000
predicted=63.401716, expected=32.000000
predicted=46.587440, expected=44.000000
predicted=38.926258, expected=32.000000
predicted=43.232379, expected=36.000000
predicted=35.073735, expected=64.000000
predicted=71.719880, expected=64.000000
predicted=46.310576, expected=88.000000
predicted=63.007705, expected=44.000000
predicted=46.251803, expected=56.000000
predicted=51.918151, expected=44.000000
predicted=57.108761, expected=16.000000
predicted=40.826079, expected=32.000000
predicted=54.691591, expected=80.000000
predicted=54.954318, expected=44.000000
predicted=45.563274, expected=32.000000
predicted=41.023460, expected=24.000000
predicted=30.100337, expected=36.000000
predicted=34.265345, expected=4.000000
predicted=37.388979, expected=16.000000
predicted=27.688227, expected=72.000000
predicted=44.942074, expected=104.000000
predicted=54.692153, expected=52.000000
predicted=46.218241, expected=12.000000
predicted=26.018309, expected=52.000000
predicted=44.192461, expected=64.000000
predicted=59.911311, expected=32.000000
predicted=57.376978, expected=76.000000
predicted=62.219258, expected=36.000000
predicted=32.306458, expected=36.000000
predicted=44.283391, expected=24.000000
predicted=46.441157, expected=36.000000
predicted=33.587621, expected=60.000000
predicted=58.434769, expected=44.000000
predicted=38.500542, expected=56.000000
predicted=46.310588, expected=48.000000
predicted=41.170483, expected=64.000000
predicted=50.158468, expected=60.000000
predicted=58.673249, expected=20.000000
predicted=37.346929, expected=16.000000
predicted=39.965899, expected=52.000000
predicted=47.224449, expected=132.000000
predicted=80.737215, expected=44.000000
predicted=49.752138, expected=52.000000
predicted=47.445383, expected=36.000000
predicted=43.558965, expected=64.000000
predicted=54.659434, expected=12.000000
predicted=63.602675, expected=56.000000
predicted=47.655645, expected=48.000000
predicted=49.187484, expected=36.000000
predicted=34.278023, expected=44.000000
predicted=52.919749, expected=44.000000
predicted=32.591389, expected=36.000000
predicted=43.759189, expected=48.000000
predicted=46.603282, expected=32.000000
predicted=35.928105, expected=36.000000
predicted=39.446174, expected=60.000000
predicted=49.477643, expected=40.000000
predicted=37.810123, expected=44.000000
predicted=45.420795, expected=44.000000
predicted=41.767342, expected=40.000000
predicted=38.886573, expected=36.000000
predicted=46.205063, expected=52.000000
predicted=44.980273, expected=44.000000
predicted=43.006493, expected=24.000000
predicted=35.640705, expected=20.000000
predicted=33.487449, expected=32.000000
predicted=33.676706, expected=24.000000
predicted=33.436099, expected=52.000000
predicted=41.887799, expected=80.000000
predicted=48.214913, expected=68.000000
predicted=44.434245, expected=72.000000
predicted=56.213348, expected=36.000000
predicted=42.011876, expected=32.000000
predicted=47.041849, expected=32.000000
predicted=54.299623, expected=24.000000
predicted=41.418227, expected=48.000000
predicted=51.774569, expected=44.000000
predicted=38.076586, expected=36.000000
predicted=34.218445, expected=28.000000
predicted=33.762291, expected=32.000000
predicted=30.796850, expected=28.000000
predicted=35.975932, expected=148.000000
predicted=81.195421, expected=152.000000
predicted=86.532566, expected=76.000000
predicted=61.534450, expected=36.000000
predicted=60.457525, expected=32.000000
predicted=49.620270, expected=84.000000
predicted=100.305095, expected=56.000000
predicted=85.270067, expected=40.000000
predicted=54.926329, expected=76.000000
predicted=61.027118, expected=68.000000
predicted=51.992663, expected=80.000000
predicted=74.957528, expected=28.000000
predicted=49.165368, expected=48.000000
predicted=50.017133, expected=44.000000
predicted=58.782289, expected=32.000000
predicted=44.949046, expected=76.000000
predicted=69.226644, expected=88.000000
predicted=56.739641, expected=40.000000
predicted=45.913318, expected=72.000000
predicted=63.418516, expected=48.000000
predicted=48.409097, expected=76.000000
predicted=69.561033, expected=52.000000
predicted=67.453511, expected=80.000000
predicted=60.611788, expected=72.000000
predicted=71.310226, expected=88.000000
predicted=68.208871, expected=72.000000
predicted=75.133278, expected=80.000000
predicted=69.821711, expected=56.000000
predicted=70.822639, expected=64.000000
predicted=68.752166, expected=132.000000
predicted=101.398514, expected=196.000000
predicted=122.682778, expected=84.000000
predicted=86.743115, expected=44.000000
predicted=73.754623, expected=36.000000
predicted=73.234967, expected=16.000000
predicted=67.909456, expected=44.000000
predicted=94.886604, expected=96.000000
predicted=76.708264, expected=92.000000
predicted=61.882245, expected=56.000000
predicted=51.369720, expected=80.000000
predicted=60.634823, expected=40.000000
predicted=50.301814, expected=80.000000
predicted=81.038302, expected=72.000000
predicted=78.077170, expected=96.000000
predicted=72.657681, expected=120.000000
predicted=97.097525, expected=52.000000
predicted=55.738850, expected=44.000000
predicted=69.117137, expected=32.000000
predicted=59.268304, expected=36.000000
predicted=59.122040, expected=108.000000
predicted=96.303004, expected=140.000000
predicted=87.326974, expected=124.000000
predicted=84.260138, expected=36.000000
predicted=52.533666, expected=48.000000
predicted=60.509784, expected=40.000000
predicted=75.153558, expected=32.000000
predicted=71.827414, expected=76.000000
predicted=86.020995, expected=72.000000
predicted=52.773350, expected=96.000000
predicted=69.200935, expected=44.000000
predicted=49.771551, expected=36.000000
predicted=43.136766, expected=44.000000
predicted=61.566126, expected=44.000000
predicted=53.435108, expected=32.000000
predicted=55.959614, expected=84.000000
predicted=60.873401, expected=40.000000
predicted=39.781451, expected=28.000000
predicted=38.008342, expected=44.000000
predicted=48.149210, expected=32.000000
predicted=33.073386, expected=64.000000
predicted=64.285742, expected=28.000000
predicted=35.409085, expected=72.000000
predicted=49.538406, expected=64.000000
predicted=54.775285, expected=36.000000
predicted=36.945479, expected=28.000000
predicted=48.442706, expected=24.000000
predicted=31.395220, expected=32.000000
predicted=46.059387, expected=16.000000
predicted=35.149997, expected=108.000000
predicted=64.212539, expected=52.000000
predicted=40.552654, expected=60.000000
predicted=44.447717, expected=68.000000
predicted=58.526000, expected=44.000000
predicted=37.482518, expected=28.000000
predicted=63.129511, expected=8.000000
predicted=33.661646, expected=124.000000
predicted=81.252501, expected=80.000000
predicted=66.193133, expected=52.000000
predicted=49.224821, expected=80.000000
predicted=65.502968, expected=36.000000
predicted=35.149775, expected=48.000000
predicted=76.970895, expected=32.000000
predicted=55.103633, expected=32.000000
predicted=41.070581, expected=104.000000
predicted=80.413189, expected=36.000000
predicted=38.290689, expected=8.000000
predicted=32.631362, expected=24.000000
predicted=36.040578, expected=28.000000
predicted=30.371701, expected=48.000000
predicted=59.585117, expected=72.000000
predicted=48.814616, expected=80.000000
predicted=45.960447, expected=48.000000
predicted=42.223025, expected=44.000000
predicted=44.380825, expected=40.000000
predicted=48.539509, expected=28.000000
predicted=47.836664, expected=40.000000
predicted=53.649210, expected=64.000000
predicted=51.998374, expected=24.000000
predicted=34.153083, expected=32.000000
predicted=37.365977, expected=52.000000
predicted=42.056643, expected=44.000000
predicted=40.275254, expected=24.000000
predicted=41.124583, expected=20.000000
predicted=26.898432, expected=56.000000
predicted=42.772657, expected=36.000000
predicted=39.748773, expected=48.000000
predicted=43.047329, expected=60.000000
predicted=44.231739, expected=40.000000
predicted=34.372948, expected=20.000000
predicted=39.194029, expected=32.000000
predicted=36.850766, expected=52.000000
predicted=46.391353, expected=44.000000
predicted=46.017363, expected=32.000000
predicted=36.225685, expected=40.000000
predicted=34.302044, expected=48.000000
predicted=40.702709, expected=28.000000
predicted=38.407047, expected=88.000000
predicted=61.398540, expected=20.000000
predicted=30.772528, expected=52.000000
predicted=46.331915, expected=36.000000
predicted=45.214868, expected=16.000000
predicted=25.581889, expected=4.000000
predicted=40.883504, expected=28.000000
predicted=24.745697, expected=88.000000
predicted=58.214436, expected=36.000000
predicted=33.312998, expected=48.000000
predicted=36.148142, expected=20.000000
predicted=24.557792, expected=48.000000
predicted=39.688104, expected=16.000000
predicted=46.001180, expected=68.000000
predicted=47.440293, expected=60.000000
predicted=50.962333, expected=36.000000
predicted=31.726403, expected=28.000000
predicted=41.511380, expected=20.000000
predicted=25.704431, expected=52.000000
predicted=52.711433, expected=32.000000
predicted=41.035432, expected=44.000000
predicted=38.070032, expected=52.000000
predicted=41.296694, expected=24.000000
predicted=26.807005, expected=28.000000
predicted=39.371272, expected=36.000000
predicted=35.408286, expected=40.000000
predicted=38.772123, expected=40.000000
predicted=41.883690, expected=36.000000
predicted=32.099881, expected=56.000000
predicted=42.194410, expected=28.000000
predicted=34.067855, expected=32.000000
predicted=36.737785, expected=28.000000
predicted=35.502436, expected=32.000000
predicted=33.263747, expected=40.000000
predicted=42.877520, expected=28.000000
predicted=28.808686, expected=40.000000
predicted=35.447771, expected=12.000000
predicted=23.319694, expected=32.000000
predicted=31.299684, expected=36.000000
predicted=35.648609, expected=32.000000
predicted=28.694184, expected=20.000000
predicted=29.355889, expected=60.000000
predicted=36.571219, expected=48.000000
predicted=39.022302, expected=40.000000
predicted=37.813421, expected=24.000000
predicted=32.948488, expected=12.000000
predicted=22.415352, expected=16.000000
predicted=34.629322, expected=48.000000
predicted=41.110504, expected=40.000000
predicted=35.011943, expected=24.000000
predicted=24.973040, expected=28.000000
predicted=25.088071, expected=60.000000
predicted=38.676662, expected=28.000000
predicted=35.884253, expected=4.000000
predicted=24.151678, expected=24.000000
predicted=27.585866, expected=48.000000
predicted=35.125277, expected=48.000000
predicted=44.620161, expected=16.000000
predicted=24.019097, expected=32.000000
predicted=24.670594, expected=24.000000
predicted=27.133500, expected=36.000000
predicted=37.093416, expected=44.000000
predicted=41.367789, expected=44.000000
predicted=31.314800, expected=44.000000
predicted=38.431204, expected=20.000000
predicted=27.135017, expected=20.000000
predicted=30.372178, expected=20.000000
predicted=31.381072, expected=28.000000
predicted=31.843955, expected=36.000000
predicted=34.819381, expected=36.000000
predicted=27.679196, expected=84.000000
predicted=49.031409, expected=16.000000
predicted=24.182758, expected=28.000000
predicted=32.387872, expected=64.000000
predicted=51.234357, expected=20.000000
predicted=29.081072, expected=32.000000
predicted=50.219928, expected=136.000000
predicted=71.415419, expected=76.000000
predicted=51.869185, expected=48.000000
predicted=58.976195, expected=48.000000
predicted=50.091052, expected=36.000000
predicted=42.871721, expected=64.000000
predicted=84.791981, expected=28.000000
predicted=48.847529, expected=88.000000
predicted=63.246072, expected=48.000000
predicted=49.626275, expected=8.000000
predicted=29.047854, expected=60.000000
predicted=60.314144, expected=80.000000
predicted=52.612237, expected=36.000000
predicted=54.344167, expected=32.000000
predicted=43.836099, expected=40.000000
predicted=33.647488, expected=48.000000
predicted=49.949605, expected=36.000000
predicted=50.960912, expected=20.000000
predicted=30.730083, expected=24.000000
predicted=30.606111, expected=48.000000
predicted=40.733258, expected=12.000000
predicted=27.774213, expected=28.000000
predicted=30.920769, expected=36.000000
predicted=29.324695, expected=40.000000
predicted=30.464159, expected=56.000000
predicted=46.532991, expected=24.000000
predicted=23.901917, expected=12.000000
predicted=25.182152, expected=40.000000
predicted=38.076712, expected=68.000000
predicted=47.636863, expected=80.000000
predicted=58.782752, expected=40.000000
predicted=37.366699, expected=24.000000
predicted=30.613527, expected=28.000000
predicted=40.058833, expected=24.000000
predicted=42.313432, expected=32.000000
predicted=46.557393, expected=44.000000
predicted=38.071327, expected=28.000000
predicted=26.984702, expected=12.000000
predicted=23.002187, expected=12.000000
predicted=21.463223, expected=12.000000
predicted=21.362178, expected=20.000000
predicted=26.239919, expected=28.000000
predicted=23.952425, expected=72.000000
predicted=37.566103, expected=164.000000
predicted=79.502331, expected=340.000000
predicted=173.993918, expected=2152.000000
predicted=2315.496262, expected=500.000000
predicted=886.805675, expected=392.000000
predicted=528.700158, expected=464.000000
predicted=520.680714, expected=260.000000
predicted=506.656636, expected=208.000000
predicted=1096.580529, expected=92.000000
predicted=227.571994, expected=28.000000
predicted=151.936774, expected=48.000000
predicted=117.643212, expected=36.000000
predicted=73.983710, expected=64.000000
predicted=70.820187, expected=92.000000
predicted=70.963898, expected=92.000000
predicted=75.189676, expected=44.000000
predicted=60.974463, expected=28.000000
predicted=47.907838, expected=20.000000
predicted=38.405836, expected=60.000000
predicted=52.580630, expected=52.000000
predicted=50.164994, expected=56.000000
predicted=50.988683, expected=40.000000
predicted=42.963657, expected=16.000000
predicted=32.109506, expected=44.000000
predicted=41.239591, expected=40.000000
predicted=39.007342, expected=4.000000
predicted=25.097316, expected=12.000000
predicted=19.764934, expected=64.000000
predicted=37.736371, expected=64.000000
predicted=48.685487, expected=56.000000
predicted=51.119175, expected=40.000000
predicted=42.209923, expected=44.000000
predicted=44.624843, expected=44.000000
predicted=47.326095, expected=40.000000
predicted=44.856808, expected=64.000000
predicted=53.020522, expected=84.000000
predicted=64.056593, expected=36.000000
predicted=50.391036, expected=64.000000
predicted=58.809802, expected=32.000000
predicted=43.735194, expected=40.000000
predicted=48.084926, expected=68.000000
predicted=56.164822, expected=44.000000
predicted=47.555548, expected=44.000000
predicted=48.838531, expected=32.000000
predicted=38.302131, expected=52.000000
predicted=46.889594, expected=40.000000
predicted=43.892654, expected=32.000000
predicted=38.732632, expected=32.000000
predicted=35.397058, expected=36.000000
predicted=35.606897, expected=80.000000
predicted=56.456359, expected=20.000000
predicted=36.268556, expected=40.000000
predicted=41.657740, expected=16.000000
predicted=26.801521, expected=60.000000
predicted=46.393222, expected=20.000000
predicted=32.915311, expected=36.000000
predicted=34.989332, expected=84.000000
predicted=54.542079, expected=32.000000
predicted=41.500949, expected=24.000000
predicted=39.117301, expected=36.000000
predicted=33.962919, expected=28.000000
predicted=33.847857, expected=12.000000
predicted=27.767957, expected=24.000000
predicted=23.897897, expected=32.000000
predicted=26.554344, expected=20.000000
predicted=24.421012, expected=56.000000
predicted=38.225117, expected=8.000000
predicted=20.863214, expected=44.000000
predicted=35.798843, expected=24.000000
predicted=26.685741, expected=36.000000
predicted=33.837757, expected=32.000000
predicted=32.392213, expected=24.000000
predicted=27.255947, expected=24.000000
predicted=27.789714, expected=24.000000
predicted=25.216543, expected=12.000000
Test MSE: 20948.657
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427])]
predicted=76.466273, expected=20.000000
predicted=40.122139, expected=80.000000
predicted=70.202205, expected=92.000000
predicted=70.835690, expected=76.000000
predicted=54.862088, expected=40.000000
predicted=60.992631, expected=68.000000
predicted=57.135942, expected=8.000000
predicted=41.263456, expected=12.000000
predicted=49.192929, expected=96.000000
predicted=78.881579, expected=64.000000
predicted=37.978828, expected=44.000000
predicted=54.272752, expected=116.000000
predicted=75.318219, expected=84.000000
predicted=48.114291, expected=12.000000
predicted=54.475186, expected=20.000000
predicted=57.758372, expected=40.000000
predicted=42.260598, expected=80.000000
predicted=75.965074, expected=48.000000
predicted=54.086169, expected=52.000000
predicted=41.141149, expected=52.000000
predicted=44.590442, expected=48.000000
predicted=44.226780, expected=28.000000
predicted=50.737067, expected=104.000000
predicted=74.735658, expected=80.000000
predicted=57.520814, expected=64.000000
predicted=59.324579, expected=20.000000
predicted=47.521677, expected=44.000000
predicted=45.708649, expected=64.000000
predicted=72.140638, expected=24.000000
predicted=41.577590, expected=128.000000
predicted=93.260956, expected=132.000000
predicted=70.787093, expected=60.000000
predicted=54.094764, expected=12.000000
predicted=60.543474, expected=32.000000
predicted=45.828471, expected=16.000000
predicted=56.040499, expected=24.000000
predicted=59.825953, expected=128.000000
predicted=84.401361, expected=88.000000
predicted=41.017003, expected=36.000000
predicted=42.787823, expected=84.000000
predicted=71.644026, expected=92.000000
predicted=58.554427, expected=64.000000
predicted=82.469144, expected=24.000000
predicted=61.630061, expected=84.000000
predicted=68.927591, expected=44.000000
predicted=53.718730, expected=56.000000
predicted=67.957657, expected=76.000000
predicted=71.254985, expected=72.000000
predicted=47.783620, expected=44.000000
predicted=62.339913, expected=40.000000
predicted=50.073301, expected=120.000000
predicted=85.916091, expected=60.000000
predicted=56.076627, expected=40.000000
predicted=60.933566, expected=48.000000
predicted=59.490893, expected=24.000000
predicted=31.991816, expected=52.000000
predicted=74.555322, expected=44.000000
predicted=46.620614, expected=112.000000
predicted=71.305035, expected=32.000000
predicted=37.589024, expected=56.000000
predicted=51.987286, expected=28.000000
predicted=47.125257, expected=40.000000
predicted=40.186574, expected=28.000000
predicted=60.505682, expected=40.000000
predicted=35.120262, expected=112.000000
predicted=76.672732, expected=80.000000
predicted=47.812330, expected=80.000000
predicted=66.067844, expected=60.000000
predicted=58.642969, expected=80.000000
predicted=65.831763, expected=88.000000
predicted=91.755743, expected=36.000000
predicted=56.347264, expected=104.000000
predicted=94.766873, expected=96.000000
predicted=73.829369, expected=8.000000
predicted=42.961295, expected=8.000000
predicted=61.160132, expected=188.000000
predicted=108.600425, expected=36.000000
predicted=40.390213, expected=60.000000
predicted=86.550363, expected=60.000000
predicted=59.528337, expected=60.000000
predicted=32.861447, expected=28.000000
predicted=91.666131, expected=116.000000
predicted=77.628966, expected=60.000000
predicted=52.269041, expected=60.000000
predicted=62.705652, expected=44.000000
predicted=62.621174, expected=104.000000
predicted=66.165349, expected=60.000000
predicted=75.252366, expected=76.000000
predicted=70.389632, expected=52.000000
predicted=63.035230, expected=64.000000
predicted=56.524620, expected=40.000000
predicted=67.862819, expected=16.000000
predicted=39.901622, expected=80.000000
predicted=74.568464, expected=56.000000
predicted=44.620026, expected=76.000000
predicted=65.034358, expected=68.000000
predicted=59.716004, expected=68.000000
predicted=47.982755, expected=8.000000
predicted=47.401441, expected=20.000000
predicted=44.890872, expected=48.000000
predicted=55.789179, expected=16.000000
predicted=29.640726, expected=36.000000
predicted=48.322963, expected=12.000000
predicted=14.866457, expected=52.000000
predicted=34.468536, expected=36.000000
predicted=36.612979, expected=68.000000
predicted=41.010518, expected=72.000000
predicted=53.506757, expected=52.000000
predicted=36.272751, expected=12.000000
predicted=40.023166, expected=76.000000
predicted=60.921992, expected=28.000000
predicted=39.360429, expected=92.000000
predicted=74.278782, expected=20.000000
predicted=38.430121, expected=32.000000
predicted=30.593374, expected=84.000000
predicted=77.903017, expected=16.000000
predicted=16.948186, expected=16.000000
predicted=54.205608, expected=16.000000
predicted=27.059540, expected=28.000000
predicted=23.933850, expected=48.000000
predicted=52.814237, expected=44.000000
predicted=28.064664, expected=20.000000
predicted=22.446859, expected=44.000000
predicted=36.040078, expected=44.000000
predicted=34.587774, expected=28.000000
predicted=34.354256, expected=20.000000
predicted=34.742652, expected=56.000000
predicted=39.249926, expected=32.000000
predicted=32.103479, expected=44.000000
predicted=42.628554, expected=44.000000
predicted=39.124620, expected=12.000000
predicted=19.065550, expected=44.000000
predicted=49.603942, expected=4.000000
predicted=17.694447, expected=36.000000
predicted=36.797516, expected=40.000000
predicted=37.786499, expected=92.000000
predicted=46.005150, expected=32.000000
predicted=36.194235, expected=28.000000
predicted=29.428516, expected=68.000000
predicted=57.919942, expected=40.000000
predicted=33.826725, expected=28.000000
predicted=54.942370, expected=96.000000
predicted=66.316508, expected=128.000000
predicted=68.616210, expected=52.000000
predicted=56.931834, expected=32.000000
predicted=57.249053, expected=84.000000
predicted=68.451364, expected=64.000000
predicted=65.313878, expected=56.000000
predicted=80.927844, expected=160.000000
predicted=105.819164, expected=48.000000
predicted=39.534130, expected=76.000000
predicted=88.933840, expected=36.000000
predicted=64.567288, expected=88.000000
predicted=67.720583, expected=20.000000
predicted=77.056878, expected=28.000000
predicted=42.624503, expected=84.000000
predicted=76.623765, expected=48.000000
predicted=33.436362, expected=64.000000
predicted=71.383250, expected=56.000000
predicted=47.132888, expected=36.000000
predicted=36.262792, expected=32.000000
predicted=57.529835, expected=60.000000
predicted=52.422133, expected=156.000000
predicted=94.658029, expected=60.000000
predicted=51.156280, expected=68.000000
predicted=69.028571, expected=60.000000
predicted=64.916415, expected=52.000000
predicted=54.217545, expected=28.000000
predicted=81.333235, expected=36.000000
predicted=49.215117, expected=48.000000
predicted=52.513154, expected=60.000000
predicted=52.017969, expected=40.000000
predicted=44.028878, expected=60.000000
predicted=48.210744, expected=32.000000
predicted=37.065888, expected=28.000000
predicted=39.697520, expected=72.000000
predicted=62.751605, expected=80.000000
predicted=51.985740, expected=120.000000
predicted=82.262967, expected=44.000000
predicted=46.818719, expected=88.000000
predicted=72.085936, expected=72.000000
predicted=74.781095, expected=40.000000
predicted=57.127383, expected=32.000000
predicted=75.952837, expected=56.000000
predicted=51.586009, expected=52.000000
predicted=58.708860, expected=64.000000
predicted=61.554864, expected=44.000000
predicted=45.055403, expected=28.000000
predicted=36.332060, expected=36.000000
predicted=47.851798, expected=36.000000
predicted=40.424181, expected=88.000000
predicted=66.005618, expected=60.000000
predicted=47.220939, expected=28.000000
predicted=35.862228, expected=92.000000
predicted=71.299013, expected=36.000000
predicted=34.865220, expected=120.000000
predicted=94.782389, expected=20.000000
predicted=44.283903, expected=56.000000
predicted=51.302843, expected=84.000000
predicted=85.630230, expected=76.000000
predicted=49.053123, expected=40.000000
predicted=75.264190, expected=36.000000
predicted=42.677273, expected=24.000000
predicted=43.065379, expected=72.000000
predicted=67.032928, expected=12.000000
predicted=36.595148, expected=84.000000
predicted=60.545750, expected=40.000000
predicted=39.136108, expected=56.000000
predicted=41.361651, expected=60.000000
predicted=66.368989, expected=24.000000
predicted=24.127890, expected=44.000000
predicted=61.870368, expected=60.000000
predicted=48.523046, expected=56.000000
predicted=48.836244, expected=44.000000
predicted=51.503747, expected=32.000000
predicted=36.090475, expected=20.000000
predicted=35.497526, expected=16.000000
predicted=36.080886, expected=8.000000
predicted=28.220716, expected=64.000000
predicted=45.505589, expected=128.000000
predicted=65.577157, expected=32.000000
predicted=26.186719, expected=60.000000
predicted=56.520023, expected=48.000000
predicted=43.919844, expected=24.000000
predicted=40.398126, expected=52.000000
predicted=79.367929, expected=40.000000
predicted=35.354041, expected=56.000000
predicted=52.057572, expected=40.000000
predicted=44.269027, expected=72.000000
predicted=49.468508, expected=40.000000
predicted=45.597214, expected=48.000000
predicted=46.987041, expected=20.000000
predicted=41.664203, expected=60.000000
predicted=48.726393, expected=52.000000
predicted=53.666111, expected=24.000000
predicted=32.197307, expected=28.000000
predicted=42.947459, expected=56.000000
predicted=39.072609, expected=28.000000
predicted=36.740422, expected=36.000000
predicted=42.974538, expected=116.000000
predicted=67.010857, expected=124.000000
predicted=66.186040, expected=36.000000
predicted=51.560802, expected=28.000000
predicted=54.255399, expected=24.000000
predicted=42.828727, expected=28.000000
predicted=56.657476, expected=8.000000
predicted=51.079453, expected=60.000000
predicted=43.579777, expected=68.000000
predicted=41.072665, expected=24.000000
predicted=24.887261, expected=40.000000
predicted=43.776290, expected=40.000000
predicted=30.528704, expected=96.000000
predicted=66.657085, expected=52.000000
predicted=53.329090, expected=72.000000
predicted=54.947556, expected=104.000000
predicted=76.264265, expected=44.000000
predicted=44.827238, expected=48.000000
predicted=75.370983, expected=16.000000
predicted=43.367613, expected=76.000000
predicted=66.186531, expected=108.000000
predicted=86.775514, expected=48.000000
predicted=43.824944, expected=64.000000
predicted=67.675915, expected=12.000000
predicted=30.507433, expected=40.000000
predicted=55.516084, expected=72.000000
predicted=75.583652, expected=80.000000
predicted=53.518959, expected=80.000000
predicted=68.389476, expected=44.000000
predicted=41.533970, expected=40.000000
predicted=50.684670, expected=48.000000
predicted=59.801864, expected=24.000000
predicted=46.149043, expected=28.000000
predicted=49.403581, expected=52.000000
predicted=45.360111, expected=40.000000
predicted=35.188639, expected=32.000000
predicted=39.086981, expected=44.000000
predicted=38.265050, expected=72.000000
predicted=47.644525, expected=36.000000
predicted=40.662469, expected=44.000000
predicted=46.563667, expected=60.000000
predicted=49.638609, expected=76.000000
predicted=54.944494, expected=40.000000
predicted=53.042805, expected=76.000000
predicted=61.293532, expected=52.000000
predicted=50.535444, expected=44.000000
predicted=52.000615, expected=4.000000
predicted=43.942902, expected=20.000000
predicted=33.800694, expected=24.000000
predicted=40.993167, expected=44.000000
predicted=37.292289, expected=124.000000
predicted=71.533536, expected=32.000000
predicted=20.999066, expected=44.000000
predicted=47.065367, expected=28.000000
predicted=41.200953, expected=52.000000
predicted=44.006160, expected=148.000000
predicted=111.383619, expected=52.000000
predicted=39.700365, expected=40.000000
predicted=57.404560, expected=24.000000
predicted=47.247470, expected=20.000000
predicted=36.571333, expected=56.000000
predicted=80.115374, expected=76.000000
predicted=53.121074, expected=72.000000
predicted=51.491213, expected=20.000000
predicted=32.939596, expected=40.000000
predicted=43.122629, expected=28.000000
predicted=41.964777, expected=52.000000
predicted=53.500004, expected=32.000000
predicted=45.301151, expected=44.000000
predicted=34.664033, expected=104.000000
predicted=66.897700, expected=64.000000
predicted=43.710958, expected=88.000000
predicted=72.278284, expected=16.000000
predicted=39.306462, expected=8.000000
predicted=37.873499, expected=64.000000
predicted=75.155032, expected=60.000000
predicted=47.320848, expected=64.000000
predicted=63.482670, expected=40.000000
predicted=37.799721, expected=36.000000
predicted=33.711488, expected=40.000000
predicted=51.193302, expected=28.000000
predicted=40.705197, expected=32.000000
predicted=43.865977, expected=68.000000
predicted=49.796900, expected=48.000000
predicted=38.333624, expected=28.000000
predicted=37.190116, expected=44.000000
predicted=42.941197, expected=44.000000
predicted=38.180371, expected=24.000000
predicted=40.924425, expected=52.000000
predicted=48.732230, expected=24.000000
predicted=27.434107, expected=60.000000
predicted=48.690194, expected=52.000000
predicted=45.337526, expected=68.000000
predicted=45.991675, expected=60.000000
predicted=56.061346, expected=24.000000
predicted=33.039457, expected=12.000000
predicted=41.837057, expected=32.000000
predicted=41.621354, expected=76.000000
predicted=57.691087, expected=56.000000
predicted=46.985864, expected=32.000000
predicted=34.521568, expected=72.000000
predicted=51.434779, expected=20.000000
predicted=29.572983, expected=48.000000
predicted=58.151491, expected=128.000000
predicted=83.054514, expected=96.000000
predicted=56.526698, expected=32.000000
predicted=58.951253, expected=16.000000
predicted=44.053881, expected=12.000000
predicted=38.456097, expected=12.000000
predicted=53.211505, expected=36.000000
predicted=49.753189, expected=52.000000
predicted=34.299557, expected=96.000000
predicted=50.213992, expected=20.000000
predicted=22.203832, expected=8.000000
predicted=26.837684, expected=32.000000
predicted=41.341791, expected=16.000000
predicted=26.552052, expected=96.000000
predicted=76.021991, expected=76.000000
predicted=42.544489, expected=72.000000
predicted=45.599845, expected=36.000000
predicted=47.784493, expected=40.000000
predicted=41.354268, expected=12.000000
predicted=50.793404, expected=36.000000
predicted=49.844424, expected=16.000000
predicted=36.750245, expected=36.000000
predicted=32.524387, expected=32.000000
predicted=32.785922, expected=32.000000
predicted=23.268487, expected=32.000000
predicted=33.620845, expected=36.000000
predicted=28.068622, expected=8.000000
predicted=23.013519, expected=32.000000
predicted=32.629667, expected=56.000000
predicted=39.069071, expected=52.000000
predicted=36.033209, expected=52.000000
predicted=44.127840, expected=24.000000
predicted=26.243543, expected=40.000000
predicted=40.668535, expected=32.000000
predicted=41.340333, expected=16.000000
predicted=31.521313, expected=96.000000
predicted=66.196162, expected=24.000000
predicted=22.633520, expected=20.000000
predicted=35.613530, expected=16.000000
predicted=33.598089, expected=60.000000
predicted=35.433868, expected=32.000000
predicted=48.526447, expected=44.000000
predicted=35.291917, expected=68.000000
predicted=46.501573, expected=52.000000
predicted=35.637041, expected=68.000000
predicted=61.899726, expected=16.000000
predicted=32.468580, expected=12.000000
predicted=35.312039, expected=32.000000
predicted=47.053003, expected=48.000000
predicted=39.935322, expected=68.000000
predicted=55.182529, expected=80.000000
predicted=47.732770, expected=40.000000
predicted=34.662346, expected=28.000000
predicted=41.426770, expected=64.000000
predicted=58.313982, expected=40.000000
predicted=47.029749, expected=48.000000
predicted=57.581969, expected=36.000000
predicted=41.444323, expected=100.000000
predicted=61.581832, expected=44.000000
predicted=49.043282, expected=64.000000
predicted=56.695276, expected=48.000000
predicted=54.689557, expected=56.000000
predicted=48.530127, expected=36.000000
predicted=62.234168, expected=48.000000
predicted=47.621033, expected=40.000000
predicted=49.369516, expected=68.000000
predicted=54.293911, expected=20.000000
predicted=37.607139, expected=120.000000
predicted=74.903915, expected=40.000000
predicted=43.199838, expected=40.000000
predicted=46.845934, expected=40.000000
predicted=61.034162, expected=44.000000
predicted=34.643488, expected=16.000000
predicted=56.420049, expected=16.000000
predicted=30.688257, expected=12.000000
predicted=26.083046, expected=12.000000
predicted=21.931393, expected=24.000000
predicted=27.688476, expected=44.000000
predicted=25.916928, expected=40.000000
predicted=25.615523, expected=28.000000
predicted=23.766887, expected=40.000000
predicted=31.251315, expected=64.000000
predicted=42.740650, expected=12.000000
predicted=27.571822, expected=8.000000
predicted=30.035171, expected=112.000000
predicted=65.493913, expected=48.000000
predicted=33.782641, expected=12.000000
predicted=40.835155, expected=24.000000
predicted=36.225569, expected=48.000000
predicted=30.010757, expected=28.000000
Test MSE: 992.722
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689])]
predicted=15.858776, expected=8.000000
predicted=9.503964, expected=12.000000
predicted=9.037617, expected=8.000000
predicted=10.587512, expected=24.000000
predicted=11.817104, expected=4.000000
predicted=11.143372, expected=12.000000
predicted=10.633678, expected=8.000000
predicted=11.584734, expected=12.000000
predicted=12.045238, expected=8.000000
predicted=11.363962, expected=4.000000
predicted=8.232592, expected=4.000000
predicted=8.155746, expected=4.000000
predicted=7.216022, expected=16.000000
predicted=7.745282, expected=28.000000
predicted=9.759661, expected=24.000000
predicted=12.331080, expected=16.000000
predicted=14.013172, expected=4.000000
predicted=15.252127, expected=16.000000
predicted=17.920946, expected=8.000000
predicted=17.674331, expected=4.000000
predicted=12.541630, expected=16.000000
predicted=10.027720, expected=12.000000
predicted=10.629453, expected=4.000000
predicted=10.018741, expected=28.000000
predicted=10.534600, expected=16.000000
predicted=13.958424, expected=32.000000
predicted=16.669077, expected=12.000000
predicted=17.007382, expected=12.000000
predicted=17.331019, expected=8.000000
predicted=18.521384, expected=4.000000
predicted=15.563959, expected=4.000000
predicted=12.536445, expected=4.000000
predicted=7.823436, expected=8.000000
predicted=6.809516, expected=12.000000
predicted=6.490903, expected=8.000000
predicted=6.516773, expected=12.000000
predicted=7.373558, expected=4.000000
predicted=8.154547, expected=4.000000
predicted=8.079774, expected=4.000000
predicted=7.535698, expected=4.000000
predicted=6.492552, expected=44.000000
predicted=10.595606, expected=56.000000
predicted=19.415809, expected=64.000000
predicted=29.331601, expected=20.000000
predicted=29.768155, expected=4.000000
predicted=28.924731, expected=24.000000
predicted=36.326693, expected=52.000000
predicted=41.879849, expected=4.000000
predicted=28.999372, expected=4.000000
predicted=14.720285, expected=12.000000
predicted=17.593881, expected=16.000000
predicted=21.388089, expected=32.000000
predicted=19.624628, expected=12.000000
predicted=12.977610, expected=12.000000
predicted=13.418002, expected=8.000000
predicted=15.415956, expected=4.000000
predicted=15.047482, expected=4.000000
predicted=11.848167, expected=8.000000
predicted=8.379284, expected=16.000000
predicted=9.029223, expected=4.000000
predicted=7.194385, expected=12.000000
predicted=7.248041, expected=8.000000
predicted=8.958821, expected=40.000000
predicted=15.311873, expected=24.000000
predicted=17.787425, expected=12.000000
predicted=15.099878, expected=8.000000
predicted=16.051604, expected=4.000000
predicted=17.482611, expected=8.000000
predicted=16.502268, expected=4.000000
predicted=10.186163, expected=20.000000
predicted=9.473241, expected=16.000000
predicted=10.423773, expected=8.000000
predicted=9.380741, expected=8.000000
predicted=9.747713, expected=4.000000
predicted=10.577011, expected=8.000000
predicted=10.910659, expected=12.000000
predicted=9.595545, expected=8.000000
predicted=8.102770, expected=8.000000
predicted=7.472803, expected=4.000000
predicted=7.243107, expected=8.000000
predicted=8.151170, expected=8.000000
predicted=8.224002, expected=12.000000
predicted=8.113593, expected=8.000000
predicted=7.826087, expected=28.000000
predicted=11.501966, expected=48.000000
predicted=20.127838, expected=12.000000
predicted=18.922383, expected=8.000000
predicted=16.318541, expected=8.000000
predicted=19.148946, expected=12.000000
predicted=21.507090, expected=44.000000
predicted=22.917473, expected=12.000000
predicted=16.207478, expected=12.000000
predicted=13.411389, expected=4.000000
predicted=14.791654, expected=8.000000
predicted=17.383534, expected=8.000000
predicted=14.800097, expected=16.000000
predicted=10.483715, expected=32.000000
predicted=13.788032, expected=20.000000
predicted=14.738244, expected=28.000000
predicted=17.445655, expected=8.000000
predicted=18.146620, expected=16.000000
predicted=19.952837, expected=36.000000
predicted=24.448946, expected=24.000000
predicted=23.455683, expected=24.000000
predicted=20.795640, expected=40.000000
predicted=24.580363, expected=28.000000
predicted=29.265170, expected=12.000000
predicted=25.841538, expected=16.000000
predicted=23.116644, expected=4.000000
predicted=21.818559, expected=16.000000
predicted=19.824912, expected=20.000000
predicted=16.710858, expected=4.000000
predicted=11.983428, expected=16.000000
predicted=11.471291, expected=16.000000
predicted=13.603375, expected=4.000000
predicted=12.827843, expected=8.000000
predicted=10.158312, expected=52.000000
predicted=18.638074, expected=4.000000
predicted=17.548239, expected=44.000000
predicted=18.655689, expected=16.000000
predicted=21.516003, expected=8.000000
predicted=22.530897, expected=12.000000
predicted=21.128805, expected=8.000000
predicted=17.349728, expected=4.000000
predicted=15.420782, expected=8.000000
predicted=9.093819, expected=4.000000
predicted=7.714510, expected=8.000000
predicted=7.337842, expected=4.000000
predicted=5.934382, expected=12.000000
predicted=6.790708, expected=8.000000
predicted=7.466065, expected=4.000000
predicted=6.412391, expected=20.000000
predicted=9.181574, expected=4.000000
predicted=9.353497, expected=12.000000
predicted=9.294026, expected=8.000000
predicted=9.098652, expected=36.000000
predicted=15.161840, expected=20.000000
predicted=17.278635, expected=4.000000
predicted=12.505778, expected=20.000000
predicted=15.279917, expected=36.000000
predicted=23.108787, expected=4.000000
predicted=20.314994, expected=8.000000
predicted=13.042104, expected=12.000000
predicted=14.414137, expected=8.000000
predicted=16.159934, expected=40.000000
predicted=18.115923, expected=4.000000
predicted=13.112909, expected=8.000000
predicted=11.537407, expected=4.000000
predicted=12.083221, expected=28.000000
predicted=17.552757, expected=28.000000
predicted=19.159844, expected=8.000000
predicted=12.434875, expected=16.000000
predicted=13.586165, expected=4.000000
predicted=15.646518, expected=4.000000
predicted=15.092040, expected=4.000000
predicted=10.405176, expected=4.000000
predicted=7.326558, expected=8.000000
predicted=6.591854, expected=12.000000
predicted=6.214383, expected=4.000000
predicted=5.852227, expected=16.000000
predicted=7.632176, expected=8.000000
predicted=9.014331, expected=12.000000
predicted=9.889098, expected=20.000000
predicted=11.860293, expected=24.000000
predicted=14.836743, expected=24.000000
predicted=17.046226, expected=8.000000
predicted=15.236517, expected=16.000000
predicted=16.827603, expected=28.000000
predicted=21.093326, expected=8.000000
predicted=18.611170, expected=12.000000
predicted=14.478096, expected=12.000000
predicted=14.234469, expected=4.000000
predicted=14.160331, expected=4.000000
predicted=10.572924, expected=20.000000
predicted=10.595436, expected=8.000000
predicted=10.700541, expected=8.000000
predicted=8.404059, expected=32.000000
predicted=12.739459, expected=16.000000
predicted=15.924090, expected=8.000000
predicted=13.953743, expected=4.000000
predicted=11.601510, expected=12.000000
predicted=14.556214, expected=4.000000
predicted=13.060600, expected=16.000000
predicted=9.899477, expected=16.000000
predicted=10.227712, expected=28.000000
predicted=13.803845, expected=12.000000
predicted=14.176010, expected=16.000000
predicted=14.685923, expected=24.000000
predicted=18.882315, expected=8.000000
predicted=18.015026, expected=16.000000
predicted=16.453421, expected=8.000000
predicted=14.166058, expected=40.000000
predicted=19.689972, expected=8.000000
predicted=17.606287, expected=4.000000
predicted=12.476387, expected=16.000000
predicted=14.792960, expected=36.000000
predicted=21.286382, expected=12.000000
predicted=18.983303, expected=16.000000
predicted=13.649630, expected=4.000000
predicted=14.624133, expected=4.000000
predicted=15.381136, expected=4.000000
predicted=12.591106, expected=24.000000
predicted=11.605196, expected=28.000000
predicted=14.016776, expected=4.000000
predicted=10.326223, expected=12.000000
predicted=11.144327, expected=12.000000
predicted=14.968606, expected=16.000000
predicted=16.916047, expected=4.000000
predicted=12.015321, expected=36.000000
predicted=14.186228, expected=8.000000
predicted=15.321948, expected=24.000000
predicted=15.634599, expected=4.000000
predicted=15.065356, expected=4.000000
predicted=13.558492, expected=8.000000
predicted=13.959189, expected=20.000000
predicted=12.573467, expected=24.000000
predicted=14.285795, expected=8.000000
predicted=10.576949, expected=8.000000
predicted=10.853046, expected=8.000000
predicted=13.087950, expected=16.000000
predicted=14.904216, expected=4.000000
predicted=11.317698, expected=16.000000
predicted=9.564553, expected=28.000000
predicted=13.986175, expected=16.000000
predicted=14.968686, expected=32.000000
predicted=17.675843, expected=20.000000
predicted=19.584750, expected=8.000000
predicted=19.492741, expected=4.000000
predicted=17.202227, expected=24.000000
predicted=18.585268, expected=8.000000
predicted=16.997077, expected=20.000000
predicted=13.261855, expected=36.000000
predicted=17.007209, expected=16.000000
predicted=18.459085, expected=16.000000
predicted=18.434670, expected=28.000000
predicted=20.809249, expected=4.000000
predicted=20.806670, expected=8.000000
predicted=17.147763, expected=20.000000
predicted=15.851140, expected=12.000000
predicted=15.773299, expected=8.000000
predicted=12.664720, expected=24.000000
predicted=12.531486, expected=12.000000
predicted=14.614519, expected=24.000000
predicted=16.367285, expected=12.000000
predicted=15.137066, expected=20.000000
predicted=16.574908, expected=8.000000
predicted=16.613660, expected=8.000000
predicted=13.876527, expected=28.000000
predicted=17.107280, expected=28.000000
predicted=18.420380, expected=16.000000
predicted=17.317538, expected=12.000000
predicted=15.380162, expected=28.000000
predicted=20.458753, expected=8.000000
predicted=20.758485, expected=36.000000
predicted=21.092738, expected=32.000000
predicted=22.610458, expected=8.000000
predicted=20.185891, expected=8.000000
predicted=18.494467, expected=12.000000
predicted=18.077153, expected=8.000000
predicted=18.595372, expected=16.000000
predicted=14.228473, expected=8.000000
predicted=9.990815, expected=24.000000
predicted=12.669820, expected=16.000000
predicted=14.202830, expected=16.000000
predicted=14.304533, expected=16.000000
predicted=15.596311, expected=4.000000
predicted=14.001785, expected=36.000000
predicted=18.985668, expected=4.000000
predicted=16.082672, expected=20.000000
predicted=15.045486, expected=16.000000
predicted=15.887478, expected=4.000000
predicted=14.619089, expected=28.000000
predicted=17.535055, expected=8.000000
predicted=14.181460, expected=4.000000
predicted=12.796114, expected=8.000000
predicted=10.697363, expected=16.000000
predicted=12.499594, expected=4.000000
predicted=11.610420, expected=4.000000
predicted=6.642223, expected=24.000000
predicted=10.144480, expected=28.000000
predicted=15.080769, expected=16.000000
predicted=14.805170, expected=4.000000
predicted=11.841329, expected=24.000000
predicted=16.782547, expected=20.000000
predicted=20.623378, expected=24.000000
predicted=19.338925, expected=8.000000
predicted=15.153096, expected=20.000000
predicted=16.519701, expected=20.000000
predicted=19.928374, expected=12.000000
predicted=17.608041, expected=8.000000
predicted=14.624481, expected=12.000000
predicted=13.533704, expected=24.000000
predicted=16.724651, expected=12.000000
predicted=14.833932, expected=8.000000
predicted=11.851444, expected=4.000000
predicted=11.050461, expected=4.000000
predicted=11.209687, expected=20.000000
predicted=12.510117, expected=16.000000
predicted=11.126474, expected=24.000000
predicted=12.229484, expected=12.000000
predicted=12.774807, expected=32.000000
predicted=17.992955, expected=32.000000
predicted=23.217446, expected=28.000000
predicted=23.978485, expected=12.000000
Test MSE: 137.451
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501])]
predicted=31.469972, expected=8.000000
predicted=25.579953, expected=48.000000
predicted=31.605981, expected=20.000000
predicted=23.513650, expected=28.000000
predicted=27.080095, expected=24.000000
predicted=24.328609, expected=52.000000
predicted=32.361662, expected=12.000000
predicted=27.316823, expected=16.000000
predicted=25.846689, expected=44.000000
predicted=31.209908, expected=24.000000
predicted=25.686071, expected=48.000000
predicted=35.768595, expected=64.000000
predicted=38.195905, expected=28.000000
predicted=35.436195, expected=16.000000
predicted=36.939236, expected=20.000000
predicted=31.726697, expected=44.000000
predicted=36.101921, expected=60.000000
predicted=40.256100, expected=48.000000
predicted=37.377587, expected=40.000000
predicted=39.546048, expected=48.000000
predicted=44.499743, expected=32.000000
predicted=42.712254, expected=28.000000
predicted=41.183342, expected=32.000000
predicted=37.242153, expected=64.000000
predicted=43.157487, expected=36.000000
predicted=38.121300, expected=84.000000
predicted=52.718963, expected=72.000000
predicted=54.041241, expected=44.000000
predicted=54.203284, expected=8.000000
predicted=47.654232, expected=40.000000
predicted=46.612509, expected=100.000000
predicted=62.057146, expected=80.000000
predicted=57.270768, expected=52.000000
predicted=55.078555, expected=68.000000
predicted=61.585706, expected=60.000000
predicted=64.144508, expected=60.000000
predicted=68.750369, expected=80.000000
predicted=69.219954, expected=76.000000
predicted=66.173025, expected=48.000000
predicted=63.091543, expected=32.000000
predicted=57.077649, expected=32.000000
predicted=51.939679, expected=44.000000
predicted=50.622866, expected=20.000000
predicted=38.010201, expected=32.000000
predicted=35.516767, expected=32.000000
predicted=31.545737, expected=44.000000
predicted=34.925681, expected=60.000000
predicted=41.791724, expected=60.000000
predicted=43.367432, expected=36.000000
predicted=42.897143, expected=56.000000
predicted=50.545710, expected=32.000000
predicted=44.351301, expected=68.000000
predicted=55.139310, expected=36.000000
predicted=45.193431, expected=36.000000
predicted=43.575134, expected=28.000000
predicted=41.320621, expected=48.000000
predicted=41.671562, expected=16.000000
predicted=34.723550, expected=16.000000
predicted=28.988949, expected=32.000000
predicted=30.141702, expected=36.000000
predicted=28.659620, expected=24.000000
predicted=28.020185, expected=32.000000
predicted=27.715300, expected=16.000000
predicted=23.944644, expected=32.000000
predicted=29.471928, expected=28.000000
predicted=27.516758, expected=28.000000
predicted=26.517280, expected=44.000000
predicted=32.557041, expected=8.000000
predicted=22.285273, expected=40.000000
predicted=32.960770, expected=32.000000
predicted=29.168443, expected=36.000000
predicted=31.401013, expected=24.000000
predicted=30.449658, expected=36.000000
predicted=30.277561, expected=48.000000
predicted=37.351971, expected=12.000000
predicted=27.645196, expected=64.000000
predicted=42.322151, expected=32.000000
predicted=33.468545, expected=48.000000
predicted=41.518532, expected=48.000000
predicted=43.492665, expected=56.000000
predicted=44.096787, expected=24.000000
predicted=42.705958, expected=8.000000
predicted=33.070469, expected=56.000000
predicted=42.914678, expected=40.000000
predicted=36.008147, expected=16.000000
predicted=31.358250, expected=28.000000
predicted=30.805659, expected=52.000000
predicted=34.674289, expected=36.000000
predicted=36.000276, expected=44.000000
predicted=38.263906, expected=36.000000
predicted=35.670928, expected=16.000000
predicted=32.375234, expected=36.000000
predicted=37.617696, expected=32.000000
predicted=31.905892, expected=52.000000
predicted=37.878193, expected=48.000000
predicted=37.984850, expected=20.000000
predicted=32.015208, expected=40.000000
predicted=39.937439, expected=48.000000
predicted=39.963839, expected=8.000000
predicted=31.085394, expected=40.000000
predicted=37.179181, expected=24.000000
predicted=27.686998, expected=36.000000
predicted=32.775926, expected=24.000000
predicted=29.539708, expected=24.000000
predicted=25.679889, expected=20.000000
predicted=27.143827, expected=28.000000
predicted=25.977053, expected=36.000000
predicted=28.683161, expected=68.000000
predicted=37.629085, expected=52.000000
predicted=38.883745, expected=48.000000
predicted=43.808808, expected=24.000000
predicted=40.883103, expected=28.000000
predicted=40.926046, expected=16.000000
predicted=35.734665, expected=16.000000
predicted=28.304711, expected=16.000000
predicted=23.445456, expected=28.000000
predicted=21.841222, expected=32.000000
predicted=23.569778, expected=48.000000
predicted=29.109833, expected=40.000000
predicted=31.222330, expected=28.000000
predicted=31.776608, expected=36.000000
predicted=36.152980, expected=28.000000
predicted=33.480062, expected=28.000000
predicted=33.682780, expected=20.000000
predicted=28.659705, expected=24.000000
predicted=26.750633, expected=32.000000
predicted=28.351925, expected=16.000000
predicted=22.812082, expected=28.000000
predicted=25.854831, expected=40.000000
predicted=28.207778, expected=16.000000
predicted=23.621206, expected=8.000000
predicted=22.359814, expected=64.000000
predicted=34.097889, expected=20.000000
predicted=24.962372, expected=24.000000
predicted=30.098277, expected=24.000000
predicted=26.749033, expected=32.000000
predicted=27.374146, expected=20.000000
predicted=29.240987, expected=60.000000
predicted=34.638410, expected=68.000000
predicted=40.994504, expected=40.000000
predicted=40.150970, expected=32.000000
predicted=42.907756, expected=96.000000
predicted=58.808295, expected=144.000000
predicted=80.976667, expected=112.000000
predicted=85.557176, expected=80.000000
predicted=87.283941, expected=104.000000
predicted=99.448571, expected=88.000000
predicted=98.740802, expected=116.000000
predicted=108.658709, expected=160.000000
predicted=118.571293, expected=164.000000
predicted=124.766121, expected=156.000000
predicted=137.708892, expected=108.000000
predicted=128.917828, expected=32.000000
predicted=105.699944, expected=28.000000
predicted=93.029720, expected=24.000000
predicted=68.350896, expected=44.000000
predicted=59.155149, expected=48.000000
predicted=48.673268, expected=28.000000
predicted=32.837551, expected=36.000000
predicted=36.092237, expected=20.000000
predicted=28.880042, expected=16.000000
predicted=27.529052, expected=24.000000
predicted=27.580657, expected=24.000000
predicted=23.538850, expected=16.000000
predicted=21.232983, expected=32.000000
predicted=24.973824, expected=12.000000
predicted=17.704184, expected=36.000000
predicted=27.534641, expected=28.000000
predicted=25.190683, expected=16.000000
predicted=21.266229, expected=16.000000
predicted=22.377588, expected=32.000000
predicted=24.460480, expected=28.000000
predicted=25.991064, expected=36.000000
predicted=29.279747, expected=64.000000
predicted=40.599528, expected=40.000000
predicted=36.431227, expected=52.000000
predicted=46.111179, expected=92.000000
predicted=62.383077, expected=124.000000
predicted=81.985934, expected=40.000000
predicted=62.718099, expected=44.000000
predicted=63.437335, expected=20.000000
predicted=48.662194, expected=28.000000
predicted=47.020283, expected=56.000000
predicted=54.567196, expected=84.000000
predicted=55.024952, expected=36.000000
predicted=43.293989, expected=28.000000
predicted=39.898923, expected=24.000000
predicted=36.467841, expected=8.000000
predicted=28.728635, expected=36.000000
predicted=37.797906, expected=28.000000
predicted=26.374710, expected=24.000000
predicted=24.945087, expected=32.000000
predicted=28.043209, expected=32.000000
predicted=26.739840, expected=16.000000
predicted=24.995719, expected=20.000000
predicted=24.355841, expected=44.000000
predicted=31.681080, expected=16.000000
predicted=23.024073, expected=44.000000
predicted=34.392335, expected=8.000000
predicted=19.372000, expected=32.000000
predicted=28.253942, expected=28.000000
predicted=28.843086, expected=32.000000
predicted=26.932698, expected=16.000000
predicted=25.303567, expected=28.000000
predicted=24.381370, expected=32.000000
predicted=28.749408, expected=20.000000
predicted=24.042245, expected=20.000000
predicted=24.369751, expected=24.000000
predicted=22.864639, expected=20.000000
predicted=22.417121, expected=16.000000
predicted=20.850990, expected=24.000000
predicted=21.537133, expected=32.000000
predicted=24.692806, expected=24.000000
predicted=23.533607, expected=16.000000
predicted=20.866214, expected=32.000000
predicted=25.924238, expected=16.000000
predicted=20.944669, expected=12.000000
predicted=19.899724, expected=28.000000
predicted=23.381263, expected=32.000000
predicted=23.898922, expected=12.000000
predicted=19.967350, expected=24.000000
predicted=22.330090, expected=20.000000
predicted=19.820302, expected=12.000000
predicted=18.503181, expected=12.000000
predicted=17.787634, expected=32.000000
predicted=21.484615, expected=32.000000
predicted=24.278141, expected=24.000000
predicted=23.133311, expected=12.000000
predicted=18.768463, expected=28.000000
predicted=23.834570, expected=36.000000
predicted=28.949445, expected=32.000000
predicted=28.727970, expected=24.000000
predicted=26.353294, expected=24.000000
predicted=25.044870, expected=44.000000
predicted=34.183959, expected=16.000000
predicted=25.329732, expected=16.000000
predicted=24.377737, expected=36.000000
predicted=29.000301, expected=20.000000
predicted=22.682392, expected=32.000000
predicted=30.151624, expected=36.000000
predicted=28.496967, expected=24.000000
predicted=25.514684, expected=40.000000
predicted=34.677212, expected=24.000000
predicted=27.008760, expected=36.000000
predicted=33.222334, expected=12.000000
predicted=24.399592, expected=32.000000
predicted=28.727139, expected=20.000000
predicted=25.345790, expected=32.000000
predicted=27.162707, expected=16.000000
predicted=23.161247, expected=8.000000
predicted=16.270422, expected=16.000000
predicted=19.812909, expected=16.000000
predicted=16.351246, expected=8.000000
predicted=14.303891, expected=8.000000
predicted=11.394719, expected=24.000000
predicted=15.633553, expected=16.000000
predicted=14.505198, expected=8.000000
predicted=12.526531, expected=28.000000
predicted=18.914393, expected=8.000000
predicted=12.116848, expected=48.000000
predicted=29.517138, expected=24.000000
predicted=22.237123, expected=36.000000
predicted=28.072256, expected=20.000000
predicted=26.321756, expected=20.000000
predicted=22.935933, expected=20.000000
predicted=26.568969, expected=20.000000
predicted=21.622007, expected=16.000000
predicted=20.863635, expected=12.000000
predicted=16.380324, expected=8.000000
predicted=13.762141, expected=20.000000
predicted=16.816911, expected=8.000000
predicted=12.145107, expected=28.000000
predicted=18.966003, expected=12.000000
predicted=13.833288, expected=32.000000
predicted=21.464605, expected=16.000000
predicted=18.740014, expected=16.000000
predicted=17.429047, expected=20.000000
predicted=21.065255, expected=8.000000
predicted=13.759642, expected=20.000000
predicted=19.616619, expected=40.000000
predicted=24.849291, expected=8.000000
predicted=15.477536, expected=16.000000
predicted=19.309795, expected=12.000000
predicted=15.174555, expected=24.000000
predicted=19.763893, expected=12.000000
predicted=17.871105, expected=20.000000
predicted=16.460924, expected=24.000000
predicted=19.553138, expected=24.000000
predicted=19.921540, expected=12.000000
predicted=18.018526, expected=32.000000
predicted=23.464527, expected=12.000000
predicted=17.790312, expected=16.000000
predicted=19.199485, expected=16.000000
predicted=18.307886, expected=28.000000
predicted=20.416288, expected=12.000000
predicted=18.019104, expected=12.000000
predicted=15.144280, expected=16.000000
predicted=16.364872, expected=20.000000
predicted=17.099127, expected=24.000000
predicted=20.525944, expected=16.000000
predicted=16.558219, expected=20.000000
predicted=18.557084, expected=12.000000
predicted=16.135717, expected=24.000000
predicted=20.271768, expected=16.000000
predicted=17.985136, expected=24.000000
predicted=19.941764, expected=8.000000
predicted=15.183203, expected=24.000000
predicted=19.149540, expected=36.000000
predicted=25.510173, expected=16.000000
predicted=18.965893, expected=32.000000
predicted=26.821896, expected=20.000000
predicted=21.151451, expected=20.000000
predicted=22.962910, expected=4.000000
predicted=17.609629, expected=28.000000
predicted=21.248564, expected=24.000000
predicted=21.801005, expected=4.000000
predicted=13.481206, expected=4.000000
predicted=12.568109, expected=4.000000
predicted=8.064775, expected=24.000000
predicted=16.559231, expected=20.000000
predicted=15.391531, expected=20.000000
predicted=14.892279, expected=8.000000
predicted=12.303046, expected=40.000000
predicted=23.898070, expected=48.000000
predicted=31.683094, expected=28.000000
predicted=27.708512, expected=24.000000
predicted=28.482280, expected=16.000000
predicted=23.260536, expected=8.000000
predicted=21.520442, expected=32.000000
predicted=27.918540, expected=32.000000
predicted=25.042565, expected=20.000000
predicted=21.926580, expected=16.000000
predicted=20.343155, expected=20.000000
predicted=19.979073, expected=12.000000
predicted=18.945251, expected=12.000000
predicted=17.300785, expected=4.000000
predicted=11.396390, expected=28.000000
predicted=18.252132, expected=8.000000
predicted=12.243461, expected=16.000000
predicted=14.361553, expected=8.000000
predicted=11.781155, expected=20.000000
predicted=14.399682, expected=12.000000
predicted=14.968551, expected=20.000000
predicted=15.278213, expected=44.000000
predicted=26.415604, expected=36.000000
predicted=25.895964, expected=12.000000
predicted=21.825984, expected=20.000000
predicted=23.343523, expected=20.000000
predicted=22.410183, expected=16.000000
predicted=22.167114, expected=16.000000
predicted=19.898242, expected=20.000000
predicted=17.606111, expected=12.000000
predicted=15.734403, expected=24.000000
predicted=19.740153, expected=20.000000
predicted=18.271309, expected=20.000000
predicted=18.860972, expected=4.000000
predicted=13.813364, expected=4.000000
predicted=10.993892, expected=28.000000
predicted=19.330885, expected=56.000000
predicted=30.092525, expected=12.000000
predicted=18.931421, expected=20.000000
predicted=21.978703, expected=28.000000
predicted=24.563954, expected=24.000000
predicted=24.940860, expected=8.000000
predicted=22.147338, expected=20.000000
predicted=19.010860, expected=40.000000
predicted=26.774809, expected=8.000000
predicted=17.479035, expected=28.000000
predicted=24.553796, expected=12.000000
predicted=16.754924, expected=12.000000
predicted=16.920127, expected=36.000000
predicted=27.236774, expected=16.000000
predicted=16.591857, expected=36.000000
predicted=27.627608, expected=8.000000
predicted=16.950724, expected=8.000000
predicted=15.834268, expected=4.000000
predicted=14.976000, expected=20.000000
predicted=15.144430, expected=12.000000
predicted=14.518650, expected=20.000000
predicted=14.189578, expected=12.000000
predicted=12.717984, expected=12.000000
predicted=12.427861, expected=12.000000
predicted=14.212742, expected=28.000000
predicted=18.495897, expected=32.000000
predicted=22.552687, expected=44.000000
predicted=28.767658, expected=20.000000
predicted=23.772361, expected=16.000000
predicted=22.930188, expected=20.000000
predicted=24.725449, expected=8.000000
predicted=18.286346, expected=20.000000
predicted=21.772672, expected=24.000000
predicted=19.348826, expected=8.000000
predicted=13.633441, expected=12.000000
predicted=15.300189, expected=20.000000
predicted=15.828149, expected=16.000000
predicted=15.886847, expected=12.000000
predicted=15.188202, expected=20.000000
predicted=15.972079, expected=12.000000
predicted=13.895207, expected=32.000000
predicted=22.219854, expected=36.000000
predicted=24.976782, expected=12.000000
predicted=18.249255, expected=8.000000
predicted=17.932018, expected=20.000000
predicted=19.015959, expected=32.000000
predicted=24.578652, expected=20.000000
predicted=21.646956, expected=20.000000
predicted=19.671675, expected=8.000000
predicted=15.087739, expected=8.000000
predicted=14.851116, expected=20.000000
predicted=18.633678, expected=16.000000
predicted=15.001513, expected=8.000000
predicted=12.504737, expected=12.000000
predicted=12.217617, expected=36.000000
predicted=20.854891, expected=24.000000
predicted=20.149708, expected=12.000000
predicted=17.256278, expected=4.000000
predicted=13.270589, expected=4.000000
predicted=11.243946, expected=20.000000
predicted=17.439687, expected=12.000000
predicted=12.395414, expected=24.000000
predicted=16.045174, expected=16.000000
predicted=14.019105, expected=16.000000
predicted=14.997583, expected=4.000000
predicted=12.777586, expected=16.000000
predicted=14.501321, expected=28.000000
predicted=19.913486, expected=16.000000
predicted=15.657841, expected=12.000000
predicted=15.369492, expected=36.000000
Test MSE: 294.913
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222])]
predicted=29.228521, expected=8.000000
predicted=18.722238, expected=20.000000
predicted=27.776513, expected=4.000000
predicted=22.806539, expected=76.000000
predicted=51.280498, expected=48.000000
predicted=31.854873, expected=24.000000
predicted=17.737867, expected=16.000000
predicted=27.003360, expected=4.000000
predicted=1.230404, expected=12.000000
predicted=39.749862, expected=36.000000
predicted=40.160560, expected=52.000000
predicted=36.339207, expected=36.000000
predicted=26.353023, expected=4.000000
predicted=7.348204, expected=16.000000
predicted=18.483872, expected=16.000000
predicted=22.161088, expected=8.000000
predicted=24.771838, expected=24.000000
predicted=31.538878, expected=60.000000
predicted=33.549520, expected=32.000000
predicted=20.530569, expected=32.000000
predicted=29.070892, expected=28.000000
predicted=22.128625, expected=20.000000
predicted=19.107599, expected=16.000000
predicted=36.673342, expected=36.000000
predicted=34.307694, expected=20.000000
predicted=22.671210, expected=36.000000
predicted=33.721268, expected=40.000000
predicted=31.453009, expected=72.000000
predicted=45.141388, expected=12.000000
predicted=21.332336, expected=8.000000
predicted=19.007111, expected=28.000000
predicted=35.033109, expected=20.000000
predicted=20.998545, expected=28.000000
predicted=48.832550, expected=32.000000
predicted=24.183709, expected=24.000000
predicted=15.464590, expected=36.000000
predicted=34.019315, expected=32.000000
predicted=25.779573, expected=36.000000
predicted=32.042756, expected=24.000000
predicted=28.333515, expected=32.000000
predicted=29.073557, expected=4.000000
predicted=17.842531, expected=12.000000
predicted=22.331426, expected=8.000000
predicted=20.534536, expected=12.000000
predicted=14.960729, expected=20.000000
predicted=25.952281, expected=36.000000
predicted=20.531290, expected=40.000000
predicted=26.474305, expected=12.000000
predicted=10.416715, expected=12.000000
predicted=15.922376, expected=8.000000
predicted=13.449439, expected=20.000000
predicted=24.848816, expected=32.000000
predicted=34.752365, expected=60.000000
predicted=37.240057, expected=36.000000
predicted=23.792202, expected=16.000000
predicted=15.462152, expected=28.000000
predicted=28.735645, expected=8.000000
predicted=14.959581, expected=20.000000
predicted=38.162319, expected=24.000000
predicted=29.525806, expected=24.000000
predicted=18.077252, expected=36.000000
predicted=33.743235, expected=4.000000
predicted=4.808182, expected=20.000000
predicted=22.848582, expected=4.000000
predicted=12.459522, expected=20.000000
predicted=20.151154, expected=36.000000
predicted=36.226854, expected=36.000000
predicted=18.691142, expected=20.000000
predicted=21.529620, expected=20.000000
predicted=15.551942, expected=32.000000
predicted=26.493336, expected=24.000000
predicted=26.795011, expected=8.000000
predicted=21.279308, expected=20.000000
predicted=22.487030, expected=32.000000
predicted=24.699061, expected=20.000000
predicted=22.822938, expected=16.000000
predicted=21.830090, expected=8.000000
predicted=9.272023, expected=20.000000
predicted=19.500940, expected=28.000000
predicted=28.369602, expected=28.000000
predicted=22.965426, expected=40.000000
predicted=30.447936, expected=16.000000
predicted=11.914249, expected=44.000000
predicted=35.406798, expected=44.000000
predicted=35.412555, expected=24.000000
predicted=23.571442, expected=12.000000
predicted=28.973244, expected=12.000000
predicted=14.650421, expected=56.000000
predicted=48.871828, expected=28.000000
predicted=30.080664, expected=16.000000
predicted=22.167881, expected=4.000000
predicted=12.689036, expected=16.000000
predicted=12.620485, expected=20.000000
predicted=33.858595, expected=24.000000
predicted=24.243854, expected=28.000000
predicted=23.333523, expected=24.000000
predicted=15.020862, expected=20.000000
predicted=18.904193, expected=20.000000
predicted=20.694819, expected=16.000000
predicted=19.151631, expected=32.000000
predicted=30.177135, expected=32.000000
predicted=26.932623, expected=28.000000
predicted=24.019952, expected=24.000000
predicted=24.028207, expected=8.000000
predicted=11.888606, expected=8.000000
predicted=19.757692, expected=16.000000
predicted=22.724899, expected=28.000000
predicted=25.752196, expected=40.000000
predicted=31.736784, expected=8.000000
predicted=7.545071, expected=20.000000
predicted=18.608782, expected=8.000000
predicted=11.570720, expected=24.000000
predicted=23.859803, expected=32.000000
predicted=35.163903, expected=28.000000
predicted=17.186036, expected=56.000000
predicted=41.681301, expected=4.000000
predicted=4.148447, expected=24.000000
predicted=28.180410, expected=24.000000
predicted=28.350621, expected=12.000000
predicted=14.656424, expected=16.000000
predicted=36.463394, expected=36.000000
predicted=21.261228, expected=52.000000
predicted=36.551406, expected=32.000000
predicted=27.351457, expected=8.000000
predicted=13.443869, expected=8.000000
predicted=15.260059, expected=12.000000
predicted=21.006965, expected=16.000000
predicted=29.417902, expected=44.000000
predicted=38.024834, expected=52.000000
predicted=30.119536, expected=4.000000
predicted=5.481797, expected=20.000000
predicted=23.172219, expected=20.000000
predicted=17.577311, expected=4.000000
predicted=17.770022, expected=24.000000
predicted=39.083819, expected=40.000000
predicted=21.977764, expected=24.000000
predicted=19.389719, expected=8.000000
predicted=16.538680, expected=12.000000
predicted=11.278524, expected=4.000000
predicted=11.228477, expected=20.000000
predicted=28.129692, expected=40.000000
predicted=31.532849, expected=28.000000
predicted=16.511624, expected=36.000000
predicted=27.632028, expected=24.000000
predicted=16.099852, expected=12.000000
predicted=15.740674, expected=20.000000
predicted=30.632168, expected=4.000000
predicted=13.032967, expected=56.000000
predicted=47.080697, expected=28.000000
predicted=22.336216, expected=16.000000
predicted=15.456944, expected=12.000000
predicted=21.006953, expected=4.000000
predicted=2.337353, expected=12.000000
predicted=31.175721, expected=12.000000
predicted=17.944634, expected=8.000000
predicted=10.833810, expected=68.000000
predicted=43.340446, expected=12.000000
predicted=3.639215, expected=24.000000
predicted=23.052646, expected=16.000000
predicted=18.171890, expected=8.000000
predicted=4.732937, expected=12.000000
predicted=38.197072, expected=36.000000
predicted=23.949027, expected=20.000000
predicted=19.129111, expected=32.000000
predicted=26.271161, expected=24.000000
predicted=17.798702, expected=8.000000
predicted=9.635775, expected=8.000000
predicted=22.746392, expected=12.000000
predicted=14.930713, expected=48.000000
predicted=38.565741, expected=16.000000
predicted=16.701275, expected=20.000000
predicted=17.623415, expected=24.000000
predicted=19.272189, expected=24.000000
predicted=16.024605, expected=28.000000
predicted=36.855203, expected=12.000000
predicted=14.024747, expected=36.000000
predicted=29.845996, expected=44.000000
predicted=33.064705, expected=8.000000
predicted=13.832283, expected=28.000000
predicted=32.556697, expected=8.000000
predicted=9.286169, expected=16.000000
predicted=23.852122, expected=20.000000
predicted=31.014674, expected=40.000000
predicted=23.539297, expected=16.000000
predicted=20.415083, expected=8.000000
predicted=10.636394, expected=8.000000
predicted=13.891510, expected=16.000000
predicted=15.969602, expected=12.000000
predicted=22.929815, expected=20.000000
predicted=18.225253, expected=44.000000
predicted=27.269891, expected=12.000000
predicted=8.408209, expected=24.000000
predicted=23.532485, expected=20.000000
predicted=17.394257, expected=8.000000
predicted=11.748275, expected=20.000000
predicted=32.064646, expected=64.000000
predicted=38.488259, expected=20.000000
predicted=17.750738, expected=28.000000
predicted=28.924183, expected=24.000000
predicted=19.742300, expected=8.000000
predicted=11.176983, expected=60.000000
predicted=61.985161, expected=60.000000
predicted=37.090403, expected=52.000000
predicted=40.181376, expected=24.000000
predicted=28.973060, expected=28.000000
predicted=22.191246, expected=32.000000
predicted=43.649596, expected=4.000000
predicted=27.265226, expected=68.000000
predicted=61.536012, expected=40.000000
predicted=28.206448, expected=24.000000
predicted=26.811226, expected=16.000000
predicted=29.081772, expected=44.000000
predicted=24.830179, expected=20.000000
predicted=38.253226, expected=20.000000
predicted=30.271915, expected=20.000000
predicted=23.783547, expected=48.000000
predicted=31.394027, expected=32.000000
predicted=34.944379, expected=16.000000
predicted=19.595814, expected=4.000000
predicted=15.132833, expected=8.000000
predicted=13.649058, expected=20.000000
predicted=30.459666, expected=48.000000
predicted=37.741369, expected=20.000000
predicted=16.413584, expected=16.000000
predicted=14.043808, expected=24.000000
predicted=19.309738, expected=12.000000
predicted=13.561824, expected=24.000000
predicted=34.750634, expected=56.000000
predicted=38.307731, expected=76.000000
predicted=44.739553, expected=36.000000
predicted=30.374371, expected=28.000000
predicted=27.148488, expected=24.000000
predicted=27.021170, expected=12.000000
predicted=29.894212, expected=24.000000
predicted=47.072913, expected=40.000000
predicted=36.307889, expected=24.000000
predicted=23.737561, expected=16.000000
predicted=21.895958, expected=32.000000
predicted=24.708496, expected=28.000000
predicted=23.882470, expected=36.000000
predicted=37.055002, expected=40.000000
predicted=33.031862, expected=44.000000
predicted=30.841814, expected=80.000000
predicted=57.728066, expected=52.000000
predicted=39.133204, expected=28.000000
predicted=35.084576, expected=16.000000
predicted=32.122989, expected=24.000000
predicted=32.475149, expected=24.000000
predicted=46.270460, expected=28.000000
predicted=37.341116, expected=56.000000
predicted=42.803283, expected=48.000000
predicted=31.431259, expected=32.000000
predicted=29.768763, expected=8.000000
predicted=19.340009, expected=12.000000
predicted=21.096582, expected=16.000000
predicted=32.235708, expected=12.000000
predicted=25.772941, expected=40.000000
predicted=36.019101, expected=12.000000
predicted=8.700655, expected=52.000000
predicted=35.142987, expected=44.000000
predicted=30.219373, expected=28.000000
predicted=20.245971, expected=16.000000
predicted=31.020112, expected=28.000000
predicted=21.638071, expected=40.000000
predicted=42.712345, expected=20.000000
predicted=28.980783, expected=4.000000
predicted=17.548299, expected=16.000000
predicted=18.243997, expected=8.000000
predicted=14.768835, expected=12.000000
predicted=23.484783, expected=28.000000
predicted=24.230536, expected=32.000000
predicted=17.509345, expected=16.000000
predicted=16.134779, expected=32.000000
predicted=23.517936, expected=24.000000
predicted=17.990640, expected=12.000000
predicted=18.982172, expected=12.000000
predicted=22.909942, expected=4.000000
predicted=9.197786, expected=20.000000
predicted=24.564186, expected=16.000000
predicted=17.993730, expected=12.000000
predicted=11.771588, expected=24.000000
predicted=19.685540, expected=16.000000
predicted=9.720167, expected=8.000000
predicted=13.838307, expected=52.000000
predicted=36.255427, expected=44.000000
predicted=25.578899, expected=28.000000
predicted=26.575381, expected=12.000000
predicted=18.762524, expected=20.000000
predicted=16.051381, expected=32.000000
predicted=38.579700, expected=28.000000
predicted=32.628181, expected=40.000000
predicted=34.946928, expected=60.000000
predicted=38.049115, expected=36.000000
predicted=27.594842, expected=16.000000
predicted=26.617473, expected=4.000000
predicted=18.523592, expected=4.000000
predicted=19.687163, expected=24.000000
predicted=37.662511, expected=56.000000
predicted=43.308932, expected=48.000000
predicted=30.797337, expected=40.000000
predicted=26.227529, expected=20.000000
predicted=16.684591, expected=60.000000
predicted=44.755873, expected=20.000000
predicted=32.921998, expected=16.000000
predicted=32.215551, expected=20.000000
predicted=31.942445, expected=40.000000
predicted=27.834634, expected=20.000000
predicted=35.587171, expected=20.000000
predicted=21.928189, expected=36.000000
predicted=28.327600, expected=24.000000
predicted=19.875125, expected=64.000000
predicted=52.925647, expected=28.000000
predicted=23.160399, expected=12.000000
predicted=18.487046, expected=4.000000
predicted=22.807889, expected=16.000000
predicted=18.016452, expected=8.000000
predicted=30.208622, expected=28.000000
predicted=27.167759, expected=52.000000
predicted=32.554640, expected=20.000000
predicted=11.124768, expected=24.000000
predicted=24.428536, expected=20.000000
predicted=16.632522, expected=28.000000
predicted=26.134145, expected=16.000000
predicted=31.365389, expected=8.000000
predicted=14.319709, expected=20.000000
predicted=22.671042, expected=28.000000
predicted=22.388083, expected=48.000000
predicted=36.966015, expected=16.000000
predicted=15.813189, expected=20.000000
predicted=18.119142, expected=16.000000
predicted=19.300666, expected=20.000000
predicted=21.730465, expected=40.000000
predicted=42.283034, expected=16.000000
predicted=14.661189, expected=32.000000
predicted=28.422626, expected=24.000000
predicted=20.911060, expected=40.000000
predicted=29.880185, expected=60.000000
predicted=49.787845, expected=16.000000
predicted=15.312917, expected=16.000000
predicted=27.951549, expected=20.000000
predicted=23.645159, expected=24.000000
predicted=27.889912, expected=32.000000
predicted=42.735739, expected=88.000000
predicted=53.839330, expected=68.000000
predicted=40.902898, expected=32.000000
predicted=29.957289, expected=52.000000
predicted=46.512851, expected=56.000000
predicted=43.281682, expected=16.000000
predicted=45.803483, expected=20.000000
predicted=45.598328, expected=76.000000
predicted=55.258973, expected=68.000000
predicted=53.003274, expected=52.000000
predicted=54.458369, expected=4.000000
predicted=16.469147, expected=44.000000
predicted=37.395207, expected=32.000000
predicted=47.109459, expected=32.000000
predicted=44.778002, expected=48.000000
predicted=51.484689, expected=88.000000
predicted=47.920682, expected=52.000000
predicted=45.448785, expected=28.000000
predicted=34.892944, expected=64.000000
predicted=54.869805, expected=20.000000
predicted=28.348242, expected=32.000000
predicted=58.035022, expected=52.000000
predicted=52.824860, expected=44.000000
predicted=32.480615, expected=24.000000
predicted=43.182517, expected=20.000000
predicted=23.857886, expected=60.000000
predicted=46.640919, expected=20.000000
predicted=29.895405, expected=8.000000
predicted=27.322498, expected=28.000000
predicted=30.026755, expected=40.000000
predicted=26.443149, expected=24.000000
predicted=37.388263, expected=12.000000
predicted=18.757078, expected=16.000000
predicted=14.970493, expected=16.000000
Test MSE: 281.550
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269])]
predicted=37.412254, expected=48.000000
predicted=42.373385, expected=48.000000
predicted=47.403262, expected=16.000000
predicted=32.191996, expected=52.000000
predicted=37.450973, expected=48.000000
predicted=43.227509, expected=16.000000
predicted=34.653419, expected=44.000000
predicted=38.497075, expected=60.000000
predicted=41.826445, expected=8.000000
predicted=34.864999, expected=44.000000
predicted=37.405656, expected=52.000000
predicted=38.953275, expected=52.000000
predicted=44.644270, expected=24.000000
predicted=40.207659, expected=32.000000
predicted=30.553299, expected=48.000000
predicted=43.921586, expected=40.000000
predicted=42.637943, expected=36.000000
predicted=39.520667, expected=36.000000
predicted=34.794797, expected=36.000000
predicted=36.987226, expected=32.000000
predicted=38.171422, expected=28.000000
predicted=34.063842, expected=28.000000
predicted=32.201885, expected=28.000000
predicted=31.337913, expected=24.000000
predicted=29.174999, expected=24.000000
predicted=27.185572, expected=28.000000
predicted=27.115137, expected=24.000000
predicted=26.002233, expected=32.000000
predicted=27.592402, expected=52.000000
predicted=34.013715, expected=16.000000
predicted=27.053298, expected=48.000000
predicted=33.867613, expected=16.000000
predicted=29.754871, expected=44.000000
predicted=33.950441, expected=32.000000
predicted=38.073049, expected=48.000000
predicted=33.116729, expected=12.000000
predicted=32.889917, expected=44.000000
predicted=30.650101, expected=24.000000
predicted=35.651468, expected=20.000000
predicted=26.963925, expected=40.000000
predicted=35.200862, expected=52.000000
predicted=33.380083, expected=32.000000
predicted=36.221196, expected=48.000000
predicted=35.986193, expected=24.000000
predicted=33.200463, expected=36.000000
predicted=36.989140, expected=12.000000
predicted=33.726336, expected=36.000000
predicted=30.562535, expected=40.000000
predicted=37.229995, expected=60.000000
predicted=37.072407, expected=28.000000
predicted=35.678312, expected=24.000000
predicted=27.655115, expected=48.000000
predicted=40.852356, expected=36.000000
predicted=39.456662, expected=12.000000
predicted=33.480294, expected=36.000000
predicted=30.840575, expected=28.000000
predicted=30.339771, expected=36.000000
predicted=34.139046, expected=20.000000
predicted=28.661025, expected=44.000000
predicted=28.641414, expected=24.000000
predicted=32.131848, expected=12.000000
predicted=23.643470, expected=32.000000
predicted=29.823580, expected=24.000000
predicted=25.418864, expected=64.000000
predicted=38.720054, expected=56.000000
predicted=39.498514, expected=60.000000
predicted=40.175352, expected=24.000000
predicted=39.966621, expected=20.000000
predicted=33.940107, expected=44.000000
predicted=47.325766, expected=16.000000
predicted=36.183657, expected=20.000000
predicted=30.985797, expected=8.000000
predicted=20.747248, expected=4.000000
predicted=15.247829, expected=8.000000
predicted=18.240818, expected=16.000000
predicted=13.046882, expected=28.000000
predicted=17.286347, expected=40.000000
predicted=20.729940, expected=4.000000
predicted=13.723580, expected=8.000000
predicted=13.128645, expected=12.000000
predicted=17.347145, expected=24.000000
predicted=20.632470, expected=28.000000
predicted=23.790362, expected=44.000000
predicted=22.364706, expected=24.000000
predicted=22.582281, expected=28.000000
predicted=24.199242, expected=24.000000
predicted=27.937528, expected=40.000000
predicted=31.866332, expected=16.000000
predicted=29.743367, expected=8.000000
predicted=19.496726, expected=16.000000
predicted=21.759150, expected=24.000000
predicted=22.067605, expected=4.000000
predicted=18.343589, expected=8.000000
predicted=11.409103, expected=32.000000
predicted=17.774830, expected=24.000000
predicted=19.410356, expected=40.000000
predicted=24.926768, expected=28.000000
predicted=22.736964, expected=44.000000
predicted=28.652122, expected=44.000000
predicted=37.717347, expected=20.000000
predicted=29.714995, expected=24.000000
predicted=31.728110, expected=24.000000
predicted=29.536649, expected=16.000000
predicted=27.663314, expected=12.000000
predicted=23.354885, expected=32.000000
predicted=22.879992, expected=20.000000
predicted=22.186305, expected=36.000000
predicted=24.916473, expected=36.000000
predicted=27.455439, expected=40.000000
predicted=28.998898, expected=44.000000
predicted=36.678483, expected=12.000000
predicted=26.920206, expected=16.000000
predicted=27.208943, expected=8.000000
predicted=24.232554, expected=4.000000
predicted=18.618634, expected=4.000000
predicted=15.771441, expected=24.000000
predicted=13.461700, expected=28.000000
predicted=17.716678, expected=28.000000
predicted=17.563733, expected=52.000000
predicted=27.117204, expected=8.000000
predicted=20.260484, expected=32.000000
predicted=26.447496, expected=76.000000
predicted=44.959615, expected=44.000000
predicted=40.711727, expected=24.000000
predicted=37.417984, expected=32.000000
predicted=32.348892, expected=16.000000
predicted=32.304660, expected=16.000000
predicted=34.732168, expected=28.000000
predicted=29.007539, expected=36.000000
predicted=27.326901, expected=16.000000
predicted=23.926617, expected=28.000000
predicted=22.823671, expected=28.000000
predicted=25.420723, expected=24.000000
predicted=25.854145, expected=8.000000
predicted=22.105860, expected=8.000000
predicted=15.536179, expected=56.000000
predicted=31.145176, expected=16.000000
predicted=24.274523, expected=32.000000
predicted=23.953187, expected=16.000000
predicted=21.723180, expected=24.000000
predicted=21.344664, expected=24.000000
predicted=31.144431, expected=28.000000
predicted=22.975821, expected=8.000000
predicted=21.011176, expected=24.000000
predicted=19.812282, expected=20.000000
predicted=22.143938, expected=12.000000
predicted=17.851981, expected=12.000000
predicted=17.606292, expected=28.000000
predicted=18.025262, expected=28.000000
predicted=22.884444, expected=32.000000
predicted=23.712364, expected=20.000000
predicted=21.201331, expected=32.000000
predicted=24.535482, expected=20.000000
predicted=26.248646, expected=8.000000
predicted=20.217941, expected=16.000000
predicted=21.253298, expected=24.000000
predicted=20.649757, expected=20.000000
predicted=21.401732, expected=40.000000
predicted=24.711026, expected=24.000000
predicted=21.976252, expected=20.000000
predicted=21.643571, expected=8.000000
predicted=20.439899, expected=24.000000
predicted=21.512822, expected=8.000000
predicted=21.125018, expected=8.000000
predicted=13.910705, expected=4.000000
predicted=11.779146, expected=28.000000
predicted=14.666492, expected=12.000000
predicted=15.890074, expected=28.000000
predicted=15.583548, expected=28.000000
predicted=20.155043, expected=8.000000
predicted=14.184054, expected=44.000000
predicted=28.028277, expected=4.000000
predicted=18.449847, expected=92.000000
predicted=40.390880, expected=72.000000
predicted=51.067072, expected=44.000000
predicted=39.055503, expected=36.000000
predicted=46.700875, expected=36.000000
predicted=39.738790, expected=32.000000
predicted=52.037169, expected=20.000000
predicted=39.197961, expected=92.000000
predicted=51.366746, expected=44.000000
predicted=46.572892, expected=36.000000
predicted=39.282281, expected=32.000000
predicted=40.724336, expected=36.000000
predicted=37.981353, expected=32.000000
predicted=48.226747, expected=12.000000
predicted=29.438540, expected=56.000000
predicted=37.034108, expected=64.000000
predicted=44.535007, expected=32.000000
predicted=37.613232, expected=28.000000
predicted=34.886461, expected=28.000000
predicted=32.354699, expected=28.000000
predicted=38.239956, expected=24.000000
predicted=35.272696, expected=28.000000
predicted=28.233916, expected=20.000000
predicted=25.317746, expected=36.000000
predicted=28.485238, expected=36.000000
predicted=30.787545, expected=16.000000
predicted=24.453780, expected=32.000000
predicted=28.176530, expected=32.000000
predicted=28.993702, expected=56.000000
predicted=38.230397, expected=56.000000
predicted=42.754345, expected=64.000000
predicted=44.174674, expected=36.000000
predicted=43.940329, expected=28.000000
predicted=39.483870, expected=12.000000
predicted=37.515786, expected=64.000000
predicted=46.919561, expected=16.000000
predicted=38.440854, expected=56.000000
predicted=36.360873, expected=8.000000
predicted=30.179014, expected=36.000000
predicted=26.448052, expected=40.000000
predicted=42.608305, expected=24.000000
predicted=26.796031, expected=16.000000
predicted=30.206054, expected=36.000000
predicted=25.836100, expected=40.000000
predicted=34.447677, expected=32.000000
predicted=32.529559, expected=28.000000
predicted=28.746371, expected=72.000000
predicted=40.951719, expected=48.000000
predicted=45.233884, expected=28.000000
predicted=37.910631, expected=64.000000
predicted=47.310715, expected=72.000000
predicted=53.989043, expected=36.000000
predicted=52.494802, expected=32.000000
predicted=44.004163, expected=44.000000
predicted=43.736252, expected=8.000000
predicted=38.114354, expected=8.000000
predicted=30.969980, expected=52.000000
predicted=34.503861, expected=60.000000
predicted=39.103866, expected=24.000000
predicted=33.299687, expected=16.000000
predicted=24.072049, expected=52.000000
predicted=35.190101, expected=32.000000
predicted=39.192507, expected=16.000000
predicted=32.240307, expected=16.000000
predicted=24.937108, expected=44.000000
predicted=29.520621, expected=16.000000
predicted=29.599992, expected=32.000000
predicted=26.848165, expected=32.000000
predicted=27.856843, expected=24.000000
predicted=24.330257, expected=12.000000
predicted=26.385520, expected=24.000000
predicted=22.145299, expected=20.000000
predicted=24.064787, expected=56.000000
predicted=32.768960, expected=24.000000
predicted=27.971158, expected=16.000000
predicted=21.145698, expected=48.000000
predicted=34.740516, expected=24.000000
predicted=28.471241, expected=20.000000
predicted=30.990069, expected=60.000000
predicted=37.213252, expected=12.000000
predicted=25.744894, expected=20.000000
predicted=29.383548, expected=28.000000
predicted=28.684780, expected=20.000000
predicted=22.858551, expected=52.000000
predicted=38.555357, expected=28.000000
predicted=26.858391, expected=8.000000
predicted=21.606883, expected=28.000000
predicted=27.886664, expected=20.000000
predicted=23.759292, expected=24.000000
predicted=28.028942, expected=56.000000
predicted=33.091607, expected=40.000000
predicted=29.715679, expected=60.000000
predicted=40.825946, expected=64.000000
predicted=46.886971, expected=56.000000
predicted=48.256471, expected=20.000000
predicted=45.810914, expected=32.000000
predicted=41.127989, expected=32.000000
predicted=43.137896, expected=16.000000
predicted=34.561312, expected=48.000000
predicted=38.791674, expected=32.000000
predicted=30.266803, expected=16.000000
predicted=26.684768, expected=28.000000
predicted=29.413850, expected=20.000000
predicted=23.736505, expected=28.000000
predicted=29.887884, expected=28.000000
predicted=27.227407, expected=40.000000
predicted=27.664611, expected=56.000000
predicted=37.652646, expected=64.000000
predicted=42.708416, expected=40.000000
predicted=41.987606, expected=20.000000
predicted=36.038991, expected=32.000000
predicted=39.055298, expected=36.000000
predicted=41.009165, expected=48.000000
predicted=43.690045, expected=8.000000
predicted=28.782294, expected=68.000000
predicted=38.121282, expected=20.000000
predicted=34.783721, expected=28.000000
predicted=31.130786, expected=4.000000
predicted=29.330845, expected=24.000000
predicted=19.951407, expected=28.000000
predicted=33.522700, expected=28.000000
predicted=22.301582, expected=32.000000
predicted=26.836488, expected=20.000000
predicted=20.646271, expected=16.000000
predicted=22.662536, expected=20.000000
predicted=23.482429, expected=32.000000
predicted=25.820610, expected=32.000000
predicted=27.642813, expected=36.000000
predicted=27.549322, expected=40.000000
predicted=30.545750, expected=44.000000
predicted=34.587146, expected=44.000000
predicted=38.941956, expected=24.000000
predicted=34.324249, expected=16.000000
predicted=30.378651, expected=12.000000
predicted=27.090621, expected=12.000000
predicted=23.611986, expected=40.000000
predicted=28.972854, expected=28.000000
predicted=24.422499, expected=36.000000
predicted=25.344610, expected=32.000000
predicted=27.485290, expected=32.000000
predicted=27.912570, expected=36.000000
predicted=35.304629, expected=28.000000
predicted=30.921650, expected=20.000000
predicted=29.078666, expected=12.000000
predicted=24.243947, expected=84.000000
predicted=42.563129, expected=64.000000
predicted=47.172891, expected=92.000000
predicted=55.688236, expected=36.000000
predicted=49.646229, expected=80.000000
predicted=56.100979, expected=64.000000
predicted=73.176481, expected=48.000000
predicted=58.723340, expected=40.000000
predicted=60.737247, expected=48.000000
predicted=48.714897, expected=68.000000
predicted=61.485032, expected=40.000000
predicted=51.456264, expected=56.000000
predicted=50.261392, expected=32.000000
predicted=45.324830, expected=40.000000
predicted=43.841098, expected=28.000000
predicted=44.195250, expected=52.000000
predicted=41.451130, expected=104.000000
predicted=63.251165, expected=36.000000
predicted=47.707903, expected=36.000000
predicted=44.783781, expected=36.000000
predicted=45.800748, expected=8.000000
predicted=36.616270, expected=16.000000
predicted=39.996458, expected=52.000000
predicted=34.828732, expected=56.000000
predicted=39.093684, expected=36.000000
predicted=35.997971, expected=12.000000
predicted=25.105564, expected=20.000000
predicted=26.781052, expected=32.000000
predicted=35.123362, expected=32.000000
predicted=33.723411, expected=16.000000
predicted=24.782973, expected=36.000000
predicted=25.205772, expected=40.000000
predicted=31.079045, expected=44.000000
predicted=35.045584, expected=8.000000
predicted=26.877009, expected=8.000000
Test MSE: 309.605
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861])]
predicted=48.637333, expected=48.000000
predicted=54.452415, expected=8.000000
predicted=35.050999, expected=36.000000
predicted=44.709344, expected=32.000000
predicted=36.749527, expected=56.000000
predicted=46.858595, expected=64.000000
predicted=47.396675, expected=4.000000
predicted=21.711562, expected=4.000000
predicted=25.628543, expected=68.000000
predicted=44.573400, expected=40.000000
predicted=41.354647, expected=64.000000
predicted=52.422750, expected=76.000000
predicted=44.420965, expected=40.000000
predicted=40.719907, expected=44.000000
predicted=54.408923, expected=48.000000
predicted=48.040109, expected=36.000000
predicted=49.418688, expected=80.000000
predicted=64.885383, expected=28.000000
predicted=38.678324, expected=68.000000
predicted=56.946754, expected=44.000000
predicted=45.522210, expected=32.000000
predicted=44.413745, expected=20.000000
predicted=41.715765, expected=44.000000
predicted=39.510235, expected=64.000000
predicted=53.286199, expected=60.000000
predicted=48.909983, expected=56.000000
predicted=46.838723, expected=36.000000
predicted=39.447436, expected=44.000000
predicted=48.247539, expected=96.000000
predicted=69.977167, expected=60.000000
predicted=58.790920, expected=76.000000
predicted=66.341094, expected=32.000000
predicted=45.056149, expected=32.000000
predicted=50.086331, expected=28.000000
predicted=51.223878, expected=28.000000
predicted=41.992153, expected=44.000000
predicted=45.895132, expected=44.000000
predicted=36.725580, expected=76.000000
predicted=50.636015, expected=48.000000
predicted=42.403696, expected=32.000000
predicted=40.247939, expected=32.000000
predicted=40.597774, expected=36.000000
predicted=42.498685, expected=48.000000
predicted=50.600880, expected=56.000000
predicted=46.659229, expected=40.000000
predicted=39.235223, expected=64.000000
predicted=49.313589, expected=80.000000
predicted=58.101873, expected=64.000000
predicted=59.404689, expected=72.000000
predicted=64.452672, expected=40.000000
predicted=50.729042, expected=56.000000
predicted=62.084592, expected=44.000000
predicted=56.656187, expected=48.000000
predicted=54.979247, expected=36.000000
predicted=47.816514, expected=76.000000
predicted=56.616832, expected=32.000000
predicted=44.047258, expected=48.000000
predicted=48.739172, expected=76.000000
predicted=56.512209, expected=48.000000
predicted=50.102588, expected=40.000000
predicted=53.303507, expected=36.000000
predicted=40.471354, expected=20.000000
predicted=38.644462, expected=8.000000
predicted=34.849327, expected=56.000000
predicted=42.438003, expected=84.000000
predicted=52.420007, expected=64.000000
predicted=49.885680, expected=36.000000
predicted=38.328604, expected=52.000000
predicted=44.085706, expected=68.000000
predicted=61.451572, expected=80.000000
predicted=72.100107, expected=28.000000
predicted=47.907699, expected=60.000000
predicted=54.110411, expected=132.000000
predicted=83.683905, expected=52.000000
predicted=64.693346, expected=8.000000
predicted=50.648079, expected=80.000000
predicted=60.200396, expected=52.000000
predicted=58.345143, expected=100.000000
predicted=90.159220, expected=40.000000
predicted=47.228200, expected=48.000000
predicted=50.055643, expected=28.000000
predicted=50.578770, expected=60.000000
predicted=57.758236, expected=72.000000
predicted=65.916953, expected=80.000000
predicted=60.228273, expected=44.000000
predicted=50.402714, expected=40.000000
predicted=47.598774, expected=28.000000
predicted=47.217800, expected=32.000000
predicted=48.594061, expected=68.000000
predicted=58.030980, expected=96.000000
predicted=62.173809, expected=44.000000
predicted=47.071616, expected=68.000000
predicted=56.424084, expected=76.000000
predicted=61.303514, expected=36.000000
predicted=58.407730, expected=68.000000
predicted=70.545385, expected=76.000000
predicted=61.517335, expected=116.000000
predicted=85.600865, expected=56.000000
predicted=66.024808, expected=32.000000
predicted=53.332912, expected=28.000000
predicted=53.167510, expected=60.000000
predicted=64.545019, expected=60.000000
predicted=66.395732, expected=44.000000
predicted=47.340179, expected=36.000000
predicted=39.468663, expected=16.000000
predicted=32.276018, expected=44.000000
predicted=46.710030, expected=44.000000
predicted=43.365580, expected=48.000000
predicted=42.509955, expected=40.000000
predicted=37.377853, expected=56.000000
predicted=42.323263, expected=84.000000
predicted=59.698865, expected=32.000000
predicted=43.963421, expected=28.000000
predicted=43.751433, expected=24.000000
predicted=37.180037, expected=80.000000
predicted=61.031799, expected=56.000000
predicted=54.670873, expected=36.000000
predicted=40.223742, expected=32.000000
predicted=37.080567, expected=44.000000
predicted=43.102007, expected=52.000000
predicted=54.454265, expected=32.000000
predicted=40.704307, expected=60.000000
predicted=46.946577, expected=72.000000
predicted=51.909041, expected=52.000000
predicted=51.005720, expected=12.000000
predicted=37.624758, expected=4.000000
predicted=29.332694, expected=12.000000
predicted=32.849004, expected=40.000000
predicted=40.105080, expected=100.000000
predicted=55.805270, expected=44.000000
predicted=31.922285, expected=36.000000
predicted=34.462597, expected=44.000000
predicted=39.868935, expected=56.000000
predicted=53.824153, expected=40.000000
predicted=55.325265, expected=112.000000
predicted=70.019029, expected=120.000000
predicted=75.754920, expected=72.000000
predicted=69.112785, expected=60.000000
predicted=68.937829, expected=80.000000
predicted=75.585339, expected=32.000000
predicted=70.847062, expected=56.000000
predicted=75.071206, expected=68.000000
predicted=63.544253, expected=112.000000
predicted=80.267865, expected=40.000000
predicted=57.736683, expected=32.000000
predicted=48.267767, expected=56.000000
predicted=58.503628, expected=28.000000
predicted=50.351682, expected=36.000000
predicted=56.250278, expected=56.000000
predicted=44.631212, expected=52.000000
predicted=44.009604, expected=48.000000
predicted=47.902072, expected=44.000000
predicted=41.459403, expected=40.000000
predicted=43.072714, expected=36.000000
predicted=44.739127, expected=56.000000
predicted=49.973585, expected=84.000000
predicted=59.693100, expected=116.000000
predicted=74.745662, expected=36.000000
predicted=49.115402, expected=48.000000
predicted=56.944802, expected=80.000000
predicted=70.193780, expected=28.000000
predicted=57.659010, expected=72.000000
predicted=75.175920, expected=60.000000
predicted=50.799223, expected=120.000000
predicted=81.542595, expected=80.000000
predicted=73.253750, expected=32.000000
predicted=52.248796, expected=44.000000
predicted=62.362743, expected=80.000000
predicted=71.993702, expected=32.000000
predicted=62.634755, expected=96.000000
predicted=74.926686, expected=128.000000
predicted=77.224819, expected=44.000000
predicted=58.822031, expected=28.000000
predicted=60.737800, expected=32.000000
predicted=47.956078, expected=64.000000
predicted=71.410446, expected=44.000000
predicted=62.529973, expected=44.000000
predicted=43.869276, expected=64.000000
predicted=48.025616, expected=48.000000
predicted=45.927864, expected=80.000000
predicted=65.472227, expected=52.000000
predicted=51.042379, expected=40.000000
predicted=50.337157, expected=44.000000
predicted=52.911475, expected=64.000000
predicted=56.855305, expected=40.000000
predicted=52.705704, expected=56.000000
predicted=52.508140, expected=84.000000
predicted=60.006135, expected=28.000000
predicted=43.538831, expected=52.000000
predicted=56.944613, expected=36.000000
predicted=42.733163, expected=116.000000
predicted=77.997397, expected=128.000000
predicted=87.166446, expected=48.000000
predicted=55.833170, expected=52.000000
predicted=65.199194, expected=20.000000
predicted=49.308324, expected=48.000000
predicted=73.294276, expected=60.000000
predicted=68.155277, expected=52.000000
predicted=48.488627, expected=64.000000
predicted=53.322161, expected=32.000000
predicted=37.581410, expected=40.000000
predicted=48.016381, expected=44.000000
predicted=48.467102, expected=24.000000
predicted=39.290403, expected=40.000000
predicted=44.224713, expected=56.000000
predicted=42.411323, expected=36.000000
predicted=38.570000, expected=40.000000
predicted=40.772065, expected=44.000000
predicted=38.421936, expected=32.000000
predicted=38.837180, expected=36.000000
predicted=41.779294, expected=32.000000
predicted=34.992251, expected=52.000000
predicted=43.518781, expected=72.000000
predicted=51.420479, expected=48.000000
predicted=43.295011, expected=96.000000
predicted=65.041330, expected=40.000000
predicted=46.133761, expected=36.000000
predicted=53.323500, expected=52.000000
predicted=56.924787, expected=112.000000
predicted=76.453799, expected=128.000000
predicted=91.909553, expected=68.000000
predicted=64.785736, expected=24.000000
predicted=52.495810, expected=56.000000
predicted=68.224174, expected=40.000000
predicted=69.284120, expected=36.000000
predicted=63.380108, expected=36.000000
predicted=43.837287, expected=68.000000
predicted=48.462010, expected=40.000000
predicted=44.195654, expected=36.000000
predicted=41.211863, expected=32.000000
predicted=37.447699, expected=40.000000
predicted=41.684133, expected=44.000000
predicted=46.642497, expected=60.000000
predicted=46.779089, expected=92.000000
predicted=59.763277, expected=56.000000
predicted=49.726704, expected=104.000000
predicted=74.425079, expected=44.000000
predicted=54.497083, expected=24.000000
predicted=54.649424, expected=60.000000
predicted=66.418560, expected=48.000000
predicted=54.232910, expected=80.000000
predicted=72.540899, expected=36.000000
predicted=41.895825, expected=80.000000
predicted=59.759337, expected=36.000000
predicted=49.000323, expected=76.000000
predicted=65.047160, expected=132.000000
predicted=88.425225, expected=72.000000
predicted=66.091008, expected=44.000000
predicted=66.412362, expected=48.000000
predicted=58.250472, expected=56.000000
predicted=70.031360, expected=48.000000
predicted=70.467112, expected=64.000000
predicted=60.115947, expected=32.000000
predicted=42.404673, expected=40.000000
predicted=47.148149, expected=8.000000
predicted=33.173366, expected=8.000000
predicted=30.201395, expected=56.000000
predicted=44.694312, expected=12.000000
predicted=21.757271, expected=64.000000
predicted=42.864414, expected=76.000000
predicted=41.168340, expected=56.000000
predicted=44.156864, expected=28.000000
predicted=42.540981, expected=36.000000
predicted=39.307641, expected=36.000000
predicted=48.062421, expected=56.000000
predicted=54.801568, expected=40.000000
predicted=42.080653, expected=60.000000
predicted=46.155584, expected=76.000000
predicted=54.745599, expected=24.000000
predicted=39.631256, expected=12.000000
predicted=38.010103, expected=36.000000
predicted=40.139220, expected=28.000000
predicted=39.633016, expected=84.000000
predicted=59.790462, expected=64.000000
predicted=42.419207, expected=36.000000
predicted=37.553372, expected=32.000000
predicted=40.316761, expected=16.000000
predicted=34.677479, expected=64.000000
predicted=59.932891, expected=40.000000
predicted=42.601165, expected=72.000000
predicted=51.521275, expected=64.000000
predicted=47.599560, expected=60.000000
predicted=50.870136, expected=60.000000
predicted=59.533737, expected=36.000000
predicted=48.192867, expected=60.000000
predicted=61.891767, expected=24.000000
predicted=44.098585, expected=68.000000
predicted=59.199452, expected=52.000000
predicted=49.677995, expected=28.000000
predicted=40.359952, expected=48.000000
predicted=48.024844, expected=68.000000
predicted=50.761065, expected=36.000000
predicted=48.271377, expected=44.000000
predicted=46.415412, expected=76.000000
predicted=53.801907, expected=48.000000
predicted=51.015209, expected=16.000000
predicted=41.973743, expected=24.000000
predicted=35.692878, expected=68.000000
predicted=53.122219, expected=68.000000
predicted=57.708253, expected=36.000000
predicted=40.865518, expected=52.000000
predicted=42.417697, expected=60.000000
predicted=50.072899, expected=92.000000
predicted=72.347308, expected=64.000000
predicted=61.194671, expected=60.000000
predicted=57.879280, expected=76.000000
predicted=67.349169, expected=72.000000
predicted=70.191214, expected=60.000000
predicted=70.396883, expected=16.000000
predicted=46.739212, expected=52.000000
predicted=57.690062, expected=36.000000
predicted=49.890322, expected=28.000000
predicted=44.575377, expected=24.000000
predicted=34.669485, expected=32.000000
predicted=30.514977, expected=64.000000
predicted=47.851314, expected=44.000000
predicted=38.033824, expected=48.000000
predicted=40.932142, expected=32.000000
predicted=35.137071, expected=104.000000
predicted=67.005252, expected=84.000000
predicted=65.878091, expected=28.000000
predicted=47.326753, expected=64.000000
predicted=60.091904, expected=24.000000
predicted=44.250949, expected=48.000000
predicted=64.256101, expected=68.000000
predicted=58.690656, expected=44.000000
predicted=43.724207, expected=36.000000
predicted=45.823636, expected=44.000000
predicted=41.656878, expected=80.000000
predicted=60.997857, expected=32.000000
predicted=45.888848, expected=20.000000
predicted=37.745898, expected=32.000000
predicted=37.644234, expected=32.000000
predicted=39.688661, expected=72.000000
predicted=56.534014, expected=84.000000
predicted=52.376661, expected=96.000000
predicted=62.196777, expected=32.000000
predicted=45.233422, expected=24.000000
predicted=46.784098, expected=4.000000
predicted=41.571755, expected=68.000000
predicted=63.742396, expected=28.000000
predicted=42.229934, expected=156.000000
predicted=79.580788, expected=100.000000
predicted=62.604591, expected=104.000000
predicted=76.365438, expected=80.000000
predicted=80.589011, expected=72.000000
predicted=79.597222, expected=32.000000
predicted=83.013151, expected=76.000000
predicted=81.864879, expected=4.000000
predicted=50.071976, expected=44.000000
predicted=55.189115, expected=64.000000
predicted=54.646416, expected=88.000000
predicted=60.300353, expected=72.000000
predicted=62.773617, expected=32.000000
predicted=38.731642, expected=28.000000
predicted=45.987087, expected=40.000000
predicted=52.241161, expected=48.000000
predicted=56.066872, expected=28.000000
predicted=41.231929, expected=52.000000
predicted=41.282602, expected=88.000000
predicted=56.052971, expected=72.000000
predicted=57.253717, expected=60.000000
predicted=56.685024, expected=24.000000
predicted=41.341769, expected=60.000000
predicted=60.022547, expected=92.000000
predicted=76.352399, expected=24.000000
predicted=48.125829, expected=36.000000
predicted=47.264933, expected=44.000000
predicted=42.677007, expected=60.000000
predicted=57.197735, expected=56.000000
predicted=57.283693, expected=84.000000
predicted=56.611384, expected=76.000000
predicted=60.134995, expected=88.000000
predicted=70.812989, expected=52.000000
predicted=62.239306, expected=72.000000
predicted=70.596880, expected=80.000000
predicted=77.479620, expected=44.000000
predicted=62.964642, expected=64.000000
predicted=68.928304, expected=76.000000
predicted=66.083956, expected=100.000000
predicted=80.941525, expected=80.000000
predicted=75.257770, expected=44.000000
predicted=57.970349, expected=60.000000
predicted=67.406469, expected=112.000000
predicted=88.710651, expected=96.000000
predicted=87.554971, expected=100.000000
predicted=86.264206, expected=72.000000
predicted=72.387077, expected=104.000000
predicted=92.050325, expected=96.000000
predicted=97.896336, expected=40.000000
predicted=73.675912, expected=56.000000
predicted=75.273274, expected=76.000000
predicted=75.047447, expected=132.000000
predicted=101.121857, expected=100.000000
predicted=87.131461, expected=120.000000
predicted=90.608750, expected=96.000000
predicted=90.200657, expected=72.000000
predicted=89.876283, expected=60.000000
predicted=90.931068, expected=64.000000
predicted=82.297435, expected=80.000000
predicted=86.839299, expected=112.000000
predicted=91.699649, expected=64.000000
predicted=70.354701, expected=76.000000
predicted=74.460272, expected=64.000000
predicted=71.106655, expected=80.000000
predicted=81.103334, expected=28.000000
predicted=62.777968, expected=68.000000
predicted=66.176794, expected=88.000000
predicted=73.916546, expected=28.000000
predicted=50.893026, expected=40.000000
predicted=54.293907, expected=80.000000
predicted=59.269594, expected=76.000000
predicted=67.649505, expected=52.000000
predicted=60.695261, expected=100.000000
predicted=69.192254, expected=88.000000
predicted=72.124136, expected=52.000000
predicted=68.931564, expected=72.000000
predicted=73.646410, expected=68.000000
predicted=68.486304, expected=56.000000
Test MSE: 683.418
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044])]
predicted=21.083324, expected=16.000000
predicted=15.288590, expected=24.000000
predicted=20.654423, expected=24.000000
predicted=21.943855, expected=24.000000
predicted=22.517367, expected=12.000000
predicted=21.105685, expected=24.000000
predicted=21.342570, expected=20.000000
predicted=20.915382, expected=40.000000
predicted=26.304402, expected=24.000000
predicted=23.290045, expected=24.000000
predicted=23.837114, expected=16.000000
predicted=23.555380, expected=16.000000
predicted=22.477292, expected=44.000000
predicted=30.373052, expected=24.000000
predicted=23.540530, expected=12.000000
predicted=21.794583, expected=4.000000
predicted=17.610699, expected=12.000000
predicted=18.196719, expected=12.000000
predicted=18.320742, expected=12.000000
predicted=13.041122, expected=28.000000
predicted=15.234158, expected=20.000000
predicted=14.232510, expected=16.000000
predicted=16.454231, expected=16.000000
predicted=17.011622, expected=8.000000
predicted=15.272101, expected=28.000000
predicted=21.297483, expected=32.000000
predicted=20.998232, expected=24.000000
predicted=20.568106, expected=20.000000
predicted=20.996412, expected=20.000000
predicted=21.218240, expected=12.000000
predicted=21.546817, expected=12.000000
predicted=19.817234, expected=16.000000
predicted=17.556378, expected=12.000000
predicted=14.970952, expected=28.000000
predicted=18.542759, expected=36.000000
predicted=20.753552, expected=24.000000
predicted=20.794043, expected=28.000000
predicted=24.450091, expected=20.000000
predicted=23.243993, expected=16.000000
predicted=24.474202, expected=16.000000
predicted=23.144339, expected=32.000000
predicted=24.190470, expected=12.000000
predicted=19.259080, expected=16.000000
predicted=18.939686, expected=8.000000
predicted=15.303131, expected=12.000000
predicted=15.749354, expected=20.000000
predicted=17.871314, expected=20.000000
predicted=14.989846, expected=20.000000
predicted=16.466652, expected=16.000000
predicted=15.490175, expected=16.000000
predicted=16.971927, expected=4.000000
predicted=14.482837, expected=8.000000
predicted=13.866662, expected=12.000000
predicted=12.894723, expected=20.000000
predicted=13.784993, expected=20.000000
predicted=14.090008, expected=12.000000
predicted=11.946963, expected=32.000000
predicted=19.193350, expected=16.000000
predicted=17.273367, expected=12.000000
predicted=18.208087, expected=36.000000
predicted=23.520634, expected=44.000000
predicted=26.601902, expected=8.000000
predicted=22.202892, expected=20.000000
predicted=23.169350, expected=20.000000
predicted=21.995188, expected=20.000000
predicted=24.681933, expected=12.000000
predicted=20.717756, expected=44.000000
predicted=23.562988, expected=60.000000
predicted=32.325507, expected=40.000000
predicted=32.268931, expected=32.000000
predicted=34.125296, expected=48.000000
predicted=39.648519, expected=40.000000
predicted=42.820055, expected=20.000000
predicted=38.327091, expected=36.000000
predicted=37.221241, expected=64.000000
predicted=42.758668, expected=40.000000
predicted=40.171408, expected=4.000000
predicted=30.688677, expected=28.000000
predicted=33.010507, expected=12.000000
predicted=27.009783, expected=16.000000
predicted=28.002250, expected=40.000000
predicted=27.177820, expected=60.000000
predicted=29.390597, expected=24.000000
predicted=27.913881, expected=16.000000
predicted=26.705667, expected=32.000000
predicted=31.255016, expected=24.000000
predicted=30.643869, expected=48.000000
predicted=38.510693, expected=40.000000
predicted=30.795944, expected=24.000000
predicted=28.659487, expected=8.000000
predicted=27.030981, expected=4.000000
predicted=21.943128, expected=16.000000
predicted=24.230820, expected=16.000000
predicted=18.677118, expected=36.000000
predicted=20.999539, expected=36.000000
predicted=20.517689, expected=16.000000
predicted=18.328674, expected=16.000000
predicted=21.984047, expected=16.000000
predicted=21.083170, expected=8.000000
predicted=20.061275, expected=32.000000
predicted=24.352539, expected=36.000000
predicted=21.946811, expected=72.000000
predicted=36.287948, expected=12.000000
predicted=23.707827, expected=36.000000
predicted=33.272250, expected=28.000000
predicted=34.123125, expected=16.000000
predicted=30.430674, expected=24.000000
predicted=34.353244, expected=20.000000
predicted=21.004556, expected=20.000000
predicted=24.351894, expected=12.000000
predicted=19.305092, expected=12.000000
predicted=16.532577, expected=12.000000
predicted=16.434122, expected=8.000000
predicted=13.335010, expected=24.000000
predicted=16.862365, expected=44.000000
predicted=22.064444, expected=32.000000
predicted=22.204181, expected=28.000000
predicted=24.761318, expected=8.000000
predicted=20.044732, expected=16.000000
predicted=24.208823, expected=20.000000
predicted=25.227723, expected=28.000000
predicted=23.686909, expected=28.000000
predicted=22.870751, expected=4.000000
predicted=14.082757, expected=28.000000
predicted=22.488634, expected=16.000000
predicted=19.015893, expected=8.000000
predicted=17.787279, expected=12.000000
predicted=16.677371, expected=24.000000
predicted=15.739989, expected=28.000000
predicted=21.123232, expected=40.000000
predicted=24.131619, expected=12.000000
predicted=17.623355, expected=20.000000
predicted=22.253524, expected=20.000000
predicted=23.169630, expected=32.000000
predicted=26.636337, expected=40.000000
predicted=30.301799, expected=16.000000
predicted=20.722045, expected=16.000000
predicted=23.084691, expected=8.000000
predicted=19.487881, expected=28.000000
predicted=25.210407, expected=28.000000
predicted=24.407626, expected=8.000000
predicted=15.372784, expected=24.000000
predicted=20.113509, expected=16.000000
predicted=16.900966, expected=12.000000
predicted=18.929685, expected=32.000000
predicted=22.935766, expected=20.000000
predicted=17.328624, expected=12.000000
predicted=18.730072, expected=12.000000
predicted=16.609900, expected=24.000000
predicted=19.157426, expected=24.000000
predicted=21.726547, expected=32.000000
predicted=22.516732, expected=32.000000
predicted=23.126959, expected=20.000000
predicted=22.246914, expected=16.000000
predicted=23.513325, expected=16.000000
predicted=22.336863, expected=16.000000
predicted=21.824775, expected=32.000000
predicted=24.650119, expected=20.000000
predicted=19.388815, expected=20.000000
predicted=19.982559, expected=16.000000
predicted=18.990809, expected=24.000000
predicted=21.558846, expected=32.000000
predicted=25.833849, expected=64.000000
predicted=34.512661, expected=12.000000
predicted=23.201394, expected=12.000000
predicted=24.812809, expected=136.000000
predicted=59.911331, expected=16.000000
predicted=34.149211, expected=20.000000
predicted=49.814405, expected=8.000000
predicted=29.376864, expected=4.000000
predicted=29.285910, expected=48.000000
predicted=47.059906, expected=16.000000
predicted=16.266109, expected=4.000000
predicted=16.511258, expected=16.000000
predicted=15.334313, expected=28.000000
predicted=20.191650, expected=16.000000
predicted=21.297537, expected=20.000000
predicted=17.286670, expected=8.000000
predicted=13.420851, expected=28.000000
predicted=21.286106, expected=20.000000
predicted=19.258201, expected=28.000000
predicted=21.413010, expected=12.000000
predicted=17.516206, expected=20.000000
predicted=19.911306, expected=12.000000
predicted=18.841979, expected=8.000000
predicted=16.389309, expected=20.000000
predicted=17.677610, expected=20.000000
predicted=15.396425, expected=40.000000
predicted=22.634704, expected=12.000000
predicted=16.102489, expected=12.000000
predicted=18.570520, expected=24.000000
predicted=21.443653, expected=16.000000
predicted=20.145051, expected=12.000000
predicted=19.513791, expected=12.000000
predicted=14.172946, expected=16.000000
predicted=15.528149, expected=20.000000
predicted=17.279060, expected=12.000000
predicted=14.073759, expected=16.000000
predicted=14.988112, expected=20.000000
predicted=16.123060, expected=48.000000
predicted=25.172425, expected=92.000000
predicted=40.889970, expected=32.000000
predicted=32.152326, expected=8.000000
predicted=33.035494, expected=20.000000
predicted=34.800179, expected=32.000000
predicted=40.097532, expected=64.000000
predicted=47.063854, expected=40.000000
predicted=30.842851, expected=28.000000
predicted=30.490403, expected=12.000000
predicted=29.166168, expected=24.000000
predicted=34.434061, expected=16.000000
predicted=30.350759, expected=12.000000
predicted=22.111885, expected=36.000000
predicted=23.802811, expected=40.000000
predicted=24.294909, expected=28.000000
predicted=25.489385, expected=20.000000
predicted=23.732944, expected=24.000000
predicted=26.267903, expected=8.000000
predicted=24.208524, expected=24.000000
predicted=25.996250, expected=48.000000
predicted=28.243027, expected=24.000000
predicted=23.056983, expected=40.000000
predicted=29.837562, expected=16.000000
predicted=22.769608, expected=24.000000
predicted=30.343254, expected=40.000000
predicted=33.498746, expected=8.000000
predicted=22.609222, expected=28.000000
predicted=28.133661, expected=20.000000
predicted=20.858926, expected=16.000000
predicted=23.204982, expected=28.000000
predicted=24.285926, expected=28.000000
predicted=21.460665, expected=20.000000
predicted=22.944481, expected=24.000000
predicted=22.675881, expected=20.000000
predicted=21.932944, expected=32.000000
predicted=26.967120, expected=28.000000
predicted=25.050221, expected=8.000000
predicted=19.975962, expected=8.000000
predicted=19.163058, expected=12.000000
predicted=17.896206, expected=4.000000
predicted=15.051263, expected=12.000000
predicted=13.064457, expected=28.000000
predicted=13.709835, expected=8.000000
predicted=10.384094, expected=8.000000
predicted=11.828697, expected=24.000000
predicted=14.746248, expected=24.000000
predicted=17.996024, expected=60.000000
predicted=30.329140, expected=24.000000
predicted=20.895328, expected=40.000000
predicted=31.823190, expected=28.000000
predicted=30.450861, expected=36.000000
predicted=36.961916, expected=20.000000
predicted=32.796844, expected=12.000000
predicted=25.626860, expected=20.000000
predicted=26.127851, expected=20.000000
predicted=22.934547, expected=4.000000
predicted=17.294423, expected=8.000000
predicted=13.827537, expected=28.000000
predicted=17.227641, expected=32.000000
predicted=20.223697, expected=32.000000
predicted=21.534195, expected=32.000000
predicted=22.444829, expected=28.000000
predicted=26.009690, expected=12.000000
predicted=25.220795, expected=16.000000
predicted=25.116561, expected=24.000000
predicted=24.617950, expected=8.000000
predicted=18.752592, expected=24.000000
predicted=20.398952, expected=40.000000
predicted=22.435135, expected=28.000000
predicted=23.255964, expected=44.000000
predicted=30.076991, expected=12.000000
predicted=21.806111, expected=44.000000
predicted=35.419481, expected=36.000000
predicted=32.857550, expected=28.000000
predicted=32.460232, expected=44.000000
predicted=35.634296, expected=28.000000
predicted=30.404431, expected=44.000000
predicted=39.500127, expected=28.000000
predicted=32.527570, expected=20.000000
predicted=31.357227, expected=20.000000
predicted=29.501834, expected=24.000000
predicted=27.738420, expected=20.000000
predicted=25.837263, expected=32.000000
predicted=25.487877, expected=4.000000
predicted=16.881766, expected=32.000000
predicted=24.759829, expected=16.000000
predicted=19.251922, expected=12.000000
predicted=19.793721, expected=4.000000
predicted=14.536197, expected=52.000000
predicted=25.166613, expected=40.000000
predicted=26.272354, expected=28.000000
predicted=25.386840, expected=4.000000
predicted=18.915394, expected=20.000000
predicted=25.221323, expected=8.000000
predicted=24.030350, expected=32.000000
predicted=25.398181, expected=32.000000
predicted=21.145800, expected=20.000000
predicted=18.741608, expected=32.000000
predicted=24.637481, expected=28.000000
predicted=24.736539, expected=28.000000
predicted=29.146210, expected=12.000000
predicted=23.222015, expected=12.000000
predicted=21.338433, expected=32.000000
predicted=25.872076, expected=8.000000
predicted=18.209726, expected=8.000000
predicted=16.513759, expected=4.000000
predicted=11.022034, expected=20.000000
predicted=15.950921, expected=24.000000
predicted=17.074551, expected=36.000000
predicted=18.859925, expected=48.000000
predicted=25.320480, expected=48.000000
predicted=31.048600, expected=28.000000
predicted=31.911224, expected=32.000000
predicted=35.421151, expected=32.000000
predicted=36.686399, expected=76.000000
predicted=49.937324, expected=32.000000
predicted=38.090996, expected=24.000000
predicted=36.101566, expected=32.000000
predicted=36.598852, expected=8.000000
predicted=31.582012, expected=44.000000
predicted=39.916672, expected=28.000000
predicted=26.691094, expected=24.000000
predicted=27.231050, expected=24.000000
predicted=25.372332, expected=32.000000
predicted=27.691028, expected=32.000000
predicted=31.121562, expected=16.000000
predicted=24.390455, expected=12.000000
predicted=22.016085, expected=16.000000
predicted=21.680799, expected=24.000000
predicted=23.212373, expected=48.000000
predicted=28.194892, expected=84.000000
predicted=39.572093, expected=32.000000
predicted=32.018993, expected=24.000000
predicted=35.440068, expected=44.000000
predicted=42.233139, expected=28.000000
predicted=42.771283, expected=32.000000
predicted=41.655302, expected=44.000000
predicted=34.818772, expected=28.000000
predicted=32.239167, expected=20.000000
predicted=31.448123, expected=52.000000
predicted=36.835986, expected=76.000000
predicted=46.536967, expected=8.000000
predicted=31.985470, expected=28.000000
predicted=35.721540, expected=24.000000
predicted=31.868388, expected=52.000000
predicted=45.016469, expected=28.000000
predicted=34.247927, expected=44.000000
predicted=32.462030, expected=32.000000
predicted=32.778182, expected=16.000000
Test MSE: 244.047
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204])]
predicted=131.445577, expected=52.000000
predicted=81.454157, expected=76.000000
predicted=109.416982, expected=128.000000
predicted=109.979446, expected=124.000000
predicted=118.762219, expected=100.000000
predicted=126.999924, expected=192.000000
predicted=129.431190, expected=200.000000
predicted=138.621342, expected=80.000000
predicted=107.430081, expected=100.000000
predicted=126.165685, expected=44.000000
predicted=81.151961, expected=84.000000
predicted=124.905446, expected=92.000000
predicted=127.586204, expected=108.000000
predicted=89.478965, expected=132.000000
predicted=112.039002, expected=100.000000
predicted=78.674013, expected=120.000000
predicted=106.596056, expected=156.000000
predicted=125.538663, expected=88.000000
predicted=98.127066, expected=96.000000
predicted=116.296341, expected=116.000000
predicted=111.194475, expected=188.000000
predicted=146.467775, expected=60.000000
predicted=101.412810, expected=80.000000
predicted=95.621027, expected=60.000000
predicted=84.498625, expected=192.000000
predicted=143.112851, expected=48.000000
predicted=101.591173, expected=156.000000
predicted=114.682722, expected=160.000000
predicted=124.299656, expected=92.000000
predicted=80.386728, expected=80.000000
predicted=134.848570, expected=100.000000
predicted=85.864837, expected=108.000000
predicted=121.225839, expected=120.000000
predicted=128.683832, expected=96.000000
predicted=95.316821, expected=100.000000
predicted=94.803784, expected=12.000000
predicted=60.543653, expected=84.000000
predicted=95.335696, expected=44.000000
predicted=73.668047, expected=72.000000
predicted=75.501417, expected=28.000000
predicted=60.260155, expected=248.000000
predicted=127.308838, expected=180.000000
predicted=121.281146, expected=68.000000
predicted=68.975099, expected=8.000000
predicted=69.173820, expected=64.000000
predicted=62.313502, expected=88.000000
predicted=137.639416, expected=220.000000
predicted=172.349024, expected=92.000000
predicted=78.522878, expected=188.000000
predicted=114.258927, expected=64.000000
predicted=81.822327, expected=40.000000
predicted=73.508679, expected=76.000000
predicted=139.562976, expected=208.000000
predicted=137.264029, expected=276.000000
predicted=204.545419, expected=28.000000
predicted=57.715663, expected=44.000000
predicted=77.752500, expected=8.000000
predicted=62.852462, expected=20.000000
predicted=92.310886, expected=124.000000
predicted=162.912784, expected=84.000000
predicted=49.795983, expected=108.000000
predicted=75.761711, expected=84.000000
predicted=59.254726, expected=92.000000
predicted=66.031340, expected=108.000000
predicted=111.419603, expected=52.000000
predicted=69.641760, expected=20.000000
predicted=65.758797, expected=32.000000
predicted=60.056079, expected=148.000000
predicted=107.981150, expected=52.000000
predicted=66.458025, expected=40.000000
predicted=50.983327, expected=128.000000
predicted=84.221300, expected=32.000000
predicted=34.561297, expected=68.000000
predicted=98.411954, expected=132.000000
predicted=93.596142, expected=64.000000
predicted=52.190548, expected=8.000000
predicted=66.899831, expected=24.000000
predicted=40.795049, expected=72.000000
predicted=64.944011, expected=48.000000
predicted=71.912700, expected=100.000000
predicted=75.997102, expected=4.000000
predicted=14.809012, expected=36.000000
predicted=37.814864, expected=52.000000
predicted=59.727593, expected=48.000000
predicted=42.506759, expected=32.000000
predicted=57.648773, expected=100.000000
predicted=55.346056, expected=136.000000
predicted=81.542006, expected=68.000000
predicted=60.007750, expected=12.000000
predicted=43.098443, expected=4.000000
predicted=32.847065, expected=28.000000
predicted=57.493223, expected=12.000000
predicted=56.043170, expected=96.000000
predicted=70.353229, expected=20.000000
predicted=16.019783, expected=36.000000
predicted=26.035677, expected=60.000000
predicted=47.937755, expected=60.000000
predicted=36.371815, expected=100.000000
predicted=87.809842, expected=88.000000
predicted=57.236864, expected=68.000000
predicted=57.452561, expected=64.000000
predicted=67.500367, expected=48.000000
predicted=57.867520, expected=112.000000
predicted=99.050208, expected=92.000000
predicted=83.414139, expected=128.000000
predicted=96.063163, expected=32.000000
predicted=55.609633, expected=120.000000
predicted=91.472334, expected=100.000000
predicted=101.347018, expected=68.000000
predicted=77.157903, expected=132.000000
predicted=125.499393, expected=136.000000
predicted=88.858152, expected=168.000000
predicted=136.829400, expected=116.000000
predicted=112.352256, expected=88.000000
predicted=92.005217, expected=116.000000
predicted=126.999542, expected=60.000000
predicted=95.952081, expected=236.000000
predicted=185.721807, expected=136.000000
predicted=119.912335, expected=140.000000
predicted=120.029206, expected=24.000000
predicted=87.555181, expected=180.000000
predicted=128.894999, expected=8.000000
predicted=108.400799, expected=128.000000
predicted=121.857276, expected=248.000000
predicted=180.911123, expected=240.000000
predicted=127.538297, expected=264.000000
predicted=215.674350, expected=180.000000
predicted=128.904801, expected=328.000000
predicted=240.987032, expected=104.000000
predicted=182.339322, expected=136.000000
predicted=192.317251, expected=252.000000
predicted=251.085604, expected=408.000000
predicted=271.971591, expected=128.000000
predicted=212.867741, expected=76.000000
predicted=130.732123, expected=200.000000
predicted=196.470344, expected=176.000000
predicted=191.088573, expected=196.000000
predicted=257.842606, expected=264.000000
predicted=200.048587, expected=200.000000
predicted=152.328204, expected=156.000000
predicted=184.677927, expected=80.000000
predicted=145.283215, expected=164.000000
predicted=179.509308, expected=156.000000
predicted=189.105641, expected=120.000000
predicted=147.142644, expected=408.000000
predicted=267.993853, expected=400.000000
predicted=234.919261, expected=132.000000
predicted=162.752655, expected=132.000000
predicted=193.836954, expected=236.000000
predicted=205.630914, expected=136.000000
predicted=233.305519, expected=156.000000
predicted=249.226952, expected=188.000000
predicted=169.274776, expected=404.000000
predicted=256.331227, expected=188.000000
predicted=199.849775, expected=92.000000
predicted=144.230853, expected=180.000000
predicted=200.905138, expected=204.000000
predicted=185.849908, expected=196.000000
predicted=256.535724, expected=280.000000
predicted=230.184497, expected=380.000000
predicted=241.705144, expected=184.000000
predicted=188.968111, expected=80.000000
predicted=172.894449, expected=216.000000
predicted=228.643201, expected=124.000000
predicted=180.046494, expected=128.000000
predicted=221.597951, expected=240.000000
predicted=209.949406, expected=272.000000
predicted=171.742680, expected=132.000000
predicted=169.358005, expected=112.000000
predicted=145.875898, expected=84.000000
predicted=124.579070, expected=128.000000
predicted=167.058204, expected=132.000000
predicted=176.513634, expected=220.000000
predicted=165.872980, expected=300.000000
predicted=199.743434, expected=160.000000
predicted=131.141088, expected=108.000000
predicted=144.515508, expected=132.000000
predicted=154.054620, expected=92.000000
predicted=144.789460, expected=100.000000
predicted=176.801801, expected=224.000000
predicted=181.818638, expected=132.000000
predicted=113.078862, expected=48.000000
predicted=98.497370, expected=76.000000
predicted=104.754051, expected=56.000000
predicted=77.172114, expected=72.000000
predicted=125.029043, expected=48.000000
predicted=82.108130, expected=140.000000
predicted=92.357223, expected=152.000000
predicted=106.304675, expected=224.000000
predicted=137.152730, expected=264.000000
predicted=172.996578, expected=204.000000
predicted=141.969721, expected=112.000000
predicted=146.351864, expected=72.000000
predicted=132.115880, expected=288.000000
predicted=244.077040, expected=300.000000
predicted=245.541600, expected=136.000000
predicted=162.927053, expected=124.000000
predicted=156.212586, expected=36.000000
predicted=84.028921, expected=76.000000
predicted=163.540636, expected=44.000000
predicted=143.928361, expected=204.000000
predicted=152.307611, expected=304.000000
predicted=194.310564, expected=248.000000
predicted=142.891273, expected=116.000000
predicted=125.337740, expected=100.000000
predicted=114.201303, expected=92.000000
predicted=150.261640, expected=64.000000
predicted=157.722439, expected=232.000000
predicted=216.924950, expected=356.000000
predicted=218.740597, expected=180.000000
predicted=136.780027, expected=68.000000
predicted=117.342939, expected=112.000000
predicted=127.808669, expected=108.000000
predicted=154.812679, expected=64.000000
predicted=174.410697, expected=156.000000
predicted=160.410589, expected=292.000000
predicted=174.429817, expected=112.000000
predicted=103.477876, expected=176.000000
predicted=162.975055, expected=112.000000
predicted=111.645386, expected=156.000000
predicted=150.534825, expected=152.000000
predicted=205.014267, expected=200.000000
predicted=154.340845, expected=324.000000
predicted=242.137834, expected=244.000000
predicted=178.920927, expected=88.000000
predicted=140.666958, expected=108.000000
predicted=160.593774, expected=212.000000
predicted=201.773162, expected=176.000000
predicted=212.534877, expected=208.000000
predicted=213.743230, expected=336.000000
predicted=223.144580, expected=200.000000
predicted=157.504449, expected=76.000000
predicted=159.556022, expected=120.000000
predicted=173.503058, expected=76.000000
predicted=132.439731, expected=44.000000
predicted=160.435406, expected=116.000000
predicted=148.304019, expected=168.000000
predicted=114.004266, expected=80.000000
predicted=90.741868, expected=136.000000
predicted=118.131336, expected=68.000000
predicted=67.241289, expected=48.000000
predicted=81.203053, expected=148.000000
predicted=152.188499, expected=72.000000
predicted=67.568106, expected=120.000000
predicted=123.185506, expected=104.000000
predicted=92.799595, expected=176.000000
predicted=113.291181, expected=88.000000
predicted=113.030575, expected=264.000000
predicted=173.728620, expected=112.000000
predicted=115.890616, expected=240.000000
predicted=176.827453, expected=196.000000
predicted=191.301033, expected=236.000000
predicted=164.781249, expected=84.000000
predicted=176.906946, expected=76.000000
predicted=111.993841, expected=204.000000
predicted=215.101600, expected=372.000000
predicted=253.966263, expected=144.000000
predicted=170.746776, expected=140.000000
predicted=147.779358, expected=224.000000
predicted=182.350725, expected=128.000000
predicted=149.171329, expected=96.000000
predicted=216.252473, expected=272.000000
predicted=214.182743, expected=248.000000
predicted=177.555693, expected=168.000000
predicted=188.572940, expected=92.000000
predicted=139.446916, expected=236.000000
predicted=181.165221, expected=56.000000
predicted=143.901427, expected=48.000000
predicted=142.792130, expected=208.000000
predicted=192.349068, expected=276.000000
predicted=159.114215, expected=152.000000
predicted=175.543738, expected=92.000000
predicted=109.076319, expected=156.000000
predicted=129.792989, expected=44.000000
predicted=111.804479, expected=148.000000
predicted=195.066721, expected=200.000000
predicted=167.642877, expected=228.000000
predicted=147.572599, expected=188.000000
predicted=175.831174, expected=72.000000
predicted=83.859184, expected=144.000000
predicted=160.894861, expected=112.000000
predicted=146.398162, expected=128.000000
predicted=159.051181, expected=124.000000
predicted=152.027760, expected=88.000000
predicted=84.681646, expected=100.000000
predicted=122.510107, expected=132.000000
predicted=120.305927, expected=136.000000
predicted=123.763791, expected=164.000000
predicted=141.109112, expected=184.000000
predicted=139.604116, expected=168.000000
predicted=137.823619, expected=216.000000
predicted=178.760566, expected=156.000000
predicted=150.289734, expected=100.000000
predicted=138.485543, expected=224.000000
predicted=208.021496, expected=80.000000
predicted=115.026303, expected=116.000000
predicted=162.113202, expected=216.000000
predicted=188.907763, expected=328.000000
predicted=196.573268, expected=116.000000
predicted=160.603889, expected=148.000000
predicted=149.357371, expected=132.000000
predicted=145.847224, expected=52.000000
predicted=118.354273, expected=72.000000
predicted=185.915904, expected=188.000000
predicted=145.962816, expected=256.000000
predicted=178.436172, expected=16.000000
predicted=73.162225, expected=192.000000
predicted=154.300602, expected=224.000000
predicted=151.590105, expected=92.000000
predicted=116.653589, expected=92.000000
predicted=185.518413, expected=244.000000
predicted=145.286308, expected=464.000000
predicted=293.845524, expected=256.000000
predicted=218.151516, expected=228.000000
predicted=205.531385, expected=136.000000
predicted=166.394976, expected=60.000000
predicted=152.251364, expected=116.000000
predicted=264.238870, expected=276.000000
predicted=238.605224, expected=336.000000
predicted=248.764304, expected=96.000000
predicted=121.227328, expected=116.000000
predicted=137.333558, expected=168.000000
predicted=161.293936, expected=60.000000
predicted=136.760162, expected=144.000000
predicted=223.714724, expected=196.000000
predicted=145.877172, expected=188.000000
predicted=139.054354, expected=76.000000
predicted=127.695500, expected=80.000000
predicted=95.171453, expected=124.000000
predicted=134.428836, expected=136.000000
predicted=143.958351, expected=84.000000
predicted=125.305505, expected=220.000000
predicted=155.537087, expected=204.000000
predicted=137.570164, expected=120.000000
predicted=121.411159, expected=144.000000
predicted=160.698604, expected=220.000000
predicted=158.588904, expected=32.000000
predicted=110.835464, expected=92.000000
predicted=157.023058, expected=296.000000
predicted=207.665948, expected=136.000000
predicted=108.115072, expected=124.000000
predicted=179.323433, expected=88.000000
predicted=96.240836, expected=164.000000
predicted=125.272144, expected=56.000000
predicted=153.292951, expected=124.000000
predicted=130.936310, expected=140.000000
predicted=131.643777, expected=280.000000
predicted=170.832336, expected=84.000000
predicted=118.485015, expected=116.000000
predicted=112.632592, expected=176.000000
predicted=165.572767, expected=88.000000
predicted=96.298658, expected=124.000000
predicted=193.131005, expected=276.000000
predicted=182.997561, expected=212.000000
predicted=146.644329, expected=164.000000
predicted=176.158153, expected=56.000000
predicted=105.413631, expected=140.000000
predicted=143.138378, expected=120.000000
predicted=175.407408, expected=152.000000
predicted=161.909876, expected=276.000000
predicted=214.795144, expected=292.000000
predicted=169.749724, expected=120.000000
predicted=139.031035, expected=116.000000
predicted=154.983424, expected=80.000000
predicted=129.256235, expected=56.000000
predicted=144.179339, expected=68.000000
predicted=162.146674, expected=196.000000
predicted=146.690330, expected=528.000000
predicted=298.265350, expected=228.000000
predicted=137.144496, expected=140.000000
predicted=151.447306, expected=220.000000
predicted=207.466445, expected=60.000000
predicted=110.924387, expected=172.000000
predicted=318.368223, expected=228.000000
predicted=216.464751, expected=260.000000
predicted=181.601470, expected=252.000000
predicted=235.456819, expected=100.000000
predicted=105.836808, expected=288.000000
predicted=246.935855, expected=36.000000
predicted=124.785189, expected=108.000000
predicted=181.409217, expected=236.000000
predicted=239.043474, expected=252.000000
predicted=149.912918, expected=236.000000
predicted=247.822334, expected=80.000000
predicted=91.797055, expected=168.000000
predicted=163.509354, expected=108.000000
predicted=162.738049, expected=152.000000
predicted=182.041093, expected=156.000000
predicted=186.089086, expected=328.000000
predicted=199.531720, expected=172.000000
predicted=162.541094, expected=112.000000
predicted=133.524242, expected=120.000000
predicted=162.625815, expected=112.000000
predicted=128.011543, expected=88.000000
predicted=183.131485, expected=152.000000
predicted=155.648628, expected=552.000000
predicted=313.552322, expected=8.000000
predicted=53.279027, expected=296.000000
predicted=242.895789, expected=120.000000
predicted=151.395529, expected=124.000000
predicted=119.251620, expected=140.000000
predicted=325.437088, expected=196.000000
predicted=105.110689, expected=324.000000
predicted=277.643831, expected=144.000000
predicted=138.007054, expected=144.000000
predicted=159.526873, expected=88.000000
predicted=138.816000, expected=56.000000
predicted=122.421584, expected=148.000000
predicted=208.988626, expected=80.000000
predicted=100.954571, expected=256.000000
predicted=183.581604, expected=144.000000
predicted=118.228766, expected=108.000000
predicted=97.900727, expected=136.000000
predicted=155.955902, expected=40.000000
predicted=70.208791, expected=100.000000
predicted=161.902635, expected=136.000000
predicted=130.163235, expected=212.000000
predicted=143.925075, expected=176.000000
predicted=149.784541, expected=104.000000
predicted=93.350865, expected=124.000000
predicted=129.739304, expected=156.000000
predicted=145.463643, expected=64.000000
predicted=127.556697, expected=220.000000
predicted=188.061368, expected=212.000000
predicted=152.235086, expected=64.000000
predicted=99.437346, expected=92.000000
predicted=141.992334, expected=48.000000
predicted=72.036000, expected=84.000000
Test MSE: 6631.876
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001])]
predicted=26.862171, expected=12.000000
predicted=24.535859, expected=44.000000
predicted=29.666920, expected=36.000000
predicted=28.501105, expected=36.000000
predicted=27.630729, expected=44.000000
predicted=31.814758, expected=24.000000
predicted=31.158916, expected=16.000000
predicted=32.475206, expected=12.000000
predicted=27.143797, expected=24.000000
predicted=25.291187, expected=32.000000
predicted=25.761944, expected=48.000000
predicted=27.538724, expected=32.000000
predicted=27.669552, expected=40.000000
predicted=32.159430, expected=12.000000
predicted=29.934003, expected=32.000000
predicted=32.365562, expected=28.000000
predicted=31.992666, expected=48.000000
predicted=32.410145, expected=40.000000
predicted=34.529317, expected=36.000000
predicted=32.402400, expected=36.000000
predicted=37.222866, expected=8.000000
predicted=30.163240, expected=20.000000
predicted=30.951177, expected=16.000000
predicted=25.215523, expected=68.000000
predicted=33.054534, expected=36.000000
predicted=31.127764, expected=60.000000
predicted=36.272491, expected=52.000000
predicted=43.870961, expected=12.000000
predicted=36.575531, expected=4.000000
predicted=37.630912, expected=32.000000
predicted=32.265910, expected=16.000000
predicted=27.485990, expected=48.000000
predicted=30.159570, expected=48.000000
predicted=28.752503, expected=36.000000
predicted=29.776554, expected=12.000000
predicted=31.254028, expected=20.000000
predicted=28.414525, expected=60.000000
predicted=39.378108, expected=20.000000
predicted=31.043948, expected=32.000000
predicted=31.169615, expected=16.000000
predicted=26.160086, expected=32.000000
predicted=28.570873, expected=4.000000
predicted=26.741284, expected=32.000000
predicted=22.969359, expected=44.000000
predicted=28.714523, expected=20.000000
predicted=22.930149, expected=44.000000
predicted=31.914685, expected=40.000000
predicted=30.583057, expected=44.000000
predicted=37.072604, expected=32.000000
predicted=37.920642, expected=44.000000
predicted=37.222028, expected=24.000000
predicted=36.979739, expected=4.000000
predicted=28.843517, expected=44.000000
predicted=33.923602, expected=72.000000
predicted=38.672033, expected=68.000000
predicted=44.507993, expected=36.000000
predicted=41.516544, expected=16.000000
predicted=37.203438, expected=60.000000
predicted=50.423893, expected=28.000000
predicted=44.516771, expected=72.000000
predicted=49.527499, expected=40.000000
predicted=42.672647, expected=36.000000
predicted=39.625013, expected=40.000000
predicted=47.430267, expected=44.000000
predicted=41.858215, expected=64.000000
predicted=51.442374, expected=36.000000
predicted=42.511393, expected=84.000000
predicted=53.339836, expected=56.000000
predicted=54.089232, expected=36.000000
predicted=50.899840, expected=20.000000
predicted=48.854349, expected=48.000000
predicted=45.817754, expected=36.000000
predicted=46.508589, expected=4.000000
predicted=30.921579, expected=52.000000
predicted=35.581573, expected=80.000000
predicted=42.194462, expected=68.000000
predicted=48.585623, expected=12.000000
predicted=40.341403, expected=64.000000
predicted=48.663762, expected=16.000000
predicted=45.213900, expected=44.000000
predicted=46.618694, expected=60.000000
predicted=48.046300, expected=52.000000
predicted=39.287536, expected=40.000000
predicted=47.212232, expected=76.000000
predicted=49.876176, expected=28.000000
predicted=47.262632, expected=24.000000
predicted=45.282258, expected=28.000000
predicted=41.948709, expected=32.000000
predicted=35.726484, expected=72.000000
predicted=47.349803, expected=24.000000
predicted=33.223522, expected=16.000000
predicted=31.282321, expected=20.000000
predicted=32.222759, expected=32.000000
predicted=31.098975, expected=20.000000
predicted=31.086864, expected=32.000000
predicted=24.881142, expected=80.000000
predicted=37.183125, expected=32.000000
predicted=34.028305, expected=32.000000
predicted=38.003397, expected=32.000000
predicted=38.325597, expected=56.000000
predicted=42.997775, expected=68.000000
predicted=52.674464, expected=56.000000
predicted=46.090326, expected=32.000000
predicted=44.914245, expected=36.000000
predicted=45.819532, expected=40.000000
predicted=47.431531, expected=36.000000
predicted=44.122305, expected=48.000000
predicted=42.761959, expected=20.000000
predicted=33.771120, expected=52.000000
predicted=39.895384, expected=44.000000
predicted=40.543353, expected=28.000000
predicted=36.094588, expected=24.000000
predicted=36.595841, expected=44.000000
predicted=35.390688, expected=24.000000
predicted=34.891570, expected=36.000000
predicted=34.021910, expected=28.000000
predicted=30.879976, expected=20.000000
predicted=27.648143, expected=16.000000
predicted=28.074507, expected=100.000000
predicted=42.137728, expected=24.000000
predicted=34.855418, expected=20.000000
predicted=33.486266, expected=68.000000
predicted=45.677909, expected=28.000000
predicted=36.954517, expected=56.000000
predicted=52.647163, expected=64.000000
predicted=45.052622, expected=48.000000
predicted=44.799570, expected=16.000000
predicted=46.442457, expected=24.000000
predicted=38.317746, expected=48.000000
predicted=43.297242, expected=60.000000
predicted=44.410662, expected=72.000000
predicted=47.103164, expected=24.000000
predicted=38.268423, expected=28.000000
predicted=41.594033, expected=32.000000
predicted=43.851100, expected=24.000000
predicted=38.446794, expected=24.000000
predicted=35.374966, expected=28.000000
predicted=26.754734, expected=48.000000
predicted=31.735264, expected=44.000000
predicted=33.808411, expected=36.000000
predicted=33.705597, expected=12.000000
predicted=30.475693, expected=36.000000
predicted=34.247268, expected=52.000000
predicted=39.286490, expected=24.000000
predicted=32.534591, expected=64.000000
predicted=40.551812, expected=32.000000
predicted=34.829212, expected=32.000000
predicted=38.796091, expected=16.000000
predicted=36.928443, expected=44.000000
predicted=34.922413, expected=32.000000
predicted=37.369730, expected=44.000000
predicted=33.750540, expected=84.000000
predicted=45.688224, expected=32.000000
predicted=38.725097, expected=8.000000
predicted=39.103310, expected=20.000000
predicted=36.735509, expected=40.000000
predicted=37.321903, expected=68.000000
predicted=45.804184, expected=16.000000
predicted=28.757237, expected=60.000000
predicted=37.065579, expected=52.000000
predicted=42.539457, expected=20.000000
predicted=39.329761, expected=16.000000
predicted=40.093263, expected=28.000000
predicted=31.004586, expected=8.000000
predicted=29.285937, expected=40.000000
predicted=29.994645, expected=32.000000
predicted=24.221882, expected=24.000000
predicted=23.546095, expected=28.000000
predicted=27.770807, expected=8.000000
predicted=20.904731, expected=44.000000
predicted=31.324091, expected=16.000000
predicted=24.419437, expected=64.000000
predicted=32.784487, expected=24.000000
predicted=30.212805, expected=32.000000
predicted=29.752831, expected=4.000000
predicted=30.569057, expected=20.000000
predicted=24.930064, expected=32.000000
predicted=31.631339, expected=44.000000
predicted=26.403982, expected=68.000000
predicted=36.269888, expected=44.000000
predicted=34.108899, expected=20.000000
predicted=35.733203, expected=36.000000
predicted=40.808671, expected=44.000000
predicted=42.405979, expected=40.000000
predicted=42.635952, expected=12.000000
predicted=31.808162, expected=36.000000
predicted=31.722773, expected=56.000000
predicted=38.695731, expected=28.000000
predicted=34.566681, expected=20.000000
predicted=32.174505, expected=12.000000
predicted=26.034172, expected=40.000000
predicted=32.589329, expected=20.000000
predicted=29.352786, expected=48.000000
predicted=29.490226, expected=32.000000
predicted=28.806565, expected=36.000000
predicted=30.157180, expected=40.000000
predicted=37.264032, expected=16.000000
predicted=29.558192, expected=12.000000
predicted=30.416209, expected=16.000000
predicted=25.264007, expected=28.000000
predicted=25.015728, expected=80.000000
predicted=36.335681, expected=24.000000
predicted=27.105264, expected=36.000000
predicted=32.228304, expected=24.000000
predicted=34.208549, expected=24.000000
predicted=33.622807, expected=28.000000
predicted=38.146730, expected=36.000000
predicted=28.743139, expected=32.000000
predicted=30.311162, expected=36.000000
predicted=30.185996, expected=4.000000
predicted=24.664483, expected=16.000000
predicted=25.008924, expected=8.000000
predicted=21.833927, expected=44.000000
predicted=24.981350, expected=36.000000
predicted=25.478436, expected=64.000000
predicted=29.786313, expected=44.000000
predicted=35.394304, expected=36.000000
predicted=36.357554, expected=12.000000
predicted=37.971032, expected=16.000000
predicted=32.984772, expected=32.000000
predicted=35.788662, expected=28.000000
predicted=28.325694, expected=60.000000
predicted=33.676155, expected=48.000000
predicted=32.821968, expected=20.000000
predicted=31.171760, expected=12.000000
predicted=32.119896, expected=28.000000
predicted=32.131919, expected=20.000000
predicted=31.609151, expected=28.000000
predicted=27.395171, expected=20.000000
predicted=21.350494, expected=36.000000
predicted=24.176750, expected=56.000000
predicted=33.601637, expected=24.000000
predicted=28.792213, expected=44.000000
predicted=35.488840, expected=24.000000
predicted=32.627778, expected=44.000000
predicted=37.862947, expected=52.000000
predicted=43.108027, expected=44.000000
predicted=37.643796, expected=36.000000
predicted=40.737450, expected=4.000000
predicted=30.742125, expected=56.000000
predicted=41.495969, expected=36.000000
predicted=38.508373, expected=24.000000
predicted=32.182994, expected=52.000000
predicted=37.420434, expected=12.000000
predicted=26.970451, expected=32.000000
predicted=36.187467, expected=44.000000
predicted=35.008000, expected=32.000000
predicted=31.283492, expected=24.000000
predicted=33.268771, expected=12.000000
predicted=24.220744, expected=68.000000
predicted=38.124054, expected=44.000000
predicted=37.737519, expected=44.000000
predicted=37.008656, expected=36.000000
predicted=37.943177, expected=12.000000
predicted=32.376604, expected=24.000000
predicted=38.867210, expected=44.000000
predicted=35.609509, expected=8.000000
predicted=26.542615, expected=32.000000
predicted=27.332976, expected=36.000000
predicted=26.373068, expected=40.000000
predicted=30.406865, expected=20.000000
predicted=30.061955, expected=44.000000
predicted=30.122184, expected=44.000000
predicted=36.495490, expected=60.000000
predicted=41.622055, expected=24.000000
predicted=37.562817, expected=48.000000
predicted=39.713391, expected=16.000000
predicted=38.022514, expected=32.000000
predicted=36.807898, expected=56.000000
predicted=42.533422, expected=44.000000
predicted=35.768312, expected=20.000000
predicted=35.327751, expected=20.000000
predicted=30.081230, expected=12.000000
predicted=29.270269, expected=24.000000
predicted=30.294386, expected=32.000000
predicted=27.028246, expected=32.000000
predicted=23.541886, expected=76.000000
predicted=35.858042, expected=8.000000
predicted=27.227255, expected=8.000000
predicted=27.768921, expected=12.000000
predicted=28.134158, expected=44.000000
predicted=30.730437, expected=32.000000
predicted=32.712677, expected=40.000000
predicted=23.981796, expected=40.000000
predicted=29.295171, expected=8.000000
predicted=26.025056, expected=24.000000
predicted=31.882038, expected=36.000000
predicted=30.980224, expected=16.000000
predicted=26.502400, expected=32.000000
predicted=27.600008, expected=40.000000
predicted=26.231717, expected=24.000000
predicted=27.426030, expected=12.000000
predicted=26.150113, expected=24.000000
predicted=24.409922, expected=16.000000
predicted=24.240511, expected=16.000000
predicted=22.439906, expected=20.000000
predicted=19.317426, expected=44.000000
predicted=23.147550, expected=24.000000
predicted=23.657238, expected=20.000000
predicted=22.404564, expected=40.000000
predicted=28.237378, expected=12.000000
predicted=24.500225, expected=16.000000
predicted=26.307035, expected=16.000000
predicted=21.503116, expected=16.000000
predicted=19.246531, expected=24.000000
predicted=22.276537, expected=28.000000
predicted=18.921043, expected=40.000000
predicted=24.180743, expected=76.000000
predicted=36.120384, expected=24.000000
predicted=31.976763, expected=16.000000
predicted=32.407832, expected=16.000000
predicted=32.416966, expected=28.000000
predicted=32.910139, expected=136.000000
predicted=59.228198, expected=20.000000
predicted=35.510911, expected=52.000000
predicted=42.521387, expected=8.000000
predicted=40.890879, expected=24.000000
predicted=42.296001, expected=20.000000
predicted=48.717533, expected=48.000000
predicted=29.395152, expected=44.000000
predicted=34.858718, expected=36.000000
predicted=28.400392, expected=16.000000
predicted=29.557782, expected=16.000000
predicted=28.369297, expected=52.000000
predicted=38.083325, expected=60.000000
predicted=39.590567, expected=60.000000
predicted=40.544748, expected=96.000000
predicted=51.451601, expected=72.000000
predicted=57.450628, expected=32.000000
predicted=58.017548, expected=48.000000
predicted=60.570902, expected=36.000000
predicted=56.305583, expected=12.000000
predicted=49.031086, expected=40.000000
predicted=42.560195, expected=108.000000
predicted=51.298392, expected=40.000000
predicted=46.001567, expected=20.000000
predicted=39.351621, expected=24.000000
predicted=38.125682, expected=36.000000
predicted=43.731268, expected=64.000000
predicted=54.966884, expected=48.000000
predicted=39.197926, expected=28.000000
predicted=33.964016, expected=20.000000
predicted=34.439700, expected=20.000000
predicted=34.983972, expected=28.000000
predicted=36.646444, expected=72.000000
predicted=40.602612, expected=52.000000
predicted=36.883173, expected=56.000000
predicted=40.160839, expected=48.000000
predicted=44.232603, expected=64.000000
predicted=52.388290, expected=44.000000
predicted=56.226028, expected=44.000000
predicted=50.505297, expected=16.000000
predicted=43.604858, expected=28.000000
predicted=40.184922, expected=36.000000
predicted=41.019711, expected=44.000000
predicted=36.731829, expected=48.000000
predicted=37.691673, expected=24.000000
predicted=30.127331, expected=16.000000
predicted=30.542751, expected=24.000000
predicted=32.040249, expected=36.000000
predicted=33.640279, expected=24.000000
predicted=29.552016, expected=28.000000
predicted=25.258869, expected=40.000000
predicted=28.430558, expected=52.000000
predicted=34.941943, expected=20.000000
predicted=31.777962, expected=24.000000
predicted=29.856003, expected=20.000000
predicted=29.944369, expected=36.000000
predicted=33.113739, expected=16.000000
predicted=28.683405, expected=32.000000
predicted=24.798339, expected=64.000000
predicted=35.022606, expected=12.000000
predicted=26.720711, expected=16.000000
predicted=28.174564, expected=28.000000
predicted=28.001183, expected=52.000000
predicted=35.625675, expected=24.000000
predicted=33.840918, expected=48.000000
predicted=30.019783, expected=72.000000
predicted=41.821727, expected=16.000000
predicted=35.752936, expected=4.000000
predicted=34.098520, expected=48.000000
predicted=37.113967, expected=44.000000
predicted=39.660744, expected=28.000000
predicted=36.758969, expected=52.000000
predicted=33.125717, expected=32.000000
predicted=31.671539, expected=28.000000
predicted=38.088050, expected=16.000000
predicted=32.964891, expected=32.000000
predicted=31.273467, expected=28.000000
predicted=32.817824, expected=20.000000
predicted=25.526348, expected=28.000000
predicted=26.062199, expected=32.000000
predicted=25.783939, expected=20.000000
predicted=26.143200, expected=76.000000
predicted=38.011379, expected=32.000000
predicted=32.647934, expected=12.000000
predicted=30.026507, expected=44.000000
predicted=37.817832, expected=28.000000
predicted=33.011780, expected=40.000000
predicted=41.675719, expected=24.000000
predicted=29.752012, expected=32.000000
predicted=28.580895, expected=40.000000
predicted=36.244521, expected=12.000000
predicted=27.116918, expected=8.000000
predicted=25.550033, expected=24.000000
predicted=24.059689, expected=32.000000
predicted=25.818315, expected=52.000000
predicted=31.059774, expected=44.000000
predicted=28.386141, expected=32.000000
predicted=29.625692, expected=32.000000
predicted=34.891404, expected=24.000000
predicted=34.615677, expected=44.000000
predicted=39.954470, expected=24.000000
predicted=33.140928, expected=40.000000
predicted=33.226138, expected=28.000000
predicted=31.776888, expected=40.000000
predicted=33.034429, expected=28.000000
predicted=34.328290, expected=68.000000
predicted=39.799597, expected=44.000000
predicted=41.280163, expected=16.000000
Test MSE: 388.574
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276])]
predicted=54.201875, expected=64.000000
predicted=55.581172, expected=24.000000
predicted=38.511130, expected=48.000000
predicted=42.683935, expected=4.000000
predicted=37.240754, expected=24.000000
predicted=35.330988, expected=40.000000
predicted=41.869391, expected=56.000000
predicted=33.325098, expected=32.000000
predicted=35.199628, expected=68.000000
predicted=36.972139, expected=8.000000
predicted=29.269253, expected=16.000000
predicted=34.729812, expected=32.000000
predicted=41.040732, expected=24.000000
predicted=27.739657, expected=116.000000
predicted=61.487487, expected=20.000000
predicted=24.134460, expected=48.000000
predicted=38.965435, expected=28.000000
predicted=42.206042, expected=20.000000
predicted=34.749404, expected=120.000000
predicted=80.790011, expected=40.000000
predicted=36.571247, expected=52.000000
predicted=50.443461, expected=16.000000
predicted=39.818783, expected=44.000000
predicted=44.414669, expected=40.000000
predicted=62.766854, expected=56.000000
predicted=42.805108, expected=24.000000
predicted=38.050428, expected=8.000000
predicted=25.445214, expected=8.000000
predicted=30.757341, expected=92.000000
predicted=48.014546, expected=84.000000
predicted=50.252822, expected=80.000000
predicted=46.413543, expected=12.000000
predicted=33.875217, expected=32.000000
predicted=43.335565, expected=8.000000
predicted=54.285777, expected=40.000000
predicted=50.690403, expected=36.000000
predicted=42.998659, expected=36.000000
predicted=24.831255, expected=108.000000
predicted=51.926090, expected=4.000000
predicted=24.843357, expected=28.000000
predicted=40.171071, expected=8.000000
predicted=34.802903, expected=52.000000
predicted=41.596477, expected=120.000000
predicted=72.893215, expected=24.000000
predicted=26.349591, expected=48.000000
predicted=43.102049, expected=12.000000
predicted=35.128834, expected=4.000000
predicted=41.274451, expected=8.000000
predicted=47.780124, expected=28.000000
predicted=23.334871, expected=8.000000
predicted=20.833861, expected=40.000000
predicted=19.151336, expected=4.000000
predicted=10.894131, expected=16.000000
predicted=15.587954, expected=16.000000
predicted=20.341217, expected=16.000000
predicted=15.179418, expected=20.000000
predicted=22.251939, expected=16.000000
predicted=12.794926, expected=4.000000
predicted=13.076788, expected=64.000000
predicted=28.401341, expected=28.000000
predicted=22.256505, expected=24.000000
predicted=23.371667, expected=12.000000
predicted=21.617429, expected=16.000000
predicted=21.012833, expected=32.000000
predicted=36.224734, expected=8.000000
predicted=18.981675, expected=36.000000
predicted=23.984566, expected=24.000000
predicted=19.886359, expected=16.000000
predicted=19.639890, expected=8.000000
predicted=20.769007, expected=20.000000
predicted=17.847504, expected=32.000000
predicted=26.487892, expected=32.000000
predicted=23.071374, expected=8.000000
predicted=16.109990, expected=4.000000
predicted=14.106082, expected=28.000000
predicted=22.863755, expected=36.000000
predicted=26.644000, expected=20.000000
predicted=21.588403, expected=28.000000
predicted=19.202466, expected=12.000000
predicted=17.133763, expected=8.000000
predicted=21.325825, expected=40.000000
predicted=29.188163, expected=8.000000
predicted=17.086403, expected=16.000000
predicted=19.485751, expected=40.000000
predicted=22.549280, expected=40.000000
predicted=24.108750, expected=4.000000
predicted=22.782405, expected=4.000000
predicted=15.206587, expected=44.000000
predicted=27.811600, expected=36.000000
predicted=30.610377, expected=16.000000
predicted=23.843002, expected=8.000000
predicted=14.668501, expected=24.000000
predicted=20.617601, expected=12.000000
predicted=25.276099, expected=20.000000
predicted=22.056479, expected=12.000000
predicted=14.772965, expected=16.000000
predicted=14.269892, expected=56.000000
predicted=28.507726, expected=64.000000
predicted=30.742787, expected=68.000000
predicted=38.357969, expected=68.000000
predicted=43.388563, expected=44.000000
predicted=44.824875, expected=64.000000
predicted=61.278493, expected=72.000000
predicted=65.338285, expected=40.000000
predicted=57.111733, expected=64.000000
predicted=61.519512, expected=64.000000
predicted=57.137287, expected=60.000000
predicted=60.804202, expected=32.000000
predicted=54.140362, expected=100.000000
predicted=64.195085, expected=44.000000
predicted=57.723508, expected=40.000000
predicted=54.860117, expected=44.000000
predicted=54.452441, expected=52.000000
predicted=49.780043, expected=60.000000
predicted=64.180951, expected=80.000000
predicted=55.299424, expected=76.000000
predicted=57.135778, expected=24.000000
predicted=48.082236, expected=8.000000
predicted=45.355506, expected=8.000000
predicted=43.062946, expected=40.000000
predicted=48.208113, expected=116.000000
predicted=61.527797, expected=44.000000
predicted=33.525481, expected=4.000000
predicted=24.504659, expected=16.000000
predicted=32.543733, expected=52.000000
predicted=48.986130, expected=12.000000
predicted=48.134619, expected=36.000000
predicted=31.107319, expected=64.000000
predicted=31.649730, expected=36.000000
predicted=31.003607, expected=24.000000
predicted=36.991361, expected=56.000000
predicted=37.663106, expected=56.000000
predicted=45.308163, expected=16.000000
predicted=40.316020, expected=40.000000
predicted=39.038425, expected=100.000000
predicted=53.698619, expected=32.000000
predicted=45.124878, expected=20.000000
predicted=41.929913, expected=16.000000
predicted=33.013738, expected=16.000000
predicted=36.326508, expected=68.000000
predicted=56.949878, expected=64.000000
predicted=37.613087, expected=28.000000
predicted=28.893954, expected=24.000000
predicted=31.249551, expected=24.000000
predicted=33.526062, expected=44.000000
predicted=47.943353, expected=56.000000
predicted=46.054332, expected=36.000000
predicted=32.527511, expected=16.000000
predicted=28.683227, expected=20.000000
predicted=30.782541, expected=8.000000
predicted=30.186764, expected=32.000000
predicted=34.375905, expected=28.000000
predicted=25.744214, expected=72.000000
predicted=33.083121, expected=32.000000
predicted=27.563871, expected=12.000000
predicted=23.088402, expected=16.000000
predicted=31.431817, expected=36.000000
predicted=34.152589, expected=44.000000
predicted=42.632210, expected=44.000000
predicted=31.526933, expected=44.000000
predicted=29.932577, expected=36.000000
predicted=32.683695, expected=124.000000
predicted=63.181799, expected=24.000000
predicted=43.170065, expected=44.000000
predicted=49.744145, expected=60.000000
predicted=56.611033, expected=24.000000
predicted=45.388599, expected=60.000000
predicted=68.941986, expected=12.000000
predicted=31.024934, expected=20.000000
predicted=36.473945, expected=4.000000
predicted=32.168317, expected=28.000000
predicted=26.520060, expected=48.000000
predicted=36.548795, expected=20.000000
predicted=18.275455, expected=16.000000
predicted=20.642521, expected=40.000000
predicted=25.570120, expected=76.000000
predicted=42.242480, expected=72.000000
predicted=47.313731, expected=24.000000
predicted=32.640238, expected=12.000000
predicted=32.955919, expected=4.000000
predicted=36.171597, expected=16.000000
predicted=40.442355, expected=4.000000
predicted=27.495383, expected=28.000000
predicted=18.384227, expected=60.000000
predicted=24.874472, expected=16.000000
predicted=15.199454, expected=8.000000
predicted=18.266062, expected=24.000000
predicted=21.996023, expected=56.000000
predicted=36.112538, expected=48.000000
predicted=39.389924, expected=32.000000
predicted=26.633372, expected=4.000000
predicted=21.477449, expected=4.000000
predicted=25.737494, expected=40.000000
predicted=38.384401, expected=60.000000
predicted=37.943415, expected=12.000000
predicted=21.239429, expected=24.000000
predicted=20.719781, expected=48.000000
predicted=31.104460, expected=8.000000
predicted=28.933917, expected=24.000000
predicted=33.761566, expected=108.000000
predicted=45.326079, expected=16.000000
predicted=28.201868, expected=24.000000
predicted=37.089771, expected=72.000000
predicted=43.207506, expected=16.000000
predicted=35.257247, expected=8.000000
predicted=47.475317, expected=44.000000
predicted=31.813493, expected=12.000000
predicted=25.527039, expected=12.000000
predicted=32.703091, expected=16.000000
predicted=17.969720, expected=100.000000
predicted=39.235100, expected=20.000000
predicted=29.093903, expected=24.000000
predicted=26.127823, expected=36.000000
predicted=32.899115, expected=16.000000
predicted=29.839303, expected=8.000000
predicted=41.767379, expected=8.000000
predicted=18.238884, expected=40.000000
predicted=25.970376, expected=16.000000
predicted=21.042043, expected=24.000000
predicted=18.657147, expected=104.000000
predicted=40.386973, expected=4.000000
predicted=19.966302, expected=20.000000
predicted=34.542293, expected=24.000000
predicted=30.162136, expected=28.000000
predicted=32.447677, expected=52.000000
predicted=51.219942, expected=24.000000
predicted=19.988641, expected=24.000000
predicted=26.650864, expected=16.000000
predicted=26.200464, expected=16.000000
predicted=26.255222, expected=8.000000
predicted=26.105830, expected=76.000000
predicted=34.858561, expected=44.000000
predicted=28.523632, expected=36.000000
predicted=28.909860, expected=40.000000
predicted=34.019510, expected=24.000000
predicted=31.612905, expected=28.000000
predicted=45.997610, expected=12.000000
predicted=30.436031, expected=40.000000
predicted=33.523940, expected=44.000000
predicted=34.018744, expected=92.000000
predicted=44.326974, expected=20.000000
predicted=31.245702, expected=28.000000
predicted=34.089100, expected=24.000000
predicted=40.361989, expected=28.000000
predicted=39.837152, expected=36.000000
predicted=46.757366, expected=20.000000
predicted=23.531390, expected=4.000000
predicted=21.372066, expected=4.000000
predicted=19.006044, expected=12.000000
predicted=19.350118, expected=20.000000
predicted=19.915519, expected=32.000000
predicted=17.897451, expected=24.000000
predicted=14.006907, expected=4.000000
predicted=11.646829, expected=60.000000
predicted=29.508802, expected=8.000000
predicted=19.683616, expected=28.000000
predicted=27.634369, expected=40.000000
predicted=28.830300, expected=8.000000
predicted=18.314102, expected=52.000000
predicted=40.666015, expected=60.000000
predicted=31.729120, expected=16.000000
predicted=28.649952, expected=16.000000
predicted=31.587704, expected=44.000000
predicted=32.011565, expected=60.000000
predicted=45.707244, expected=24.000000
predicted=36.551465, expected=84.000000
predicted=43.493093, expected=40.000000
predicted=37.457350, expected=12.000000
predicted=39.495681, expected=40.000000
predicted=47.643477, expected=60.000000
predicted=43.449651, expected=28.000000
predicted=46.848776, expected=4.000000
predicted=28.250785, expected=12.000000
predicted=23.675044, expected=12.000000
predicted=27.577612, expected=20.000000
predicted=28.701824, expected=36.000000
predicted=22.281567, expected=52.000000
predicted=22.825094, expected=16.000000
predicted=19.425827, expected=16.000000
predicted=22.318899, expected=20.000000
predicted=25.729913, expected=8.000000
predicted=24.564482, expected=60.000000
predicted=37.890503, expected=68.000000
predicted=32.199582, expected=48.000000
predicted=32.426810, expected=24.000000
predicted=32.165873, expected=60.000000
predicted=42.711157, expected=16.000000
predicted=43.491268, expected=4.000000
predicted=38.101316, expected=40.000000
predicted=37.770967, expected=24.000000
predicted=26.273113, expected=4.000000
predicted=27.013416, expected=28.000000
predicted=21.027492, expected=8.000000
predicted=13.902417, expected=4.000000
predicted=19.944701, expected=36.000000
predicted=21.911067, expected=24.000000
predicted=14.951930, expected=8.000000
predicted=17.456594, expected=16.000000
predicted=15.210593, expected=28.000000
predicted=18.470635, expected=12.000000
predicted=21.290565, expected=12.000000
predicted=17.294982, expected=36.000000
predicted=19.905986, expected=84.000000
predicted=36.093371, expected=116.000000
predicted=52.340062, expected=40.000000
predicted=37.670937, expected=24.000000
predicted=42.075547, expected=12.000000
predicted=46.149289, expected=52.000000
predicted=62.428952, expected=32.000000
predicted=54.737370, expected=60.000000
predicted=40.592731, expected=24.000000
predicted=29.305655, expected=20.000000
predicted=28.386597, expected=4.000000
predicted=32.107391, expected=4.000000
predicted=23.713889, expected=32.000000
predicted=32.340910, expected=40.000000
predicted=23.340208, expected=36.000000
predicted=22.756141, expected=12.000000
predicted=15.974272, expected=8.000000
predicted=17.671213, expected=12.000000
predicted=24.261538, expected=8.000000
predicted=21.480812, expected=72.000000
predicted=34.575892, expected=52.000000
predicted=25.632914, expected=8.000000
predicted=18.458437, expected=12.000000
predicted=23.748012, expected=12.000000
predicted=23.521908, expected=4.000000
predicted=31.695066, expected=8.000000
predicted=21.278879, expected=68.000000
predicted=25.127967, expected=72.000000
predicted=30.485130, expected=40.000000
predicted=28.180713, expected=52.000000
predicted=36.295193, expected=28.000000
predicted=35.950724, expected=52.000000
predicted=56.215462, expected=68.000000
predicted=57.955081, expected=20.000000
predicted=37.486004, expected=20.000000
predicted=39.935866, expected=32.000000
predicted=36.058682, expected=36.000000
predicted=40.555181, expected=4.000000
predicted=31.531801, expected=16.000000
predicted=21.325430, expected=4.000000
predicted=17.010129, expected=48.000000
predicted=29.753825, expected=32.000000
predicted=25.091115, expected=4.000000
predicted=12.227927, expected=108.000000
predicted=45.384257, expected=8.000000
predicted=20.918447, expected=24.000000
predicted=38.283365, expected=12.000000
predicted=29.417517, expected=8.000000
predicted=22.244242, expected=76.000000
predicted=57.215959, expected=16.000000
predicted=17.263473, expected=20.000000
predicted=24.828375, expected=56.000000
predicted=32.445306, expected=12.000000
predicted=24.178900, expected=12.000000
predicted=36.671097, expected=52.000000
predicted=30.557256, expected=12.000000
predicted=22.907138, expected=36.000000
predicted=35.635440, expected=12.000000
predicted=18.466765, expected=32.000000
predicted=25.921134, expected=8.000000
predicted=26.319971, expected=12.000000
predicted=17.476212, expected=84.000000
predicted=40.093116, expected=20.000000
predicted=21.146301, expected=28.000000
predicted=30.605418, expected=44.000000
predicted=30.380638, expected=12.000000
predicted=27.326473, expected=8.000000
predicted=37.982986, expected=24.000000
predicted=23.338498, expected=20.000000
predicted=23.376752, expected=8.000000
predicted=21.249489, expected=12.000000
predicted=13.564822, expected=12.000000
predicted=13.006699, expected=20.000000
predicted=18.058457, expected=12.000000
predicted=14.093265, expected=4.000000
predicted=9.646118, expected=28.000000
predicted=16.709079, expected=24.000000
predicted=16.353262, expected=4.000000
predicted=13.769901, expected=36.000000
predicted=20.212332, expected=20.000000
predicted=16.183429, expected=36.000000
predicted=27.080806, expected=8.000000
predicted=18.571961, expected=8.000000
predicted=15.769444, expected=12.000000
predicted=21.908583, expected=48.000000
Test MSE: 666.018
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257])]
predicted=27.520526, expected=4.000000
predicted=23.568952, expected=4.000000
predicted=12.563103, expected=8.000000
predicted=14.148980, expected=56.000000
predicted=22.420930, expected=44.000000
predicted=29.146049, expected=76.000000
predicted=35.910082, expected=36.000000
predicted=42.090420, expected=8.000000
predicted=33.730246, expected=16.000000
predicted=36.900316, expected=16.000000
predicted=29.800363, expected=4.000000
predicted=22.688126, expected=12.000000
predicted=14.441790, expected=8.000000
predicted=10.679016, expected=12.000000
predicted=10.622933, expected=8.000000
predicted=10.279012, expected=8.000000
predicted=8.233832, expected=20.000000
predicted=12.152448, expected=4.000000
predicted=10.038820, expected=8.000000
predicted=8.975507, expected=16.000000
predicted=11.614512, expected=52.000000
predicted=20.927431, expected=16.000000
predicted=21.675825, expected=20.000000
predicted=18.373444, expected=8.000000
predicted=20.466629, expected=28.000000
predicted=21.383310, expected=8.000000
predicted=21.755429, expected=4.000000
predicted=11.533036, expected=16.000000
predicted=14.470756, expected=4.000000
predicted=10.382618, expected=20.000000
predicted=12.886532, expected=20.000000
predicted=14.118107, expected=12.000000
predicted=12.406420, expected=24.000000
predicted=16.953673, expected=16.000000
predicted=16.793770, expected=8.000000
predicted=15.179859, expected=48.000000
predicted=23.515446, expected=8.000000
predicted=20.558706, expected=16.000000
predicted=17.536346, expected=4.000000
predicted=17.306114, expected=40.000000
predicted=19.756298, expected=8.000000
predicted=21.818782, expected=8.000000
predicted=11.602888, expected=8.000000
predicted=14.791660, expected=4.000000
predicted=9.845871, expected=12.000000
predicted=12.448904, expected=8.000000
predicted=8.384144, expected=12.000000
predicted=8.572836, expected=8.000000
predicted=9.165613, expected=44.000000
predicted=16.750490, expected=20.000000
predicted=20.102522, expected=24.000000
predicted=18.826883, expected=4.000000
predicted=19.344903, expected=24.000000
predicted=18.696031, expected=20.000000
predicted=23.245288, expected=12.000000
predicted=15.894171, expected=4.000000
predicted=14.066831, expected=36.000000
predicted=17.539129, expected=8.000000
predicted=17.986293, expected=4.000000
predicted=11.432017, expected=16.000000
predicted=14.550557, expected=44.000000
predicted=19.990845, expected=12.000000
predicted=20.733194, expected=4.000000
predicted=13.157964, expected=24.000000
predicted=18.857264, expected=16.000000
predicted=18.326521, expected=12.000000
predicted=16.980941, expected=8.000000
predicted=13.139745, expected=16.000000
predicted=12.967750, expected=16.000000
predicted=15.323260, expected=32.000000
predicted=17.706710, expected=16.000000
predicted=18.093066, expected=4.000000
predicted=13.918995, expected=4.000000
predicted=13.854343, expected=32.000000
predicted=17.417608, expected=24.000000
predicted=19.616970, expected=28.000000
predicted=18.634263, expected=12.000000
predicted=18.913856, expected=4.000000
predicted=15.263791, expected=8.000000
predicted=16.614064, expected=12.000000
predicted=13.536248, expected=4.000000
predicted=10.220045, expected=16.000000
predicted=9.583298, expected=16.000000
predicted=11.346910, expected=16.000000
predicted=12.021900, expected=8.000000
predicted=12.323425, expected=16.000000
predicted=12.608794, expected=24.000000
predicted=16.984348, expected=16.000000
predicted=16.049463, expected=4.000000
predicted=13.231847, expected=12.000000
predicted=13.027268, expected=36.000000
predicted=19.342107, expected=20.000000
predicted=19.309830, expected=12.000000
predicted=16.073307, expected=12.000000
predicted=16.739158, expected=8.000000
predicted=15.117623, expected=4.000000
predicted=13.366820, expected=4.000000
predicted=9.034674, expected=20.000000
predicted=10.472206, expected=36.000000
predicted=16.447585, expected=16.000000
predicted=15.804386, expected=80.000000
predicted=31.578264, expected=12.000000
predicted=31.884767, expected=32.000000
predicted=28.552371, expected=8.000000
predicted=33.116375, expected=8.000000
predicted=19.812500, expected=12.000000
predicted=24.089628, expected=16.000000
predicted=13.702732, expected=4.000000
predicted=12.526293, expected=16.000000
predicted=10.612688, expected=8.000000
predicted=11.278309, expected=4.000000
predicted=8.435513, expected=16.000000
predicted=11.225354, expected=8.000000
predicted=9.548279, expected=4.000000
predicted=8.204945, expected=24.000000
predicted=12.003475, expected=16.000000
predicted=13.213214, expected=16.000000
predicted=13.734015, expected=32.000000
predicted=19.039652, expected=20.000000
predicted=19.634207, expected=4.000000
predicted=16.954658, expected=28.000000
predicted=19.707436, expected=20.000000
predicted=20.569810, expected=16.000000
predicted=18.555546, expected=8.000000
predicted=16.295436, expected=12.000000
predicted=13.525524, expected=16.000000
predicted=16.259467, expected=16.000000
predicted=14.530344, expected=12.000000
predicted=13.480654, expected=8.000000
predicted=11.698365, expected=16.000000
predicted=13.197176, expected=16.000000
predicted=14.297485, expected=8.000000
predicted=12.140685, expected=28.000000
predicted=15.697720, expected=20.000000
predicted=17.565424, expected=16.000000
predicted=16.680136, expected=20.000000
predicted=18.950113, expected=68.000000
predicted=29.991039, expected=8.000000
predicted=28.226445, expected=24.000000
predicted=23.521912, expected=12.000000
predicted=26.688493, expected=16.000000
predicted=19.947391, expected=12.000000
predicted=22.867168, expected=20.000000
predicted=14.843263, expected=16.000000
predicted=17.182380, expected=36.000000
predicted=19.750357, expected=28.000000
predicted=23.679962, expected=4.000000
predicted=17.950851, expected=64.000000
predicted=30.194473, expected=16.000000
predicted=29.657973, expected=16.000000
predicted=23.528492, expected=8.000000
predicted=24.213331, expected=20.000000
predicted=17.941653, expected=12.000000
predicted=21.854792, expected=4.000000
predicted=11.243099, expected=8.000000
predicted=11.008028, expected=20.000000
predicted=12.131057, expected=4.000000
predicted=10.980612, expected=16.000000
predicted=10.511838, expected=12.000000
predicted=12.002389, expected=12.000000
predicted=11.063049, expected=8.000000
predicted=12.214334, expected=12.000000
predicted=10.331406, expected=12.000000
predicted=12.039980, expected=16.000000
predicted=12.091476, expected=4.000000
predicted=10.674370, expected=16.000000
predicted=11.007674, expected=8.000000
predicted=11.785905, expected=8.000000
predicted=9.429370, expected=8.000000
predicted=10.276848, expected=8.000000
predicted=8.142909, expected=24.000000
predicted=12.703420, expected=8.000000
predicted=11.564183, expected=8.000000
predicted=9.893275, expected=12.000000
predicted=12.032834, expected=4.000000
predicted=9.451188, expected=28.000000
predicted=14.271595, expected=12.000000
predicted=13.682089, expected=4.000000
predicted=9.978971, expected=20.000000
predicted=14.354969, expected=24.000000
predicted=15.921868, expected=8.000000
predicted=15.375085, expected=24.000000
predicted=16.081939, expected=4.000000
predicted=14.391939, expected=48.000000
predicted=21.087602, expected=24.000000
predicted=25.486031, expected=12.000000
predicted=18.148724, expected=8.000000
predicted=20.576115, expected=20.000000
predicted=17.673472, expected=16.000000
predicted=20.295531, expected=48.000000
predicted=22.764195, expected=36.000000
predicted=27.099112, expected=12.000000
predicted=22.614734, expected=20.000000
predicted=25.258800, expected=8.000000
predicted=21.675090, expected=16.000000
predicted=20.493967, expected=12.000000
predicted=17.382258, expected=8.000000
predicted=11.554824, expected=28.000000
predicted=16.193302, expected=16.000000
predicted=15.806444, expected=8.000000
predicted=13.679808, expected=8.000000
predicted=13.365619, expected=28.000000
predicted=15.990001, expected=12.000000
predicted=16.947527, expected=20.000000
predicted=15.083751, expected=36.000000
predicted=21.307287, expected=16.000000
predicted=20.178050, expected=12.000000
predicted=19.641563, expected=8.000000
predicted=17.003974, expected=40.000000
predicted=21.646779, expected=12.000000
predicted=21.516141, expected=16.000000
predicted=16.046879, expected=20.000000
predicted=19.790044, expected=20.000000
predicted=18.175161, expected=4.000000
predicted=17.728471, expected=4.000000
predicted=11.356880, expected=8.000000
predicted=11.245030, expected=20.000000
predicted=12.221518, expected=12.000000
predicted=12.021186, expected=8.000000
predicted=9.350046, expected=8.000000
predicted=10.268095, expected=20.000000
predicted=12.606355, expected=4.000000
predicted=11.786437, expected=16.000000
predicted=10.892762, expected=8.000000
predicted=11.634585, expected=8.000000
predicted=9.288815, expected=28.000000
predicted=15.319064, expected=8.000000
predicted=12.598919, expected=48.000000
predicted=20.375184, expected=8.000000
predicted=20.954067, expected=24.000000
predicted=18.308519, expected=28.000000
predicted=26.631142, expected=8.000000
predicted=18.542735, expected=28.000000
predicted=23.394585, expected=32.000000
predicted=23.233891, expected=40.000000
predicted=27.121354, expected=8.000000
predicted=24.816351, expected=8.000000
predicted=18.685498, expected=4.000000
predicted=18.587824, expected=16.000000
predicted=15.443029, expected=32.000000
predicted=19.015660, expected=32.000000
predicted=18.829281, expected=12.000000
predicted=18.182792, expected=24.000000
predicted=20.190367, expected=16.000000
predicted=22.081055, expected=48.000000
predicted=27.136757, expected=12.000000
predicted=25.700546, expected=24.000000
predicted=20.901505, expected=16.000000
predicted=24.737455, expected=16.000000
predicted=19.561439, expected=28.000000
predicted=24.194929, expected=16.000000
predicted=19.011782, expected=4.000000
predicted=15.896647, expected=44.000000
predicted=21.688071, expected=8.000000
predicted=20.449841, expected=24.000000
predicted=18.613084, expected=12.000000
predicted=20.138617, expected=8.000000
predicted=14.179219, expected=4.000000
predicted=15.736081, expected=20.000000
predicted=12.127243, expected=4.000000
predicted=12.037739, expected=4.000000
predicted=7.426700, expected=8.000000
predicted=8.465975, expected=4.000000
predicted=6.568271, expected=20.000000
predicted=10.105137, expected=20.000000
predicted=11.775773, expected=4.000000
predicted=9.918834, expected=16.000000
predicted=12.095100, expected=12.000000
predicted=13.187652, expected=20.000000
predicted=14.621330, expected=32.000000
predicted=19.103089, expected=4.000000
predicted=15.066060, expected=28.000000
predicted=18.073669, expected=16.000000
predicted=20.210727, expected=8.000000
predicted=15.797186, expected=12.000000
predicted=16.549368, expected=8.000000
predicted=12.044150, expected=16.000000
predicted=13.837241, expected=36.000000
predicted=17.626212, expected=4.000000
predicted=14.886029, expected=4.000000
predicted=11.720255, expected=16.000000
predicted=14.484650, expected=20.000000
predicted=15.307549, expected=12.000000
predicted=15.245869, expected=8.000000
predicted=10.850827, expected=4.000000
predicted=10.230174, expected=12.000000
predicted=11.151043, expected=8.000000
predicted=10.509658, expected=4.000000
predicted=7.396519, expected=40.000000
predicted=14.138198, expected=16.000000
predicted=16.220917, expected=4.000000
predicted=12.665672, expected=20.000000
predicted=16.268986, expected=8.000000
predicted=14.671867, expected=8.000000
predicted=14.175916, expected=12.000000
predicted=11.780993, expected=24.000000
predicted=12.984235, expected=4.000000
predicted=12.906706, expected=8.000000
predicted=9.843307, expected=8.000000
predicted=10.952990, expected=12.000000
predicted=10.377861, expected=16.000000
predicted=12.387787, expected=24.000000
predicted=13.042513, expected=12.000000
predicted=14.125321, expected=8.000000
predicted=12.813489, expected=8.000000
predicted=12.967033, expected=8.000000
predicted=11.642504, expected=12.000000
Test MSE: 177.325
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412])]
predicted=112.433433, expected=100.000000
predicted=109.147490, expected=68.000000
predicted=99.927089, expected=100.000000
predicted=98.941018, expected=100.000000
predicted=98.309059, expected=92.000000
predicted=95.790858, expected=496.000000
predicted=223.275667, expected=156.000000
predicted=163.770100, expected=112.000000
predicted=179.443102, expected=112.000000
predicted=175.876490, expected=176.000000
predicted=172.823198, expected=160.000000
predicted=194.998074, expected=160.000000
predicted=149.789230, expected=88.000000
predicted=128.506519, expected=140.000000
predicted=139.378191, expected=112.000000
predicted=132.593661, expected=200.000000
predicted=151.393368, expected=148.000000
predicted=143.188408, expected=84.000000
predicted=121.435744, expected=136.000000
predicted=139.801789, expected=72.000000
predicted=112.125284, expected=132.000000
predicted=128.316628, expected=120.000000
predicted=116.222085, expected=64.000000
predicted=93.350665, expected=156.000000
predicted=122.943803, expected=188.000000
predicted=130.610457, expected=124.000000
predicted=128.455714, expected=104.000000
predicted=126.767090, expected=116.000000
predicted=123.813655, expected=76.000000
predicted=115.380948, expected=120.000000
predicted=121.031067, expected=124.000000
predicted=111.961533, expected=188.000000
predicted=131.907886, expected=88.000000
predicted=114.092936, expected=132.000000
predicted=125.121259, expected=168.000000
predicted=142.003823, expected=76.000000
predicted=116.606915, expected=96.000000
predicted=123.235492, expected=232.000000
predicted=147.984882, expected=188.000000
predicted=149.923598, expected=160.000000
predicted=158.482117, expected=116.000000
predicted=143.986480, expected=196.000000
predicted=168.165550, expected=76.000000
predicted=144.095087, expected=88.000000
predicted=130.258397, expected=148.000000
predicted=134.572035, expected=152.000000
predicted=127.141253, expected=96.000000
predicted=122.762334, expected=84.000000
predicted=106.369789, expected=184.000000
predicted=134.439156, expected=60.000000
predicted=105.918284, expected=52.000000
predicted=99.129470, expected=184.000000
predicted=124.376758, expected=132.000000
predicted=109.772080, expected=100.000000
predicted=119.224295, expected=88.000000
predicted=105.304952, expected=132.000000
predicted=114.164193, expected=88.000000
predicted=112.645317, expected=116.000000
predicted=111.553544, expected=160.000000
predicted=122.150913, expected=64.000000
predicted=97.747111, expected=116.000000
predicted=117.290482, expected=88.000000
predicted=101.022690, expected=156.000000
predicted=120.081566, expected=108.000000
predicted=114.775359, expected=156.000000
predicted=121.892671, expected=84.000000
predicted=113.590557, expected=172.000000
predicted=133.960656, expected=108.000000
predicted=126.529386, expected=144.000000
predicted=129.941653, expected=180.000000
predicted=149.601626, expected=120.000000
predicted=128.750897, expected=208.000000
predicted=167.301612, expected=176.000000
predicted=158.021420, expected=204.000000
predicted=176.551001, expected=112.000000
predicted=161.069535, expected=68.000000
predicted=135.008404, expected=228.000000
predicted=176.270269, expected=112.000000
predicted=136.217915, expected=168.000000
predicted=154.654405, expected=140.000000
predicted=142.125333, expected=172.000000
predicted=147.969939, expected=148.000000
predicted=160.610344, expected=120.000000
predicted=139.378594, expected=128.000000
predicted=144.335201, expected=80.000000
predicted=121.292976, expected=216.000000
predicted=154.438970, expected=112.000000
predicted=128.044825, expected=164.000000
predicted=142.548612, expected=96.000000
predicted=130.518618, expected=80.000000
predicted=115.209216, expected=120.000000
predicted=130.114603, expected=156.000000
predicted=122.723257, expected=124.000000
predicted=122.723626, expected=144.000000
predicted=126.281551, expected=72.000000
predicted=109.899230, expected=100.000000
predicted=116.025256, expected=132.000000
predicted=121.849724, expected=180.000000
predicted=130.546789, expected=88.000000
predicted=115.486958, expected=84.000000
predicted=108.608570, expected=140.000000
predicted=124.001039, expected=196.000000
predicted=140.790498, expected=164.000000
predicted=144.861651, expected=100.000000
predicted=127.734811, expected=140.000000
predicted=140.715840, expected=88.000000
predicted=127.531375, expected=124.000000
predicted=131.993685, expected=100.000000
predicted=116.436288, expected=100.000000
predicted=105.849695, expected=156.000000
predicted=124.540754, expected=124.000000
predicted=114.754610, expected=132.000000
predicted=125.093048, expected=552.000000
predicted=251.169169, expected=192.000000
predicted=200.328887, expected=244.000000
predicted=249.165188, expected=212.000000
predicted=249.125505, expected=156.000000
predicted=223.577765, expected=116.000000
predicted=230.745159, expected=184.000000
predicted=180.703012, expected=104.000000
predicted=155.441980, expected=112.000000
predicted=142.322972, expected=160.000000
predicted=142.341804, expected=144.000000
predicted=133.849266, expected=164.000000
predicted=149.689576, expected=208.000000
predicted=159.356245, expected=200.000000
predicted=169.889085, expected=140.000000
predicted=167.353249, expected=140.000000
predicted=163.739051, expected=188.000000
predicted=172.946884, expected=196.000000
predicted=178.382012, expected=148.000000
predicted=167.214693, expected=220.000000
predicted=181.995178, expected=200.000000
predicted=183.239566, expected=156.000000
predicted=180.455486, expected=208.000000
predicted=194.094130, expected=212.000000
predicted=191.071435, expected=256.000000
predicted=215.741397, expected=200.000000
predicted=207.331963, expected=120.000000
predicted=182.644772, expected=236.000000
predicted=210.486909, expected=136.000000
predicted=178.926400, expected=116.000000
predicted=168.542335, expected=164.000000
predicted=164.326809, expected=236.000000
predicted=172.197135, expected=192.000000
predicted=182.484593, expected=132.000000
predicted=163.024125, expected=152.000000
predicted=165.556895, expected=108.000000
predicted=150.882111, expected=140.000000
predicted=154.787980, expected=220.000000
predicted=166.404495, expected=180.000000
predicted=157.611565, expected=144.000000
predicted=159.685422, expected=188.000000
predicted=169.528002, expected=100.000000
predicted=148.793459, expected=128.000000
predicted=155.478899, expected=100.000000
predicted=132.748621, expected=188.000000
predicted=145.073781, expected=164.000000
predicted=148.011075, expected=132.000000
predicted=136.243904, expected=72.000000
predicted=124.971177, expected=192.000000
predicted=146.579961, expected=124.000000
predicted=138.229266, expected=152.000000
predicted=142.543178, expected=200.000000
predicted=157.064079, expected=216.000000
predicted=164.619301, expected=116.000000
predicted=162.220009, expected=196.000000
predicted=174.583691, expected=132.000000
predicted=159.921659, expected=64.000000
predicted=138.350071, expected=148.000000
predicted=148.504578, expected=84.000000
predicted=110.825795, expected=108.000000
predicted=120.204720, expected=116.000000
predicted=111.703964, expected=84.000000
predicted=95.058948, expected=92.000000
predicted=105.076620, expected=68.000000
predicted=87.082402, expected=164.000000
predicted=112.707393, expected=152.000000
predicted=117.907473, expected=124.000000
predicted=117.588841, expected=128.000000
predicted=126.463467, expected=96.000000
predicted=115.585267, expected=128.000000
predicted=130.240730, expected=60.000000
predicted=105.285122, expected=84.000000
predicted=99.873488, expected=152.000000
predicted=113.607239, expected=104.000000
predicted=101.083186, expected=164.000000
predicted=126.629036, expected=68.000000
predicted=100.681276, expected=64.000000
predicted=99.189158, expected=72.000000
predicted=98.456399, expected=72.000000
predicted=82.694022, expected=112.000000
predicted=95.429695, expected=92.000000
predicted=81.840861, expected=84.000000
predicted=83.990148, expected=100.000000
predicted=91.155173, expected=196.000000
predicted=120.871099, expected=120.000000
predicted=117.751091, expected=140.000000
predicted=128.923835, expected=160.000000
predicted=138.740678, expected=200.000000
predicted=156.522278, expected=140.000000
predicted=158.335040, expected=100.000000
predicted=139.018040, expected=152.000000
predicted=148.746328, expected=84.000000
predicted=126.137839, expected=100.000000
predicted=124.950026, expected=124.000000
predicted=117.599316, expected=116.000000
predicted=110.082027, expected=132.000000
predicted=121.888196, expected=120.000000
predicted=114.384019, expected=176.000000
predicted=135.381719, expected=64.000000
predicted=113.370004, expected=96.000000
predicted=115.406769, expected=100.000000
predicted=110.635602, expected=140.000000
predicted=114.991926, expected=116.000000
predicted=117.340400, expected=100.000000
predicted=103.651922, expected=160.000000
predicted=125.811401, expected=68.000000
predicted=104.973973, expected=80.000000
predicted=107.387241, expected=104.000000
predicted=103.714322, expected=144.000000
predicted=110.122462, expected=136.000000
predicted=120.024264, expected=84.000000
predicted=102.268009, expected=124.000000
predicted=115.249557, expected=76.000000
predicted=103.306000, expected=92.000000
predicted=105.474713, expected=88.000000
predicted=98.147878, expected=124.000000
predicted=99.845358, expected=520.000000
predicted=226.067215, expected=56.000000
predicted=147.093169, expected=36.000000
predicted=155.915750, expected=24.000000
predicted=129.304538, expected=44.000000
predicted=104.504337, expected=92.000000
predicted=126.134796, expected=96.000000
predicted=63.309569, expected=72.000000
predicted=63.922412, expected=76.000000
predicted=69.888296, expected=184.000000
predicted=106.399890, expected=80.000000
predicted=95.752736, expected=84.000000
predicted=99.872838, expected=280.000000
predicted=151.719383, expected=56.000000
predicted=111.936740, expected=84.000000
predicted=129.992135, expected=100.000000
predicted=111.060933, expected=76.000000
predicted=100.561873, expected=60.000000
predicted=104.734654, expected=84.000000
predicted=77.108672, expected=52.000000
predicted=70.699373, expected=32.000000
predicted=62.421916, expected=36.000000
predicted=53.198364, expected=100.000000
predicted=64.012534, expected=60.000000
predicted=59.471084, expected=160.000000
predicted=87.990304, expected=144.000000
predicted=96.936156, expected=136.000000
predicted=112.119038, expected=120.000000
predicted=123.065729, expected=136.000000
predicted=126.061234, expected=52.000000
predicted=113.087781, expected=132.000000
predicted=121.731952, expected=156.000000
predicted=124.200951, expected=80.000000
predicted=107.486275, expected=96.000000
predicted=111.077380, expected=44.000000
predicted=83.574822, expected=88.000000
predicted=95.323255, expected=88.000000
predicted=90.095906, expected=56.000000
predicted=71.903942, expected=168.000000
predicted=102.806916, expected=84.000000
predicted=85.616567, expected=88.000000
predicted=97.251367, expected=68.000000
predicted=89.239603, expected=104.000000
predicted=92.510099, expected=60.000000
predicted=89.721869, expected=76.000000
predicted=79.779771, expected=100.000000
predicted=84.578434, expected=132.000000
predicted=94.599480, expected=92.000000
predicted=95.072894, expected=108.000000
predicted=98.378991, expected=80.000000
predicted=94.722482, expected=72.000000
predicted=92.476973, expected=72.000000
predicted=89.151412, expected=92.000000
predicted=85.202032, expected=108.000000
predicted=91.006730, expected=84.000000
predicted=85.051477, expected=72.000000
predicted=82.751287, expected=72.000000
predicted=81.023576, expected=48.000000
predicted=73.135498, expected=68.000000
predicted=73.677048, expected=112.000000
predicted=80.050669, expected=32.000000
predicted=61.760176, expected=52.000000
predicted=64.508720, expected=92.000000
predicted=69.021366, expected=96.000000
predicted=75.583607, expected=112.000000
predicted=89.165546, expected=80.000000
predicted=78.856153, expected=96.000000
predicted=89.488685, expected=100.000000
predicted=95.677706, expected=72.000000
predicted=88.806743, expected=52.000000
predicted=81.148003, expected=72.000000
predicted=76.478189, expected=80.000000
predicted=76.772600, expected=48.000000
predicted=67.199532, expected=72.000000
predicted=67.695476, expected=120.000000
predicted=79.317360, expected=72.000000
predicted=75.874968, expected=52.000000
predicted=73.410165, expected=68.000000
predicted=71.015726, expected=40.000000
predicted=63.189902, expected=92.000000
predicted=76.450900, expected=124.000000
predicted=81.020003, expected=96.000000
predicted=81.643146, expected=136.000000
predicted=101.937133, expected=64.000000
predicted=87.426214, expected=120.000000
predicted=107.679579, expected=64.000000
predicted=93.988618, expected=44.000000
predicted=80.242572, expected=112.000000
predicted=93.084614, expected=140.000000
predicted=94.454789, expected=76.000000
predicted=92.067102, expected=80.000000
predicted=88.503138, expected=68.000000
predicted=81.954939, expected=44.000000
predicted=78.052189, expected=72.000000
predicted=78.684468, expected=76.000000
predicted=68.614075, expected=80.000000
predicted=71.417393, expected=72.000000
predicted=70.070937, expected=104.000000
predicted=78.754538, expected=84.000000
predicted=81.198816, expected=100.000000
predicted=88.686264, expected=116.000000
predicted=96.183110, expected=104.000000
predicted=97.186742, expected=108.000000
predicted=104.505411, expected=504.000000
predicted=218.243543, expected=48.000000
predicted=148.782418, expected=96.000000
predicted=171.530280, expected=72.000000
predicted=143.010346, expected=52.000000
predicted=119.415914, expected=60.000000
predicted=134.829212, expected=132.000000
predicted=81.617956, expected=100.000000
predicted=87.207984, expected=96.000000
predicted=89.688223, expected=100.000000
predicted=91.978207, expected=112.000000
predicted=99.280177, expected=112.000000
predicted=109.381573, expected=124.000000
predicted=110.000714, expected=140.000000
predicted=117.659689, expected=80.000000
predicted=107.287061, expected=64.000000
predicted=100.410311, expected=180.000000
predicted=122.952312, expected=96.000000
predicted=108.911739, expected=80.000000
predicted=107.581280, expected=132.000000
predicted=109.256992, expected=120.000000
predicted=108.056939, expected=116.000000
predicted=122.487645, expected=68.000000
predicted=98.677107, expected=152.000000
predicted=115.271093, expected=88.000000
predicted=107.487707, expected=84.000000
predicted=103.403201, expected=156.000000
predicted=117.235310, expected=248.000000
predicted=144.539616, expected=104.000000
predicted=137.397787, expected=148.000000
predicted=145.266293, expected=156.000000
predicted=146.731100, expected=128.000000
predicted=148.331631, expected=136.000000
predicted=154.797174, expected=116.000000
predicted=127.779383, expected=144.000000
predicted=137.900756, expected=116.000000
predicted=130.172677, expected=96.000000
predicted=119.279980, expected=136.000000
predicted=125.541080, expected=36.000000
predicted=95.640212, expected=108.000000
predicted=107.209053, expected=112.000000
predicted=99.581438, expected=84.000000
predicted=92.546927, expected=108.000000
predicted=102.344092, expected=80.000000
predicted=84.898139, expected=96.000000
predicted=97.438518, expected=72.000000
predicted=89.164291, expected=72.000000
predicted=82.704758, expected=116.000000
predicted=93.619388, expected=88.000000
predicted=86.187144, expected=80.000000
predicted=88.164935, expected=40.000000
predicted=73.143125, expected=8.000000
predicted=57.384143, expected=64.000000
predicted=63.807417, expected=52.000000
predicted=52.007085, expected=112.000000
predicted=67.565752, expected=84.000000
predicted=64.688295, expected=48.000000
predicted=60.581026, expected=84.000000
predicted=76.005060, expected=68.000000
predicted=70.470874, expected=116.000000
predicted=89.648535, expected=52.000000
predicted=73.008543, expected=64.000000
predicted=71.593666, expected=92.000000
predicted=79.932385, expected=44.000000
predicted=66.503928, expected=72.000000
predicted=75.003798, expected=80.000000
predicted=67.583762, expected=72.000000
predicted=69.802815, expected=92.000000
predicted=78.977734, expected=132.000000
predicted=87.979323, expected=116.000000
predicted=97.200324, expected=100.000000
predicted=101.009124, expected=96.000000
predicted=100.881678, expected=92.000000
predicted=101.170758, expected=80.000000
predicted=98.918590, expected=84.000000
predicted=92.871318, expected=112.000000
predicted=95.562681, expected=84.000000
predicted=89.971770, expected=92.000000
predicted=91.976597, expected=92.000000
predicted=90.364978, expected=68.000000
predicted=84.786236, expected=68.000000
predicted=83.900056, expected=64.000000
predicted=74.798875, expected=60.000000
predicted=71.045572, expected=116.000000
predicted=82.832038, expected=60.000000
predicted=70.508391, expected=52.000000
predicted=69.478635, expected=40.000000
predicted=61.293689, expected=76.000000
predicted=65.365564, expected=48.000000
predicted=62.635962, expected=56.000000
predicted=56.208428, expected=88.000000
predicted=63.580757, expected=116.000000
predicted=75.426995, expected=88.000000
predicted=81.568105, expected=40.000000
predicted=70.158319, expected=84.000000
predicted=78.531880, expected=72.000000
predicted=76.691656, expected=72.000000
predicted=77.959011, expected=72.000000
predicted=72.640770, expected=68.000000
predicted=66.848880, expected=76.000000
predicted=74.104790, expected=60.000000
Test MSE: 3441.242
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005])]
predicted=175.764452, expected=164.000000
predicted=104.114996, expected=140.000000
predicted=107.519500, expected=84.000000
predicted=89.948206, expected=76.000000
predicted=126.896115, expected=88.000000
predicted=133.023397, expected=100.000000
predicted=126.040608, expected=108.000000
predicted=123.515652, expected=244.000000
predicted=197.925372, expected=148.000000
predicted=83.148414, expected=40.000000
predicted=58.964350, expected=112.000000
predicted=131.942875, expected=104.000000
predicted=80.343581, expected=92.000000
predicted=159.494357, expected=208.000000
predicted=209.597512, expected=248.000000
predicted=145.826944, expected=116.000000
predicted=91.093010, expected=60.000000
predicted=91.438194, expected=80.000000
predicted=85.024740, expected=72.000000
predicted=117.206862, expected=140.000000
predicted=203.524697, expected=196.000000
predicted=164.634969, expected=260.000000
predicted=178.844950, expected=128.000000
predicted=81.115537, expected=84.000000
predicted=88.556727, expected=48.000000
predicted=80.094200, expected=144.000000
predicted=177.174125, expected=180.000000
predicted=211.204697, expected=212.000000
predicted=180.884897, expected=236.000000
predicted=176.388429, expected=60.000000
predicted=19.114775, expected=32.000000
predicted=97.217672, expected=72.000000
predicted=119.996359, expected=52.000000
predicted=103.721985, expected=84.000000
predicted=165.681212, expected=204.000000
predicted=159.205261, expected=392.000000
predicted=252.716673, expected=228.000000
predicted=115.772419, expected=124.000000
predicted=105.506075, expected=60.000000
predicted=65.138438, expected=92.000000
predicted=134.035076, expected=36.000000
predicted=176.931647, expected=116.000000
predicted=188.200330, expected=192.000000
predicted=167.093936, expected=108.000000
predicted=62.529986, expected=104.000000
predicted=116.556579, expected=68.000000
predicted=42.882564, expected=60.000000
predicted=79.487983, expected=96.000000
predicted=145.982210, expected=156.000000
predicted=138.962659, expected=296.000000
predicted=232.545588, expected=180.000000
predicted=98.187251, expected=40.000000
predicted=44.404287, expected=80.000000
predicted=107.390424, expected=56.000000
predicted=72.442887, expected=72.000000
predicted=175.894393, expected=208.000000
predicted=223.622368, expected=204.000000
predicted=113.057215, expected=152.000000
predicted=119.492965, expected=80.000000
predicted=66.558083, expected=40.000000
predicted=46.098811, expected=80.000000
predicted=141.509874, expected=124.000000
predicted=158.614135, expected=132.000000
predicted=139.546105, expected=284.000000
predicted=225.808920, expected=152.000000
predicted=61.654684, expected=56.000000
predicted=70.214674, expected=72.000000
predicted=107.062338, expected=68.000000
predicted=76.437340, expected=116.000000
predicted=200.249247, expected=160.000000
predicted=162.200866, expected=212.000000
predicted=148.764075, expected=164.000000
predicted=112.743711, expected=60.000000
predicted=52.200706, expected=72.000000
predicted=102.531000, expected=72.000000
predicted=99.126904, expected=120.000000
predicted=166.572736, expected=196.000000
predicted=193.861104, expected=312.000000
predicted=214.946724, expected=304.000000
predicted=193.056117, expected=52.000000
predicted=22.567335, expected=44.000000
predicted=105.437927, expected=56.000000
predicted=101.906037, expected=136.000000
predicted=215.767328, expected=204.000000
predicted=260.766953, expected=184.000000
predicted=118.795222, expected=156.000000
predicted=109.561357, expected=104.000000
predicted=74.652928, expected=72.000000
predicted=94.757814, expected=88.000000
predicted=141.729169, expected=116.000000
predicted=145.690318, expected=192.000000
predicted=187.543638, expected=264.000000
predicted=200.787566, expected=216.000000
predicted=139.748708, expected=164.000000
predicted=131.785166, expected=84.000000
predicted=86.273548, expected=96.000000
predicted=141.472676, expected=96.000000
predicted=163.409055, expected=164.000000
predicted=197.943279, expected=200.000000
predicted=185.912917, expected=104.000000
predicted=76.134945, expected=72.000000
predicted=91.435949, expected=44.000000
predicted=58.437678, expected=32.000000
predicted=83.376284, expected=108.000000
predicted=163.643230, expected=244.000000
predicted=197.334845, expected=252.000000
predicted=162.935197, expected=144.000000
predicted=89.288698, expected=68.000000
predicted=52.579259, expected=64.000000
predicted=80.018622, expected=112.000000
predicted=170.167840, expected=96.000000
predicted=156.379548, expected=140.000000
predicted=156.049353, expected=188.000000
predicted=139.526959, expected=112.000000
predicted=70.732285, expected=88.000000
predicted=106.910490, expected=96.000000
predicted=95.669744, expected=112.000000
predicted=119.538814, expected=104.000000
predicted=139.260530, expected=100.000000
predicted=106.725855, expected=188.000000
predicted=159.757028, expected=136.000000
predicted=97.145432, expected=84.000000
predicted=96.765312, expected=108.000000
predicted=116.677417, expected=92.000000
predicted=81.040871, expected=88.000000
predicted=133.481826, expected=180.000000
predicted=179.218658, expected=220.000000
predicted=154.671468, expected=148.000000
predicted=117.402786, expected=96.000000
predicted=98.119006, expected=80.000000
predicted=80.088142, expected=112.000000
predicted=141.836792, expected=124.000000
predicted=163.926047, expected=184.000000
predicted=180.113598, expected=344.000000
predicted=259.521292, expected=192.000000
predicted=98.656363, expected=72.000000
predicted=94.741687, expected=68.000000
predicted=100.876160, expected=88.000000
predicted=115.381706, expected=52.000000
predicted=171.975192, expected=168.000000
predicted=208.792830, expected=220.000000
predicted=149.584855, expected=160.000000
predicted=105.893091, expected=68.000000
predicted=74.827712, expected=72.000000
predicted=67.972313, expected=60.000000
predicted=94.862233, expected=84.000000
predicted=147.801357, expected=216.000000
predicted=215.359016, expected=216.000000
predicted=135.807391, expected=216.000000
predicted=160.453888, expected=52.000000
predicted=29.073765, expected=64.000000
predicted=87.447576, expected=84.000000
predicted=135.389872, expected=68.000000
predicted=121.376023, expected=172.000000
predicted=219.540480, expected=268.000000
predicted=177.520265, expected=160.000000
predicted=90.508718, expected=84.000000
predicted=91.385124, expected=52.000000
predicted=54.925553, expected=48.000000
predicted=92.749320, expected=60.000000
predicted=153.308522, expected=212.000000
predicted=216.558008, expected=212.000000
predicted=139.598343, expected=160.000000
predicted=110.763933, expected=40.000000
predicted=32.105319, expected=64.000000
predicted=70.356716, expected=72.000000
predicted=123.662588, expected=72.000000
predicted=130.727841, expected=140.000000
predicted=166.859777, expected=264.000000
predicted=178.958543, expected=160.000000
predicted=87.192855, expected=60.000000
predicted=67.054867, expected=24.000000
predicted=45.775947, expected=92.000000
predicted=114.477500, expected=80.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=149.248841, expected=168.000000
predicted=187.514407, expected=264.000000
predicted=184.789898, expected=180.000000
predicted=85.337604, expected=64.000000
predicted=72.791483, expected=88.000000
predicted=97.031688, expected=56.000000
predicted=82.662671, expected=72.000000
predicted=162.885375, expected=176.000000
predicted=198.841983, expected=280.000000
predicted=189.954673, expected=168.000000
predicted=107.137962, expected=52.000000
predicted=53.069994, expected=48.000000
predicted=64.113209, expected=108.000000
predicted=133.892520, expected=180.000000
predicted=230.217569, expected=188.000000
predicted=179.802332, expected=192.000000
predicted=135.577947, expected=112.000000
predicted=68.526379, expected=44.000000
predicted=65.454245, expected=88.000000
predicted=139.658799, expected=56.000000
predicted=95.887454, expected=80.000000
predicted=139.779502, expected=116.000000
predicted=120.548133, expected=180.000000
predicted=124.915129, expected=124.000000
predicted=94.051403, expected=56.000000
predicted=52.638736, expected=44.000000
predicted=62.817283, expected=48.000000
predicted=70.837903, expected=72.000000
predicted=122.031782, expected=176.000000
predicted=171.557827, expected=188.000000
predicted=121.356430, expected=144.000000
predicted=95.668175, expected=52.000000
predicted=41.182033, expected=52.000000
predicted=64.147529, expected=60.000000
predicted=105.126537, expected=208.000000
predicted=223.246767, expected=196.000000
predicted=158.011703, expected=228.000000
predicted=164.344921, expected=188.000000
predicted=121.463490, expected=128.000000
predicted=85.179355, expected=156.000000
predicted=190.231919, expected=68.000000
predicted=98.650079, expected=96.000000
predicted=169.418509, expected=180.000000
predicted=194.661644, expected=260.000000
predicted=203.121725, expected=176.000000
predicted=151.437908, expected=40.000000
predicted=42.063121, expected=56.000000
predicted=86.700867, expected=88.000000
predicted=118.594111, expected=132.000000
predicted=191.463379, expected=168.000000
predicted=180.728332, expected=256.000000
predicted=174.930274, expected=220.000000
predicted=132.649435, expected=72.000000
predicted=58.894150, expected=64.000000
predicted=108.831551, expected=84.000000
predicted=112.493057, expected=100.000000
predicted=164.253394, expected=128.000000
predicted=178.615119, expected=192.000000
predicted=149.024162, expected=200.000000
predicted=134.795675, expected=76.000000
predicted=58.539817, expected=76.000000
predicted=101.657866, expected=104.000000
predicted=110.534157, expected=100.000000
predicted=130.684804, expected=220.000000
predicted=240.209129, expected=264.000000
predicted=175.974503, expected=176.000000
predicted=114.505066, expected=140.000000
predicted=133.947379, expected=48.000000
predicted=49.364977, expected=128.000000
predicted=186.062943, expected=308.000000
predicted=310.473455, expected=380.000000
predicted=284.554022, expected=424.000000
predicted=314.639888, expected=240.000000
predicted=122.238106, expected=116.000000
predicted=115.300709, expected=152.000000
predicted=230.853414, expected=160.000000
predicted=239.515021, expected=152.000000
predicted=274.350490, expected=292.000000
predicted=302.919342, expected=352.000000
predicted=241.425326, expected=188.000000
predicted=140.687669, expected=96.000000
predicted=133.693932, expected=156.000000
predicted=163.276651, expected=304.000000
predicted=306.056622, expected=252.000000
predicted=275.736411, expected=336.000000
predicted=305.625375, expected=452.000000
predicted=307.591353, expected=404.000000
predicted=268.017218, expected=304.000000
predicted=302.058522, expected=304.000000
predicted=290.948189, expected=400.000000
predicted=378.047953, expected=916.000000
predicted=799.909610, expected=272.000000
predicted=170.539189, expected=220.000000
predicted=345.679308, expected=204.000000
predicted=249.003185, expected=152.000000
predicted=205.464780, expected=484.000000
predicted=754.046983, expected=356.000000
predicted=261.020895, expected=148.000000
predicted=174.499032, expected=56.000000
predicted=130.803835, expected=68.000000
predicted=101.607438, expected=28.000000
predicted=212.743689, expected=88.000000
predicted=219.085516, expected=96.000000
predicted=111.987492, expected=160.000000
predicted=125.077945, expected=152.000000
predicted=108.601232, expected=112.000000
predicted=71.680997, expected=28.000000
predicted=45.273072, expected=36.000000
predicted=69.276486, expected=72.000000
predicted=110.035465, expected=100.000000
predicted=121.399583, expected=160.000000
predicted=147.600324, expected=268.000000
predicted=175.846886, expected=112.000000
predicted=44.380452, expected=24.000000
predicted=52.837929, expected=68.000000
predicted=92.824950, expected=56.000000
predicted=85.531380, expected=64.000000
predicted=156.474601, expected=148.000000
predicted=145.625287, expected=192.000000
predicted=115.765354, expected=92.000000
predicted=64.041487, expected=52.000000
predicted=61.232698, expected=40.000000
predicted=47.786157, expected=40.000000
predicted=83.197844, expected=88.000000
predicted=140.028350, expected=164.000000
predicted=139.169030, expected=200.000000
predicted=134.744027, expected=112.000000
predicted=66.293224, expected=76.000000
predicted=66.155869, expected=100.000000
predicted=97.991015, expected=128.000000
predicted=141.078633, expected=116.000000
predicted=148.249822, expected=188.000000
predicted=169.428057, expected=416.000000
predicted=296.743945, expected=248.000000
predicted=133.637463, expected=216.000000
predicted=202.400391, expected=140.000000
predicted=117.316836, expected=68.000000
predicted=108.629265, expected=100.000000
predicted=248.026292, expected=224.000000
predicted=246.049545, expected=304.000000
predicted=265.732001, expected=248.000000
predicted=190.032194, expected=92.000000
predicted=67.647790, expected=108.000000
predicted=121.305408, expected=68.000000
predicted=118.273775, expected=132.000000
predicted=219.067704, expected=268.000000
predicted=274.320200, expected=276.000000
predicted=183.838426, expected=236.000000
predicted=180.356005, expected=96.000000
predicted=67.379791, expected=112.000000
predicted=134.701682, expected=132.000000
predicted=185.335554, expected=208.000000
predicted=245.566578, expected=180.000000
predicted=194.137292, expected=288.000000
predicted=227.647046, expected=176.000000
predicted=118.533899, expected=92.000000
predicted=110.464174, expected=24.000000
predicted=99.835163, expected=48.000000
predicted=108.609672, expected=60.000000
predicted=154.954382, expected=92.000000
predicted=132.377233, expected=228.000000
predicted=188.586120, expected=152.000000
predicted=70.386373, expected=84.000000
predicted=71.146219, expected=64.000000
predicted=64.882083, expected=80.000000
predicted=82.910255, expected=96.000000
predicted=152.474418, expected=176.000000
predicted=177.248827, expected=268.000000
predicted=194.988252, expected=124.000000
predicted=68.012994, expected=32.000000
predicted=58.204568, expected=24.000000
predicted=57.998349, expected=112.000000
predicted=146.103462, expected=112.000000
predicted=169.781229, expected=176.000000
predicted=167.759458, expected=276.000000
predicted=180.491814, expected=184.000000
predicted=89.776666, expected=88.000000
predicted=97.876238, expected=124.000000
predicted=131.621344, expected=148.000000
predicted=152.224647, expected=320.000000
predicted=326.352035, expected=116.000000
predicted=97.741005, expected=168.000000
predicted=169.008845, expected=112.000000
predicted=98.346025, expected=44.000000
predicted=79.213014, expected=92.000000
predicted=207.226815, expected=224.000000
predicted=187.387798, expected=72.000000
predicted=77.078989, expected=212.000000
predicted=212.326911, expected=176.000000
predicted=94.095119, expected=104.000000
predicted=91.014865, expected=12.000000
predicted=101.679841, expected=12.000000
predicted=41.268927, expected=12.000000
predicted=94.033782, expected=44.000000
predicted=104.830095, expected=140.000000
predicted=136.523539, expected=220.000000
predicted=132.452340, expected=108.000000
predicted=44.421324, expected=24.000000
predicted=21.253314, expected=40.000000
predicted=48.072651, expected=16.000000
predicted=57.089320, expected=72.000000
predicted=147.596993, expected=164.000000
predicted=148.150494, expected=208.000000
predicted=125.906274, expected=32.000000
predicted=8.281635, expected=44.000000
predicted=53.761858, expected=16.000000
predicted=26.954900, expected=24.000000
predicted=84.388766, expected=64.000000
predicted=133.742585, expected=80.000000
predicted=56.172983, expected=216.000000
predicted=161.804476, expected=144.000000
predicted=63.984266, expected=32.000000
predicted=22.878632, expected=24.000000
predicted=50.904602, expected=24.000000
predicted=40.529724, expected=72.000000
predicted=140.051284, expected=116.000000
predicted=131.024733, expected=256.000000
predicted=176.724294, expected=252.000000
predicted=139.988462, expected=72.000000
predicted=28.543799, expected=52.000000
predicted=77.533888, expected=68.000000
predicted=83.538605, expected=104.000000
predicted=169.238428, expected=184.000000
predicted=225.015294, expected=188.000000
predicted=131.328843, expected=256.000000
predicted=180.295783, expected=36.000000
predicted=9.991374, expected=84.000000
predicted=122.950610, expected=88.000000
predicted=118.506467, expected=92.000000
predicted=129.539844, expected=316.000000
predicted=327.505064, expected=208.000000
predicted=93.070419, expected=112.000000
predicted=104.335469, expected=52.000000
predicted=67.597553, expected=140.000000
predicted=129.030711, expected=96.000000
predicted=173.841078, expected=148.000000
predicted=189.402884, expected=280.000000
predicted=221.633316, expected=300.000000
predicted=180.818307, expected=204.000000
predicted=165.800512, expected=36.000000
predicted=48.336115, expected=16.000000
predicted=81.857908, expected=20.000000
predicted=127.295124, expected=8.000000
predicted=129.898238, expected=12.000000
predicted=98.800458, expected=248.000000
predicted=190.528127, expected=8.000000
Test MSE: 5498.092
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707])]
predicted=249.574095, expected=208.000000
predicted=231.176516, expected=188.000000
predicted=242.619017, expected=212.000000
predicted=297.713678, expected=268.000000
predicted=259.676857, expected=356.000000
predicted=279.056575, expected=228.000000
predicted=211.874247, expected=200.000000
predicted=219.450451, expected=272.000000
predicted=261.643276, expected=240.000000
predicted=224.308503, expected=320.000000
predicted=335.309442, expected=332.000000
predicted=286.298338, expected=300.000000
predicted=250.447309, expected=248.000000
predicted=274.409818, expected=224.000000
predicted=239.601704, expected=284.000000
predicted=297.941898, expected=168.000000
predicted=224.918331, expected=264.000000
predicted=290.429540, expected=332.000000
predicted=290.682015, expected=268.000000
predicted=223.895632, expected=264.000000
predicted=294.670471, expected=144.000000
predicted=165.586729, expected=208.000000
predicted=238.598473, expected=164.000000
predicted=228.448389, expected=248.000000
predicted=244.301114, expected=396.000000
predicted=334.803529, expected=384.000000
predicted=254.355063, expected=248.000000
predicted=244.616845, expected=196.000000
predicted=220.329687, expected=224.000000
predicted=239.617338, expected=188.000000
predicted=256.417315, expected=268.000000
predicted=315.499201, expected=300.000000
predicted=270.547359, expected=292.000000
predicted=241.000093, expected=244.000000
predicted=247.516679, expected=208.000000
predicted=209.920531, expected=216.000000
predicted=242.047981, expected=140.000000
predicted=202.222953, expected=212.000000
predicted=250.968285, expected=384.000000
predicted=313.898618, expected=408.000000
predicted=288.390258, expected=244.000000
predicted=238.798193, expected=256.000000
predicted=249.861502, expected=276.000000
predicted=249.548213, expected=200.000000
predicted=255.214668, expected=224.000000
predicted=316.066139, expected=304.000000
predicted=277.163424, expected=352.000000
predicted=289.240689, expected=184.000000
predicted=221.662335, expected=252.000000
predicted=261.906401, expected=276.000000
predicted=250.814460, expected=168.000000
predicted=200.904118, expected=160.000000
predicted=267.822326, expected=300.000000
predicted=252.868839, expected=372.000000
predicted=286.038206, expected=276.000000
predicted=265.830332, expected=280.000000
predicted=263.438725, expected=284.000000
predicted=238.936712, expected=148.000000
predicted=199.822018, expected=228.000000
predicted=309.680920, expected=368.000000
predicted=317.616312, expected=268.000000
predicted=235.796767, expected=252.000000
predicted=291.387880, expected=312.000000
predicted=261.124353, expected=284.000000
predicted=236.752024, expected=192.000000
predicted=271.176368, expected=248.000000
predicted=277.328114, expected=312.000000
predicted=273.770421, expected=508.000000
predicted=401.831615, expected=240.000000
predicted=242.054820, expected=244.000000
predicted=265.401391, expected=336.000000
predicted=324.578254, expected=296.000000
predicted=252.281682, expected=308.000000
predicted=402.142416, expected=436.000000
predicted=360.924996, expected=468.000000
predicted=347.012284, expected=248.000000
predicted=284.697289, expected=192.000000
predicted=285.815958, expected=288.000000
predicted=308.968535, expected=212.000000
predicted=265.958555, expected=188.000000
predicted=314.063028, expected=308.000000
predicted=298.785914, expected=340.000000
predicted=247.448676, expected=216.000000
predicted=240.142282, expected=244.000000
predicted=264.352765, expected=236.000000
predicted=214.689336, expected=256.000000
predicted=261.884739, expected=232.000000
predicted=281.024911, expected=340.000000
predicted=287.713487, expected=376.000000
predicted=306.585723, expected=268.000000
predicted=245.555528, expected=220.000000
predicted=266.143113, expected=252.000000
predicted=254.223237, expected=148.000000
predicted=211.381867, expected=200.000000
predicted=285.041824, expected=248.000000
predicted=254.198566, expected=280.000000
predicted=232.152801, expected=224.000000
predicted=239.966851, expected=212.000000
predicted=198.002045, expected=240.000000
predicted=228.189881, expected=196.000000
predicted=206.325385, expected=236.000000
predicted=259.807722, expected=376.000000
predicted=308.394757, expected=384.000000
predicted=283.604518, expected=316.000000
predicted=288.125160, expected=220.000000
predicted=237.965098, expected=300.000000
predicted=285.445356, expected=188.000000
predicted=248.843662, expected=236.000000
predicted=302.724082, expected=232.000000
predicted=274.220641, expected=280.000000
predicted=237.527246, expected=300.000000
predicted=301.401686, expected=204.000000
predicted=193.231838, expected=300.000000
predicted=292.055845, expected=244.000000
predicted=228.120629, expected=280.000000
predicted=273.723694, expected=400.000000
predicted=365.663270, expected=300.000000
predicted=233.917409, expected=248.000000
predicted=290.060305, expected=236.000000
predicted=262.917182, expected=248.000000
predicted=248.752994, expected=196.000000
predicted=276.137364, expected=212.000000
predicted=255.575131, expected=252.000000
predicted=249.442459, expected=304.000000
predicted=261.610224, expected=236.000000
predicted=236.794873, expected=184.000000
predicted=204.011861, expected=316.000000
predicted=284.641449, expected=236.000000
predicted=215.009733, expected=236.000000
predicted=269.672348, expected=316.000000
predicted=299.527040, expected=384.000000
predicted=274.261179, expected=224.000000
predicted=255.748495, expected=320.000000
predicted=316.691448, expected=320.000000
predicted=279.155042, expected=252.000000
predicted=257.185110, expected=228.000000
predicted=319.863911, expected=488.000000
predicted=374.510557, expected=244.000000
predicted=233.457322, expected=348.000000
predicted=365.261732, expected=196.000000
predicted=248.114481, expected=288.000000
predicted=240.980367, expected=208.000000
predicted=338.858745, expected=196.000000
predicted=204.137247, expected=264.000000
predicted=315.464447, expected=400.000000
predicted=287.943937, expected=196.000000
predicted=219.967537, expected=236.000000
predicted=259.649212, expected=284.000000
predicted=259.374615, expected=168.000000
predicted=174.249063, expected=228.000000
predicted=324.870416, expected=404.000000
predicted=308.807876, expected=432.000000
predicted=305.545676, expected=252.000000
predicted=274.288573, expected=160.000000
predicted=213.299337, expected=236.000000
predicted=247.183114, expected=176.000000
predicted=240.046206, expected=260.000000
predicted=330.582347, expected=308.000000
predicted=283.660342, expected=336.000000
predicted=242.521267, expected=180.000000
predicted=215.185047, expected=200.000000
predicted=215.803711, expected=272.000000
predicted=267.329852, expected=252.000000
predicted=243.967162, expected=304.000000
predicted=324.242328, expected=496.000000
predicted=359.035013, expected=392.000000
predicted=279.572484, expected=244.000000
predicted=278.915382, expected=220.000000
predicted=281.274791, expected=252.000000
predicted=260.590797, expected=220.000000
predicted=317.184255, expected=328.000000
predicted=358.246726, expected=312.000000
predicted=273.078847, expected=372.000000
predicted=301.764717, expected=184.000000
predicted=223.829797, expected=196.000000
predicted=226.720894, expected=200.000000
predicted=264.261278, expected=164.000000
predicted=200.258998, expected=272.000000
predicted=323.986855, expected=320.000000
predicted=246.252101, expected=304.000000
predicted=245.074053, expected=212.000000
predicted=225.246499, expected=264.000000
predicted=236.957614, expected=220.000000
predicted=233.540432, expected=128.000000
predicted=205.230222, expected=224.000000
predicted=279.014395, expected=204.000000
predicted=187.999709, expected=324.000000
predicted=286.373492, expected=120.000000
predicted=165.780762, expected=112.000000
predicted=140.517139, expected=128.000000
predicted=188.970386, expected=100.000000
predicted=112.677560, expected=116.000000
predicted=211.328078, expected=156.000000
predicted=139.711149, expected=132.000000
predicted=113.685629, expected=136.000000
predicted=137.598336, expected=120.000000
predicted=116.030622, expected=68.000000
predicted=87.197348, expected=108.000000
predicted=135.553614, expected=116.000000
predicted=114.989960, expected=176.000000
predicted=149.015664, expected=300.000000
predicted=218.415280, expected=188.000000
predicted=121.074893, expected=128.000000
predicted=142.131325, expected=224.000000
predicted=200.248049, expected=124.000000
predicted=117.961695, expected=132.000000
predicted=210.636107, expected=152.000000
predicted=180.263314, expected=200.000000
predicted=149.869817, expected=136.000000
predicted=170.868888, expected=140.000000
predicted=143.503943, expected=156.000000
predicted=151.036199, expected=76.000000
predicted=98.062072, expected=100.000000
predicted=154.378311, expected=148.000000
predicted=140.819340, expected=180.000000
predicted=144.076875, expected=124.000000
predicted=138.314981, expected=100.000000
predicted=103.055422, expected=72.000000
predicted=91.163604, expected=72.000000
predicted=99.979381, expected=56.000000
predicted=106.893109, expected=124.000000
predicted=120.973409, expected=212.000000
predicted=153.285992, expected=64.000000
predicted=55.062970, expected=108.000000
predicted=119.987946, expected=124.000000
predicted=99.639456, expected=128.000000
predicted=101.802094, expected=104.000000
predicted=158.201579, expected=136.000000
predicted=108.560861, expected=132.000000
predicted=117.393959, expected=100.000000
predicted=107.462838, expected=72.000000
predicted=105.149374, expected=112.000000
predicted=110.205910, expected=56.000000
predicted=81.442925, expected=104.000000
predicted=118.575680, expected=108.000000
predicted=103.689636, expected=136.000000
predicted=98.279424, expected=172.000000
predicted=148.637875, expected=144.000000
predicted=100.977491, expected=112.000000
predicted=115.970170, expected=184.000000
predicted=158.425320, expected=120.000000
predicted=113.863371, expected=172.000000
predicted=174.826367, expected=196.000000
predicted=176.423631, expected=124.000000
predicted=106.630846, expected=148.000000
predicted=180.134598, expected=136.000000
predicted=128.580138, expected=100.000000
predicted=122.739375, expected=156.000000
predicted=180.828387, expected=88.000000
predicted=95.164802, expected=124.000000
predicted=137.255568, expected=88.000000
predicted=112.479838, expected=108.000000
predicted=98.337659, expected=108.000000
predicted=131.411570, expected=200.000000
predicted=143.919623, expected=228.000000
predicted=173.272529, expected=164.000000
predicted=127.792164, expected=160.000000
predicted=158.126955, expected=208.000000
predicted=167.058031, expected=112.000000
predicted=136.112211, expected=112.000000
predicted=174.472509, expected=144.000000
predicted=158.444949, expected=192.000000
predicted=158.994368, expected=108.000000
predicted=147.166995, expected=92.000000
predicted=115.793874, expected=116.000000
predicted=121.899951, expected=80.000000
predicted=92.569892, expected=68.000000
predicted=124.688246, expected=200.000000
predicted=162.512975, expected=168.000000
predicted=112.714379, expected=128.000000
predicted=125.861009, expected=100.000000
predicted=115.018293, expected=120.000000
predicted=94.439874, expected=56.000000
predicted=111.249956, expected=72.000000
predicted=117.642506, expected=112.000000
predicted=118.797944, expected=112.000000
predicted=91.933613, expected=104.000000
predicted=113.477085, expected=88.000000
predicted=80.277040, expected=96.000000
predicted=86.565226, expected=108.000000
predicted=106.873001, expected=72.000000
predicted=85.681726, expected=96.000000
predicted=104.477107, expected=196.000000
predicted=145.581315, expected=172.000000
predicted=120.901441, expected=140.000000
predicted=133.083289, expected=116.000000
predicted=114.711337, expected=88.000000
predicted=90.114534, expected=128.000000
predicted=155.851104, expected=136.000000
predicted=142.860719, expected=84.000000
predicted=103.923307, expected=108.000000
predicted=123.191999, expected=80.000000
predicted=80.998917, expected=100.000000
predicted=107.594435, expected=80.000000
predicted=105.345453, expected=68.000000
predicted=73.012215, expected=144.000000
predicted=131.246213, expected=140.000000
predicted=100.751077, expected=76.000000
predicted=85.989428, expected=108.000000
predicted=113.839977, expected=120.000000
predicted=91.311809, expected=72.000000
predicted=93.066628, expected=88.000000
predicted=121.074478, expected=136.000000
predicted=107.962774, expected=164.000000
predicted=125.798488, expected=116.000000
predicted=117.128416, expected=80.000000
predicted=89.397933, expected=64.000000
predicted=82.251202, expected=44.000000
predicted=78.742908, expected=72.000000
predicted=108.919330, expected=156.000000
predicted=131.353921, expected=184.000000
predicted=124.556188, expected=116.000000
predicted=94.465186, expected=96.000000
predicted=93.451611, expected=164.000000
predicted=128.318388, expected=88.000000
predicted=99.589467, expected=136.000000
predicted=163.440187, expected=120.000000
predicted=121.522671, expected=192.000000
predicted=139.541370, expected=80.000000
predicted=116.143472, expected=60.000000
predicted=83.680624, expected=140.000000
predicted=149.376211, expected=60.000000
predicted=60.149652, expected=84.000000
predicted=138.598621, expected=136.000000
predicted=118.467596, expected=148.000000
predicted=90.545138, expected=76.000000
predicted=107.048829, expected=36.000000
predicted=62.905246, expected=144.000000
predicted=122.103796, expected=104.000000
predicted=93.798239, expected=108.000000
predicted=125.051538, expected=120.000000
predicted=115.118114, expected=184.000000
predicted=110.180663, expected=112.000000
predicted=119.272257, expected=112.000000
predicted=119.125720, expected=136.000000
predicted=131.910897, expected=48.000000
predicted=66.486391, expected=72.000000
predicted=131.757675, expected=116.000000
predicted=113.168412, expected=160.000000
predicted=119.719818, expected=76.000000
predicted=101.395472, expected=112.000000
predicted=100.045835, expected=88.000000
predicted=82.093887, expected=96.000000
predicted=94.975332, expected=120.000000
predicted=141.184132, expected=212.000000
predicted=144.165252, expected=260.000000
predicted=184.247976, expected=184.000000
predicted=140.455123, expected=152.000000
predicted=150.529912, expected=144.000000
predicted=143.433032, expected=136.000000
predicted=158.652482, expected=104.000000
predicted=168.920255, expected=120.000000
predicted=150.304328, expected=156.000000
predicted=150.143946, expected=80.000000
predicted=99.397292, expected=92.000000
predicted=122.785535, expected=140.000000
predicted=126.486741, expected=52.000000
predicted=65.141344, expected=108.000000
predicted=141.171569, expected=180.000000
predicted=134.292473, expected=408.000000
predicted=245.878613, expected=452.000000
predicted=298.265049, expected=340.000000
predicted=222.810729, expected=448.000000
predicted=349.291147, expected=188.000000
predicted=177.866093, expected=96.000000
predicted=246.426144, expected=76.000000
predicted=260.326934, expected=136.000000
predicted=184.052899, expected=72.000000
predicted=213.215597, expected=524.000000
predicted=384.515086, expected=300.000000
predicted=173.812249, expected=568.000000
predicted=370.068352, expected=596.000000
predicted=441.547743, expected=476.000000
predicted=271.210653, expected=260.000000
predicted=429.888250, expected=124.000000
predicted=213.454608, expected=268.000000
predicted=380.976586, expected=364.000000
predicted=414.162465, expected=112.000000
predicted=241.613985, expected=124.000000
predicted=228.995368, expected=124.000000
predicted=128.769285, expected=96.000000
predicted=128.164770, expected=72.000000
predicted=197.262044, expected=104.000000
predicted=107.746597, expected=148.000000
predicted=129.372344, expected=188.000000
predicted=154.559700, expected=116.000000
predicted=110.867727, expected=96.000000
predicted=100.451384, expected=176.000000
predicted=150.980935, expected=60.000000
predicted=77.627459, expected=120.000000
predicted=157.112050, expected=128.000000
predicted=125.681497, expected=172.000000
predicted=123.226432, expected=132.000000
predicted=155.851348, expected=88.000000
predicted=82.773131, expected=132.000000
predicted=135.681845, expected=100.000000
predicted=99.774711, expected=148.000000
predicted=154.549623, expected=152.000000
predicted=144.792409, expected=192.000000
predicted=144.898533, expected=136.000000
predicted=138.563252, expected=184.000000
predicted=155.678187, expected=100.000000
predicted=120.303145, expected=92.000000
predicted=116.719889, expected=100.000000
predicted=142.670885, expected=184.000000
predicted=149.066041, expected=208.000000
predicted=189.248753, expected=120.000000
predicted=114.137961, expected=64.000000
predicted=97.253402, expected=88.000000
predicted=98.164079, expected=56.000000
predicted=90.881662, expected=84.000000
predicted=129.257316, expected=92.000000
predicted=103.112316, expected=136.000000
predicted=100.823933, expected=108.000000
predicted=100.295788, expected=60.000000
predicted=63.493349, expected=120.000000
predicted=114.376758, expected=52.000000
predicted=57.373976, expected=84.000000
predicted=105.178438, expected=144.000000
predicted=132.322214, expected=84.000000
predicted=59.556657, expected=84.000000
predicted=110.581905, expected=76.000000
predicted=72.998791, expected=48.000000
predicted=54.127357, expected=64.000000
predicted=98.391920, expected=60.000000
predicted=65.789258, expected=120.000000
predicted=100.693026, expected=80.000000
predicted=75.245462, expected=104.000000
predicted=85.221534, expected=76.000000
predicted=76.649311, expected=84.000000
predicted=70.776851, expected=72.000000
Test MSE: 4859.313
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107])]
predicted=16.082617, expected=16.000000
predicted=17.473162, expected=20.000000
predicted=20.018770, expected=32.000000
predicted=24.713872, expected=28.000000
predicted=22.855940, expected=24.000000
predicted=22.211254, expected=28.000000
predicted=24.149316, expected=28.000000
predicted=26.574013, expected=32.000000
predicted=29.374278, expected=12.000000
predicted=23.034634, expected=8.000000
predicted=20.025555, expected=20.000000
predicted=22.778991, expected=32.000000
predicted=24.989299, expected=36.000000
predicted=25.196733, expected=24.000000
predicted=19.878506, expected=4.000000
predicted=16.128265, expected=4.000000
predicted=18.370525, expected=12.000000
predicted=20.616325, expected=20.000000
predicted=19.680680, expected=12.000000
predicted=12.675021, expected=8.000000
predicted=8.250380, expected=20.000000
predicted=13.253810, expected=8.000000
predicted=12.551550, expected=8.000000
predicted=12.114201, expected=20.000000
predicted=13.902084, expected=12.000000
predicted=12.295726, expected=12.000000
predicted=12.990163, expected=12.000000
predicted=11.439688, expected=4.000000
predicted=10.080453, expected=4.000000
predicted=10.453694, expected=16.000000
predicted=11.576703, expected=4.000000
predicted=8.118755, expected=8.000000
predicted=7.741106, expected=20.000000
predicted=10.568860, expected=32.000000
predicted=16.039385, expected=12.000000
predicted=13.388906, expected=12.000000
predicted=12.309109, expected=4.000000
predicted=12.878239, expected=8.000000
predicted=15.109187, expected=44.000000
predicted=24.486040, expected=44.000000
predicted=22.881352, expected=16.000000
predicted=16.671919, expected=20.000000
predicted=19.294959, expected=16.000000
predicted=23.328986, expected=28.000000
predicted=30.812949, expected=12.000000
predicted=22.425873, expected=4.000000
predicted=13.671273, expected=12.000000
predicted=15.796551, expected=20.000000
predicted=17.244814, expected=20.000000
predicted=17.241106, expected=20.000000
predicted=14.248407, expected=32.000000
predicted=18.691596, expected=4.000000
predicted=14.564735, expected=16.000000
predicted=18.248744, expected=16.000000
predicted=18.691434, expected=12.000000
predicted=16.685348, expected=20.000000
predicted=18.004207, expected=8.000000
predicted=11.009724, expected=4.000000
predicted=11.372765, expected=16.000000
predicted=13.935270, expected=4.000000
predicted=10.061237, expected=12.000000
predicted=11.346547, expected=20.000000
predicted=11.823392, expected=8.000000
predicted=9.339523, expected=8.000000
predicted=10.447276, expected=20.000000
predicted=12.902889, expected=12.000000
predicted=13.129352, expected=48.000000
predicted=23.593282, expected=24.000000
predicted=18.347862, expected=12.000000
predicted=16.699526, expected=28.000000
predicted=24.192445, expected=8.000000
predicted=20.366611, expected=8.000000
predicted=21.652588, expected=8.000000
predicted=14.610716, expected=4.000000
predicted=11.119663, expected=8.000000
predicted=11.687152, expected=24.000000
predicted=12.230776, expected=8.000000
predicted=8.863087, expected=20.000000
predicted=12.122548, expected=12.000000
predicted=11.443429, expected=8.000000
predicted=12.197529, expected=28.000000
predicted=19.049831, expected=24.000000
predicted=17.181327, expected=4.000000
predicted=13.323035, expected=36.000000
predicted=20.569889, expected=12.000000
predicted=17.013741, expected=8.000000
predicted=17.594083, expected=16.000000
predicted=16.857941, expected=20.000000
predicted=16.768031, expected=8.000000
predicted=16.560953, expected=12.000000
predicted=12.063350, expected=20.000000
predicted=14.691018, expected=20.000000
predicted=16.733939, expected=8.000000
predicted=13.262593, expected=20.000000
predicted=14.760072, expected=16.000000
predicted=15.859056, expected=20.000000
predicted=17.975792, expected=8.000000
predicted=13.928720, expected=16.000000
predicted=14.485831, expected=32.000000
predicted=21.157304, expected=28.000000
predicted=20.564196, expected=20.000000
predicted=19.174757, expected=32.000000
predicted=22.458763, expected=8.000000
predicted=19.848490, expected=12.000000
predicted=21.623246, expected=28.000000
predicted=23.596707, expected=24.000000
predicted=21.607985, expected=16.000000
predicted=19.393660, expected=20.000000
predicted=16.943031, expected=16.000000
predicted=18.524781, expected=20.000000
predicted=21.466911, expected=4.000000
predicted=15.042425, expected=20.000000
predicted=17.012208, expected=24.000000
predicted=18.805552, expected=12.000000
predicted=15.024525, expected=8.000000
predicted=13.287007, expected=16.000000
predicted=13.885904, expected=8.000000
predicted=14.530209, expected=12.000000
predicted=14.002537, expected=16.000000
predicted=12.469903, expected=28.000000
predicted=16.199670, expected=20.000000
predicted=16.269234, expected=20.000000
predicted=16.178153, expected=8.000000
predicted=15.023629, expected=12.000000
predicted=16.977637, expected=4.000000
predicted=15.083144, expected=12.000000
predicted=13.736568, expected=28.000000
predicted=16.831392, expected=16.000000
predicted=12.626139, expected=16.000000
predicted=13.601859, expected=4.000000
predicted=10.625553, expected=4.000000
predicted=12.481867, expected=16.000000
predicted=16.254684, expected=28.000000
predicted=16.704232, expected=32.000000
predicted=18.076210, expected=8.000000
predicted=11.412442, expected=12.000000
predicted=14.406920, expected=12.000000
predicted=17.760281, expected=20.000000
predicted=20.750628, expected=20.000000
predicted=18.674084, expected=32.000000
predicted=18.331342, expected=40.000000
predicted=23.762295, expected=4.000000
predicted=16.421238, expected=16.000000
predicted=20.720251, expected=4.000000
predicted=18.013094, expected=12.000000
predicted=19.856881, expected=8.000000
predicted=15.296465, expected=20.000000
predicted=11.741371, expected=4.000000
predicted=9.448846, expected=4.000000
predicted=7.229337, expected=8.000000
predicted=9.546118, expected=4.000000
predicted=7.884496, expected=20.000000
predicted=12.474530, expected=28.000000
predicted=12.921182, expected=28.000000
predicted=15.389548, expected=24.000000
predicted=17.186165, expected=16.000000
predicted=17.295349, expected=16.000000
predicted=21.095044, expected=8.000000
predicted=19.252661, expected=12.000000
predicted=17.978756, expected=12.000000
predicted=15.362476, expected=36.000000
predicted=20.099782, expected=4.000000
predicted=12.066024, expected=8.000000
predicted=11.236955, expected=16.000000
predicted=14.969334, expected=28.000000
predicted=19.692877, expected=24.000000
predicted=20.790299, expected=4.000000
predicted=10.170788, expected=8.000000
predicted=12.917368, expected=4.000000
predicted=13.608987, expected=4.000000
predicted=12.967386, expected=24.000000
predicted=14.728662, expected=4.000000
predicted=6.459543, expected=8.000000
predicted=7.750648, expected=8.000000
predicted=7.954944, expected=8.000000
predicted=9.268553, expected=4.000000
predicted=9.538772, expected=36.000000
predicted=14.822117, expected=12.000000
predicted=11.357710, expected=4.000000
predicted=9.145939, expected=4.000000
predicted=9.568287, expected=12.000000
predicted=12.729648, expected=8.000000
predicted=14.369109, expected=12.000000
predicted=9.118473, expected=8.000000
predicted=7.181551, expected=12.000000
predicted=9.198521, expected=16.000000
predicted=12.015182, expected=20.000000
predicted=13.208361, expected=12.000000
predicted=12.326392, expected=20.000000
predicted=14.587348, expected=44.000000
predicted=23.803396, expected=8.000000
predicted=16.741909, expected=8.000000
predicted=16.175305, expected=12.000000
predicted=16.639173, expected=24.000000
predicted=21.769736, expected=12.000000
predicted=18.987059, expected=12.000000
predicted=11.438889, expected=12.000000
predicted=12.582978, expected=4.000000
predicted=11.570408, expected=4.000000
predicted=11.477131, expected=12.000000
predicted=10.404994, expected=36.000000
predicted=17.175260, expected=20.000000
predicted=14.041983, expected=4.000000
predicted=9.322886, expected=24.000000
predicted=16.846403, expected=16.000000
predicted=18.497261, expected=16.000000
predicted=20.226199, expected=8.000000
predicted=13.483080, expected=20.000000
predicted=15.032760, expected=20.000000
predicted=18.463872, expected=16.000000
predicted=15.574321, expected=12.000000
predicted=14.298132, expected=16.000000
predicted=14.981091, expected=24.000000
predicted=19.443755, expected=16.000000
predicted=16.972942, expected=12.000000
predicted=14.813271, expected=20.000000
predicted=16.919812, expected=16.000000
predicted=17.230503, expected=12.000000
predicted=16.340404, expected=12.000000
predicted=14.237280, expected=12.000000
predicted=13.776457, expected=28.000000
predicted=19.047170, expected=20.000000
predicted=16.566375, expected=16.000000
predicted=15.308828, expected=12.000000
predicted=15.170967, expected=20.000000
predicted=18.410270, expected=8.000000
predicted=16.857445, expected=24.000000
predicted=18.260488, expected=4.000000
predicted=12.244178, expected=32.000000
predicted=18.875029, expected=16.000000
predicted=16.944451, expected=20.000000
predicted=16.452127, expected=44.000000
predicted=26.314184, expected=20.000000
predicted=20.156305, expected=8.000000
predicted=20.731574, expected=16.000000
predicted=19.995094, expected=8.000000
predicted=18.972775, expected=12.000000
predicted=19.827374, expected=4.000000
predicted=10.777827, expected=4.000000
predicted=8.071135, expected=20.000000
predicted=12.914887, expected=12.000000
predicted=9.929469, expected=12.000000
predicted=10.250856, expected=16.000000
predicted=11.028338, expected=4.000000
predicted=9.536984, expected=16.000000
predicted=14.450886, expected=20.000000
predicted=14.356109, expected=24.000000
predicted=16.165773, expected=32.000000
predicted=19.703541, expected=20.000000
predicted=17.269867, expected=4.000000
predicted=16.029721, expected=24.000000
predicted=21.866329, expected=20.000000
predicted=21.656695, expected=20.000000
predicted=20.850547, expected=20.000000
predicted=17.724168, expected=4.000000
predicted=12.429810, expected=12.000000
predicted=16.974204, expected=24.000000
predicted=18.794019, expected=4.000000
predicted=12.758538, expected=16.000000
predicted=13.888079, expected=12.000000
predicted=11.279390, expected=16.000000
predicted=14.481228, expected=12.000000
predicted=14.040593, expected=8.000000
predicted=10.069765, expected=8.000000
predicted=11.752358, expected=8.000000
predicted=10.653997, expected=20.000000
predicted=13.818038, expected=16.000000
predicted=12.205149, expected=28.000000
predicted=15.645945, expected=12.000000
predicted=13.264832, expected=8.000000
predicted=13.317177, expected=16.000000
predicted=17.200688, expected=4.000000
predicted=13.189041, expected=20.000000
predicted=16.843535, expected=12.000000
predicted=11.690506, expected=16.000000
predicted=12.638899, expected=8.000000
predicted=11.630746, expected=4.000000
predicted=9.234045, expected=20.000000
predicted=15.323206, expected=12.000000
predicted=12.062243, expected=12.000000
predicted=11.825204, expected=40.000000
predicted=18.770549, expected=4.000000
predicted=11.925110, expected=4.000000
predicted=13.419655, expected=24.000000
predicted=17.290084, expected=28.000000
predicted=20.662751, expected=44.000000
predicted=27.526816, expected=32.000000
predicted=20.600021, expected=8.000000
predicted=18.126692, expected=20.000000
predicted=25.307802, expected=12.000000
predicted=23.944482, expected=12.000000
predicted=22.799367, expected=16.000000
predicted=17.702029, expected=12.000000
predicted=12.826895, expected=4.000000
predicted=11.718253, expected=36.000000
predicted=18.595779, expected=20.000000
predicted=16.354213, expected=4.000000
predicted=12.681943, expected=20.000000
predicted=15.813463, expected=28.000000
predicted=19.867883, expected=36.000000
predicted=26.819556, expected=12.000000
predicted=17.022091, expected=20.000000
predicted=18.379573, expected=36.000000
predicted=27.176421, expected=12.000000
predicted=22.625335, expected=28.000000
predicted=25.229396, expected=36.000000
predicted=24.654931, expected=52.000000
predicted=33.333506, expected=12.000000
predicted=25.265033, expected=40.000000
predicted=29.974938, expected=16.000000
predicted=28.530675, expected=24.000000
predicted=30.764703, expected=28.000000
predicted=30.394886, expected=44.000000
predicted=29.031898, expected=60.000000
predicted=38.701886, expected=36.000000
predicted=31.572010, expected=32.000000
predicted=34.274595, expected=4.000000
predicted=29.057103, expected=40.000000
predicted=39.691641, expected=32.000000
predicted=36.878229, expected=32.000000
predicted=30.003803, expected=32.000000
predicted=28.077810, expected=24.000000
predicted=24.976588, expected=20.000000
predicted=29.510326, expected=48.000000
predicted=34.601255, expected=48.000000
predicted=35.870152, expected=20.000000
predicted=28.647226, expected=44.000000
predicted=34.028202, expected=24.000000
predicted=31.842995, expected=28.000000
predicted=36.117076, expected=60.000000
predicted=41.606378, expected=48.000000
predicted=37.136671, expected=20.000000
predicted=33.718315, expected=12.000000
predicted=27.833201, expected=16.000000
predicted=30.483777, expected=28.000000
predicted=35.061313, expected=40.000000
predicted=31.326510, expected=16.000000
predicted=19.437459, expected=16.000000
predicted=18.906141, expected=20.000000
predicted=22.224592, expected=32.000000
predicted=27.832192, expected=8.000000
predicted=20.836415, expected=12.000000
predicted=16.172987, expected=24.000000
predicted=19.811849, expected=16.000000
predicted=18.927319, expected=56.000000
predicted=29.700241, expected=4.000000
predicted=14.776746, expected=8.000000
predicted=17.153156, expected=16.000000
predicted=20.836733, expected=4.000000
predicted=17.710080, expected=28.000000
predicted=23.756990, expected=24.000000
predicted=13.888671, expected=8.000000
predicted=12.414826, expected=8.000000
predicted=12.946543, expected=12.000000
predicted=13.839837, expected=12.000000
predicted=16.823130, expected=12.000000
predicted=13.318135, expected=28.000000
predicted=14.735252, expected=20.000000
predicted=14.717033, expected=8.000000
predicted=13.135130, expected=16.000000
predicted=15.407011, expected=4.000000
predicted=13.598384, expected=12.000000
predicted=16.166067, expected=12.000000
predicted=12.600051, expected=4.000000
predicted=8.575384, expected=16.000000
predicted=11.666202, expected=28.000000
predicted=14.153612, expected=24.000000
predicted=16.184822, expected=28.000000
predicted=18.114261, expected=24.000000
predicted=18.865140, expected=32.000000
predicted=25.599217, expected=44.000000
predicted=31.694015, expected=20.000000
predicted=26.231568, expected=16.000000
predicted=25.204554, expected=8.000000
predicted=22.152278, expected=16.000000
predicted=24.421586, expected=24.000000
predicted=24.256791, expected=4.000000
predicted=13.157902, expected=20.000000
predicted=15.247885, expected=24.000000
predicted=16.543131, expected=32.000000
predicted=21.701882, expected=24.000000
predicted=20.437423, expected=28.000000
predicted=20.844508, expected=4.000000
predicted=18.714514, expected=8.000000
predicted=19.421012, expected=28.000000
predicted=23.795001, expected=8.000000
predicted=16.511585, expected=28.000000
predicted=19.199750, expected=4.000000
predicted=10.165891, expected=32.000000
predicted=20.034066, expected=12.000000
predicted=17.715408, expected=20.000000
predicted=17.311054, expected=8.000000
predicted=15.983091, expected=16.000000
predicted=15.436051, expected=12.000000
predicted=17.224991, expected=8.000000
predicted=12.195912, expected=12.000000
predicted=12.969979, expected=20.000000
predicted=13.642306, expected=24.000000
predicted=16.443072, expected=12.000000
predicted=13.130681, expected=40.000000
predicted=21.032301, expected=24.000000
predicted=21.041856, expected=40.000000
predicted=27.652779, expected=8.000000
predicted=20.903757, expected=20.000000
predicted=23.101447, expected=24.000000
predicted=27.430959, expected=8.000000
Test MSE: 115.855
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874])]
predicted=14.960223, expected=20.000000
predicted=16.976345, expected=8.000000
predicted=16.277440, expected=12.000000
predicted=11.762873, expected=16.000000
predicted=13.286941, expected=32.000000
predicted=18.326261, expected=32.000000
predicted=21.374414, expected=4.000000
predicted=16.087001, expected=8.000000
predicted=15.106021, expected=4.000000
predicted=13.829460, expected=8.000000
predicted=15.887831, expected=24.000000
predicted=15.717081, expected=4.000000
predicted=8.379427, expected=4.000000
predicted=8.179196, expected=12.000000
predicted=7.794506, expected=28.000000
predicted=13.902829, expected=28.000000
predicted=18.855439, expected=12.000000
predicted=13.918649, expected=8.000000
predicted=12.978962, expected=4.000000
predicted=13.219462, expected=8.000000
predicted=15.136741, expected=4.000000
predicted=11.685856, expected=24.000000
predicted=11.051862, expected=4.000000
predicted=8.497303, expected=4.000000
predicted=7.398361, expected=16.000000
predicted=9.042586, expected=8.000000
predicted=9.501195, expected=20.000000
predicted=14.407039, expected=8.000000
predicted=9.022940, expected=32.000000
predicted=14.800478, expected=4.000000
predicted=14.103824, expected=4.000000
predicted=11.671677, expected=4.000000
predicted=10.736564, expected=12.000000
predicted=10.403510, expected=12.000000
predicted=13.494325, expected=8.000000
predicted=7.189879, expected=16.000000
predicted=8.902284, expected=4.000000
predicted=8.324764, expected=8.000000
predicted=9.854473, expected=24.000000
predicted=12.183009, expected=8.000000
predicted=11.316229, expected=24.000000
predicted=14.869148, expected=16.000000
predicted=12.696797, expected=12.000000
predicted=14.748577, expected=20.000000
predicted=17.440236, expected=24.000000
predicted=16.806014, expected=12.000000
predicted=18.535158, expected=8.000000
predicted=14.503946, expected=8.000000
predicted=12.547368, expected=72.000000
predicted=26.494934, expected=16.000000
predicted=24.700379, expected=32.000000
predicted=24.709725, expected=8.000000
predicted=19.303042, expected=20.000000
predicted=23.928920, expected=8.000000
predicted=28.785372, expected=24.000000
predicted=18.143449, expected=8.000000
predicted=17.538670, expected=16.000000
predicted=13.473360, expected=4.000000
predicted=12.853004, expected=12.000000
predicted=11.344488, expected=8.000000
predicted=12.542708, expected=12.000000
predicted=9.932145, expected=20.000000
predicted=12.664758, expected=12.000000
predicted=10.917155, expected=4.000000
predicted=10.810075, expected=4.000000
predicted=8.621000, expected=12.000000
predicted=10.378695, expected=8.000000
predicted=10.971948, expected=40.000000
predicted=14.834856, expected=40.000000
predicted=18.830951, expected=4.000000
predicted=16.819381, expected=8.000000
predicted=15.826870, expected=20.000000
predicted=17.336330, expected=16.000000
predicted=23.433411, expected=8.000000
predicted=18.105310, expected=4.000000
predicted=8.391413, expected=20.000000
predicted=12.069835, expected=4.000000
predicted=12.466017, expected=12.000000
predicted=11.211705, expected=20.000000
predicted=10.985654, expected=12.000000
predicted=11.609567, expected=16.000000
predicted=14.605067, expected=36.000000
predicted=16.293023, expected=8.000000
predicted=16.849234, expected=36.000000
predicted=21.865836, expected=4.000000
predicted=16.779801, expected=28.000000
predicted=21.061263, expected=36.000000
predicted=25.816679, expected=40.000000
predicted=25.633780, expected=8.000000
predicted=25.724340, expected=20.000000
predicted=19.560122, expected=28.000000
predicted=25.939916, expected=20.000000
predicted=26.674707, expected=12.000000
predicted=22.550441, expected=8.000000
predicted=14.018931, expected=4.000000
predicted=14.489449, expected=4.000000
predicted=13.157025, expected=8.000000
predicted=9.940482, expected=8.000000
predicted=7.762162, expected=8.000000
predicted=6.839748, expected=28.000000
predicted=10.366048, expected=4.000000
predicted=9.531460, expected=16.000000
predicted=11.663470, expected=12.000000
predicted=11.483927, expected=12.000000
predicted=12.862768, expected=12.000000
predicted=14.937062, expected=12.000000
predicted=10.478492, expected=8.000000
predicted=11.969060, expected=12.000000
predicted=11.126469, expected=4.000000
predicted=9.620720, expected=24.000000
predicted=12.436021, expected=4.000000
predicted=10.596155, expected=12.000000
predicted=10.401445, expected=12.000000
predicted=10.776489, expected=4.000000
predicted=9.165203, expected=20.000000
predicted=13.760145, expected=28.000000
predicted=13.367902, expected=4.000000
predicted=13.383719, expected=16.000000
predicted=13.290382, expected=12.000000
predicted=12.181882, expected=12.000000
predicted=15.751729, expected=4.000000
predicted=13.346102, expected=8.000000
predicted=8.270528, expected=24.000000
predicted=13.311611, expected=16.000000
predicted=13.319253, expected=48.000000
predicted=20.037734, expected=4.000000
predicted=15.958392, expected=8.000000
predicted=16.031814, expected=12.000000
predicted=17.056978, expected=8.000000
predicted=15.683928, expected=4.000000
predicted=16.608610, expected=12.000000
predicted=7.362138, expected=12.000000
predicted=9.298546, expected=16.000000
predicted=11.267780, expected=16.000000
predicted=11.276568, expected=52.000000
predicted=19.322513, expected=48.000000
predicted=27.385212, expected=8.000000
predicted=24.162287, expected=4.000000
predicted=20.289829, expected=4.000000
predicted=18.362027, expected=8.000000
predicted=22.612711, expected=8.000000
predicted=16.313173, expected=16.000000
predicted=8.560569, expected=36.000000
predicted=13.668537, expected=8.000000
predicted=12.948885, expected=8.000000
predicted=12.658655, expected=4.000000
predicted=10.841178, expected=20.000000
predicted=15.382934, expected=36.000000
predicted=21.909141, expected=48.000000
predicted=22.560118, expected=12.000000
predicted=20.169404, expected=4.000000
predicted=16.695157, expected=4.000000
predicted=17.559576, expected=16.000000
predicted=21.066812, expected=8.000000
predicted=18.461998, expected=4.000000
predicted=8.077923, expected=4.000000
predicted=5.553760, expected=8.000000
predicted=6.726511, expected=8.000000
predicted=8.777907, expected=4.000000
predicted=6.007887, expected=12.000000
predicted=6.487386, expected=4.000000
predicted=6.140067, expected=12.000000
predicted=8.151855, expected=24.000000
predicted=11.252758, expected=20.000000
predicted=12.940414, expected=4.000000
predicted=12.050354, expected=8.000000
predicted=9.994400, expected=16.000000
predicted=13.362913, expected=4.000000
predicted=13.406705, expected=8.000000
predicted=10.565251, expected=28.000000
predicted=11.427775, expected=24.000000
predicted=15.413478, expected=24.000000
predicted=18.203580, expected=16.000000
predicted=15.580792, expected=8.000000
predicted=15.757243, expected=8.000000
predicted=17.501022, expected=12.000000
predicted=15.505500, expected=20.000000
predicted=16.056062, expected=16.000000
predicted=14.098674, expected=28.000000
predicted=15.628174, expected=8.000000
predicted=14.103424, expected=12.000000
predicted=14.859625, expected=16.000000
predicted=16.203156, expected=8.000000
predicted=14.415828, expected=20.000000
predicted=16.738948, expected=4.000000
predicted=10.362691, expected=4.000000
predicted=9.994579, expected=20.000000
predicted=12.277255, expected=8.000000
predicted=10.601912, expected=28.000000
predicted=15.756321, expected=40.000000
predicted=17.904826, expected=36.000000
predicted=23.007492, expected=16.000000
predicted=23.650930, expected=32.000000
predicted=24.205176, expected=4.000000
predicted=24.067653, expected=16.000000
predicted=24.481108, expected=40.000000
predicted=25.799870, expected=20.000000
predicted=21.930395, expected=24.000000
predicted=23.891226, expected=16.000000
predicted=17.156282, expected=4.000000
predicted=18.015650, expected=12.000000
predicted=20.015062, expected=12.000000
predicted=14.676986, expected=4.000000
predicted=12.789022, expected=24.000000
predicted=12.969358, expected=20.000000
predicted=12.625050, expected=4.000000
predicted=12.418370, expected=4.000000
predicted=9.839206, expected=4.000000
predicted=8.020573, expected=4.000000
predicted=10.855353, expected=20.000000
predicted=11.235760, expected=20.000000
predicted=10.103198, expected=36.000000
predicted=15.916550, expected=52.000000
predicted=23.877199, expected=12.000000
predicted=21.986871, expected=20.000000
predicted=24.373891, expected=40.000000
predicted=28.232412, expected=24.000000
predicted=31.689500, expected=8.000000
predicted=27.413821, expected=40.000000
predicted=22.736445, expected=32.000000
predicted=27.211965, expected=4.000000
predicted=25.546643, expected=16.000000
predicted=19.321043, expected=4.000000
predicted=14.071500, expected=4.000000
predicted=17.950276, expected=12.000000
predicted=13.512636, expected=12.000000
predicted=8.531614, expected=20.000000
predicted=12.866723, expected=8.000000
predicted=9.331882, expected=12.000000
predicted=10.399282, expected=24.000000
predicted=14.701028, expected=32.000000
predicted=19.084075, expected=16.000000
predicted=19.303320, expected=8.000000
predicted=14.663816, expected=40.000000
predicted=21.488197, expected=8.000000
predicted=20.946424, expected=16.000000
predicted=21.185501, expected=12.000000
predicted=14.984164, expected=12.000000
predicted=14.727557, expected=8.000000
predicted=17.546397, expected=52.000000
predicted=19.641164, expected=8.000000
predicted=18.155451, expected=28.000000
predicted=20.183784, expected=4.000000
predicted=15.529936, expected=4.000000
predicted=14.764108, expected=28.000000
predicted=23.605594, expected=36.000000
predicted=19.066048, expected=40.000000
predicted=26.660874, expected=8.000000
predicted=17.594148, expected=12.000000
predicted=17.491643, expected=20.000000
predicted=22.745238, expected=12.000000
predicted=22.442262, expected=20.000000
predicted=21.122798, expected=32.000000
predicted=17.388279, expected=24.000000
predicted=20.107776, expected=28.000000
predicted=23.008105, expected=8.000000
predicted=18.263449, expected=4.000000
predicted=17.352158, expected=16.000000
predicted=18.779834, expected=4.000000
predicted=14.308654, expected=24.000000
predicted=16.433662, expected=12.000000
predicted=11.085187, expected=4.000000
predicted=9.629722, expected=28.000000
predicted=15.018228, expected=12.000000
predicted=13.072348, expected=12.000000
predicted=16.398288, expected=44.000000
predicted=19.260562, expected=20.000000
predicted=19.224139, expected=24.000000
predicted=24.475909, expected=12.000000
predicted=17.847632, expected=24.000000
predicted=21.200063, expected=12.000000
predicted=23.919265, expected=24.000000
predicted=19.792000, expected=4.000000
predicted=16.181880, expected=4.000000
predicted=12.020596, expected=12.000000
predicted=13.340911, expected=32.000000
predicted=16.007714, expected=24.000000
predicted=19.134204, expected=16.000000
predicted=14.610564, expected=16.000000
predicted=14.943673, expected=8.000000
predicted=15.934235, expected=48.000000
predicted=26.575542, expected=20.000000
predicted=23.053893, expected=16.000000
predicted=20.406345, expected=24.000000
predicted=19.985398, expected=8.000000
predicted=18.205674, expected=20.000000
predicted=24.941184, expected=24.000000
predicted=18.847217, expected=48.000000
predicted=25.230248, expected=24.000000
predicted=25.474254, expected=36.000000
predicted=25.466899, expected=16.000000
predicted=25.350608, expected=16.000000
predicted=25.697993, expected=16.000000
predicted=26.621497, expected=8.000000
predicted=18.756206, expected=48.000000
predicted=26.447224, expected=4.000000
predicted=17.718485, expected=8.000000
predicted=15.906410, expected=20.000000
predicted=15.329353, expected=8.000000
predicted=15.105476, expected=12.000000
predicted=19.684865, expected=40.000000
predicted=15.522379, expected=4.000000
predicted=14.725713, expected=4.000000
predicted=14.251772, expected=8.000000
predicted=9.864760, expected=4.000000
predicted=11.427595, expected=20.000000
predicted=16.834010, expected=20.000000
predicted=10.387680, expected=20.000000
predicted=12.909356, expected=4.000000
predicted=11.222594, expected=20.000000
predicted=13.144174, expected=4.000000
predicted=14.133574, expected=20.000000
predicted=15.764152, expected=12.000000
predicted=13.685472, expected=20.000000
predicted=13.138434, expected=20.000000
predicted=16.556565, expected=4.000000
predicted=11.766245, expected=12.000000
predicted=14.291030, expected=4.000000
predicted=10.767155, expected=4.000000
predicted=11.163698, expected=8.000000
predicted=9.357395, expected=16.000000
predicted=8.222168, expected=12.000000
predicted=10.213584, expected=24.000000
predicted=11.604968, expected=16.000000
predicted=12.609088, expected=8.000000
predicted=12.951309, expected=16.000000
predicted=14.606778, expected=20.000000
predicted=15.695215, expected=4.000000
predicted=15.297945, expected=12.000000
predicted=12.410700, expected=4.000000
predicted=9.204179, expected=8.000000
predicted=11.025384, expected=8.000000
predicted=10.060717, expected=16.000000
predicted=8.793699, expected=8.000000
predicted=9.695020, expected=20.000000
predicted=10.592036, expected=12.000000
predicted=11.477916, expected=12.000000
predicted=12.214491, expected=16.000000
predicted=13.855744, expected=20.000000
predicted=14.379984, expected=40.000000
predicted=21.904475, expected=12.000000
predicted=18.220274, expected=8.000000
predicted=16.214361, expected=12.000000
predicted=15.620963, expected=8.000000
predicted=16.260544, expected=8.000000
predicted=16.946619, expected=12.000000
predicted=10.052288, expected=12.000000
predicted=9.963551, expected=12.000000
predicted=10.984860, expected=12.000000
predicted=10.324751, expected=12.000000
predicted=10.870220, expected=28.000000
predicted=15.348790, expected=20.000000
predicted=16.391609, expected=12.000000
predicted=15.541295, expected=12.000000
predicted=14.348613, expected=20.000000
predicted=16.463810, expected=20.000000
predicted=20.061743, expected=8.000000
predicted=15.507572, expected=16.000000
predicted=13.866277, expected=16.000000
predicted=14.626435, expected=16.000000
predicted=16.738177, expected=12.000000
predicted=14.907013, expected=8.000000
predicted=11.462725, expected=12.000000
predicted=13.049873, expected=20.000000
predicted=14.575176, expected=28.000000
predicted=17.394541, expected=28.000000
predicted=18.730786, expected=12.000000
predicted=16.594006, expected=20.000000
predicted=18.344780, expected=4.000000
predicted=17.027512, expected=4.000000
predicted=16.018505, expected=4.000000
predicted=12.211447, expected=12.000000
predicted=9.755460, expected=12.000000
predicted=10.956074, expected=32.000000
predicted=12.535724, expected=12.000000
predicted=12.280398, expected=4.000000
predicted=10.946826, expected=24.000000
predicted=14.780400, expected=4.000000
predicted=13.773686, expected=4.000000
predicted=14.763166, expected=24.000000
predicted=11.867724, expected=4.000000
predicted=10.017422, expected=8.000000
predicted=12.603725, expected=12.000000
predicted=7.921502, expected=24.000000
predicted=12.882966, expected=4.000000
predicted=13.790419, expected=4.000000
predicted=7.934239, expected=4.000000
predicted=7.584692, expected=12.000000
predicted=10.283992, expected=36.000000
predicted=17.230267, expected=4.000000
predicted=10.505343, expected=8.000000
predicted=9.985773, expected=8.000000
predicted=9.174714, expected=20.000000
predicted=14.966319, expected=28.000000
predicted=20.676682, expected=12.000000
predicted=12.882280, expected=20.000000
predicted=15.037415, expected=12.000000
predicted=14.713801, expected=8.000000
predicted=16.343877, expected=4.000000
predicted=14.063531, expected=8.000000
Test MSE: 137.003
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102])]
predicted=90.143448, expected=80.000000
predicted=80.487131, expected=40.000000
predicted=69.974184, expected=80.000000
predicted=62.772823, expected=36.000000
predicted=70.509188, expected=68.000000
predicted=82.329740, expected=96.000000
predicted=88.911036, expected=100.000000
predicted=70.672159, expected=40.000000
predicted=62.449214, expected=68.000000
predicted=60.196376, expected=64.000000
predicted=63.933499, expected=52.000000
predicted=64.825982, expected=40.000000
predicted=67.519574, expected=60.000000
predicted=51.103373, expected=60.000000
predicted=60.458571, expected=40.000000
predicted=49.569816, expected=60.000000
predicted=58.621918, expected=60.000000
predicted=50.612318, expected=32.000000
predicted=42.945919, expected=40.000000
predicted=50.893355, expected=76.000000
predicted=58.660890, expected=68.000000
predicted=60.245125, expected=44.000000
predicted=53.262458, expected=40.000000
predicted=42.037598, expected=32.000000
predicted=34.922069, expected=24.000000
predicted=42.933003, expected=48.000000
predicted=54.157293, expected=28.000000
predicted=32.943917, expected=100.000000
predicted=72.238097, expected=72.000000
predicted=55.452534, expected=36.000000
predicted=34.137700, expected=52.000000
predicted=58.224453, expected=88.000000
predicted=58.069785, expected=104.000000
predicted=95.417092, expected=80.000000
predicted=78.890539, expected=128.000000
predicted=94.123174, expected=76.000000
predicted=68.391139, expected=120.000000
predicted=105.964473, expected=88.000000
predicted=97.948469, expected=80.000000
predicted=78.235070, expected=80.000000
predicted=103.078481, expected=92.000000
predicted=82.031117, expected=84.000000
predicted=96.890295, expected=56.000000
predicted=71.005908, expected=60.000000
predicted=70.443360, expected=48.000000
predicted=60.099980, expected=80.000000
predicted=80.416200, expected=56.000000
predicted=66.546203, expected=80.000000
predicted=69.487647, expected=140.000000
predicted=105.812437, expected=104.000000
predicted=78.872242, expected=76.000000
predicted=84.603067, expected=84.000000
predicted=80.081016, expected=52.000000
predicted=61.347364, expected=76.000000
predicted=98.528801, expected=80.000000
predicted=87.723427, expected=100.000000
predicted=86.158174, expected=76.000000
predicted=81.584320, expected=96.000000
predicted=79.697928, expected=72.000000
predicted=75.719293, expected=40.000000
predicted=57.419597, expected=68.000000
predicted=82.060185, expected=104.000000
predicted=86.223036, expected=96.000000
predicted=91.197118, expected=116.000000
predicted=100.718484, expected=72.000000
predicted=64.802543, expected=60.000000
predicted=66.494917, expected=72.000000
predicted=85.913550, expected=64.000000
predicted=72.188288, expected=68.000000
predicted=85.614257, expected=84.000000
predicted=78.836083, expected=32.000000
predicted=44.905843, expected=52.000000
predicted=62.147364, expected=56.000000
predicted=58.494527, expected=56.000000
predicted=55.793735, expected=52.000000
predicted=66.175478, expected=76.000000
predicted=57.761467, expected=132.000000
predicted=95.268075, expected=48.000000
predicted=53.310167, expected=108.000000
predicted=91.289715, expected=64.000000
predicted=63.630296, expected=28.000000
predicted=45.715019, expected=36.000000
predicted=79.577611, expected=52.000000
predicted=44.710412, expected=96.000000
predicted=92.619346, expected=32.000000
predicted=46.938487, expected=52.000000
predicted=47.073312, expected=52.000000
predicted=47.984921, expected=40.000000
predicted=40.478671, expected=64.000000
predicted=76.111070, expected=76.000000
predicted=56.395920, expected=160.000000
predicted=109.851076, expected=68.000000
predicted=65.949762, expected=44.000000
predicted=52.515439, expected=36.000000
predicted=56.131117, expected=60.000000
predicted=57.713555, expected=88.000000
predicted=108.519561, expected=76.000000
predicted=70.871315, expected=108.000000
predicted=83.388093, expected=80.000000
predicted=65.878007, expected=40.000000
predicted=52.499984, expected=40.000000
predicted=63.667389, expected=44.000000
predicted=53.937098, expected=48.000000
predicted=66.677388, expected=104.000000
predicted=89.188674, expected=108.000000
predicted=77.884107, expected=28.000000
predicted=39.392679, expected=44.000000
predicted=52.873288, expected=44.000000
predicted=45.198442, expected=12.000000
predicted=43.774773, expected=72.000000
predicted=83.450356, expected=68.000000
predicted=48.540379, expected=84.000000
predicted=65.043837, expected=40.000000
predicted=48.414690, expected=28.000000
predicted=26.236692, expected=52.000000
predicted=59.545557, expected=20.000000
predicted=36.230120, expected=36.000000
predicted=53.811872, expected=68.000000
predicted=54.742785, expected=84.000000
predicted=56.513708, expected=48.000000
predicted=52.293127, expected=76.000000
predicted=57.163619, expected=72.000000
predicted=57.930174, expected=48.000000
predicted=55.460472, expected=72.000000
predicted=77.937483, expected=104.000000
predicted=77.805540, expected=160.000000
predicted=118.946285, expected=84.000000
predicted=83.519280, expected=32.000000
predicted=50.846649, expected=48.000000
predicted=64.525585, expected=20.000000
predicted=48.320569, expected=48.000000
predicted=85.968043, expected=108.000000
predicted=92.293253, expected=84.000000
predicted=59.660707, expected=32.000000
predicted=45.980148, expected=48.000000
predicted=44.305089, expected=52.000000
predicted=47.653695, expected=36.000000
predicted=60.643017, expected=44.000000
predicted=60.504164, expected=96.000000
predicted=66.739951, expected=112.000000
predicted=80.983449, expected=68.000000
predicted=64.634360, expected=48.000000
predicted=52.206567, expected=56.000000
predicted=53.869785, expected=44.000000
predicted=61.180478, expected=32.000000
predicted=62.672732, expected=80.000000
predicted=72.765212, expected=108.000000
predicted=78.124541, expected=32.000000
predicted=44.126350, expected=68.000000
predicted=65.182361, expected=44.000000
predicted=40.891358, expected=52.000000
predicted=58.390134, expected=68.000000
predicted=83.542530, expected=84.000000
predicted=59.786649, expected=56.000000
predicted=62.065345, expected=64.000000
predicted=58.936890, expected=116.000000
predicted=87.692029, expected=84.000000
predicted=74.442675, expected=52.000000
predicted=69.880928, expected=96.000000
predicted=83.384346, expected=76.000000
predicted=67.436466, expected=140.000000
predicted=124.249777, expected=88.000000
predicted=89.006903, expected=76.000000
predicted=70.730498, expected=44.000000
predicted=72.442826, expected=56.000000
predicted=61.939251, expected=52.000000
predicted=84.006116, expected=96.000000
predicted=86.924942, expected=112.000000
predicted=93.988062, expected=64.000000
predicted=58.777617, expected=24.000000
predicted=46.493817, expected=40.000000
predicted=48.057869, expected=52.000000
predicted=63.515494, expected=48.000000
predicted=68.636206, expected=76.000000
predicted=70.016504, expected=76.000000
predicted=54.643068, expected=56.000000
predicted=51.116656, expected=40.000000
predicted=49.439815, expected=40.000000
predicted=44.531826, expected=36.000000
predicted=50.284044, expected=40.000000
predicted=52.439008, expected=60.000000
predicted=56.247549, expected=84.000000
predicted=63.065738, expected=36.000000
predicted=39.735832, expected=60.000000
predicted=53.745307, expected=60.000000
predicted=52.351911, expected=64.000000
predicted=58.639141, expected=32.000000
predicted=55.795298, expected=96.000000
predicted=69.895253, expected=100.000000
predicted=79.572410, expected=72.000000
predicted=66.752346, expected=76.000000
predicted=77.720895, expected=56.000000
predicted=48.859541, expected=56.000000
predicted=70.957343, expected=28.000000
predicted=58.231060, expected=80.000000
predicted=73.169685, expected=76.000000
predicted=72.201495, expected=52.000000
predicted=53.536754, expected=76.000000
predicted=71.705677, expected=72.000000
predicted=53.522387, expected=68.000000
predicted=71.368650, expected=80.000000
predicted=79.307598, expected=136.000000
predicted=97.778306, expected=180.000000
predicted=131.890251, expected=216.000000
predicted=156.097891, expected=100.000000
predicted=98.379278, expected=160.000000
predicted=136.847179, expected=136.000000
predicted=137.072783, expected=72.000000
predicted=112.339211, expected=72.000000
predicted=135.863721, expected=56.000000
predicted=72.415208, expected=56.000000
predicted=91.226979, expected=60.000000
predicted=87.454052, expected=64.000000
predicted=65.065633, expected=108.000000
predicted=90.363537, expected=104.000000
predicted=83.527945, expected=56.000000
predicted=60.849830, expected=68.000000
predicted=70.843058, expected=32.000000
predicted=45.943929, expected=44.000000
predicted=65.892004, expected=52.000000
predicted=70.109241, expected=108.000000
predicted=80.616429, expected=100.000000
predicted=85.340629, expected=72.000000
predicted=60.811025, expected=48.000000
predicted=54.651912, expected=48.000000
predicted=50.895707, expected=56.000000
predicted=72.544386, expected=36.000000
predicted=58.908704, expected=76.000000
predicted=72.357680, expected=104.000000
predicted=78.322624, expected=48.000000
predicted=49.301970, expected=32.000000
predicted=49.262376, expected=76.000000
predicted=60.614533, expected=16.000000
predicted=36.116870, expected=68.000000
predicted=80.085484, expected=76.000000
predicted=63.731215, expected=80.000000
predicted=57.089444, expected=32.000000
predicted=55.830419, expected=36.000000
predicted=32.453056, expected=72.000000
predicted=67.248012, expected=48.000000
predicted=54.299811, expected=36.000000
predicted=55.292979, expected=72.000000
predicted=57.314355, expected=108.000000
predicted=73.608966, expected=68.000000
predicted=69.187827, expected=92.000000
predicted=79.229182, expected=76.000000
predicted=63.355287, expected=20.000000
predicted=42.748452, expected=40.000000
predicted=69.444091, expected=88.000000
predicted=73.520108, expected=48.000000
predicted=60.033975, expected=40.000000
predicted=58.663661, expected=72.000000
predicted=53.787844, expected=68.000000
predicted=52.418564, expected=60.000000
predicted=70.793258, expected=60.000000
predicted=58.416627, expected=76.000000
predicted=60.900305, expected=96.000000
predicted=83.412841, expected=44.000000
predicted=55.849711, expected=92.000000
predicted=81.183696, expected=48.000000
predicted=53.997907, expected=40.000000
predicted=53.924520, expected=60.000000
predicted=75.417263, expected=96.000000
predicted=68.593319, expected=80.000000
predicted=82.319279, expected=48.000000
predicted=53.580178, expected=72.000000
predicted=63.180078, expected=56.000000
predicted=55.818525, expected=32.000000
predicted=56.845931, expected=52.000000
predicted=64.134086, expected=92.000000
predicted=69.167928, expected=92.000000
predicted=79.474002, expected=60.000000
predicted=62.761355, expected=56.000000
predicted=53.008149, expected=56.000000
predicted=54.872044, expected=64.000000
predicted=71.287590, expected=56.000000
predicted=68.981551, expected=76.000000
predicted=68.855860, expected=120.000000
predicted=91.232002, expected=52.000000
predicted=55.327227, expected=52.000000
predicted=63.588200, expected=40.000000
predicted=50.248076, expected=44.000000
predicted=51.595544, expected=20.000000
predicted=58.767469, expected=44.000000
predicted=45.773166, expected=72.000000
predicted=60.244226, expected=20.000000
predicted=27.898304, expected=68.000000
predicted=60.653484, expected=44.000000
predicted=35.287090, expected=16.000000
predicted=27.192567, expected=44.000000
predicted=57.328338, expected=52.000000
predicted=35.257503, expected=92.000000
predicted=76.589308, expected=88.000000
predicted=70.567543, expected=24.000000
predicted=27.877457, expected=64.000000
predicted=61.033809, expected=68.000000
predicted=58.094827, expected=48.000000
predicted=61.316445, expected=60.000000
predicted=73.375562, expected=92.000000
predicted=63.122094, expected=36.000000
predicted=47.482746, expected=20.000000
predicted=44.871234, expected=28.000000
predicted=38.177986, expected=44.000000
predicted=43.783127, expected=68.000000
predicted=71.850662, expected=156.000000
predicted=101.893677, expected=124.000000
predicted=82.050512, expected=48.000000
predicted=51.683200, expected=48.000000
predicted=58.968069, expected=56.000000
predicted=57.568937, expected=44.000000
predicted=80.879148, expected=72.000000
predicted=89.870255, expected=68.000000
predicted=58.998457, expected=92.000000
predicted=73.016032, expected=36.000000
predicted=48.280798, expected=24.000000
predicted=36.917977, expected=52.000000
predicted=59.515944, expected=64.000000
predicted=58.120343, expected=104.000000
predicted=94.040979, expected=76.000000
predicted=61.973496, expected=120.000000
predicted=83.603065, expected=96.000000
predicted=80.904775, expected=116.000000
predicted=95.105668, expected=112.000000
predicted=110.756746, expected=56.000000
predicted=67.361376, expected=124.000000
predicted=122.227157, expected=104.000000
predicted=96.974047, expected=92.000000
predicted=100.082710, expected=56.000000
predicted=85.440281, expected=32.000000
predicted=45.178714, expected=24.000000
predicted=62.617504, expected=24.000000
predicted=51.442582, expected=56.000000
predicted=64.369438, expected=88.000000
predicted=69.932387, expected=128.000000
predicted=86.550660, expected=68.000000
predicted=56.066026, expected=20.000000
predicted=32.802061, expected=60.000000
predicted=61.593736, expected=80.000000
predicted=74.027524, expected=80.000000
predicted=92.523623, expected=116.000000
predicted=97.440269, expected=76.000000
predicted=57.348478, expected=48.000000
predicted=58.361091, expected=48.000000
predicted=64.425735, expected=52.000000
predicted=59.552708, expected=40.000000
predicted=66.753896, expected=40.000000
predicted=54.034670, expected=72.000000
predicted=60.461385, expected=76.000000
predicted=61.825179, expected=60.000000
predicted=58.034280, expected=36.000000
predicted=42.917160, expected=64.000000
predicted=55.006817, expected=48.000000
predicted=54.827343, expected=36.000000
predicted=51.442262, expected=92.000000
predicted=77.831921, expected=68.000000
predicted=52.624988, expected=32.000000
predicted=48.219043, expected=56.000000
predicted=57.413999, expected=60.000000
predicted=47.283275, expected=32.000000
predicted=53.859223, expected=56.000000
predicted=62.019828, expected=52.000000
predicted=43.127183, expected=92.000000
predicted=73.627472, expected=68.000000
predicted=65.188386, expected=44.000000
predicted=43.587288, expected=60.000000
predicted=61.605208, expected=32.000000
predicted=39.092873, expected=32.000000
predicted=54.811595, expected=80.000000
predicted=72.020685, expected=100.000000
predicted=71.653721, expected=72.000000
predicted=68.259674, expected=36.000000
predicted=43.101469, expected=36.000000
predicted=39.009035, expected=28.000000
predicted=46.146428, expected=40.000000
predicted=59.316656, expected=52.000000
predicted=57.039643, expected=56.000000
predicted=46.623805, expected=48.000000
predicted=44.562134, expected=36.000000
predicted=35.491689, expected=36.000000
predicted=38.694067, expected=36.000000
predicted=41.302833, expected=80.000000
predicted=66.361375, expected=72.000000
predicted=59.939270, expected=52.000000
predicted=48.462517, expected=40.000000
predicted=43.975200, expected=64.000000
predicted=52.174905, expected=20.000000
predicted=42.640877, expected=12.000000
predicted=37.707153, expected=40.000000
predicted=43.996361, expected=120.000000
predicted=78.214254, expected=60.000000
predicted=59.013115, expected=32.000000
predicted=36.827412, expected=36.000000
predicted=34.597434, expected=48.000000
predicted=40.003121, expected=44.000000
Test MSE: 762.713
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055])]
predicted=14.312534, expected=4.000000
predicted=15.430031, expected=48.000000
predicted=21.571739, expected=28.000000
predicted=21.256260, expected=8.000000
predicted=17.291903, expected=20.000000
predicted=20.597842, expected=4.000000
predicted=20.353562, expected=44.000000
predicted=25.379225, expected=32.000000
predicted=20.755719, expected=44.000000
predicted=22.916952, expected=24.000000
predicted=27.125435, expected=8.000000
predicted=27.240663, expected=12.000000
predicted=29.982894, expected=8.000000
predicted=23.353074, expected=8.000000
predicted=18.186164, expected=8.000000
predicted=11.580016, expected=24.000000
predicted=10.969258, expected=36.000000
predicted=14.511360, expected=8.000000
predicted=13.793735, expected=16.000000
predicted=16.837981, expected=12.000000
predicted=18.508076, expected=16.000000
predicted=19.271168, expected=20.000000
predicted=17.834462, expected=4.000000
predicted=12.515596, expected=24.000000
predicted=15.481059, expected=20.000000
predicted=15.713856, expected=24.000000
predicted=17.154047, expected=16.000000
predicted=17.510806, expected=8.000000
predicted=16.464322, expected=4.000000
predicted=17.199872, expected=32.000000
predicted=17.853785, expected=28.000000
predicted=17.417267, expected=8.000000
predicted=14.655868, expected=16.000000
predicted=16.420992, expected=32.000000
predicted=20.594412, expected=4.000000
predicted=19.754685, expected=40.000000
predicted=20.943028, expected=16.000000
predicted=18.826906, expected=28.000000
predicted=22.156982, expected=8.000000
predicted=21.816652, expected=12.000000
predicted=19.076098, expected=8.000000
predicted=19.936308, expected=4.000000
predicted=13.446022, expected=36.000000
predicted=15.681768, expected=32.000000
predicted=14.808930, expected=20.000000
predicted=16.773186, expected=8.000000
predicted=18.146027, expected=8.000000
predicted=19.762916, expected=24.000000
predicted=22.558670, expected=24.000000
predicted=18.814733, expected=4.000000
predicted=13.909815, expected=8.000000
predicted=13.292777, expected=24.000000
predicted=16.149603, expected=36.000000
predicted=19.007604, expected=44.000000
predicted=20.851405, expected=4.000000
predicted=18.544406, expected=8.000000
predicted=22.171122, expected=36.000000
predicted=27.471400, expected=20.000000
predicted=24.428532, expected=8.000000
predicted=19.227438, expected=4.000000
predicted=14.472961, expected=64.000000
predicted=23.653011, expected=8.000000
predicted=21.045370, expected=4.000000
predicted=17.528184, expected=36.000000
predicted=22.676705, expected=24.000000
predicted=23.278310, expected=24.000000
predicted=25.281468, expected=24.000000
predicted=19.784701, expected=12.000000
predicted=21.374412, expected=20.000000
predicted=24.229963, expected=20.000000
predicted=21.067129, expected=28.000000
predicted=20.861342, expected=56.000000
predicted=24.887751, expected=32.000000
predicted=25.544160, expected=40.000000
predicted=31.712527, expected=16.000000
predicted=33.019240, expected=40.000000
predicted=36.883634, expected=12.000000
predicted=33.566317, expected=16.000000
predicted=27.005084, expected=20.000000
predicted=25.190364, expected=32.000000
predicted=22.636887, expected=8.000000
predicted=20.676165, expected=20.000000
predicted=18.376987, expected=28.000000
predicted=21.089182, expected=32.000000
predicted=22.366329, expected=12.000000
predicted=21.207410, expected=24.000000
predicted=21.265834, expected=8.000000
predicted=21.725990, expected=40.000000
predicted=24.037456, expected=24.000000
predicted=22.272438, expected=4.000000
predicted=18.273920, expected=8.000000
predicted=19.847652, expected=8.000000
predicted=17.246139, expected=16.000000
predicted=16.897734, expected=40.000000
predicted=15.251342, expected=16.000000
predicted=13.226711, expected=12.000000
predicted=16.224140, expected=32.000000
predicted=21.559849, expected=4.000000
predicted=20.349636, expected=40.000000
predicted=23.761760, expected=16.000000
predicted=19.453965, expected=20.000000
predicted=20.343612, expected=8.000000
predicted=20.916635, expected=24.000000
predicted=19.549608, expected=24.000000
predicted=21.766984, expected=48.000000
predicted=21.556898, expected=12.000000
predicted=21.217127, expected=8.000000
predicted=21.430050, expected=20.000000
predicted=24.994915, expected=8.000000
predicted=21.185537, expected=32.000000
predicted=20.972618, expected=52.000000
predicted=19.898104, expected=16.000000
predicted=20.207795, expected=12.000000
predicted=23.609884, expected=4.000000
predicted=23.405693, expected=12.000000
predicted=23.784471, expected=12.000000
predicted=18.833998, expected=4.000000
predicted=9.868995, expected=12.000000
predicted=9.408951, expected=8.000000
predicted=8.706781, expected=20.000000
predicted=10.901654, expected=48.000000
predicted=15.636419, expected=8.000000
predicted=14.457446, expected=4.000000
predicted=16.901981, expected=12.000000
predicted=18.968565, expected=12.000000
predicted=18.690861, expected=12.000000
predicted=15.976561, expected=4.000000
predicted=8.481711, expected=8.000000
predicted=9.052984, expected=12.000000
predicted=10.247687, expected=12.000000
predicted=9.634210, expected=12.000000
predicted=9.471958, expected=24.000000
predicted=11.382307, expected=4.000000
predicted=11.476636, expected=16.000000
predicted=13.485404, expected=20.000000
predicted=14.803913, expected=8.000000
predicted=13.694627, expected=20.000000
predicted=15.238267, expected=8.000000
predicted=12.748402, expected=8.000000
predicted=13.719720, expected=64.000000
predicted=20.326786, expected=28.000000
predicted=19.443962, expected=8.000000
predicted=21.220427, expected=12.000000
predicted=23.442305, expected=8.000000
predicted=24.162099, expected=4.000000
predicted=22.340771, expected=8.000000
predicted=11.925309, expected=48.000000
predicted=13.798795, expected=4.000000
predicted=11.703057, expected=44.000000
predicted=17.989794, expected=12.000000
predicted=19.609586, expected=16.000000
predicted=22.451617, expected=4.000000
predicted=23.037078, expected=8.000000
predicted=16.070701, expected=12.000000
predicted=16.924592, expected=4.000000
predicted=9.351005, expected=16.000000
predicted=9.862269, expected=4.000000
predicted=7.793606, expected=4.000000
predicted=8.136188, expected=44.000000
predicted=13.435104, expected=16.000000
predicted=12.706612, expected=20.000000
predicted=16.053944, expected=52.000000
predicted=22.652605, expected=24.000000
predicted=25.424274, expected=52.000000
predicted=33.595147, expected=24.000000
predicted=30.870456, expected=72.000000
predicted=40.048357, expected=12.000000
predicted=39.325159, expected=40.000000
predicted=37.768869, expected=32.000000
predicted=40.294395, expected=8.000000
predicted=32.631671, expected=36.000000
predicted=34.140142, expected=16.000000
predicted=24.751182, expected=24.000000
predicted=26.021878, expected=8.000000
predicted=21.157691, expected=16.000000
predicted=18.906846, expected=28.000000
predicted=21.368127, expected=20.000000
predicted=18.077338, expected=44.000000
predicted=21.940449, expected=36.000000
predicted=24.111430, expected=4.000000
predicted=24.697076, expected=4.000000
predicted=24.535276, expected=32.000000
predicted=25.207903, expected=48.000000
predicted=26.998379, expected=48.000000
predicted=25.529853, expected=80.000000
predicted=33.067751, expected=24.000000
predicted=37.887888, expected=16.000000
predicted=42.574165, expected=20.000000
predicted=42.582721, expected=4.000000
predicted=34.776788, expected=4.000000
predicted=25.989519, expected=72.000000
predicted=23.190097, expected=40.000000
predicted=23.463931, expected=12.000000
predicted=23.207821, expected=28.000000
predicted=27.084412, expected=12.000000
predicted=29.390167, expected=24.000000
predicted=33.099299, expected=40.000000
predicted=26.056566, expected=44.000000
predicted=25.319050, expected=12.000000
predicted=25.626235, expected=8.000000
predicted=23.831993, expected=28.000000
predicted=27.654023, expected=44.000000
predicted=29.831792, expected=16.000000
predicted=24.348671, expected=32.000000
predicted=22.673760, expected=24.000000
predicted=25.240371, expected=44.000000
predicted=31.392677, expected=48.000000
predicted=33.923359, expected=40.000000
predicted=32.514535, expected=36.000000
predicted=36.830377, expected=16.000000
predicted=35.150283, expected=40.000000
predicted=38.845277, expected=24.000000
predicted=34.753305, expected=16.000000
predicted=29.113017, expected=76.000000
predicted=34.589812, expected=40.000000
predicted=33.172019, expected=8.000000
predicted=33.328936, expected=16.000000
predicted=31.635147, expected=72.000000
predicted=39.469111, expected=20.000000
predicted=37.776477, expected=12.000000
predicted=27.924429, expected=56.000000
predicted=31.669982, expected=56.000000
predicted=37.011571, expected=24.000000
predicted=38.862098, expected=36.000000
predicted=34.650532, expected=16.000000
predicted=34.225678, expected=24.000000
predicted=37.230247, expected=8.000000
predicted=28.770105, expected=32.000000
predicted=24.022143, expected=4.000000
predicted=20.089932, expected=16.000000
predicted=17.095025, expected=28.000000
predicted=19.113878, expected=4.000000
predicted=14.505490, expected=8.000000
predicted=16.271215, expected=36.000000
predicted=16.219563, expected=16.000000
predicted=16.628104, expected=8.000000
predicted=16.634385, expected=20.000000
predicted=15.980577, expected=32.000000
predicted=19.580062, expected=24.000000
predicted=21.824796, expected=8.000000
predicted=17.695460, expected=12.000000
predicted=18.296762, expected=8.000000
predicted=18.274907, expected=8.000000
predicted=16.081950, expected=40.000000
predicted=16.680128, expected=4.000000
predicted=11.585281, expected=40.000000
predicted=18.382149, expected=4.000000
predicted=16.812579, expected=8.000000
predicted=17.860991, expected=12.000000
predicted=19.764761, expected=16.000000
predicted=13.855131, expected=48.000000
predicted=20.819255, expected=40.000000
predicted=18.632935, expected=20.000000
predicted=22.290481, expected=156.000000
predicted=47.203442, expected=20.000000
predicted=45.146444, expected=16.000000
predicted=53.043240, expected=12.000000
predicted=49.521358, expected=20.000000
predicted=43.718214, expected=4.000000
predicted=41.807370, expected=16.000000
predicted=15.116057, expected=24.000000
predicted=15.239954, expected=56.000000
predicted=20.936439, expected=16.000000
predicted=21.084554, expected=16.000000
predicted=22.231597, expected=8.000000
predicted=23.875781, expected=60.000000
predicted=30.160922, expected=8.000000
predicted=26.319736, expected=28.000000
predicted=22.701719, expected=8.000000
predicted=22.435048, expected=20.000000
predicted=21.971156, expected=16.000000
predicted=24.343223, expected=48.000000
predicted=20.423326, expected=20.000000
predicted=22.397435, expected=24.000000
predicted=22.217489, expected=8.000000
predicted=23.665601, expected=20.000000
predicted=23.060022, expected=12.000000
predicted=22.892748, expected=32.000000
predicted=19.043271, expected=52.000000
predicted=23.888641, expected=8.000000
predicted=20.334375, expected=24.000000
predicted=25.457454, expected=4.000000
predicted=23.017247, expected=4.000000
predicted=21.443470, expected=28.000000
predicted=21.415992, expected=20.000000
predicted=13.597589, expected=12.000000
predicted=14.991568, expected=24.000000
predicted=15.402842, expected=24.000000
predicted=18.084803, expected=16.000000
predicted=20.507188, expected=28.000000
predicted=20.817660, expected=28.000000
predicted=21.514437, expected=24.000000
predicted=23.608378, expected=8.000000
predicted=21.674474, expected=16.000000
predicted=20.675954, expected=12.000000
predicted=19.934416, expected=20.000000
predicted=18.138900, expected=8.000000
predicted=14.791174, expected=12.000000
predicted=12.682358, expected=32.000000
predicted=16.718332, expected=16.000000
predicted=15.689696, expected=4.000000
predicted=15.426103, expected=16.000000
predicted=15.429458, expected=4.000000
predicted=14.065529, expected=16.000000
predicted=15.131553, expected=24.000000
predicted=13.197438, expected=12.000000
Test MSE: 338.940
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784])]
predicted=77.022573, expected=68.000000
predicted=54.483370, expected=44.000000
predicted=54.331011, expected=16.000000
predicted=31.983506, expected=24.000000
predicted=36.755923, expected=40.000000
predicted=57.615688, expected=44.000000
predicted=45.746358, expected=68.000000
predicted=48.735268, expected=60.000000
predicted=40.908716, expected=24.000000
predicted=33.263411, expected=36.000000
predicted=43.293039, expected=36.000000
predicted=41.359360, expected=76.000000
predicted=59.521788, expected=64.000000
predicted=56.096973, expected=48.000000
predicted=41.593012, expected=44.000000
predicted=47.668425, expected=68.000000
predicted=53.624263, expected=28.000000
predicted=51.279460, expected=56.000000
predicted=56.085422, expected=20.000000
predicted=39.392636, expected=72.000000
predicted=51.491242, expected=52.000000
predicted=55.765111, expected=52.000000
predicted=41.277135, expected=16.000000
predicted=42.774627, expected=8.000000
predicted=23.715308, expected=12.000000
predicted=38.230943, expected=88.000000
predicted=53.086359, expected=80.000000
predicted=53.659091, expected=24.000000
predicted=28.178262, expected=4.000000
predicted=25.207560, expected=32.000000
predicted=30.917235, expected=12.000000
predicted=40.820690, expected=72.000000
predicted=56.774684, expected=72.000000
predicted=43.439974, expected=28.000000
predicted=23.990799, expected=68.000000
predicted=53.123600, expected=24.000000
predicted=30.735042, expected=24.000000
predicted=45.539967, expected=40.000000
predicted=51.850970, expected=112.000000
predicted=58.211708, expected=72.000000
predicted=62.453838, expected=104.000000
predicted=65.055776, expected=44.000000
predicted=52.842935, expected=60.000000
predicted=58.626052, expected=28.000000
predicted=71.537460, expected=28.000000
predicted=49.146712, expected=88.000000
predicted=79.688655, expected=104.000000
predicted=64.784536, expected=24.000000
predicted=47.157072, expected=100.000000
predicted=67.892815, expected=60.000000
predicted=55.164876, expected=60.000000
predicted=68.859859, expected=12.000000
predicted=63.211546, expected=8.000000
predicted=26.980997, expected=36.000000
predicted=57.435737, expected=24.000000
predicted=34.400445, expected=96.000000
predicted=59.929184, expected=24.000000
predicted=26.052602, expected=40.000000
predicted=30.369471, expected=108.000000
predicted=68.263222, expected=68.000000
predicted=48.252737, expected=108.000000
predicted=89.785170, expected=64.000000
predicted=59.588712, expected=24.000000
predicted=47.820003, expected=36.000000
predicted=71.832747, expected=64.000000
predicted=61.186720, expected=20.000000
predicted=55.283490, expected=76.000000
predicted=60.116488, expected=160.000000
predicted=80.685627, expected=40.000000
predicted=48.113615, expected=8.000000
predicted=52.184676, expected=68.000000
predicted=57.719834, expected=28.000000
predicted=49.606689, expected=52.000000
predicted=82.582679, expected=76.000000
predicted=54.892869, expected=68.000000
predicted=41.505721, expected=56.000000
predicted=61.461189, expected=20.000000
predicted=37.484797, expected=4.000000
predicted=36.032518, expected=52.000000
predicted=54.873786, expected=28.000000
predicted=40.302514, expected=108.000000
predicted=64.281398, expected=88.000000
predicted=53.871408, expected=80.000000
predicted=50.135595, expected=20.000000
predicted=52.335646, expected=48.000000
predicted=48.803960, expected=20.000000
predicted=61.082625, expected=16.000000
predicted=45.473897, expected=72.000000
predicted=61.855243, expected=28.000000
predicted=26.553893, expected=24.000000
predicted=35.596090, expected=16.000000
predicted=25.788089, expected=28.000000
predicted=23.728840, expected=48.000000
predicted=48.150758, expected=28.000000
predicted=27.591078, expected=84.000000
predicted=47.708225, expected=144.000000
predicted=71.487497, expected=28.000000
predicted=41.486665, expected=52.000000
predicted=61.048409, expected=32.000000
predicted=46.698847, expected=48.000000
predicted=59.597883, expected=52.000000
predicted=80.202370, expected=80.000000
predicted=50.876224, expected=12.000000
predicted=38.784526, expected=24.000000
predicted=35.010188, expected=80.000000
predicted=58.197535, expected=40.000000
predicted=42.798178, expected=44.000000
predicted=55.895671, expected=32.000000
predicted=32.385980, expected=84.000000
predicted=50.885023, expected=28.000000
predicted=51.966182, expected=84.000000
predicted=57.574932, expected=36.000000
predicted=47.298431, expected=48.000000
predicted=43.369523, expected=28.000000
predicted=56.131695, expected=28.000000
predicted=32.196734, expected=64.000000
predicted=61.956938, expected=72.000000
predicted=49.009506, expected=56.000000
predicted=50.818671, expected=52.000000
predicted=46.815540, expected=8.000000
predicted=31.724103, expected=24.000000
predicted=44.140594, expected=12.000000
predicted=38.760772, expected=72.000000
predicted=49.281642, expected=48.000000
predicted=43.614243, expected=60.000000
predicted=35.496517, expected=12.000000
predicted=30.155334, expected=28.000000
predicted=27.826056, expected=16.000000
predicted=41.796381, expected=128.000000
predicted=67.221897, expected=112.000000
predicted=73.882067, expected=84.000000
predicted=54.958500, expected=76.000000
predicted=68.208832, expected=52.000000
predicted=53.744755, expected=44.000000
predicted=82.867726, expected=24.000000
predicted=65.708700, expected=40.000000
predicted=56.392324, expected=112.000000
predicted=77.056932, expected=36.000000
predicted=46.019926, expected=28.000000
predicted=42.563180, expected=32.000000
predicted=39.411394, expected=8.000000
predicted=28.548681, expected=60.000000
predicted=66.734712, expected=80.000000
predicted=49.914945, expected=32.000000
predicted=33.499111, expected=32.000000
predicted=38.709754, expected=8.000000
predicted=21.966924, expected=32.000000
predicted=41.186170, expected=28.000000
predicted=44.724061, expected=28.000000
predicted=27.234050, expected=48.000000
predicted=36.048719, expected=84.000000
predicted=42.317953, expected=28.000000
predicted=35.026992, expected=28.000000
predicted=35.128119, expected=16.000000
predicted=31.069115, expected=4.000000
predicted=27.081336, expected=16.000000
predicted=39.909987, expected=168.000000
predicted=72.649529, expected=20.000000
predicted=30.994782, expected=84.000000
predicted=51.788919, expected=36.000000
predicted=42.748630, expected=40.000000
predicted=36.143497, expected=40.000000
predicted=88.885123, expected=12.000000
predicted=24.611815, expected=108.000000
predicted=75.345783, expected=56.000000
predicted=47.381958, expected=32.000000
predicted=41.077489, expected=40.000000
predicted=47.385224, expected=76.000000
predicted=46.567153, expected=48.000000
predicted=68.212779, expected=32.000000
predicted=45.982633, expected=68.000000
predicted=51.042256, expected=80.000000
predicted=57.471255, expected=60.000000
predicted=63.818187, expected=32.000000
predicted=48.016768, expected=20.000000
predicted=37.435523, expected=40.000000
predicted=50.979451, expected=8.000000
predicted=40.431821, expected=68.000000
predicted=50.726491, expected=36.000000
predicted=34.646990, expected=16.000000
predicted=23.281062, expected=32.000000
predicted=36.917606, expected=28.000000
predicted=23.031501, expected=52.000000
predicted=48.565472, expected=44.000000
predicted=37.905745, expected=124.000000
predicted=60.009730, expected=20.000000
predicted=38.962166, expected=20.000000
predicted=35.600215, expected=4.000000
predicted=38.757289, expected=48.000000
predicted=40.182837, expected=8.000000
predicted=51.835021, expected=40.000000
predicted=25.891455, expected=68.000000
predicted=39.573873, expected=40.000000
predicted=26.576107, expected=36.000000
predicted=42.359134, expected=28.000000
predicted=28.196472, expected=8.000000
predicted=28.772030, expected=32.000000
predicted=42.348224, expected=8.000000
predicted=24.051816, expected=12.000000
predicted=21.284705, expected=20.000000
predicted=21.779232, expected=32.000000
predicted=18.200575, expected=8.000000
predicted=19.355207, expected=4.000000
predicted=10.057900, expected=4.000000
predicted=10.798023, expected=4.000000
predicted=10.671060, expected=4.000000
predicted=13.265768, expected=4.000000
predicted=5.091812, expected=28.000000
predicted=11.897402, expected=36.000000
predicted=16.680747, expected=16.000000
predicted=12.595254, expected=16.000000
predicted=14.483423, expected=36.000000
predicted=21.489085, expected=28.000000
predicted=26.355640, expected=32.000000
predicted=30.629751, expected=8.000000
predicted=17.913775, expected=68.000000
predicted=36.325379, expected=64.000000
predicted=44.961819, expected=4.000000
predicted=23.876366, expected=32.000000
predicted=35.749403, expected=20.000000
predicted=22.727920, expected=16.000000
predicted=35.245728, expected=104.000000
predicted=63.361023, expected=8.000000
predicted=17.893284, expected=36.000000
predicted=34.931901, expected=16.000000
predicted=28.740633, expected=16.000000
predicted=20.492829, expected=40.000000
predicted=55.014074, expected=28.000000
predicted=20.238417, expected=80.000000
predicted=46.860235, expected=24.000000
predicted=28.090164, expected=24.000000
predicted=27.274156, expected=32.000000
predicted=38.518514, expected=32.000000
predicted=31.277756, expected=52.000000
predicted=52.949938, expected=20.000000
predicted=26.668258, expected=56.000000
predicted=37.833803, expected=8.000000
predicted=27.450354, expected=40.000000
predicted=33.949328, expected=108.000000
predicted=64.336550, expected=168.000000
predicted=79.521802, expected=52.000000
predicted=64.564222, expected=8.000000
predicted=38.375690, expected=100.000000
predicted=77.546973, expected=40.000000
predicted=72.145634, expected=24.000000
predicted=78.746739, expected=56.000000
predicted=53.730339, expected=88.000000
predicted=48.087975, expected=72.000000
predicted=73.537771, expected=48.000000
predicted=50.819069, expected=80.000000
predicted=58.505998, expected=56.000000
predicted=60.620207, expected=16.000000
predicted=54.782436, expected=64.000000
predicted=63.255075, expected=68.000000
predicted=55.379668, expected=52.000000
predicted=59.119412, expected=36.000000
predicted=49.252767, expected=32.000000
predicted=34.805248, expected=4.000000
predicted=37.261281, expected=44.000000
predicted=46.748470, expected=84.000000
predicted=54.470633, expected=32.000000
predicted=34.899091, expected=8.000000
predicted=28.886450, expected=84.000000
predicted=45.422194, expected=32.000000
predicted=39.752547, expected=20.000000
predicted=46.845361, expected=40.000000
predicted=39.165442, expected=36.000000
predicted=27.040441, expected=52.000000
predicted=55.078259, expected=32.000000
predicted=34.281715, expected=48.000000
predicted=36.123584, expected=92.000000
predicted=58.551451, expected=24.000000
predicted=37.580403, expected=64.000000
predicted=56.250416, expected=76.000000
predicted=56.490796, expected=48.000000
predicted=50.662516, expected=132.000000
predicted=93.659853, expected=24.000000
predicted=43.453210, expected=76.000000
predicted=69.870719, expected=44.000000
predicted=65.982684, expected=48.000000
predicted=51.798302, expected=40.000000
predicted=73.946623, expected=72.000000
predicted=48.395019, expected=20.000000
predicted=48.834277, expected=40.000000
predicted=42.968522, expected=64.000000
predicted=52.270053, expected=28.000000
predicted=37.246825, expected=16.000000
predicted=42.622141, expected=36.000000
predicted=31.893128, expected=12.000000
predicted=27.792358, expected=28.000000
predicted=37.352959, expected=32.000000
predicted=27.958730, expected=36.000000
predicted=25.440654, expected=52.000000
predicted=38.544320, expected=24.000000
predicted=24.763887, expected=36.000000
predicted=33.667734, expected=156.000000
predicted=74.659248, expected=180.000000
predicted=93.523978, expected=240.000000
predicted=135.224158, expected=4.000000
predicted=66.097316, expected=280.000000
predicted=152.207899, expected=172.000000
predicted=172.999828, expected=96.000000
predicted=144.199808, expected=44.000000
predicted=153.864635, expected=4.000000
predicted=53.937271, expected=12.000000
predicted=110.723892, expected=60.000000
predicted=80.968234, expected=28.000000
predicted=46.763965, expected=80.000000
predicted=49.886262, expected=32.000000
predicted=31.534370, expected=76.000000
predicted=46.605878, expected=28.000000
predicted=49.320684, expected=100.000000
predicted=59.527564, expected=44.000000
predicted=62.672582, expected=36.000000
predicted=42.725362, expected=16.000000
predicted=48.988314, expected=24.000000
predicted=31.371038, expected=56.000000
predicted=57.676072, expected=4.000000
predicted=26.098155, expected=36.000000
predicted=31.494330, expected=44.000000
predicted=31.863317, expected=72.000000
predicted=42.497229, expected=24.000000
predicted=40.879855, expected=72.000000
predicted=41.997754, expected=44.000000
predicted=46.717238, expected=8.000000
predicted=33.384426, expected=8.000000
predicted=38.038493, expected=64.000000
predicted=38.684185, expected=32.000000
predicted=42.058104, expected=56.000000
predicted=42.112507, expected=68.000000
predicted=42.981937, expected=8.000000
predicted=25.158265, expected=36.000000
predicted=45.894563, expected=44.000000
predicted=39.745099, expected=40.000000
predicted=41.797454, expected=32.000000
predicted=43.470208, expected=56.000000
predicted=35.615081, expected=56.000000
predicted=45.431466, expected=20.000000
predicted=36.767364, expected=28.000000
predicted=36.754786, expected=96.000000
predicted=55.795631, expected=48.000000
predicted=50.620146, expected=72.000000
predicted=58.997802, expected=8.000000
predicted=34.791390, expected=20.000000
predicted=32.892464, expected=56.000000
predicted=60.034071, expected=16.000000
predicted=31.676379, expected=48.000000
predicted=46.085316, expected=32.000000
predicted=27.951163, expected=32.000000
predicted=29.296330, expected=4.000000
predicted=30.522283, expected=32.000000
predicted=24.900774, expected=76.000000
predicted=48.242066, expected=16.000000
predicted=28.231786, expected=88.000000
predicted=51.265576, expected=48.000000
predicted=40.064628, expected=44.000000
predicted=43.502903, expected=36.000000
predicted=54.663843, expected=24.000000
predicted=31.416450, expected=28.000000
predicted=47.881114, expected=28.000000
predicted=34.869973, expected=92.000000
predicted=53.359560, expected=40.000000
predicted=41.589670, expected=24.000000
predicted=33.114788, expected=4.000000
predicted=28.650952, expected=4.000000
Test MSE: 1388.406
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216])]
predicted=35.792138, expected=12.000000
predicted=27.074157, expected=36.000000
predicted=38.833180, expected=16.000000
predicted=28.742984, expected=24.000000
predicted=38.994495, expected=32.000000
predicted=35.561480, expected=32.000000
predicted=23.184000, expected=56.000000
predicted=39.911187, expected=32.000000
predicted=28.865753, expected=44.000000
predicted=36.163297, expected=16.000000
predicted=30.479778, expected=60.000000
predicted=42.217493, expected=60.000000
predicted=51.309052, expected=32.000000
predicted=35.905697, expected=52.000000
predicted=48.061935, expected=24.000000
predicted=30.951011, expected=32.000000
predicted=43.112306, expected=56.000000
predicted=50.114554, expected=16.000000
predicted=28.943825, expected=24.000000
predicted=35.967296, expected=60.000000
predicted=39.271514, expected=32.000000
predicted=32.997623, expected=36.000000
predicted=41.970045, expected=16.000000
predicted=24.993961, expected=28.000000
predicted=28.724521, expected=32.000000
predicted=38.709847, expected=12.000000
predicted=23.207901, expected=32.000000
predicted=29.967832, expected=52.000000
predicted=31.509643, expected=20.000000
predicted=26.294449, expected=20.000000
predicted=28.055160, expected=28.000000
predicted=24.570753, expected=60.000000
predicted=39.361060, expected=40.000000
predicted=40.505492, expected=44.000000
predicted=35.148092, expected=24.000000
predicted=30.828909, expected=40.000000
predicted=36.576634, expected=32.000000
predicted=41.988685, expected=24.000000
predicted=32.229179, expected=36.000000
predicted=36.655740, expected=60.000000
predicted=38.916906, expected=72.000000
predicted=49.830639, expected=16.000000
predicted=33.179310, expected=16.000000
predicted=30.938730, expected=60.000000
predicted=46.087484, expected=28.000000
predicted=39.541250, expected=16.000000
predicted=38.438581, expected=64.000000
predicted=38.871895, expected=40.000000
predicted=31.317234, expected=28.000000
predicted=41.328843, expected=32.000000
predicted=34.694442, expected=40.000000
predicted=32.000151, expected=16.000000
predicted=36.650923, expected=36.000000
predicted=35.258655, expected=48.000000
predicted=35.497529, expected=48.000000
predicted=37.396766, expected=36.000000
predicted=38.660273, expected=68.000000
predicted=43.741535, expected=24.000000
predicted=36.562209, expected=36.000000
predicted=43.090324, expected=48.000000
predicted=46.174175, expected=40.000000
predicted=38.143854, expected=28.000000
predicted=44.287808, expected=28.000000
predicted=31.131107, expected=20.000000
predicted=30.075243, expected=12.000000
predicted=28.488699, expected=20.000000
predicted=26.633883, expected=20.000000
predicted=21.676491, expected=36.000000
predicted=26.694024, expected=60.000000
predicted=34.353977, expected=36.000000
predicted=28.033459, expected=24.000000
predicted=29.423002, expected=48.000000
predicted=37.300330, expected=44.000000
predicted=39.103894, expected=56.000000
predicted=50.517530, expected=52.000000
predicted=44.930045, expected=28.000000
predicted=34.946360, expected=16.000000
predicted=37.007571, expected=16.000000
predicted=31.891903, expected=28.000000
predicted=34.989901, expected=28.000000
predicted=32.209830, expected=28.000000
predicted=25.996323, expected=48.000000
predicted=30.709447, expected=20.000000
predicted=23.220307, expected=32.000000
predicted=31.151351, expected=24.000000
predicted=28.391090, expected=36.000000
predicted=30.709290, expected=20.000000
predicted=31.566855, expected=48.000000
predicted=32.309972, expected=36.000000
predicted=33.356082, expected=28.000000
predicted=29.167072, expected=20.000000
predicted=30.796593, expected=20.000000
predicted=24.007883, expected=68.000000
predicted=46.206268, expected=28.000000
predicted=31.604659, expected=28.000000
predicted=31.483462, expected=28.000000
predicted=30.231937, expected=24.000000
predicted=26.076501, expected=24.000000
predicted=38.212591, expected=40.000000
predicted=31.189260, expected=36.000000
predicted=30.634709, expected=20.000000
predicted=26.706944, expected=44.000000
predicted=33.777977, expected=44.000000
predicted=33.959768, expected=64.000000
predicted=46.217837, expected=48.000000
predicted=43.531062, expected=12.000000
predicted=28.887544, expected=32.000000
predicted=40.460693, expected=20.000000
predicted=32.602482, expected=52.000000
predicted=45.551810, expected=24.000000
predicted=33.263577, expected=48.000000
predicted=31.551599, expected=24.000000
predicted=31.713902, expected=24.000000
predicted=26.945175, expected=40.000000
predicted=40.513812, expected=24.000000
predicted=26.557970, expected=20.000000
predicted=31.586581, expected=52.000000
predicted=34.852197, expected=36.000000
predicted=30.598772, expected=52.000000
predicted=41.796286, expected=24.000000
predicted=31.041884, expected=44.000000
predicted=35.573562, expected=12.000000
predicted=34.213066, expected=32.000000
predicted=32.747726, expected=4.000000
predicted=27.620583, expected=48.000000
predicted=30.153653, expected=24.000000
predicted=30.468269, expected=60.000000
predicted=32.290210, expected=40.000000
predicted=37.336032, expected=8.000000
predicted=19.360604, expected=24.000000
predicted=35.999964, expected=56.000000
predicted=36.291570, expected=36.000000
predicted=40.252843, expected=8.000000
predicted=27.471953, expected=36.000000
predicted=27.304344, expected=12.000000
predicted=22.376809, expected=16.000000
predicted=29.671019, expected=32.000000
predicted=28.921034, expected=52.000000
predicted=26.943678, expected=48.000000
predicted=37.214554, expected=24.000000
predicted=26.335867, expected=44.000000
predicted=34.882069, expected=8.000000
predicted=27.385169, expected=16.000000
predicted=31.624864, expected=28.000000
predicted=32.544026, expected=28.000000
predicted=23.509694, expected=24.000000
predicted=29.032025, expected=32.000000
predicted=22.391216, expected=16.000000
predicted=20.374236, expected=32.000000
predicted=28.105897, expected=36.000000
predicted=29.924268, expected=28.000000
predicted=26.573415, expected=60.000000
predicted=40.456764, expected=76.000000
predicted=44.258755, expected=28.000000
predicted=37.506397, expected=12.000000
predicted=34.756253, expected=24.000000
predicted=32.846117, expected=16.000000
predicted=33.547060, expected=44.000000
predicted=44.329698, expected=32.000000
predicted=28.142328, expected=12.000000
predicted=18.346825, expected=24.000000
predicted=25.990665, expected=24.000000
predicted=22.100244, expected=36.000000
predicted=32.766727, expected=56.000000
predicted=37.405913, expected=32.000000
predicted=27.116450, expected=56.000000
predicted=40.326585, expected=56.000000
predicted=42.822071, expected=36.000000
predicted=40.520966, expected=20.000000
predicted=41.323234, expected=48.000000
predicted=40.757502, expected=20.000000
predicted=36.873553, expected=48.000000
predicted=43.919480, expected=40.000000
predicted=37.370495, expected=52.000000
predicted=36.635951, expected=28.000000
predicted=39.771583, expected=16.000000
predicted=26.704743, expected=28.000000
predicted=36.468263, expected=12.000000
predicted=26.030874, expected=16.000000
predicted=28.266377, expected=32.000000
predicted=25.845038, expected=72.000000
predicted=35.973983, expected=32.000000
predicted=31.547812, expected=24.000000
predicted=27.091621, expected=40.000000
predicted=34.126073, expected=12.000000
predicted=26.882873, expected=28.000000
predicted=40.927648, expected=20.000000
predicted=26.004536, expected=52.000000
predicted=32.466710, expected=40.000000
predicted=36.167350, expected=16.000000
predicted=22.041918, expected=36.000000
predicted=33.495288, expected=28.000000
predicted=27.519422, expected=36.000000
predicted=37.753490, expected=28.000000
predicted=32.714433, expected=32.000000
predicted=27.008572, expected=52.000000
predicted=39.605035, expected=32.000000
predicted=32.343917, expected=36.000000
predicted=36.593965, expected=52.000000
predicted=40.213386, expected=28.000000
predicted=33.939733, expected=44.000000
predicted=44.281296, expected=72.000000
predicted=48.358114, expected=12.000000
predicted=32.288702, expected=24.000000
predicted=39.637274, expected=28.000000
predicted=31.763996, expected=36.000000
predicted=35.090986, expected=48.000000
predicted=47.049130, expected=36.000000
predicted=28.397929, expected=68.000000
predicted=43.915193, expected=44.000000
predicted=40.689093, expected=32.000000
predicted=39.886329, expected=40.000000
predicted=45.221823, expected=40.000000
predicted=39.818220, expected=48.000000
predicted=50.109282, expected=20.000000
predicted=34.989701, expected=44.000000
predicted=38.052640, expected=32.000000
predicted=36.372110, expected=20.000000
predicted=31.288725, expected=40.000000
predicted=38.891514, expected=28.000000
predicted=27.163879, expected=32.000000
predicted=34.645067, expected=40.000000
predicted=34.376356, expected=64.000000
predicted=39.605519, expected=12.000000
predicted=31.679002, expected=12.000000
predicted=27.313609, expected=24.000000
predicted=29.398794, expected=28.000000
predicted=29.179014, expected=48.000000
predicted=41.739412, expected=40.000000
predicted=27.668038, expected=48.000000
predicted=33.108265, expected=28.000000
predicted=32.484028, expected=24.000000
predicted=31.577030, expected=28.000000
predicted=36.468660, expected=24.000000
predicted=30.799889, expected=36.000000
predicted=35.571335, expected=44.000000
predicted=33.237820, expected=32.000000
predicted=30.091996, expected=52.000000
predicted=38.786002, expected=40.000000
predicted=35.769072, expected=48.000000
predicted=42.167205, expected=80.000000
predicted=55.920374, expected=88.000000
predicted=58.903676, expected=56.000000
predicted=58.992102, expected=92.000000
predicted=69.498209, expected=68.000000
predicted=66.078777, expected=28.000000
predicted=61.096507, expected=24.000000
predicted=57.648797, expected=64.000000
predicted=55.437751, expected=84.000000
predicted=70.263810, expected=60.000000
predicted=59.190567, expected=20.000000
predicted=38.825376, expected=28.000000
predicted=38.644948, expected=44.000000
predicted=49.784862, expected=84.000000
predicted=65.217877, expected=36.000000
predicted=45.857380, expected=24.000000
predicted=33.563594, expected=16.000000
predicted=32.661466, expected=8.000000
predicted=28.820915, expected=40.000000
predicted=45.107885, expected=32.000000
predicted=28.551228, expected=16.000000
predicted=21.297551, expected=8.000000
predicted=17.563781, expected=8.000000
predicted=13.859535, expected=28.000000
predicted=26.254782, expected=48.000000
predicted=30.295003, expected=28.000000
predicted=22.347643, expected=44.000000
predicted=28.624527, expected=28.000000
predicted=26.047169, expected=20.000000
predicted=28.422038, expected=28.000000
predicted=34.979337, expected=40.000000
predicted=32.138787, expected=36.000000
predicted=35.211379, expected=36.000000
predicted=32.146870, expected=12.000000
predicted=23.347933, expected=40.000000
predicted=33.374614, expected=40.000000
predicted=36.080137, expected=20.000000
predicted=28.477159, expected=36.000000
predicted=34.062119, expected=44.000000
predicted=30.751848, expected=40.000000
predicted=37.410636, expected=40.000000
predicted=38.654666, expected=20.000000
predicted=27.873205, expected=56.000000
predicted=42.865157, expected=28.000000
predicted=36.181782, expected=40.000000
predicted=38.368994, expected=32.000000
predicted=36.635425, expected=24.000000
predicted=28.016725, expected=24.000000
predicted=36.160629, expected=36.000000
predicted=31.156910, expected=36.000000
predicted=34.003162, expected=24.000000
predicted=28.582157, expected=20.000000
predicted=25.493767, expected=20.000000
predicted=24.614491, expected=44.000000
predicted=34.030249, expected=28.000000
predicted=29.358563, expected=52.000000
predicted=35.068249, expected=28.000000
predicted=29.171731, expected=24.000000
predicted=28.209778, expected=12.000000
predicted=29.865353, expected=32.000000
predicted=29.147312, expected=20.000000
predicted=30.187477, expected=28.000000
predicted=25.477717, expected=32.000000
predicted=26.692513, expected=20.000000
predicted=20.404776, expected=48.000000
predicted=34.933113, expected=44.000000
predicted=32.301770, expected=52.000000
predicted=38.824352, expected=24.000000
predicted=33.563790, expected=28.000000
predicted=31.411993, expected=20.000000
predicted=34.619659, expected=16.000000
predicted=28.946064, expected=8.000000
predicted=25.862497, expected=36.000000
predicted=25.457820, expected=60.000000
predicted=35.140058, expected=48.000000
predicted=32.755846, expected=16.000000
predicted=25.370596, expected=32.000000
predicted=29.399755, expected=40.000000
predicted=37.916994, expected=36.000000
predicted=40.927380, expected=36.000000
predicted=37.986738, expected=32.000000
predicted=29.276699, expected=36.000000
predicted=34.814058, expected=24.000000
predicted=32.657437, expected=12.000000
predicted=26.436095, expected=60.000000
predicted=40.440276, expected=48.000000
predicted=36.656897, expected=56.000000
predicted=42.503733, expected=36.000000
predicted=37.027410, expected=48.000000
predicted=38.597504, expected=52.000000
predicted=52.428768, expected=56.000000
predicted=50.056333, expected=24.000000
predicted=42.542190, expected=28.000000
predicted=37.378495, expected=16.000000
predicted=34.289294, expected=24.000000
predicted=33.654162, expected=24.000000
predicted=32.515931, expected=48.000000
predicted=31.292666, expected=16.000000
predicted=23.916816, expected=52.000000
predicted=32.967740, expected=40.000000
predicted=34.000306, expected=56.000000
predicted=39.546100, expected=16.000000
predicted=35.785992, expected=36.000000
predicted=32.200103, expected=44.000000
predicted=43.957402, expected=20.000000
predicted=31.111222, expected=28.000000
predicted=37.108383, expected=40.000000
predicted=30.376489, expected=48.000000
predicted=37.896570, expected=24.000000
predicted=33.636916, expected=28.000000
predicted=29.145350, expected=8.000000
predicted=24.270161, expected=28.000000
predicted=30.285161, expected=20.000000
predicted=28.516871, expected=36.000000
predicted=26.149684, expected=24.000000
predicted=25.278330, expected=8.000000
predicted=15.144383, expected=32.000000
predicted=27.669259, expected=56.000000
predicted=33.296997, expected=12.000000
predicted=24.810494, expected=16.000000
predicted=23.815116, expected=28.000000
predicted=23.667501, expected=16.000000
predicted=23.376118, expected=8.000000
predicted=25.531460, expected=8.000000
predicted=13.101887, expected=28.000000
predicted=19.132351, expected=16.000000
predicted=18.335277, expected=20.000000
predicted=17.010729, expected=36.000000
predicted=21.894380, expected=64.000000
predicted=32.734208, expected=32.000000
predicted=31.452651, expected=52.000000
predicted=37.638403, expected=56.000000
predicted=43.104064, expected=16.000000
predicted=33.861141, expected=32.000000
predicted=44.873250, expected=44.000000
predicted=38.593890, expected=24.000000
predicted=35.110170, expected=32.000000
predicted=38.421587, expected=24.000000
predicted=25.578495, expected=8.000000
predicted=22.857557, expected=16.000000
predicted=26.497069, expected=20.000000
predicted=20.572705, expected=36.000000
predicted=26.855952, expected=52.000000
predicted=32.037877, expected=12.000000
predicted=18.233785, expected=32.000000
predicted=27.919340, expected=20.000000
predicted=25.255813, expected=20.000000
predicted=26.586031, expected=40.000000
predicted=36.606198, expected=28.000000
predicted=22.899586, expected=28.000000
predicted=28.918376, expected=32.000000
predicted=28.175582, expected=28.000000
predicted=26.853217, expected=36.000000
predicted=34.421897, expected=20.000000
predicted=26.519484, expected=32.000000
predicted=29.770565, expected=36.000000
predicted=32.234290, expected=44.000000
predicted=33.945819, expected=40.000000
predicted=36.533966, expected=48.000000
predicted=36.631182, expected=32.000000
predicted=36.103212, expected=36.000000
predicted=38.014982, expected=44.000000
predicted=42.232398, expected=44.000000
predicted=40.703416, expected=40.000000
predicted=42.010221, expected=36.000000
predicted=37.193769, expected=20.000000
predicted=32.617395, expected=24.000000
predicted=33.785621, expected=24.000000
predicted=31.556771, expected=20.000000
predicted=27.240878, expected=32.000000
predicted=29.362861, expected=20.000000
predicted=21.779364, expected=44.000000
predicted=30.708950, expected=8.000000
predicted=20.766440, expected=36.000000
predicted=27.607840, expected=36.000000
predicted=31.807265, expected=56.000000
predicted=35.078223, expected=28.000000
predicted=35.687771, expected=20.000000
predicted=24.448858, expected=8.000000
predicted=26.954788, expected=8.000000
predicted=22.486526, expected=44.000000
predicted=36.042326, expected=24.000000
predicted=22.795227, expected=28.000000
predicted=23.293722, expected=40.000000
predicted=26.858745, expected=32.000000
predicted=25.396708, expected=20.000000
predicted=31.148380, expected=16.000000
predicted=24.133925, expected=28.000000
predicted=27.279160, expected=12.000000
Test MSE: 259.867
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014])]
predicted=33.906816, expected=36.000000
predicted=33.480632, expected=32.000000
predicted=26.862014, expected=28.000000
predicted=25.374918, expected=40.000000
predicted=31.142177, expected=20.000000
predicted=30.487626, expected=44.000000
predicted=35.792621, expected=12.000000
predicted=25.807205, expected=36.000000
predicted=30.770279, expected=48.000000
predicted=37.683030, expected=20.000000
predicted=27.305249, expected=16.000000
predicted=26.403670, expected=48.000000
predicted=32.780036, expected=32.000000
predicted=34.105908, expected=28.000000
predicted=31.956502, expected=36.000000
predicted=30.144205, expected=36.000000
predicted=32.375520, expected=44.000000
predicted=39.804755, expected=48.000000
predicted=39.350056, expected=24.000000
predicted=32.418159, expected=44.000000
predicted=39.305876, expected=20.000000
predicted=32.715961, expected=28.000000
predicted=33.855969, expected=32.000000
predicted=33.835237, expected=28.000000
predicted=28.936932, expected=8.000000
predicted=23.544436, expected=32.000000
predicted=25.690885, expected=8.000000
predicted=20.240492, expected=16.000000
predicted=20.297672, expected=32.000000
predicted=23.818757, expected=32.000000
predicted=23.041664, expected=32.000000
predicted=27.169247, expected=4.000000
predicted=15.348576, expected=8.000000
predicted=16.939680, expected=24.000000
predicted=23.674141, expected=36.000000
predicted=27.181118, expected=28.000000
predicted=24.029687, expected=28.000000
predicted=20.757593, expected=24.000000
predicted=22.887363, expected=72.000000
predicted=43.050661, expected=36.000000
predicted=37.466477, expected=20.000000
predicted=29.802715, expected=44.000000
predicted=37.681880, expected=40.000000
predicted=39.235979, expected=48.000000
predicted=46.671169, expected=28.000000
predicted=33.824319, expected=20.000000
predicted=29.117958, expected=24.000000
predicted=32.617569, expected=32.000000
predicted=33.178806, expected=20.000000
predicted=28.242551, expected=40.000000
predicted=29.993692, expected=24.000000
predicted=25.663111, expected=32.000000
predicted=28.854497, expected=20.000000
predicted=26.395041, expected=8.000000
predicted=20.101030, expected=40.000000
predicted=31.101592, expected=24.000000
predicted=25.067548, expected=4.000000
predicted=17.832705, expected=24.000000
predicted=20.348172, expected=16.000000
predicted=18.378469, expected=44.000000
predicted=30.641813, expected=16.000000
predicted=20.098636, expected=16.000000
predicted=17.474887, expected=36.000000
predicted=27.377328, expected=60.000000
predicted=37.382378, expected=32.000000
predicted=33.878075, expected=12.000000
predicted=23.053479, expected=16.000000
predicted=25.076739, expected=24.000000
predicted=30.206988, expected=60.000000
predicted=42.051247, expected=44.000000
predicted=33.748500, expected=44.000000
predicted=33.069168, expected=20.000000
predicted=29.478296, expected=12.000000
predicted=28.828225, expected=24.000000
predicted=34.331083, expected=32.000000
predicted=31.944398, expected=32.000000
predicted=29.459697, expected=36.000000
predicted=27.212959, expected=36.000000
predicted=28.863521, expected=28.000000
predicted=29.910033, expected=16.000000
predicted=26.804045, expected=12.000000
predicted=23.881039, expected=44.000000
predicted=33.318686, expected=28.000000
predicted=28.533957, expected=40.000000
predicted=29.915493, expected=40.000000
predicted=30.696697, expected=20.000000
predicted=26.978182, expected=4.000000
predicted=24.279374, expected=12.000000
predicted=22.051579, expected=32.000000
predicted=28.618126, expected=20.000000
predicted=22.642566, expected=20.000000
predicted=17.747296, expected=28.000000
predicted=19.837987, expected=28.000000
predicted=23.842451, expected=32.000000
predicted=28.054862, expected=16.000000
predicted=21.552887, expected=32.000000
predicted=26.813676, expected=56.000000
predicted=37.577339, expected=32.000000
predicted=32.096245, expected=32.000000
predicted=31.831687, expected=24.000000
predicted=28.929384, expected=16.000000
predicted=29.047524, expected=48.000000
predicted=39.608623, expected=28.000000
predicted=30.072099, expected=28.000000
predicted=28.598998, expected=12.000000
predicted=22.153804, expected=28.000000
predicted=26.887772, expected=8.000000
predicted=23.467479, expected=40.000000
predicted=27.909534, expected=32.000000
predicted=26.635877, expected=56.000000
predicted=33.664771, expected=20.000000
predicted=27.441315, expected=8.000000
predicted=20.831241, expected=28.000000
predicted=31.190207, expected=20.000000
predicted=27.531735, expected=20.000000
predicted=26.208246, expected=12.000000
predicted=16.350855, expected=44.000000
predicted=26.111815, expected=24.000000
predicted=25.003827, expected=12.000000
predicted=18.779658, expected=28.000000
predicted=23.789302, expected=20.000000
predicted=22.631727, expected=24.000000
predicted=26.256511, expected=12.000000
predicted=18.208120, expected=28.000000
predicted=21.739185, expected=4.000000
predicted=16.746858, expected=32.000000
predicted=22.409767, expected=36.000000
predicted=25.998814, expected=40.000000
predicted=27.397338, expected=20.000000
predicted=24.367463, expected=28.000000
predicted=24.959189, expected=24.000000
predicted=29.320434, expected=32.000000
predicted=31.161156, expected=20.000000
predicted=26.556907, expected=28.000000
predicted=25.322069, expected=32.000000
predicted=28.582733, expected=8.000000
predicted=20.465920, expected=32.000000
predicted=26.897936, expected=24.000000
predicted=24.329921, expected=4.000000
predicted=17.873216, expected=24.000000
predicted=21.771745, expected=20.000000
predicted=18.902905, expected=24.000000
predicted=22.632666, expected=32.000000
predicted=23.412855, expected=32.000000
predicted=23.282308, expected=12.000000
predicted=20.972088, expected=32.000000
predicted=26.114917, expected=20.000000
predicted=24.612630, expected=12.000000
predicted=21.430527, expected=4.000000
predicted=16.192145, expected=16.000000
predicted=16.125187, expected=16.000000
predicted=18.074962, expected=20.000000
predicted=16.057869, expected=16.000000
predicted=13.916898, expected=16.000000
predicted=13.944731, expected=16.000000
predicted=16.408641, expected=12.000000
predicted=15.142101, expected=20.000000
predicted=17.586969, expected=32.000000
predicted=21.486769, expected=16.000000
predicted=17.710467, expected=20.000000
predicted=18.609058, expected=8.000000
predicted=15.401908, expected=4.000000
predicted=14.320237, expected=32.000000
predicted=22.815288, expected=20.000000
predicted=17.756538, expected=36.000000
predicted=22.784280, expected=40.000000
predicted=25.404935, expected=20.000000
predicted=22.372841, expected=32.000000
predicted=29.974530, expected=8.000000
predicted=21.988853, expected=56.000000
predicted=37.610525, expected=40.000000
predicted=35.341309, expected=16.000000
predicted=24.658282, expected=20.000000
predicted=25.937548, expected=4.000000
predicted=19.706134, expected=12.000000
predicted=24.786872, expected=12.000000
predicted=18.043943, expected=16.000000
predicted=14.329853, expected=36.000000
predicted=20.824844, expected=48.000000
predicted=25.963219, expected=32.000000
predicted=25.727889, expected=4.000000
predicted=18.025249, expected=44.000000
predicted=32.021922, expected=44.000000
predicted=38.172604, expected=16.000000
predicted=28.919327, expected=64.000000
predicted=39.076117, expected=44.000000
predicted=36.033689, expected=28.000000
predicted=37.568258, expected=20.000000
predicted=32.168087, expected=20.000000
predicted=29.119914, expected=12.000000
predicted=30.178508, expected=24.000000
predicted=26.159681, expected=28.000000
predicted=23.931709, expected=32.000000
predicted=24.491168, expected=8.000000
predicted=17.356793, expected=84.000000
predicted=40.885648, expected=24.000000
predicted=31.536896, expected=16.000000
predicted=27.415311, expected=36.000000
predicted=32.824959, expected=12.000000
predicted=26.328027, expected=44.000000
predicted=41.077842, expected=20.000000
predicted=24.020612, expected=72.000000
predicted=39.949962, expected=28.000000
predicted=34.013296, expected=36.000000
predicted=33.238349, expected=12.000000
predicted=30.758536, expected=16.000000
predicted=27.755623, expected=12.000000
predicted=29.077159, expected=24.000000
predicted=22.802532, expected=16.000000
predicted=19.931803, expected=20.000000
predicted=16.755131, expected=8.000000
predicted=14.188067, expected=36.000000
predicted=22.054765, expected=20.000000
predicted=21.268245, expected=20.000000
predicted=19.300703, expected=28.000000
predicted=22.545910, expected=12.000000
predicted=18.528620, expected=12.000000
predicted=20.081928, expected=20.000000
predicted=18.980844, expected=20.000000
predicted=19.508426, expected=20.000000
predicted=19.440552, expected=48.000000
predicted=26.274648, expected=44.000000
predicted=30.080732, expected=16.000000
predicted=24.541449, expected=28.000000
predicted=27.293552, expected=44.000000
predicted=35.138544, expected=56.000000
predicted=44.099471, expected=40.000000
predicted=38.480338, expected=24.000000
predicted=30.384002, expected=52.000000
predicted=41.899756, expected=68.000000
predicted=52.342938, expected=40.000000
predicted=46.010751, expected=36.000000
predicted=40.459055, expected=48.000000
predicted=44.150263, expected=44.000000
predicted=48.318155, expected=40.000000
predicted=46.104445, expected=8.000000
predicted=30.314738, expected=16.000000
predicted=28.890685, expected=76.000000
predicted=47.715371, expected=40.000000
predicted=39.023284, expected=16.000000
predicted=28.135029, expected=48.000000
predicted=34.703551, expected=28.000000
predicted=35.432863, expected=28.000000
predicted=39.339733, expected=32.000000
predicted=32.170495, expected=32.000000
predicted=30.462704, expected=32.000000
predicted=33.874025, expected=28.000000
predicted=29.378515, expected=40.000000
predicted=33.364589, expected=40.000000
predicted=35.132100, expected=28.000000
predicted=32.036319, expected=24.000000
predicted=30.161551, expected=40.000000
predicted=34.601929, expected=28.000000
predicted=32.958650, expected=20.000000
predicted=28.395914, expected=44.000000
predicted=33.074036, expected=20.000000
predicted=27.474424, expected=12.000000
predicted=24.859554, expected=12.000000
predicted=20.797993, expected=20.000000
predicted=21.592302, expected=36.000000
predicted=27.716575, expected=12.000000
predicted=17.133550, expected=40.000000
predicted=24.529223, expected=16.000000
predicted=20.740027, expected=24.000000
predicted=24.267040, expected=16.000000
predicted=22.952538, expected=12.000000
predicted=18.303738, expected=20.000000
predicted=22.081566, expected=24.000000
predicted=19.748973, expected=48.000000
predicted=28.638760, expected=48.000000
predicted=31.006718, expected=24.000000
predicted=26.689335, expected=12.000000
predicted=24.773848, expected=20.000000
predicted=27.655957, expected=24.000000
predicted=30.171774, expected=44.000000
predicted=33.035427, expected=48.000000
predicted=31.943773, expected=4.000000
predicted=19.613643, expected=36.000000
predicted=29.585385, expected=32.000000
predicted=31.734132, expected=20.000000
predicted=29.879116, expected=16.000000
predicted=24.693103, expected=44.000000
predicted=27.975098, expected=32.000000
predicted=30.994047, expected=28.000000
predicted=28.304338, expected=16.000000
predicted=23.255028, expected=12.000000
predicted=21.982854, expected=24.000000
predicted=27.089408, expected=52.000000
predicted=32.851384, expected=32.000000
predicted=27.946710, expected=28.000000
predicted=25.879719, expected=20.000000
predicted=25.134886, expected=32.000000
predicted=31.604119, expected=8.000000
predicted=26.314238, expected=24.000000
predicted=24.518642, expected=44.000000
predicted=29.868992, expected=28.000000
predicted=26.034716, expected=16.000000
predicted=23.197067, expected=52.000000
predicted=31.847360, expected=4.000000
predicted=23.394690, expected=8.000000
predicted=23.134205, expected=28.000000
predicted=24.195254, expected=24.000000
predicted=22.633453, expected=4.000000
predicted=18.814877, expected=12.000000
predicted=12.198943, expected=12.000000
predicted=13.945535, expected=28.000000
predicted=20.846596, expected=8.000000
predicted=13.708188, expected=8.000000
predicted=10.424678, expected=8.000000
predicted=11.733971, expected=16.000000
predicted=14.037003, expected=12.000000
predicted=13.990586, expected=32.000000
predicted=16.909407, expected=32.000000
predicted=19.778680, expected=8.000000
predicted=14.932523, expected=12.000000
predicted=16.962719, expected=32.000000
predicted=23.130030, expected=36.000000
predicted=28.031584, expected=36.000000
predicted=27.880449, expected=24.000000
predicted=22.853308, expected=24.000000
predicted=25.580895, expected=24.000000
predicted=28.705235, expected=24.000000
predicted=27.981684, expected=28.000000
predicted=27.588052, expected=16.000000
predicted=21.857631, expected=8.000000
predicted=18.383015, expected=16.000000
predicted=19.215114, expected=36.000000
predicted=24.703750, expected=20.000000
predicted=20.786346, expected=20.000000
predicted=18.773464, expected=16.000000
predicted=17.792760, expected=16.000000
predicted=19.686096, expected=40.000000
predicted=28.571180, expected=48.000000
Test MSE: 208.883
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991])]
predicted=10.575299, expected=12.000000
predicted=10.989796, expected=16.000000
predicted=12.973758, expected=8.000000
predicted=10.944627, expected=8.000000
predicted=10.012564, expected=24.000000
predicted=13.552120, expected=4.000000
predicted=11.243153, expected=16.000000
predicted=12.859360, expected=12.000000
predicted=11.422055, expected=32.000000
predicted=17.829591, expected=12.000000
predicted=16.627992, expected=4.000000
predicted=11.701457, expected=16.000000
predicted=14.443054, expected=20.000000
predicted=16.314268, expected=12.000000
predicted=16.123250, expected=32.000000
predicted=17.608938, expected=8.000000
predicted=14.293619, expected=28.000000
predicted=19.945072, expected=20.000000
predicted=19.772531, expected=12.000000
predicted=17.866780, expected=24.000000
predicted=20.668454, expected=16.000000
predicted=17.480753, expected=4.000000
predicted=15.949685, expected=20.000000
predicted=15.765341, expected=8.000000
predicted=13.139564, expected=12.000000
predicted=13.964098, expected=12.000000
predicted=11.626449, expected=8.000000
predicted=10.100779, expected=4.000000
predicted=9.769023, expected=8.000000
predicted=8.083591, expected=20.000000
predicted=11.592601, expected=8.000000
predicted=10.100498, expected=4.000000
predicted=7.897926, expected=8.000000
predicted=7.742935, expected=12.000000
predicted=9.958971, expected=24.000000
predicted=14.239576, expected=8.000000
predicted=10.551041, expected=28.000000
predicted=15.104783, expected=20.000000
predicted=16.800892, expected=16.000000
predicted=17.857498, expected=32.000000
predicted=22.070949, expected=8.000000
predicted=17.452325, expected=28.000000
predicted=22.392861, expected=20.000000
predicted=20.215590, expected=8.000000
predicted=17.780148, expected=40.000000
predicted=23.744637, expected=8.000000
predicted=17.936251, expected=12.000000
predicted=18.766330, expected=12.000000
predicted=14.748031, expected=24.000000
predicted=18.081440, expected=32.000000
predicted=22.860148, expected=16.000000
predicted=17.575125, expected=16.000000
predicted=17.793965, expected=8.000000
predicted=16.103463, expected=16.000000
predicted=18.203734, expected=24.000000
predicted=19.197868, expected=16.000000
predicted=16.414464, expected=8.000000
predicted=13.688945, expected=24.000000
predicted=15.998661, expected=8.000000
predicted=15.312973, expected=20.000000
predicted=17.018815, expected=20.000000
predicted=15.899392, expected=36.000000
predicted=21.333931, expected=24.000000
predicted=22.467664, expected=20.000000
predicted=21.017821, expected=20.000000
predicted=22.125854, expected=12.000000
predicted=20.777606, expected=8.000000
predicted=18.519318, expected=28.000000
predicted=19.178249, expected=48.000000
predicted=25.867803, expected=36.000000
predicted=27.587167, expected=24.000000
predicted=25.344107, expected=12.000000
predicted=22.921834, expected=36.000000
predicted=30.678889, expected=28.000000
predicted=31.097272, expected=8.000000
predicted=22.752619, expected=28.000000
predicted=22.099641, expected=20.000000
predicted=21.609387, expected=12.000000
predicted=21.503640, expected=4.000000
predicted=14.551711, expected=16.000000
predicted=14.232314, expected=4.000000
predicted=13.011705, expected=36.000000
predicted=17.573440, expected=8.000000
predicted=13.043642, expected=24.000000
predicted=16.041266, expected=12.000000
predicted=15.466405, expected=20.000000
predicted=17.518957, expected=4.000000
predicted=15.924340, expected=8.000000
predicted=11.669582, expected=20.000000
predicted=14.819528, expected=28.000000
predicted=17.057561, expected=20.000000
predicted=17.453329, expected=12.000000
predicted=14.483682, expected=56.000000
predicted=26.546984, expected=28.000000
predicted=28.383092, expected=20.000000
predicted=26.912136, expected=28.000000
predicted=26.069890, expected=24.000000
predicted=27.385684, expected=32.000000
predicted=31.649467, expected=20.000000
predicted=24.751713, expected=4.000000
predicted=19.267545, expected=40.000000
predicted=25.292014, expected=40.000000
predicted=28.441369, expected=4.000000
predicted=22.288688, expected=12.000000
predicted=18.242183, expected=4.000000
predicted=15.105093, expected=8.000000
predicted=17.154122, expected=4.000000
predicted=10.869037, expected=20.000000
predicted=9.674240, expected=32.000000
predicted=15.405339, expected=28.000000
predicted=17.826057, expected=8.000000
predicted=15.637556, expected=12.000000
predicted=15.923151, expected=28.000000
predicted=21.559713, expected=16.000000
predicted=20.536967, expected=12.000000
predicted=16.755293, expected=24.000000
predicted=16.869258, expected=16.000000
predicted=17.755872, expected=16.000000
predicted=18.410887, expected=8.000000
predicted=14.145978, expected=20.000000
predicted=16.123550, expected=16.000000
predicted=16.488038, expected=8.000000
predicted=13.405815, expected=12.000000
predicted=12.753561, expected=24.000000
predicted=15.384702, expected=8.000000
predicted=14.108622, expected=12.000000
predicted=13.024996, expected=20.000000
predicted=14.132454, expected=24.000000
predicted=17.525165, expected=20.000000
predicted=18.333834, expected=36.000000
predicted=21.602039, expected=20.000000
predicted=21.803201, expected=12.000000
predicted=20.872462, expected=16.000000
predicted=20.086264, expected=16.000000
predicted=19.270179, expected=4.000000
predicted=15.886709, expected=16.000000
predicted=13.874590, expected=8.000000
predicted=11.275571, expected=16.000000
predicted=13.020257, expected=20.000000
predicted=13.881415, expected=28.000000
predicted=16.797761, expected=12.000000
predicted=16.279614, expected=32.000000
predicted=20.425347, expected=16.000000
predicted=19.983381, expected=24.000000
predicted=22.215404, expected=12.000000
predicted=19.472189, expected=28.000000
predicted=21.089848, expected=28.000000
predicted=23.850959, expected=8.000000
predicted=18.334854, expected=20.000000
predicted=19.534172, expected=12.000000
predicted=16.866487, expected=4.000000
predicted=15.276649, expected=28.000000
predicted=17.442192, expected=32.000000
predicted=18.920763, expected=12.000000
predicted=17.971865, expected=16.000000
predicted=16.826235, expected=12.000000
predicted=15.966784, expected=24.000000
predicted=20.913181, expected=16.000000
predicted=18.493290, expected=32.000000
predicted=20.042107, expected=20.000000
predicted=19.984852, expected=8.000000
predicted=17.466700, expected=28.000000
predicted=21.421296, expected=8.000000
predicted=17.385638, expected=8.000000
predicted=16.500098, expected=16.000000
predicted=14.171911, expected=8.000000
predicted=12.037800, expected=28.000000
predicted=17.289184, expected=12.000000
predicted=13.177443, expected=116.000000
predicted=39.764588, expected=16.000000
predicted=34.812264, expected=16.000000
predicted=31.482904, expected=12.000000
predicted=29.621173, expected=12.000000
predicted=28.784465, expected=4.000000
predicted=28.588544, expected=24.000000
predicted=14.483934, expected=12.000000
predicted=13.561355, expected=36.000000
predicted=18.467623, expected=4.000000
predicted=14.892770, expected=24.000000
predicted=16.899237, expected=56.000000
predicted=28.533392, expected=8.000000
predicted=23.325576, expected=20.000000
predicted=24.118961, expected=16.000000
predicted=19.447457, expected=28.000000
predicted=25.175207, expected=20.000000
predicted=24.893027, expected=12.000000
predicted=16.780884, expected=16.000000
predicted=17.861289, expected=8.000000
predicted=15.507693, expected=20.000000
predicted=17.241472, expected=28.000000
predicted=18.318668, expected=12.000000
predicted=16.113276, expected=8.000000
predicted=14.399216, expected=12.000000
predicted=13.606317, expected=8.000000
predicted=13.789327, expected=8.000000
predicted=12.155921, expected=24.000000
predicted=12.788426, expected=28.000000
predicted=16.168314, expected=16.000000
predicted=16.537463, expected=20.000000
predicted=17.251693, expected=24.000000
predicted=19.864254, expected=8.000000
predicted=18.971847, expected=16.000000
predicted=18.018578, expected=12.000000
predicted=15.207469, expected=4.000000
predicted=12.963158, expected=40.000000
predicted=18.906612, expected=12.000000
predicted=15.745977, expected=16.000000
predicted=16.801301, expected=4.000000
predicted=13.011562, expected=4.000000
predicted=11.737902, expected=16.000000
predicted=15.053116, expected=4.000000
predicted=9.057061, expected=8.000000
predicted=8.506047, expected=28.000000
predicted=11.718245, expected=28.000000
predicted=16.385653, expected=8.000000
predicted=15.340387, expected=24.000000
predicted=16.559640, expected=28.000000
predicted=20.850006, expected=20.000000
predicted=22.895549, expected=8.000000
predicted=18.329756, expected=12.000000
predicted=15.396368, expected=40.000000
predicted=23.070859, expected=16.000000
predicted=21.032505, expected=28.000000
predicted=21.481236, expected=12.000000
predicted=18.365231, expected=28.000000
predicted=22.603129, expected=28.000000
predicted=25.543352, expected=24.000000
predicted=23.047699, expected=20.000000
predicted=22.979267, expected=4.000000
predicted=17.638523, expected=44.000000
predicted=25.430883, expected=24.000000
predicted=24.561009, expected=56.000000
predicted=31.215928, expected=28.000000
predicted=30.004640, expected=24.000000
predicted=29.358014, expected=44.000000
predicted=36.238366, expected=20.000000
predicted=32.156510, expected=32.000000
predicted=33.424903, expected=32.000000
predicted=29.753273, expected=28.000000
predicted=30.127277, expected=20.000000
predicted=28.343403, expected=4.000000
predicted=20.706496, expected=4.000000
predicted=17.585496, expected=32.000000
predicted=20.181417, expected=16.000000
predicted=17.940528, expected=24.000000
predicted=17.443413, expected=28.000000
predicted=18.577363, expected=4.000000
predicted=17.248001, expected=8.000000
predicted=16.938643, expected=12.000000
predicted=14.218736, expected=32.000000
predicted=19.201714, expected=36.000000
predicted=21.988838, expected=24.000000
predicted=20.407407, expected=8.000000
predicted=18.553443, expected=4.000000
predicted=16.984069, expected=20.000000
predicted=19.962922, expected=8.000000
predicted=16.268016, expected=12.000000
predicted=12.524133, expected=40.000000
predicted=16.991485, expected=4.000000
predicted=14.744416, expected=12.000000
predicted=15.230049, expected=12.000000
predicted=13.319161, expected=12.000000
predicted=15.262407, expected=52.000000
predicted=24.250221, expected=12.000000
predicted=18.130588, expected=12.000000
predicted=17.917695, expected=4.000000
predicted=14.624435, expected=12.000000
predicted=17.010569, expected=16.000000
predicted=17.749691, expected=16.000000
predicted=12.603785, expected=8.000000
predicted=10.922980, expected=32.000000
predicted=15.577169, expected=20.000000
predicted=17.986120, expected=20.000000
predicted=18.998243, expected=52.000000
predicted=26.117531, expected=48.000000
predicted=32.641349, expected=8.000000
predicted=28.956088, expected=4.000000
predicted=21.876990, expected=4.000000
predicted=19.798369, expected=4.000000
predicted=18.810891, expected=44.000000
predicted=21.286703, expected=8.000000
predicted=12.702584, expected=8.000000
predicted=11.366859, expected=12.000000
predicted=11.463560, expected=40.000000
predicted=21.500419, expected=20.000000
predicted=22.693360, expected=32.000000
predicted=20.836274, expected=44.000000
predicted=26.960215, expected=16.000000
predicted=27.020024, expected=16.000000
predicted=26.343478, expected=20.000000
predicted=23.256223, expected=8.000000
predicted=21.712543, expected=28.000000
predicted=22.384799, expected=28.000000
predicted=20.168367, expected=12.000000
predicted=18.603401, expected=12.000000
predicted=16.672189, expected=16.000000
predicted=16.544061, expected=4.000000
predicted=15.809043, expected=8.000000
predicted=12.637777, expected=8.000000
predicted=9.413914, expected=8.000000
predicted=9.316471, expected=16.000000
predicted=10.419649, expected=44.000000
predicted=17.369792, expected=24.000000
predicted=19.386315, expected=4.000000
predicted=15.935506, expected=24.000000
predicted=18.712914, expected=12.000000
predicted=19.836482, expected=12.000000
predicted=19.933361, expected=36.000000
predicted=19.702350, expected=16.000000
predicted=17.618416, expected=20.000000
predicted=20.151242, expected=16.000000
predicted=17.423891, expected=4.000000
predicted=16.090284, expected=48.000000
predicted=25.132235, expected=12.000000
predicted=19.449297, expected=20.000000
predicted=20.406001, expected=16.000000
predicted=17.381974, expected=12.000000
predicted=18.444007, expected=12.000000
predicted=19.247296, expected=12.000000
predicted=13.591746, expected=16.000000
predicted=14.770678, expected=36.000000
predicted=18.932583, expected=16.000000
predicted=17.711969, expected=12.000000
predicted=16.654399, expected=12.000000
predicted=15.645904, expected=12.000000
predicted=16.906243, expected=8.000000
predicted=15.519881, expected=20.000000
predicted=13.704398, expected=16.000000
predicted=13.625464, expected=4.000000
predicted=11.469382, expected=48.000000
predicted=19.686079, expected=20.000000
predicted=20.015997, expected=28.000000
predicted=23.772424, expected=16.000000
predicted=20.015440, expected=28.000000
predicted=24.190590, expected=4.000000
Test MSE: 180.550
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046])]
predicted=12.657081, expected=36.000000
predicted=19.440738, expected=24.000000
predicted=19.131023, expected=4.000000
predicted=15.492383, expected=24.000000
predicted=21.613112, expected=4.000000
predicted=16.478667, expected=4.000000
predicted=15.110062, expected=16.000000
predicted=12.808136, expected=64.000000
predicted=25.851112, expected=68.000000
predicted=34.317629, expected=28.000000
predicted=28.939635, expected=28.000000
predicted=33.735093, expected=40.000000
predicted=41.307711, expected=28.000000
predicted=41.000200, expected=36.000000
predicted=38.034240, expected=12.000000
predicted=25.649429, expected=4.000000
predicted=22.348139, expected=32.000000
predicted=26.816993, expected=56.000000
predicted=32.321921, expected=32.000000
predicted=27.913286, expected=40.000000
predicted=30.878327, expected=24.000000
predicted=29.661704, expected=16.000000
predicted=31.655864, expected=48.000000
predicted=38.441698, expected=16.000000
predicted=26.642102, expected=4.000000
predicted=22.282994, expected=24.000000
predicted=22.410086, expected=40.000000
predicted=27.470026, expected=28.000000
predicted=26.159500, expected=80.000000
predicted=39.538649, expected=4.000000
predicted=23.725712, expected=28.000000
predicted=35.224998, expected=4.000000
predicted=26.013332, expected=16.000000
predicted=27.533197, expected=36.000000
predicted=29.100471, expected=12.000000
predicted=15.974677, expected=12.000000
predicted=17.094155, expected=12.000000
predicted=14.464688, expected=20.000000
predicted=19.087734, expected=36.000000
predicted=23.338192, expected=20.000000
predicted=18.236355, expected=40.000000
predicted=25.726915, expected=44.000000
predicted=30.161002, expected=8.000000
predicted=25.178456, expected=12.000000
predicted=24.800406, expected=16.000000
predicted=22.499445, expected=44.000000
predicted=31.049331, expected=4.000000
predicted=17.728679, expected=12.000000
predicted=15.961357, expected=4.000000
predicted=13.207427, expected=8.000000
predicted=15.086095, expected=28.000000
predicted=18.035438, expected=12.000000
predicted=11.027754, expected=16.000000
predicted=13.636047, expected=20.000000
predicted=14.908110, expected=8.000000
predicted=14.639841, expected=4.000000
predicted=13.166446, expected=8.000000
predicted=10.983404, expected=12.000000
predicted=11.767770, expected=4.000000
predicted=8.414275, expected=40.000000
predicted=16.681133, expected=36.000000
predicted=19.089006, expected=16.000000
predicted=18.598953, expected=28.000000
predicted=22.863805, expected=20.000000
predicted=23.521288, expected=20.000000
predicted=26.434608, expected=56.000000
predicted=33.066180, expected=44.000000
predicted=31.896149, expected=4.000000
predicted=24.754352, expected=24.000000
predicted=27.623837, expected=40.000000
predicted=33.059487, expected=32.000000
predicted=33.802928, expected=8.000000
predicted=22.093232, expected=16.000000
predicted=20.480700, expected=36.000000
predicted=27.998665, expected=32.000000
predicted=27.889994, expected=32.000000
predicted=26.362779, expected=40.000000
predicted=28.688017, expected=8.000000
predicted=24.238066, expected=20.000000
predicted=27.953640, expected=20.000000
predicted=24.472180, expected=8.000000
predicted=20.205302, expected=12.000000
predicted=17.169228, expected=20.000000
predicted=15.502859, expected=20.000000
predicted=17.177461, expected=36.000000
predicted=21.596989, expected=8.000000
predicted=14.987514, expected=8.000000
predicted=16.666007, expected=28.000000
predicted=21.187901, expected=44.000000
predicted=27.213900, expected=12.000000
predicted=19.988511, expected=32.000000
predicted=23.778450, expected=4.000000
predicted=18.038278, expected=4.000000
predicted=19.995846, expected=40.000000
predicted=25.240084, expected=24.000000
predicted=19.499589, expected=16.000000
predicted=19.427126, expected=32.000000
predicted=20.987717, expected=20.000000
predicted=22.165018, expected=28.000000
predicted=27.476505, expected=16.000000
predicted=21.016124, expected=8.000000
predicted=18.977485, expected=32.000000
predicted=24.364434, expected=12.000000
predicted=17.855468, expected=8.000000
predicted=16.701388, expected=12.000000
predicted=13.898545, expected=44.000000
predicted=23.502640, expected=20.000000
predicted=19.879479, expected=20.000000
predicted=19.633231, expected=28.000000
predicted=22.159304, expected=64.000000
predicted=36.556489, expected=8.000000
predicted=25.862274, expected=32.000000
predicted=30.560996, expected=16.000000
predicted=25.463343, expected=20.000000
predicted=28.668299, expected=36.000000
predicted=29.932450, expected=16.000000
predicted=20.342219, expected=8.000000
predicted=19.906457, expected=12.000000
predicted=17.373136, expected=24.000000
predicted=20.593014, expected=40.000000
predicted=24.804394, expected=24.000000
predicted=20.043427, expected=60.000000
predicted=32.436566, expected=36.000000
predicted=31.580499, expected=4.000000
predicted=28.316911, expected=4.000000
predicted=25.288135, expected=36.000000
predicted=30.030560, expected=12.000000
predicted=23.316804, expected=16.000000
predicted=18.248673, expected=32.000000
predicted=18.704992, expected=28.000000
predicted=22.024419, expected=28.000000
predicted=25.613785, expected=24.000000
predicted=23.002375, expected=36.000000
predicted=28.804504, expected=12.000000
predicted=24.185429, expected=8.000000
predicted=21.472142, expected=12.000000
predicted=19.140988, expected=28.000000
predicted=21.695672, expected=8.000000
predicted=15.469181, expected=28.000000
predicted=18.139336, expected=44.000000
predicted=23.661481, expected=44.000000
predicted=29.217592, expected=8.000000
predicted=23.241648, expected=24.000000
predicted=26.723996, expected=4.000000
predicted=22.153994, expected=8.000000
predicted=21.454530, expected=44.000000
predicted=25.393487, expected=56.000000
predicted=27.507105, expected=32.000000
predicted=27.402585, expected=12.000000
predicted=23.308267, expected=20.000000
predicted=27.936639, expected=24.000000
predicted=31.129946, expected=4.000000
predicted=22.194041, expected=52.000000
predicted=29.123248, expected=32.000000
predicted=23.178733, expected=8.000000
predicted=21.442526, expected=4.000000
predicted=18.499900, expected=16.000000
predicted=19.417951, expected=4.000000
predicted=17.941949, expected=20.000000
predicted=15.868759, expected=4.000000
predicted=7.696765, expected=12.000000
predicted=10.740151, expected=16.000000
predicted=12.299956, expected=8.000000
predicted=10.051587, expected=20.000000
predicted=14.632932, expected=28.000000
predicted=15.958723, expected=8.000000
predicted=13.715381, expected=8.000000
predicted=14.113103, expected=32.000000
predicted=19.464740, expected=12.000000
predicted=16.482170, expected=4.000000
predicted=14.454567, expected=32.000000
predicted=18.378784, expected=36.000000
predicted=21.874987, expected=8.000000
predicted=18.619274, expected=16.000000
predicted=18.250173, expected=16.000000
predicted=17.730815, expected=60.000000
predicted=33.444305, expected=12.000000
predicted=20.928442, expected=32.000000
predicted=26.108209, expected=16.000000
predicted=23.032982, expected=12.000000
predicted=23.694126, expected=52.000000
predicted=34.615391, expected=8.000000
predicted=18.498745, expected=24.000000
predicted=25.488880, expected=8.000000
predicted=17.437901, expected=8.000000
predicted=18.511740, expected=20.000000
predicted=20.460386, expected=12.000000
predicted=12.929313, expected=28.000000
predicted=18.468654, expected=24.000000
predicted=16.697796, expected=16.000000
predicted=17.641971, expected=4.000000
predicted=15.477871, expected=32.000000
predicted=21.719961, expected=32.000000
predicted=23.297699, expected=16.000000
predicted=19.840957, expected=16.000000
predicted=18.783712, expected=28.000000
predicted=22.291293, expected=40.000000
predicted=29.071938, expected=44.000000
predicted=30.692950, expected=36.000000
predicted=29.937047, expected=24.000000
predicted=30.043224, expected=12.000000
predicted=28.576424, expected=48.000000
predicted=37.153067, expected=40.000000
predicted=34.022681, expected=36.000000
predicted=33.113474, expected=40.000000
predicted=33.513205, expected=16.000000
predicted=29.581863, expected=28.000000
predicted=35.133808, expected=32.000000
predicted=32.051705, expected=56.000000
predicted=38.004524, expected=28.000000
predicted=31.220676, expected=4.000000
predicted=24.453151, expected=28.000000
predicted=30.306164, expected=16.000000
predicted=26.211403, expected=20.000000
predicted=25.851454, expected=40.000000
predicted=24.547210, expected=8.000000
predicted=16.819357, expected=24.000000
predicted=23.852074, expected=32.000000
predicted=23.722042, expected=20.000000
predicted=23.699193, expected=4.000000
predicted=19.167958, expected=12.000000
predicted=16.638978, expected=4.000000
predicted=14.818735, expected=20.000000
predicted=16.988908, expected=16.000000
predicted=12.410813, expected=12.000000
predicted=11.326892, expected=16.000000
predicted=13.416745, expected=32.000000
predicted=18.580911, expected=32.000000
predicted=22.086949, expected=20.000000
predicted=20.552221, expected=4.000000
predicted=17.086234, expected=28.000000
predicted=23.803983, expected=8.000000
predicted=18.720450, expected=20.000000
predicted=19.972505, expected=20.000000
predicted=16.323400, expected=8.000000
predicted=13.883043, expected=8.000000
predicted=14.714695, expected=48.000000
predicted=22.763632, expected=24.000000
predicted=20.109654, expected=32.000000
predicted=24.697961, expected=32.000000
predicted=24.857007, expected=8.000000
predicted=23.138731, expected=8.000000
predicted=24.353949, expected=20.000000
predicted=21.145375, expected=28.000000
predicted=22.702586, expected=8.000000
predicted=15.722697, expected=36.000000
predicted=20.660843, expected=4.000000
predicted=14.152825, expected=16.000000
predicted=19.782040, expected=4.000000
predicted=13.979985, expected=4.000000
predicted=11.970235, expected=48.000000
predicted=22.902400, expected=4.000000
predicted=10.298915, expected=8.000000
predicted=14.324916, expected=12.000000
predicted=12.187423, expected=24.000000
predicted=18.535804, expected=32.000000
predicted=22.455751, expected=44.000000
predicted=22.673703, expected=32.000000
predicted=24.771082, expected=28.000000
predicted=28.258953, expected=4.000000
predicted=24.123675, expected=16.000000
predicted=26.333221, expected=8.000000
predicted=20.698507, expected=24.000000
predicted=20.596910, expected=32.000000
predicted=19.825655, expected=16.000000
predicted=15.847329, expected=20.000000
predicted=19.311735, expected=20.000000
predicted=19.578880, expected=20.000000
predicted=22.233110, expected=36.000000
predicted=25.724828, expected=8.000000
predicted=17.585299, expected=8.000000
predicted=18.096630, expected=32.000000
predicted=22.209591, expected=36.000000
predicted=24.910604, expected=12.000000
predicted=20.273632, expected=44.000000
predicted=25.931379, expected=12.000000
predicted=20.929021, expected=16.000000
predicted=25.846810, expected=12.000000
predicted=20.447984, expected=8.000000
predicted=17.068022, expected=4.000000
predicted=15.213028, expected=24.000000
predicted=14.517202, expected=40.000000
predicted=19.762234, expected=28.000000
predicted=19.409724, expected=48.000000
predicted=27.639896, expected=28.000000
predicted=26.818934, expected=56.000000
predicted=40.460245, expected=8.000000
predicted=30.008554, expected=24.000000
predicted=32.700095, expected=16.000000
predicted=28.014930, expected=4.000000
predicted=21.643339, expected=12.000000
predicted=19.806845, expected=16.000000
predicted=13.646431, expected=8.000000
predicted=12.911330, expected=40.000000
predicted=19.302534, expected=20.000000
predicted=15.746807, expected=12.000000
predicted=17.525344, expected=8.000000
predicted=15.607085, expected=32.000000
predicted=22.097800, expected=12.000000
predicted=19.454618, expected=4.000000
predicted=13.789285, expected=28.000000
predicted=17.418538, expected=16.000000
predicted=16.120303, expected=24.000000
predicted=20.614236, expected=32.000000
predicted=20.130337, expected=24.000000
predicted=21.215658, expected=20.000000
predicted=23.542453, expected=12.000000
predicted=19.924099, expected=32.000000
predicted=25.621056, expected=12.000000
predicted=20.407578, expected=36.000000
predicted=25.142312, expected=12.000000
predicted=18.454821, expected=12.000000
predicted=19.157093, expected=24.000000
predicted=21.602628, expected=24.000000
predicted=20.553112, expected=8.000000
predicted=18.105493, expected=32.000000
predicted=20.484601, expected=12.000000
predicted=16.989161, expected=32.000000
predicted=24.133364, expected=8.000000
predicted=17.014417, expected=20.000000
predicted=19.514908, expected=20.000000
predicted=20.301467, expected=48.000000
predicted=26.641892, expected=20.000000
predicted=23.219657, expected=28.000000
predicted=24.551239, expected=4.000000
predicted=20.252668, expected=32.000000
predicted=27.162880, expected=8.000000
predicted=21.579757, expected=12.000000
predicted=17.470695, expected=20.000000
predicted=17.609736, expected=4.000000
predicted=12.072977, expected=16.000000
predicted=16.118489, expected=20.000000
predicted=13.699604, expected=40.000000
predicted=21.284299, expected=16.000000
predicted=18.134533, expected=12.000000
predicted=17.131077, expected=28.000000
predicted=22.582365, expected=24.000000
predicted=23.428902, expected=8.000000
predicted=20.159979, expected=12.000000
predicted=16.212819, expected=12.000000
predicted=15.510743, expected=16.000000
predicted=17.127988, expected=4.000000
predicted=11.647670, expected=8.000000
predicted=9.930411, expected=52.000000
predicted=21.559837, expected=8.000000
predicted=14.402605, expected=4.000000
predicted=14.610244, expected=12.000000
predicted=13.858179, expected=24.000000
predicted=19.105063, expected=4.000000
predicted=16.176731, expected=24.000000
predicted=14.241389, expected=24.000000
predicted=15.541796, expected=20.000000
predicted=18.152843, expected=52.000000
predicted=27.886780, expected=12.000000
predicted=20.007709, expected=16.000000
predicted=24.485003, expected=8.000000
predicted=20.091118, expected=16.000000
predicted=20.946358, expected=20.000000
predicted=21.198245, expected=12.000000
predicted=13.623995, expected=4.000000
Test MSE: 232.041
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513])]
predicted=60.230459, expected=112.000000
predicted=78.582797, expected=128.000000
predicted=95.760003, expected=56.000000
predicted=74.609870, expected=104.000000
predicted=82.809559, expected=148.000000
predicted=111.519955, expected=92.000000
predicted=106.697917, expected=108.000000
predicted=102.977118, expected=72.000000
predicted=94.651125, expected=36.000000
predicted=79.861135, expected=32.000000
predicted=65.369710, expected=84.000000
predicted=70.317894, expected=100.000000
predicted=78.021749, expected=96.000000
predicted=76.609202, expected=132.000000
predicted=92.359274, expected=88.000000
predicted=93.450466, expected=268.000000
predicted=154.314975, expected=72.000000
predicted=131.503628, expected=272.000000
predicted=162.896712, expected=152.000000
predicted=180.989961, expected=72.000000
predicted=142.300533, expected=172.000000
predicted=150.302154, expected=224.000000
predicted=178.483424, expected=740.000000
predicted=368.078177, expected=108.000000
predicted=283.759002, expected=184.000000
predicted=207.610492, expected=184.000000
predicted=289.070272, expected=148.000000
predicted=326.147480, expected=112.000000
predicted=176.676311, expected=156.000000
predicted=151.714110, expected=148.000000
predicted=155.315237, expected=96.000000
predicted=130.977607, expected=116.000000
predicted=121.128194, expected=144.000000
predicted=133.839338, expected=140.000000
predicted=134.415127, expected=72.000000
predicted=109.997354, expected=112.000000
predicted=109.991016, expected=132.000000
predicted=123.937575, expected=56.000000
predicted=101.979529, expected=72.000000
predicted=83.646939, expected=236.000000
predicted=131.621170, expected=116.000000
predicted=132.200860, expected=64.000000
predicted=98.379358, expected=124.000000
predicted=113.829715, expected=112.000000
predicted=129.449754, expected=80.000000
predicted=105.371090, expected=48.000000
predicted=80.915641, expected=72.000000
predicted=82.312413, expected=88.000000
predicted=84.462431, expected=120.000000
predicted=88.395545, expected=48.000000
predicted=73.894003, expected=72.000000
predicted=73.258648, expected=28.000000
predicted=67.339480, expected=84.000000
predicted=70.729060, expected=108.000000
predicted=77.729117, expected=44.000000
predicted=65.110705, expected=32.000000
predicted=52.852854, expected=36.000000
predicted=55.277547, expected=8.000000
predicted=44.169882, expected=4.000000
predicted=25.334237, expected=60.000000
predicted=31.698355, expected=48.000000
predicted=35.869604, expected=68.000000
predicted=39.943079, expected=104.000000
predicted=59.577399, expected=52.000000
predicted=63.022435, expected=112.000000
predicted=76.636735, expected=76.000000
predicted=82.389067, expected=72.000000
predicted=79.584030, expected=80.000000
predicted=78.952856, expected=72.000000
predicted=80.030551, expected=108.000000
predicted=85.617083, expected=108.000000
predicted=91.253778, expected=92.000000
predicted=90.943846, expected=108.000000
predicted=96.431214, expected=64.000000
predicted=91.780650, expected=56.000000
predicted=81.149603, expected=60.000000
predicted=74.973863, expected=128.000000
predicted=89.072825, expected=48.000000
predicted=74.408405, expected=76.000000
predicted=68.904832, expected=56.000000
predicted=71.117861, expected=88.000000
predicted=78.420364, expected=60.000000
predicted=69.866834, expected=68.000000
predicted=66.620839, expected=92.000000
predicted=74.946035, expected=56.000000
predicted=71.359051, expected=68.000000
predicted=67.596473, expected=92.000000
predicted=76.254276, expected=88.000000
predicted=80.935716, expected=68.000000
predicted=74.300049, expected=100.000000
predicted=81.963364, expected=112.000000
predicted=94.334963, expected=44.000000
predicted=79.559288, expected=52.000000
predicted=69.358870, expected=56.000000
predicted=70.490508, expected=80.000000
predicted=72.235801, expected=52.000000
predicted=60.457598, expected=88.000000
predicted=65.069628, expected=40.000000
predicted=61.503142, expected=84.000000
predicted=67.061162, expected=52.000000
predicted=64.793299, expected=116.000000
predicted=77.191767, expected=84.000000
predicted=80.010728, expected=80.000000
predicted=78.701403, expected=68.000000
predicted=78.121391, expected=100.000000
predicted=87.696130, expected=60.000000
predicted=80.290122, expected=56.000000
predicted=69.346251, expected=72.000000
predicted=71.063074, expected=68.000000
predicted=71.425959, expected=76.000000
predicted=69.053194, expected=32.000000
predicted=57.795684, expected=40.000000
predicted=52.879342, expected=32.000000
predicted=48.946298, expected=76.000000
predicted=54.267949, expected=20.000000
predicted=42.131476, expected=84.000000
predicted=49.486491, expected=48.000000
predicted=53.939045, expected=52.000000
predicted=52.172509, expected=72.000000
predicted=57.817995, expected=32.000000
predicted=53.698801, expected=32.000000
predicted=45.262986, expected=72.000000
predicted=53.275316, expected=48.000000
predicted=53.024327, expected=60.000000
predicted=49.917910, expected=104.000000
predicted=65.762262, expected=48.000000
predicted=64.783660, expected=56.000000
predicted=59.788131, expected=84.000000
predicted=70.140841, expected=48.000000
predicted=66.950957, expected=48.000000
predicted=56.730946, expected=48.000000
predicted=54.707517, expected=76.000000
predicted=61.869266, expected=88.000000
predicted=67.110868, expected=36.000000
predicted=56.697061, expected=48.000000
predicted=54.146672, expected=52.000000
predicted=58.443761, expected=124.000000
predicted=75.855480, expected=64.000000
predicted=69.903509, expected=84.000000
predicted=69.792449, expected=60.000000
predicted=73.729558, expected=44.000000
predicted=69.240745, expected=116.000000
predicted=79.710197, expected=56.000000
predicted=73.760280, expected=52.000000
predicted=62.192446, expected=64.000000
predicted=64.660301, expected=40.000000
predicted=62.393795, expected=72.000000
predicted=60.409147, expected=52.000000
predicted=56.910143, expected=40.000000
predicted=51.034889, expected=56.000000
predicted=51.879958, expected=56.000000
predicted=55.017898, expected=48.000000
predicted=51.324039, expected=40.000000
predicted=46.595616, expected=64.000000
predicted=52.382530, expected=32.000000
predicted=47.902083, expected=44.000000
predicted=44.155152, expected=48.000000
predicted=46.035643, expected=88.000000
predicted=57.760303, expected=76.000000
predicted=61.769720, expected=44.000000
predicted=55.933960, expected=92.000000
predicted=68.051120, expected=76.000000
predicted=75.978835, expected=52.000000
predicted=66.915503, expected=64.000000
predicted=64.186040, expected=64.000000
predicted=67.858247, expected=64.000000
predicted=65.621129, expected=44.000000
predicted=57.007343, expected=60.000000
predicted=57.490520, expected=76.000000
predicted=63.701172, expected=40.000000
predicted=56.330103, expected=96.000000
predicted=64.324772, expected=104.000000
predicted=78.784735, expected=32.000000
predicted=66.008885, expected=64.000000
predicted=63.146585, expected=52.000000
predicted=67.000068, expected=68.000000
predicted=66.003575, expected=116.000000
predicted=74.037319, expected=40.000000
predicted=65.561867, expected=44.000000
predicted=57.953423, expected=60.000000
predicted=63.402072, expected=60.000000
predicted=64.993688, expected=60.000000
predicted=57.190923, expected=36.000000
predicted=49.298178, expected=84.000000
predicted=59.883279, expected=84.000000
predicted=68.539029, expected=92.000000
predicted=72.813375, expected=120.000000
predicted=85.436827, expected=124.000000
predicted=100.764459, expected=68.000000
predicted=94.025849, expected=116.000000
predicted=100.782813, expected=100.000000
predicted=106.212476, expected=108.000000
predicted=104.402115, expected=128.000000
predicted=107.533890, expected=148.000000
predicted=120.808636, expected=164.000000
predicted=133.494783, expected=128.000000
predicted=133.278167, expected=188.000000
predicted=150.550189, expected=116.000000
predicted=147.208951, expected=100.000000
predicted=132.579396, expected=120.000000
predicted=129.497566, expected=80.000000
predicted=118.258880, expected=56.000000
predicted=93.825417, expected=96.000000
predicted=90.438250, expected=28.000000
predicted=74.194525, expected=104.000000
predicted=75.301077, expected=44.000000
predicted=67.374418, expected=88.000000
predicted=70.171470, expected=80.000000
predicted=72.853843, expected=44.000000
predicted=66.793951, expected=76.000000
predicted=66.913291, expected=64.000000
predicted=69.403798, expected=56.000000
predicted=64.229350, expected=44.000000
predicted=55.825662, expected=36.000000
predicted=51.565574, expected=76.000000
predicted=57.603139, expected=24.000000
predicted=47.803918, expected=76.000000
predicted=51.218978, expected=68.000000
predicted=58.414092, expected=88.000000
predicted=67.106145, expected=92.000000
predicted=72.911695, expected=60.000000
predicted=72.556610, expected=48.000000
predicted=67.000944, expected=36.000000
predicted=60.602427, expected=56.000000
predicted=58.799262, expected=80.000000
predicted=61.303386, expected=40.000000
predicted=52.742909, expected=44.000000
predicted=47.914959, expected=32.000000
predicted=47.000795, expected=48.000000
predicted=48.372979, expected=76.000000
predicted=53.127457, expected=48.000000
predicted=50.569461, expected=56.000000
predicted=50.347437, expected=72.000000
predicted=59.342888, expected=52.000000
predicted=60.151786, expected=92.000000
predicted=66.280838, expected=84.000000
predicted=72.993198, expected=48.000000
predicted=66.656588, expected=88.000000
predicted=71.631876, expected=76.000000
predicted=77.670612, expected=104.000000
predicted=82.990339, expected=36.000000
predicted=68.791760, expected=52.000000
predicted=64.241821, expected=36.000000
predicted=59.433057, expected=52.000000
predicted=56.090192, expected=64.000000
predicted=53.098253, expected=80.000000
predicted=58.761790, expected=64.000000
predicted=60.084481, expected=72.000000
predicted=64.242995, expected=108.000000
predicted=79.255637, expected=40.000000
predicted=71.163814, expected=84.000000
predicted=71.220248, expected=76.000000
predicted=76.568841, expected=52.000000
predicted=70.353181, expected=64.000000
predicted=63.810712, expected=48.000000
predicted=61.888710, expected=88.000000
predicted=67.999452, expected=48.000000
predicted=61.558211, expected=72.000000
predicted=62.193007, expected=64.000000
predicted=64.402517, expected=88.000000
predicted=72.140723, expected=56.000000
predicted=66.902916, expected=56.000000
predicted=63.279986, expected=24.000000
predicted=54.223060, expected=32.000000
predicted=47.930047, expected=64.000000
predicted=50.221893, expected=64.000000
predicted=52.013609, expected=48.000000
predicted=47.258803, expected=76.000000
predicted=55.506643, expected=72.000000
predicted=64.917842, expected=64.000000
predicted=64.723611, expected=44.000000
predicted=58.389585, expected=28.000000
predicted=51.840372, expected=40.000000
predicted=48.610092, expected=64.000000
predicted=51.299674, expected=64.000000
predicted=51.979628, expected=36.000000
predicted=45.228866, expected=68.000000
predicted=52.227432, expected=36.000000
predicted=52.328388, expected=56.000000
predicted=51.508758, expected=72.000000
predicted=56.359533, expected=88.000000
predicted=66.047710, expected=56.000000
predicted=62.290668, expected=60.000000
predicted=62.026966, expected=72.000000
predicted=68.557791, expected=36.000000
predicted=61.002420, expected=76.000000
predicted=60.969150, expected=60.000000
predicted=62.036316, expected=44.000000
predicted=55.967553, expected=40.000000
predicted=49.608765, expected=64.000000
predicted=55.673980, expected=52.000000
predicted=54.597022, expected=68.000000
predicted=54.839123, expected=44.000000
predicted=52.512527, expected=64.000000
predicted=56.511526, expected=128.000000
predicted=77.081077, expected=80.000000
predicted=79.795873, expected=56.000000
predicted=69.993986, expected=116.000000
predicted=86.383074, expected=76.000000
predicted=91.317595, expected=44.000000
predicted=73.063992, expected=100.000000
predicted=77.747563, expected=124.000000
predicted=95.669458, expected=52.000000
predicted=80.943100, expected=56.000000
predicted=69.501378, expected=48.000000
predicted=70.076895, expected=52.000000
predicted=66.452845, expected=84.000000
predicted=64.811417, expected=88.000000
predicted=68.716940, expected=128.000000
predicted=84.083880, expected=92.000000
predicted=88.829431, expected=56.000000
predicted=82.315872, expected=100.000000
predicted=90.121498, expected=56.000000
predicted=85.202385, expected=32.000000
predicted=65.488437, expected=100.000000
predicted=70.974329, expected=20.000000
predicted=60.334786, expected=88.000000
predicted=61.176709, expected=120.000000
predicted=77.631769, expected=76.000000
predicted=80.531397, expected=76.000000
predicted=75.415447, expected=52.000000
predicted=74.180801, expected=96.000000
predicted=84.079264, expected=108.000000
predicted=88.503614, expected=136.000000
predicted=98.330335, expected=84.000000
predicted=94.371594, expected=84.000000
predicted=94.085004, expected=56.000000
predicted=88.674631, expected=108.000000
predicted=94.513080, expected=108.000000
predicted=95.464022, expected=56.000000
predicted=80.753173, expected=92.000000
predicted=81.489157, expected=32.000000
predicted=73.907465, expected=128.000000
predicted=86.530129, expected=52.000000
predicted=76.474424, expected=88.000000
predicted=75.309504, expected=48.000000
predicted=69.086889, expected=84.000000
predicted=75.764769, expected=108.000000
predicted=83.388173, expected=80.000000
predicted=81.687559, expected=144.000000
predicted=95.792447, expected=60.000000
predicted=92.081093, expected=64.000000
predicted=84.348439, expected=144.000000
predicted=101.412738, expected=132.000000
predicted=114.418678, expected=68.000000
predicted=94.827464, expected=100.000000
predicted=94.496866, expected=104.000000
predicted=106.930748, expected=108.000000
predicted=106.543172, expected=84.000000
predicted=94.399690, expected=76.000000
predicted=89.645205, expected=60.000000
predicted=83.757918, expected=76.000000
predicted=80.743383, expected=56.000000
predicted=71.839589, expected=76.000000
predicted=69.460999, expected=48.000000
predicted=63.055754, expected=80.000000
predicted=66.625125, expected=96.000000
predicted=74.878886, expected=56.000000
predicted=70.218535, expected=76.000000
predicted=69.632506, expected=88.000000
predicted=78.303783, expected=44.000000
predicted=70.901626, expected=92.000000
predicted=72.161517, expected=88.000000
predicted=78.880701, expected=80.000000
predicted=79.082623, expected=76.000000
predicted=75.829630, expected=36.000000
predicted=68.405614, expected=64.000000
predicted=67.371700, expected=52.000000
predicted=63.019325, expected=56.000000
Test MSE: 2258.498
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518])]
predicted=80.306036, expected=60.000000
predicted=93.288132, expected=60.000000
predicted=74.192439, expected=96.000000
predicted=70.473805, expected=80.000000
predicted=74.118444, expected=84.000000
predicted=74.861730, expected=28.000000
predicted=57.986696, expected=104.000000
predicted=71.690354, expected=76.000000
predicted=88.114739, expected=52.000000
predicted=71.002081, expected=96.000000
predicted=68.059071, expected=120.000000
predicted=86.891274, expected=60.000000
predicted=88.933693, expected=44.000000
predicted=59.620507, expected=56.000000
predicted=61.512535, expected=56.000000
predicted=77.568819, expected=60.000000
predicted=72.365067, expected=56.000000
predicted=55.353566, expected=76.000000
predicted=58.602375, expected=76.000000
predicted=66.444047, expected=48.000000
predicted=59.649203, expected=72.000000
predicted=60.123507, expected=60.000000
predicted=65.152590, expected=124.000000
predicted=84.311033, expected=64.000000
predicted=78.671984, expected=92.000000
predicted=70.268430, expected=108.000000
predicted=85.871254, expected=48.000000
predicted=81.837066, expected=60.000000
predicted=74.419352, expected=48.000000
predicted=64.690779, expected=84.000000
predicted=79.907010, expected=96.000000
predicted=84.301863, expected=124.000000
predicted=83.974512, expected=100.000000
predicted=85.986480, expected=56.000000
predicted=72.610065, expected=64.000000
predicted=74.954473, expected=60.000000
predicted=82.755673, expected=120.000000
predicted=99.484635, expected=124.000000
predicted=101.407781, expected=112.000000
predicted=91.017915, expected=112.000000
predicted=90.727546, expected=64.000000
predicted=88.051221, expected=72.000000
predicted=92.992129, expected=56.000000
predicted=88.281259, expected=76.000000
predicted=86.126365, expected=80.000000
predicted=82.728062, expected=72.000000
predicted=71.663724, expected=60.000000
predicted=65.425222, expected=92.000000
predicted=71.684220, expected=88.000000
predicted=83.758376, expected=44.000000
predicted=69.775398, expected=60.000000
predicted=59.732159, expected=44.000000
predicted=61.971209, expected=140.000000
predicted=91.087824, expected=44.000000
predicted=78.735120, expected=84.000000
predicted=59.140361, expected=152.000000
predicted=89.774627, expected=48.000000
predicted=92.210377, expected=104.000000
predicted=86.998560, expected=160.000000
predicted=99.864249, expected=68.000000
predicted=111.815326, expected=92.000000
predicted=94.895974, expected=72.000000
predicted=78.329572, expected=76.000000
predicted=98.485151, expected=52.000000
predicted=88.065694, expected=92.000000
predicted=75.361433, expected=80.000000
predicted=83.087768, expected=136.000000
predicted=92.412726, expected=84.000000
predicted=88.708374, expected=52.000000
predicted=70.637050, expected=40.000000
predicted=66.002493, expected=108.000000
predicted=87.641621, expected=108.000000
predicted=106.864749, expected=96.000000
predicted=86.607283, expected=64.000000
predicted=66.306116, expected=28.000000
predicted=58.556320, expected=48.000000
predicted=70.723576, expected=36.000000
predicted=68.018663, expected=104.000000
predicted=74.694531, expected=76.000000
predicted=68.652255, expected=92.000000
predicted=63.025748, expected=60.000000
predicted=61.221443, expected=72.000000
predicted=66.917675, expected=32.000000
predicted=69.595051, expected=64.000000
predicted=64.446257, expected=52.000000
predicted=65.973336, expected=92.000000
predicted=68.441314, expected=60.000000
predicted=65.135666, expected=76.000000
predicted=58.602119, expected=36.000000
predicted=57.295271, expected=76.000000
predicted=62.700296, expected=32.000000
predicted=63.938828, expected=60.000000
predicted=55.707202, expected=52.000000
predicted=56.777211, expected=84.000000
predicted=60.691718, expected=56.000000
predicted=63.231742, expected=48.000000
predicted=48.865945, expected=48.000000
predicted=52.500791, expected=40.000000
predicted=53.547337, expected=76.000000
predicted=63.881492, expected=116.000000
predicted=75.072080, expected=96.000000
predicted=78.108371, expected=80.000000
predicted=68.840424, expected=44.000000
predicted=60.201134, expected=36.000000
predicted=65.019305, expected=44.000000
predicted=70.523963, expected=68.000000
predicted=70.198717, expected=32.000000
predicted=55.252472, expected=64.000000
predicted=45.219948, expected=84.000000
predicted=57.972661, expected=24.000000
predicted=52.818514, expected=120.000000
predicted=64.400310, expected=32.000000
predicted=60.730748, expected=100.000000
predicted=69.449989, expected=100.000000
predicted=80.096090, expected=96.000000
predicted=82.540665, expected=48.000000
predicted=77.184051, expected=36.000000
predicted=52.289254, expected=36.000000
predicted=65.306802, expected=52.000000
predicted=67.805270, expected=52.000000
predicted=61.447364, expected=72.000000
predicted=52.887468, expected=64.000000
predicted=53.071539, expected=60.000000
predicted=53.357116, expected=76.000000
predicted=60.904385, expected=72.000000
predicted=67.496085, expected=44.000000
predicted=62.558157, expected=64.000000
predicted=58.305796, expected=84.000000
predicted=70.283219, expected=68.000000
predicted=74.156863, expected=52.000000
predicted=60.159071, expected=100.000000
predicted=65.976044, expected=44.000000
predicted=71.119213, expected=52.000000
predicted=61.855928, expected=48.000000
predicted=55.394991, expected=112.000000
predicted=75.803519, expected=76.000000
predicted=83.990042, expected=64.000000
predicted=60.176535, expected=36.000000
predicted=51.492023, expected=72.000000
predicted=64.173720, expected=60.000000
predicted=78.521018, expected=92.000000
predicted=72.886209, expected=104.000000
predicted=76.602527, expected=60.000000
predicted=67.630911, expected=52.000000
predicted=62.206752, expected=48.000000
predicted=61.512928, expected=40.000000
predicted=67.540297, expected=28.000000
predicted=56.733754, expected=72.000000
predicted=52.907040, expected=72.000000
predicted=60.808386, expected=152.000000
predicted=80.974698, expected=12.000000
predicted=59.702333, expected=56.000000
predicted=42.251315, expected=4.000000
predicted=50.711236, expected=44.000000
predicted=60.258931, expected=60.000000
predicted=69.700061, expected=144.000000
predicted=67.487528, expected=108.000000
predicted=82.908277, expected=40.000000
predicted=49.207434, expected=60.000000
predicted=52.673584, expected=88.000000
predicted=83.915115, expected=52.000000
predicted=95.087747, expected=120.000000
predicted=83.416437, expected=120.000000
predicted=86.298587, expected=96.000000
predicted=90.199116, expected=84.000000
predicted=83.403085, expected=92.000000
predicted=84.884492, expected=40.000000
predicted=90.312433, expected=52.000000
predicted=75.958690, expected=72.000000
predicted=75.431303, expected=96.000000
predicted=84.283313, expected=104.000000
predicted=85.978874, expected=84.000000
predicted=71.248892, expected=72.000000
predicted=70.289048, expected=84.000000
predicted=80.190453, expected=68.000000
predicted=86.122647, expected=88.000000
predicted=86.103452, expected=100.000000
predicted=86.991775, expected=108.000000
predicted=90.981295, expected=96.000000
predicted=90.634169, expected=48.000000
predicted=73.928747, expected=72.000000
predicted=76.106268, expected=52.000000
predicted=80.525488, expected=84.000000
predicted=83.621197, expected=108.000000
predicted=86.819554, expected=88.000000
predicted=78.518451, expected=76.000000
predicted=73.950671, expected=68.000000
predicted=69.289540, expected=64.000000
predicted=78.638893, expected=56.000000
predicted=78.053808, expected=72.000000
predicted=72.726963, expected=92.000000
predicted=77.459364, expected=36.000000
predicted=64.137120, expected=72.000000
predicted=57.999598, expected=92.000000
predicted=72.985609, expected=56.000000
predicted=75.312351, expected=56.000000
predicted=62.802196, expected=92.000000
predicted=63.721790, expected=96.000000
predicted=86.376761, expected=112.000000
predicted=91.385795, expected=64.000000
predicted=73.089183, expected=56.000000
predicted=65.605603, expected=52.000000
predicted=72.766513, expected=64.000000
predicted=77.923050, expected=80.000000
predicted=80.974508, expected=104.000000
predicted=77.214106, expected=140.000000
predicted=90.853322, expected=88.000000
predicted=86.772140, expected=52.000000
predicted=70.638274, expected=116.000000
predicted=88.509744, expected=64.000000
predicted=101.217280, expected=112.000000
predicted=102.494989, expected=96.000000
predicted=89.923572, expected=96.000000
predicted=87.044886, expected=80.000000
predicted=91.640915, expected=56.000000
predicted=75.030267, expected=76.000000
predicted=84.647817, expected=60.000000
predicted=80.249827, expected=64.000000
predicted=74.331236, expected=88.000000
predicted=73.555728, expected=152.000000
predicted=94.172938, expected=48.000000
predicted=84.099576, expected=64.000000
predicted=60.352899, expected=68.000000
predicted=70.668542, expected=32.000000
predicted=77.762875, expected=108.000000
predicted=89.425726, expected=64.000000
predicted=69.961540, expected=136.000000
predicted=84.234037, expected=120.000000
predicted=93.201713, expected=56.000000
predicted=75.955395, expected=80.000000
predicted=79.767655, expected=60.000000
predicted=80.429684, expected=80.000000
predicted=97.157515, expected=56.000000
predicted=79.373442, expected=88.000000
predicted=69.334169, expected=108.000000
predicted=85.603755, expected=92.000000
predicted=84.665785, expected=76.000000
predicted=77.874417, expected=60.000000
predicted=68.872458, expected=120.000000
predicted=93.275129, expected=100.000000
predicted=104.722795, expected=56.000000
predicted=81.006985, expected=72.000000
predicted=67.913182, expected=104.000000
predicted=86.474083, expected=140.000000
predicted=116.077059, expected=84.000000
predicted=96.657790, expected=108.000000
predicted=82.176142, expected=60.000000
predicted=84.831307, expected=68.000000
predicted=89.542272, expected=56.000000
predicted=87.109499, expected=92.000000
predicted=82.909746, expected=56.000000
predicted=79.413193, expected=128.000000
predicted=79.265119, expected=144.000000
predicted=101.937668, expected=128.000000
predicted=105.123658, expected=56.000000
predicted=85.566197, expected=100.000000
predicted=83.722512, expected=48.000000
predicted=100.921416, expected=96.000000
predicted=101.843260, expected=120.000000
predicted=103.652539, expected=84.000000
predicted=87.591614, expected=60.000000
predicted=75.814077, expected=68.000000
predicted=66.708591, expected=40.000000
predicted=77.080812, expected=88.000000
predicted=83.283252, expected=72.000000
predicted=76.464178, expected=76.000000
predicted=68.595406, expected=120.000000
predicted=79.647383, expected=100.000000
predicted=85.763284, expected=64.000000
predicted=81.552331, expected=124.000000
predicted=86.211523, expected=48.000000
predicted=88.058347, expected=100.000000
predicted=92.255693, expected=88.000000
predicted=89.867813, expected=80.000000
predicted=85.182492, expected=132.000000
predicted=100.638557, expected=64.000000
predicted=83.678682, expected=76.000000
predicted=82.483446, expected=40.000000
predicted=70.507802, expected=88.000000
predicted=81.255491, expected=88.000000
predicted=94.565762, expected=76.000000
predicted=75.353526, expected=100.000000
predicted=76.101682, expected=60.000000
predicted=70.269259, expected=60.000000
predicted=73.264551, expected=68.000000
predicted=72.940765, expected=72.000000
predicted=76.790414, expected=84.000000
predicted=80.227861, expected=76.000000
predicted=70.481978, expected=80.000000
predicted=71.257106, expected=60.000000
predicted=69.722192, expected=60.000000
predicted=67.943500, expected=4.000000
predicted=54.123562, expected=44.000000
predicted=49.281721, expected=108.000000
predicted=73.599776, expected=124.000000
predicted=88.622594, expected=72.000000
predicted=68.865246, expected=52.000000
predicted=43.789388, expected=84.000000
predicted=70.312344, expected=76.000000
predicted=94.926181, expected=80.000000
predicted=88.715730, expected=24.000000
predicted=57.074625, expected=56.000000
predicted=52.799453, expected=104.000000
predicted=80.275636, expected=56.000000
predicted=76.588296, expected=100.000000
predicted=68.910329, expected=16.000000
predicted=48.246408, expected=120.000000
predicted=72.767692, expected=104.000000
predicted=97.602176, expected=76.000000
predicted=81.557860, expected=72.000000
predicted=70.764917, expected=112.000000
predicted=78.155391, expected=68.000000
predicted=99.154212, expected=84.000000
predicted=83.772560, expected=60.000000
predicted=73.523686, expected=88.000000
predicted=80.838652, expected=100.000000
predicted=93.097673, expected=44.000000
predicted=72.320303, expected=52.000000
predicted=61.205844, expected=88.000000
predicted=71.563882, expected=56.000000
predicted=79.767732, expected=100.000000
predicted=77.207702, expected=80.000000
predicted=70.009521, expected=120.000000
predicted=84.746779, expected=4.000000
predicted=67.544330, expected=40.000000
predicted=48.532331, expected=84.000000
predicted=76.345073, expected=32.000000
predicted=72.836605, expected=124.000000
predicted=74.703209, expected=120.000000
predicted=73.072425, expected=56.000000
predicted=73.445526, expected=116.000000
predicted=77.180030, expected=96.000000
predicted=88.807978, expected=168.000000
predicted=126.582183, expected=100.000000
predicted=113.674057, expected=48.000000
predicted=79.285527, expected=72.000000
predicted=84.565509, expected=64.000000
predicted=94.743629, expected=52.000000
predicted=93.803618, expected=84.000000
predicted=72.503540, expected=44.000000
predicted=60.594331, expected=88.000000
predicted=67.590372, expected=84.000000
predicted=72.756049, expected=140.000000
predicted=90.235280, expected=32.000000
predicted=76.255198, expected=84.000000
predicted=62.759671, expected=92.000000
predicted=87.260524, expected=68.000000
predicted=91.159678, expected=64.000000
predicted=79.087492, expected=48.000000
predicted=56.166495, expected=96.000000
predicted=78.961862, expected=88.000000
predicted=85.500474, expected=56.000000
predicted=68.877769, expected=52.000000
predicted=56.973201, expected=48.000000
predicted=59.308650, expected=100.000000
predicted=81.691780, expected=88.000000
predicted=82.740118, expected=76.000000
predicted=68.919594, expected=88.000000
predicted=68.625560, expected=100.000000
predicted=83.346003, expected=72.000000
predicted=89.163584, expected=56.000000
predicted=73.370740, expected=68.000000
predicted=71.791599, expected=108.000000
predicted=89.591526, expected=92.000000
predicted=92.274140, expected=48.000000
predicted=67.812119, expected=80.000000
predicted=65.123971, expected=68.000000
predicted=78.783990, expected=36.000000
predicted=73.402317, expected=76.000000
predicted=64.721550, expected=60.000000
predicted=64.223116, expected=100.000000
predicted=76.682319, expected=92.000000
predicted=75.869069, expected=52.000000
predicted=63.592002, expected=56.000000
predicted=62.727564, expected=56.000000
predicted=66.333250, expected=72.000000
predicted=77.808005, expected=116.000000
predicted=83.874843, expected=56.000000
predicted=69.628307, expected=76.000000
predicted=63.082837, expected=48.000000
predicted=63.377147, expected=48.000000
predicted=67.958300, expected=52.000000
predicted=67.969896, expected=56.000000
predicted=58.364468, expected=144.000000
predicted=82.454777, expected=84.000000
predicted=80.894608, expected=80.000000
predicted=68.264613, expected=52.000000
predicted=62.603321, expected=40.000000
predicted=69.324251, expected=40.000000
predicted=75.425351, expected=76.000000
predicted=68.553367, expected=84.000000
predicted=72.605819, expected=72.000000
predicted=62.762910, expected=80.000000
predicted=60.178749, expected=60.000000
predicted=63.744480, expected=48.000000
predicted=66.009286, expected=48.000000
predicted=62.495751, expected=96.000000
predicted=73.328268, expected=100.000000
predicted=83.744666, expected=124.000000
predicted=84.947168, expected=84.000000
predicted=78.141730, expected=92.000000
predicted=80.685692, expected=52.000000
predicted=84.260181, expected=36.000000
predicted=74.996264, expected=84.000000
predicted=81.834590, expected=104.000000
predicted=89.301178, expected=100.000000
predicted=87.708931, expected=56.000000
predicted=63.000232, expected=68.000000
predicted=61.613881, expected=68.000000
predicted=79.521212, expected=52.000000
predicted=78.445915, expected=100.000000
predicted=78.379527, expected=88.000000
predicted=77.710185, expected=100.000000
predicted=81.635039, expected=84.000000
predicted=77.919847, expected=40.000000
predicted=67.414221, expected=80.000000
predicted=77.383632, expected=76.000000
predicted=84.120115, expected=76.000000
predicted=82.717140, expected=116.000000
predicted=81.747481, expected=48.000000
predicted=69.707002, expected=12.000000
predicted=53.508719, expected=76.000000
predicted=60.914770, expected=76.000000
predicted=81.913309, expected=72.000000
predicted=77.939908, expected=72.000000
predicted=54.095556, expected=96.000000
predicted=64.174118, expected=72.000000
predicted=79.344971, expected=84.000000
predicted=76.673687, expected=60.000000
predicted=72.009363, expected=72.000000
predicted=73.999649, expected=52.000000
Test MSE: 860.336
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939])]
predicted=90.612865, expected=20.000000
predicted=55.798701, expected=24.000000
predicted=68.729419, expected=4.000000
predicted=45.845705, expected=16.000000
predicted=35.240111, expected=4.000000
predicted=32.592391, expected=116.000000
predicted=45.502234, expected=40.000000
predicted=30.353911, expected=32.000000
predicted=26.792301, expected=112.000000
predicted=66.034000, expected=168.000000
predicted=72.336611, expected=80.000000
predicted=92.988075, expected=120.000000
predicted=98.140419, expected=92.000000
predicted=85.050675, expected=76.000000
predicted=92.747985, expected=60.000000
predicted=110.105378, expected=60.000000
predicted=71.832887, expected=60.000000
predicted=80.542189, expected=76.000000
predicted=74.679079, expected=68.000000
predicted=68.244296, expected=60.000000
predicted=61.842936, expected=100.000000
predicted=76.868936, expected=100.000000
predicted=76.847310, expected=116.000000
predicted=91.706030, expected=68.000000
predicted=80.570173, expected=104.000000
predicted=88.207088, expected=84.000000
predicted=93.272414, expected=232.000000
predicted=137.968697, expected=12.000000
predicted=90.065806, expected=16.000000
predicted=69.277233, expected=64.000000
predicted=98.955695, expected=120.000000
predicted=67.930021, expected=40.000000
predicted=105.604991, expected=140.000000
predicted=77.159648, expected=44.000000
predicted=55.024858, expected=84.000000
predicted=69.536925, expected=88.000000
predicted=105.366633, expected=4.000000
predicted=35.811325, expected=76.000000
predicted=93.701859, expected=188.000000
predicted=92.046415, expected=180.000000
predicted=105.208277, expected=16.000000
predicted=80.804351, expected=56.000000
predicted=78.417049, expected=64.000000
predicted=83.698242, expected=20.000000
predicted=77.458110, expected=44.000000
predicted=93.381034, expected=108.000000
predicted=55.309587, expected=48.000000
predicted=45.937831, expected=40.000000
predicted=57.791730, expected=32.000000
predicted=44.399392, expected=60.000000
predicted=45.879913, expected=76.000000
predicted=73.491304, expected=152.000000
predicted=81.511899, expected=188.000000
predicted=104.491790, expected=44.000000
predicted=63.688057, expected=20.000000
predicted=78.078574, expected=84.000000
predicted=92.748564, expected=88.000000
predicted=89.733801, expected=76.000000
predicted=106.007645, expected=108.000000
predicted=80.430798, expected=84.000000
predicted=61.756246, expected=128.000000
predicted=99.955112, expected=16.000000
predicted=68.890894, expected=60.000000
predicted=74.516354, expected=108.000000
predicted=100.024629, expected=136.000000
predicted=83.727801, expected=68.000000
predicted=95.220641, expected=144.000000
predicted=91.704183, expected=256.000000
predicted=146.302239, expected=172.000000
predicted=129.751872, expected=68.000000
predicted=133.209866, expected=40.000000
predicted=107.678599, expected=48.000000
predicted=99.343600, expected=56.000000
predicted=117.966816, expected=72.000000
predicted=94.824345, expected=136.000000
predicted=89.911358, expected=124.000000
predicted=80.411901, expected=64.000000
predicted=69.598198, expected=60.000000
predicted=80.621400, expected=36.000000
predicted=63.312755, expected=100.000000
predicted=97.683337, expected=100.000000
predicted=94.520892, expected=176.000000
predicted=106.279675, expected=96.000000
predicted=89.770113, expected=76.000000
predicted=76.251127, expected=52.000000
predicted=95.990655, expected=52.000000
predicted=72.462757, expected=52.000000
predicted=96.860968, expected=80.000000
predicted=76.242994, expected=156.000000
predicted=101.630854, expected=28.000000
predicted=47.125916, expected=32.000000
predicted=59.691703, expected=52.000000
predicted=67.954740, expected=44.000000
predicted=45.470370, expected=80.000000
predicted=95.709297, expected=52.000000
predicted=43.752585, expected=104.000000
predicted=65.973622, expected=64.000000
predicted=63.237301, expected=116.000000
predicted=77.656665, expected=104.000000
predicted=94.427262, expected=76.000000
predicted=68.767103, expected=40.000000
predicted=82.623317, expected=40.000000
Test MSE: 2609.707
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692])]
predicted=54.719087, expected=76.000000
predicted=62.992216, expected=32.000000
predicted=51.429147, expected=28.000000
predicted=46.341375, expected=56.000000
predicted=47.931141, expected=44.000000
predicted=52.380883, expected=20.000000
predicted=42.440204, expected=12.000000
predicted=27.481189, expected=32.000000
predicted=30.040372, expected=32.000000
predicted=34.796273, expected=52.000000
predicted=37.549947, expected=36.000000
predicted=32.116666, expected=40.000000
predicted=32.905501, expected=24.000000
predicted=33.545543, expected=44.000000
predicted=37.483431, expected=56.000000
predicted=46.251472, expected=20.000000
predicted=34.278020, expected=76.000000
predicted=48.305212, expected=60.000000
predicted=48.590996, expected=44.000000
predicted=48.806910, expected=16.000000
predicted=41.381038, expected=28.000000
predicted=34.020040, expected=48.000000
predicted=48.167308, expected=16.000000
predicted=34.522122, expected=52.000000
predicted=37.841799, expected=76.000000
predicted=45.011831, expected=64.000000
predicted=50.208955, expected=24.000000
predicted=43.943707, expected=12.000000
predicted=31.385756, expected=24.000000
predicted=37.614819, expected=24.000000
predicted=37.602032, expected=56.000000
predicted=41.575705, expected=72.000000
predicted=43.278626, expected=48.000000
predicted=39.797919, expected=28.000000
predicted=37.373859, expected=24.000000
predicted=35.155195, expected=40.000000
predicted=43.848679, expected=12.000000
predicted=36.030033, expected=48.000000
predicted=37.226776, expected=44.000000
predicted=35.593911, expected=28.000000
predicted=30.986728, expected=28.000000
predicted=33.142566, expected=52.000000
predicted=35.481587, expected=44.000000
predicted=42.809440, expected=24.000000
predicted=35.335339, expected=40.000000
predicted=35.582824, expected=64.000000
predicted=44.806795, expected=12.000000
predicted=36.090935, expected=24.000000
predicted=32.979800, expected=36.000000
predicted=32.375136, expected=32.000000
predicted=33.897000, expected=16.000000
predicted=32.190095, expected=68.000000
predicted=36.188116, expected=40.000000
predicted=36.553256, expected=36.000000
predicted=37.622250, expected=52.000000
predicted=42.800747, expected=20.000000
predicted=31.555831, expected=52.000000
predicted=48.252151, expected=40.000000
predicted=40.601388, expected=44.000000
predicted=40.505386, expected=44.000000
predicted=44.405232, expected=48.000000
predicted=39.946712, expected=48.000000
predicted=47.463029, expected=12.000000
predicted=34.190372, expected=36.000000
predicted=37.562634, expected=48.000000
predicted=41.191730, expected=72.000000
predicted=50.257386, expected=44.000000
predicted=46.094067, expected=24.000000
predicted=33.288231, expected=12.000000
predicted=32.661242, expected=36.000000
predicted=38.045566, expected=32.000000
predicted=39.880944, expected=28.000000
predicted=30.978770, expected=68.000000
predicted=39.666486, expected=40.000000
predicted=35.129235, expected=12.000000
predicted=31.398388, expected=72.000000
predicted=46.078257, expected=40.000000
predicted=40.920025, expected=24.000000
predicted=42.638080, expected=36.000000
predicted=37.724652, expected=64.000000
predicted=40.825241, expected=40.000000
predicted=48.757188, expected=28.000000
predicted=37.529356, expected=52.000000
predicted=40.823931, expected=20.000000
predicted=34.976894, expected=44.000000
predicted=44.253724, expected=32.000000
predicted=36.133158, expected=76.000000
predicted=46.135473, expected=56.000000
predicted=51.001585, expected=56.000000
predicted=46.244359, expected=60.000000
predicted=55.010700, expected=48.000000
predicted=50.146443, expected=40.000000
predicted=55.190488, expected=12.000000
predicted=39.507823, expected=56.000000
predicted=47.113999, expected=44.000000
predicted=45.558798, expected=44.000000
predicted=42.391475, expected=16.000000
predicted=33.443293, expected=28.000000
predicted=28.543761, expected=12.000000
predicted=31.295381, expected=48.000000
predicted=35.345752, expected=40.000000
predicted=35.665133, expected=40.000000
predicted=31.047518, expected=20.000000
predicted=29.873182, expected=44.000000
predicted=32.317915, expected=40.000000
predicted=40.236229, expected=40.000000
predicted=38.055452, expected=40.000000
predicted=39.028308, expected=16.000000
predicted=28.277658, expected=48.000000
predicted=39.872289, expected=36.000000
predicted=37.266675, expected=24.000000
predicted=32.566065, expected=24.000000
predicted=31.408649, expected=32.000000
predicted=27.942796, expected=64.000000
predicted=43.958272, expected=52.000000
predicted=42.165641, expected=64.000000
predicted=46.035551, expected=36.000000
predicted=42.327923, expected=40.000000
predicted=43.707869, expected=40.000000
predicted=49.050548, expected=48.000000
predicted=46.751782, expected=48.000000
predicted=48.935553, expected=76.000000
predicted=52.320754, expected=36.000000
predicted=46.072171, expected=48.000000
predicted=47.505580, expected=32.000000
predicted=45.281710, expected=44.000000
predicted=45.209198, expected=32.000000
predicted=46.470557, expected=68.000000
predicted=46.493099, expected=36.000000
predicted=44.058054, expected=48.000000
predicted=42.261004, expected=32.000000
predicted=42.268516, expected=56.000000
predicted=44.182039, expected=40.000000
predicted=49.119235, expected=36.000000
predicted=39.162938, expected=60.000000
predicted=48.790440, expected=60.000000
predicted=48.065712, expected=32.000000
predicted=46.153597, expected=40.000000
predicted=43.223211, expected=24.000000
predicted=37.402954, expected=28.000000
predicted=39.236370, expected=20.000000
predicted=34.564963, expected=52.000000
predicted=35.408220, expected=52.000000
predicted=40.772319, expected=32.000000
predicted=33.467815, expected=36.000000
predicted=36.038177, expected=36.000000
predicted=34.961086, expected=40.000000
predicted=41.767996, expected=20.000000
predicted=35.284899, expected=80.000000
predicted=46.317119, expected=20.000000
predicted=37.026019, expected=36.000000
predicted=36.455262, expected=52.000000
predicted=44.368420, expected=52.000000
predicted=40.513421, expected=32.000000
predicted=48.683693, expected=44.000000
predicted=37.710824, expected=60.000000
predicted=47.178782, expected=48.000000
predicted=48.650293, expected=52.000000
predicted=49.913386, expected=20.000000
predicted=37.788774, expected=28.000000
predicted=38.130785, expected=28.000000
predicted=39.380191, expected=24.000000
predicted=32.284433, expected=68.000000
predicted=44.519417, expected=40.000000
predicted=35.435999, expected=44.000000
predicted=38.479140, expected=40.000000
predicted=40.107336, expected=64.000000
predicted=45.832482, expected=44.000000
predicted=52.228167, expected=24.000000
predicted=38.812962, expected=20.000000
predicted=36.062043, expected=40.000000
predicted=37.523889, expected=40.000000
predicted=41.805387, expected=20.000000
predicted=31.179283, expected=28.000000
predicted=28.138531, expected=32.000000
predicted=28.926501, expected=52.000000
predicted=38.458168, expected=32.000000
predicted=35.537805, expected=60.000000
predicted=39.452311, expected=44.000000
predicted=41.705473, expected=40.000000
predicted=40.771478, expected=48.000000
predicted=47.746950, expected=52.000000
predicted=45.005812, expected=32.000000
predicted=45.370323, expected=76.000000
predicted=52.815076, expected=40.000000
predicted=47.008951, expected=40.000000
predicted=45.706846, expected=80.000000
predicted=58.735521, expected=52.000000
predicted=50.552964, expected=40.000000
predicted=55.107902, expected=28.000000
predicted=43.071969, expected=56.000000
predicted=47.453156, expected=60.000000
predicted=57.334731, expected=52.000000
predicted=49.664055, expected=28.000000
predicted=41.814908, expected=28.000000
predicted=37.128219, expected=60.000000
predicted=49.705848, expected=28.000000
predicted=42.127999, expected=20.000000
predicted=34.842398, expected=32.000000
predicted=32.371877, expected=28.000000
predicted=30.150291, expected=40.000000
predicted=38.242916, expected=36.000000
predicted=32.093197, expected=16.000000
predicted=25.535223, expected=28.000000
predicted=29.674722, expected=52.000000
predicted=35.729832, expected=52.000000
predicted=40.390222, expected=28.000000
predicted=35.175576, expected=28.000000
predicted=31.341054, expected=68.000000
predicted=45.082932, expected=32.000000
predicted=42.355620, expected=36.000000
predicted=41.102742, expected=80.000000
predicted=50.436643, expected=52.000000
predicted=47.079201, expected=32.000000
predicted=49.663429, expected=40.000000
predicted=43.895209, expected=24.000000
predicted=38.115144, expected=36.000000
predicted=45.597621, expected=24.000000
predicted=34.908274, expected=80.000000
predicted=44.873496, expected=56.000000
predicted=46.860851, expected=52.000000
predicted=44.504932, expected=72.000000
predicted=56.624911, expected=48.000000
predicted=50.052005, expected=52.000000
predicted=60.667305, expected=44.000000
predicted=52.855716, expected=44.000000
predicted=49.502851, expected=172.000000
predicted=89.135417, expected=100.000000
predicted=80.386876, expected=88.000000
predicted=82.634364, expected=124.000000
predicted=97.671182, expected=128.000000
predicted=103.623791, expected=96.000000
predicted=120.412326, expected=44.000000
predicted=88.812264, expected=16.000000
predicted=68.257059, expected=100.000000
predicted=88.246156, expected=48.000000
predicted=70.154937, expected=92.000000
predicted=73.151971, expected=28.000000
predicted=52.920956, expected=52.000000
predicted=49.824853, expected=60.000000
predicted=66.169545, expected=52.000000
predicted=52.644462, expected=44.000000
predicted=56.130815, expected=56.000000
predicted=48.686955, expected=20.000000
predicted=42.706060, expected=84.000000
predicted=57.506606, expected=64.000000
predicted=56.498444, expected=56.000000
predicted=53.349095, expected=24.000000
predicted=48.482698, expected=40.000000
predicted=43.097458, expected=48.000000
predicted=53.458708, expected=40.000000
predicted=44.925698, expected=44.000000
predicted=43.843101, expected=48.000000
predicted=41.181520, expected=32.000000
predicted=40.078044, expected=12.000000
predicted=33.498103, expected=24.000000
predicted=31.480207, expected=60.000000
predicted=40.524057, expected=24.000000
predicted=32.977208, expected=60.000000
predicted=39.622493, expected=40.000000
predicted=37.292420, expected=44.000000
predicted=40.005736, expected=24.000000
predicted=41.347139, expected=28.000000
predicted=33.126673, expected=28.000000
predicted=37.098264, expected=16.000000
predicted=27.514171, expected=36.000000
predicted=31.238066, expected=52.000000
predicted=34.214082, expected=48.000000
predicted=36.963773, expected=52.000000
predicted=41.394204, expected=40.000000
predicted=39.673355, expected=44.000000
predicted=44.142460, expected=36.000000
predicted=44.204776, expected=24.000000
predicted=37.638227, expected=40.000000
predicted=39.932394, expected=104.000000
predicted=57.242884, expected=40.000000
predicted=47.951088, expected=52.000000
predicted=49.290793, expected=28.000000
predicted=44.628720, expected=44.000000
predicted=46.422541, expected=56.000000
predicted=58.256896, expected=48.000000
predicted=44.721317, expected=36.000000
predicted=43.806522, expected=36.000000
predicted=39.579675, expected=36.000000
predicted=41.159517, expected=40.000000
predicted=42.178426, expected=48.000000
predicted=42.553538, expected=76.000000
predicted=50.339310, expected=32.000000
predicted=43.030205, expected=40.000000
predicted=43.453879, expected=52.000000
predicted=48.674837, expected=24.000000
predicted=40.829543, expected=80.000000
predicted=57.006596, expected=28.000000
predicted=41.192927, expected=72.000000
predicted=50.859367, expected=28.000000
predicted=47.152290, expected=52.000000
predicted=44.165272, expected=32.000000
predicted=49.728252, expected=36.000000
predicted=37.959353, expected=40.000000
predicted=45.175130, expected=24.000000
predicted=32.744701, expected=24.000000
predicted=33.660941, expected=80.000000
predicted=45.040138, expected=36.000000
predicted=40.612742, expected=24.000000
predicted=35.607765, expected=40.000000
predicted=38.176071, expected=56.000000
predicted=42.885353, expected=52.000000
predicted=50.943133, expected=116.000000
predicted=63.313392, expected=32.000000
predicted=50.923534, expected=32.000000
predicted=48.593272, expected=12.000000
predicted=45.407395, expected=48.000000
predicted=45.506634, expected=20.000000
predicted=46.277650, expected=20.000000
predicted=25.381552, expected=40.000000
predicted=31.466305, expected=44.000000
predicted=31.158591, expected=28.000000
predicted=34.038075, expected=48.000000
predicted=34.967608, expected=40.000000
predicted=36.640742, expected=32.000000
predicted=37.238062, expected=36.000000
predicted=38.465656, expected=40.000000
predicted=36.814377, expected=20.000000
predicted=34.292682, expected=24.000000
predicted=30.834837, expected=44.000000
predicted=34.316190, expected=28.000000
predicted=31.687713, expected=20.000000
predicted=28.627410, expected=48.000000
predicted=32.810342, expected=76.000000
predicted=44.763190, expected=52.000000
predicted=47.001110, expected=44.000000
predicted=44.310029, expected=12.000000
predicted=36.083441, expected=40.000000
predicted=42.619360, expected=12.000000
predicted=37.721007, expected=28.000000
predicted=30.453003, expected=40.000000
predicted=33.275133, expected=40.000000
predicted=28.906550, expected=72.000000
predicted=45.065874, expected=4.000000
predicted=28.455112, expected=24.000000
predicted=30.650435, expected=20.000000
predicted=32.435391, expected=32.000000
predicted=30.280351, expected=52.000000
predicted=40.472312, expected=64.000000
predicted=36.473740, expected=16.000000
predicted=32.142123, expected=24.000000
predicted=31.037761, expected=24.000000
predicted=33.244527, expected=32.000000
predicted=34.576922, expected=16.000000
predicted=30.360499, expected=28.000000
predicted=23.071134, expected=48.000000
predicted=31.883298, expected=20.000000
predicted=26.804911, expected=64.000000
predicted=38.825656, expected=24.000000
predicted=32.580434, expected=20.000000
predicted=29.716761, expected=36.000000
predicted=36.985905, expected=48.000000
predicted=35.362922, expected=52.000000
predicted=44.743962, expected=60.000000
predicted=42.915555, expected=24.000000
predicted=36.809934, expected=132.000000
predicted=66.925974, expected=84.000000
predicted=72.069681, expected=24.000000
predicted=55.476434, expected=40.000000
predicted=58.718857, expected=40.000000
predicted=50.541926, expected=20.000000
predicted=54.752681, expected=24.000000
predicted=39.338205, expected=28.000000
predicted=28.461216, expected=36.000000
predicted=32.103820, expected=64.000000
predicted=40.798950, expected=48.000000
predicted=38.722178, expected=28.000000
predicted=35.857767, expected=40.000000
predicted=39.794063, expected=16.000000
predicted=34.220008, expected=32.000000
predicted=37.520094, expected=24.000000
predicted=31.727308, expected=56.000000
predicted=35.300327, expected=72.000000
predicted=46.834385, expected=36.000000
predicted=38.226554, expected=52.000000
predicted=45.855441, expected=40.000000
predicted=44.438263, expected=20.000000
predicted=41.158294, expected=48.000000
predicted=46.701468, expected=20.000000
predicted=33.533016, expected=40.000000
predicted=37.220659, expected=36.000000
predicted=35.742169, expected=40.000000
predicted=33.451303, expected=32.000000
predicted=36.923009, expected=60.000000
predicted=40.032600, expected=64.000000
predicted=49.057802, expected=40.000000
predicted=44.489054, expected=36.000000
predicted=43.740557, expected=48.000000
predicted=45.365950, expected=32.000000
predicted=44.692824, expected=44.000000
predicted=44.963448, expected=32.000000
predicted=38.171478, expected=28.000000
predicted=34.534768, expected=20.000000
predicted=32.637552, expected=56.000000
predicted=37.645610, expected=24.000000
predicted=34.069412, expected=52.000000
predicted=37.229629, expected=32.000000
predicted=35.928319, expected=64.000000
predicted=42.241996, expected=96.000000
predicted=62.759353, expected=32.000000
predicted=46.944831, expected=40.000000
predicted=50.286330, expected=40.000000
predicted=47.654296, expected=8.000000
predicted=39.697905, expected=24.000000
predicted=40.133462, expected=16.000000
predicted=24.893480, expected=12.000000
predicted=21.520788, expected=12.000000
predicted=19.000628, expected=72.000000
predicted=30.397152, expected=28.000000
predicted=29.497501, expected=40.000000
predicted=30.898281, expected=16.000000
predicted=27.958756, expected=16.000000
predicted=24.809554, expected=40.000000
predicted=38.144554, expected=20.000000
Test MSE: 447.048
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538])]
predicted=15.312320, expected=20.000000
predicted=15.723809, expected=8.000000
predicted=9.198977, expected=8.000000
predicted=8.869257, expected=8.000000
predicted=8.897147, expected=8.000000
predicted=10.881440, expected=8.000000
predicted=10.074276, expected=12.000000
predicted=9.898653, expected=12.000000
predicted=10.377977, expected=12.000000
predicted=10.727374, expected=28.000000
predicted=18.748824, expected=12.000000
predicted=13.191826, expected=4.000000
predicted=9.505557, expected=4.000000
predicted=8.256071, expected=20.000000
predicted=15.267702, expected=32.000000
predicted=24.176922, expected=4.000000
predicted=10.091193, expected=12.000000
predicted=11.385297, expected=4.000000
predicted=7.942697, expected=12.000000
predicted=13.223768, expected=12.000000
predicted=14.248610, expected=20.000000
predicted=13.881157, expected=8.000000
predicted=10.459042, expected=4.000000
predicted=6.921205, expected=4.000000
predicted=7.365084, expected=4.000000
predicted=6.718593, expected=24.000000
predicted=16.705055, expected=12.000000
predicted=10.910106, expected=8.000000
predicted=8.578157, expected=28.000000
predicted=18.121306, expected=4.000000
predicted=9.090009, expected=12.000000
predicted=14.251697, expected=4.000000
predicted=8.254563, expected=16.000000
predicted=12.780962, expected=8.000000
predicted=12.096616, expected=8.000000
predicted=7.952027, expected=8.000000
predicted=8.951910, expected=12.000000
predicted=9.738438, expected=16.000000
predicted=13.711022, expected=32.000000
predicted=20.863834, expected=28.000000
predicted=21.481649, expected=4.000000
predicted=11.345376, expected=4.000000
predicted=10.216314, expected=20.000000
predicted=17.379451, expected=4.000000
predicted=12.417892, expected=44.000000
predicted=28.867957, expected=4.000000
predicted=9.911001, expected=20.000000
predicted=16.192241, expected=8.000000
predicted=13.448828, expected=12.000000
predicted=12.409575, expected=4.000000
predicted=13.447736, expected=8.000000
predicted=7.936586, expected=12.000000
predicted=11.938364, expected=8.000000
predicted=8.447266, expected=16.000000
predicted=12.582967, expected=4.000000
predicted=6.596921, expected=8.000000
predicted=8.436023, expected=12.000000
predicted=10.809475, expected=8.000000
predicted=8.724527, expected=4.000000
predicted=7.516776, expected=16.000000
predicted=10.898216, expected=8.000000
predicted=8.874678, expected=12.000000
predicted=10.997036, expected=4.000000
predicted=6.818810, expected=28.000000
predicted=17.268884, expected=16.000000
predicted=15.606985, expected=16.000000
predicted=14.489772, expected=4.000000
predicted=9.552039, expected=12.000000
predicted=11.306715, expected=8.000000
predicted=12.751793, expected=24.000000
predicted=17.661340, expected=28.000000
predicted=20.955058, expected=20.000000
predicted=17.108154, expected=8.000000
predicted=12.972248, expected=4.000000
predicted=9.570217, expected=12.000000
predicted=14.441019, expected=32.000000
predicted=24.003643, expected=24.000000
predicted=20.757165, expected=4.000000
predicted=10.033561, expected=4.000000
predicted=8.189225, expected=24.000000
predicted=18.331887, expected=20.000000
predicted=20.377757, expected=16.000000
predicted=16.877846, expected=8.000000
predicted=10.122846, expected=24.000000
predicted=17.593756, expected=16.000000
predicted=17.966431, expected=8.000000
predicted=12.954764, expected=8.000000
predicted=11.209087, expected=12.000000
predicted=11.566272, expected=12.000000
predicted=13.735189, expected=24.000000
predicted=17.883848, expected=4.000000
predicted=8.613225, expected=28.000000
predicted=18.996448, expected=12.000000
predicted=14.122456, expected=8.000000
predicted=11.664180, expected=16.000000
predicted=16.125446, expected=28.000000
predicted=19.490259, expected=16.000000
predicted=18.710864, expected=16.000000
predicted=15.757872, expected=20.000000
predicted=17.373009, expected=20.000000
predicted=19.218182, expected=4.000000
predicted=13.176938, expected=8.000000
predicted=11.328930, expected=20.000000
predicted=16.485121, expected=16.000000
predicted=15.900150, expected=16.000000
predicted=15.636596, expected=8.000000
predicted=9.786968, expected=4.000000
predicted=8.130462, expected=16.000000
predicted=14.562896, expected=16.000000
predicted=14.389674, expected=28.000000
predicted=20.327853, expected=32.000000
predicted=22.894666, expected=12.000000
predicted=14.914506, expected=4.000000
predicted=11.978142, expected=8.000000
predicted=12.347721, expected=4.000000
predicted=11.172047, expected=28.000000
predicted=21.308271, expected=8.000000
predicted=10.482979, expected=32.000000
predicted=20.157394, expected=8.000000
predicted=12.081020, expected=16.000000
predicted=14.475569, expected=32.000000
predicted=25.697378, expected=16.000000
predicted=17.076289, expected=4.000000
predicted=13.869611, expected=40.000000
predicted=25.748487, expected=44.000000
predicted=32.381225, expected=24.000000
predicted=27.219437, expected=8.000000
predicted=16.449795, expected=20.000000
predicted=19.208780, expected=24.000000
predicted=26.364311, expected=8.000000
predicted=18.352988, expected=8.000000
predicted=13.042825, expected=8.000000
predicted=9.970365, expected=4.000000
predicted=9.249759, expected=20.000000
predicted=16.052419, expected=12.000000
predicted=10.985278, expected=16.000000
predicted=13.014167, expected=36.000000
predicted=23.302641, expected=24.000000
predicted=20.101418, expected=24.000000
predicted=22.938473, expected=4.000000
predicted=12.660512, expected=12.000000
predicted=15.275066, expected=24.000000
predicted=22.969511, expected=24.000000
predicted=21.516742, expected=20.000000
predicted=19.839658, expected=16.000000
predicted=15.366221, expected=20.000000
predicted=18.691613, expected=12.000000
predicted=16.806225, expected=16.000000
predicted=17.533291, expected=16.000000
predicted=16.647695, expected=36.000000
predicted=25.555854, expected=8.000000
predicted=15.000801, expected=8.000000
predicted=12.206549, expected=20.000000
predicted=17.742926, expected=12.000000
predicted=14.654991, expected=12.000000
predicted=16.313510, expected=12.000000
predicted=11.595590, expected=8.000000
predicted=9.913472, expected=20.000000
predicted=16.733671, expected=4.000000
predicted=8.770968, expected=8.000000
predicted=9.495508, expected=12.000000
predicted=11.127278, expected=28.000000
predicted=18.552561, expected=12.000000
predicted=14.461739, expected=12.000000
predicted=11.674552, expected=20.000000
predicted=16.296717, expected=4.000000
predicted=10.216418, expected=12.000000
predicted=14.514407, expected=8.000000
predicted=9.971625, expected=16.000000
predicted=13.371326, expected=12.000000
predicted=12.970505, expected=32.000000
predicted=20.188218, expected=4.000000
predicted=10.598257, expected=8.000000
predicted=10.387028, expected=16.000000
predicted=14.912887, expected=8.000000
predicted=10.988689, expected=28.000000
predicted=22.147307, expected=16.000000
predicted=14.097170, expected=144.000000
predicted=76.085737, expected=36.000000
predicted=42.139468, expected=56.000000
predicted=47.359767, expected=24.000000
predicted=38.753862, expected=32.000000
predicted=38.108565, expected=40.000000
predicted=57.030845, expected=28.000000
predicted=33.017522, expected=32.000000
predicted=35.708847, expected=28.000000
predicted=29.077906, expected=172.000000
predicted=97.515259, expected=16.000000
predicted=45.220239, expected=16.000000
predicted=33.106057, expected=72.000000
predicted=57.495747, expected=60.000000
predicted=56.781275, expected=24.000000
predicted=57.942955, expected=40.000000
predicted=36.772192, expected=20.000000
predicted=29.113597, expected=36.000000
predicted=41.190954, expected=44.000000
predicted=41.895102, expected=116.000000
predicted=70.580823, expected=140.000000
predicted=94.972066, expected=84.000000
predicted=76.588994, expected=88.000000
predicted=82.725892, expected=64.000000
predicted=75.145283, expected=236.000000
predicted=161.059756, expected=36.000000
predicted=93.301536, expected=16.000000
predicted=60.360184, expected=24.000000
predicted=58.916318, expected=16.000000
predicted=43.178359, expected=40.000000
predicted=64.118179, expected=120.000000
predicted=70.301929, expected=24.000000
predicted=36.095048, expected=16.000000
predicted=30.023728, expected=24.000000
predicted=31.372137, expected=28.000000
predicted=34.685716, expected=24.000000
predicted=40.466266, expected=8.000000
predicted=16.622153, expected=16.000000
predicted=17.337028, expected=16.000000
predicted=18.209625, expected=36.000000
predicted=26.856499, expected=24.000000
predicted=22.986409, expected=4.000000
predicted=12.102996, expected=8.000000
predicted=13.386004, expected=8.000000
predicted=12.436413, expected=28.000000
predicted=22.493425, expected=20.000000
predicted=18.389429, expected=4.000000
predicted=8.866924, expected=16.000000
predicted=13.954139, expected=12.000000
predicted=12.990448, expected=8.000000
predicted=13.109166, expected=8.000000
predicted=10.805412, expected=24.000000
predicted=15.417776, expected=8.000000
predicted=11.697883, expected=12.000000
predicted=11.895331, expected=4.000000
predicted=8.159723, expected=16.000000
predicted=12.554546, expected=20.000000
predicted=17.112850, expected=16.000000
predicted=13.769461, expected=4.000000
predicted=9.424824, expected=36.000000
predicted=21.729758, expected=12.000000
predicted=16.009186, expected=12.000000
predicted=15.072909, expected=12.000000
predicted=14.290879, expected=52.000000
predicted=30.247330, expected=12.000000
predicted=21.300995, expected=16.000000
predicted=17.395053, expected=8.000000
predicted=14.463372, expected=20.000000
predicted=18.213716, expected=8.000000
predicted=18.080448, expected=16.000000
predicted=13.870659, expected=4.000000
predicted=9.724946, expected=40.000000
predicted=23.299246, expected=16.000000
predicted=18.199286, expected=8.000000
predicted=12.069820, expected=20.000000
predicted=18.167139, expected=16.000000
predicted=15.420393, expected=16.000000
predicted=19.693543, expected=44.000000
predicted=28.318044, expected=4.000000
predicted=13.226536, expected=16.000000
predicted=17.632722, expected=12.000000
predicted=15.761473, expected=4.000000
predicted=10.957414, expected=28.000000
predicted=23.342669, expected=44.000000
predicted=26.528589, expected=8.000000
predicted=15.786145, expected=8.000000
predicted=13.517173, expected=12.000000
predicted=13.827432, expected=4.000000
predicted=12.683967, expected=32.000000
predicted=24.711899, expected=40.000000
predicted=25.365066, expected=32.000000
predicted=24.930831, expected=20.000000
predicted=21.977601, expected=12.000000
predicted=17.446058, expected=8.000000
predicted=18.209194, expected=20.000000
predicted=22.035051, expected=12.000000
predicted=16.693792, expected=32.000000
predicted=22.638904, expected=20.000000
predicted=18.615099, expected=8.000000
predicted=12.919091, expected=4.000000
predicted=11.848478, expected=12.000000
predicted=12.727583, expected=4.000000
predicted=11.363889, expected=28.000000
predicted=18.443420, expected=40.000000
predicted=24.574952, expected=24.000000
predicted=20.290376, expected=4.000000
predicted=13.399613, expected=8.000000
predicted=12.544032, expected=28.000000
predicted=23.757548, expected=16.000000
predicted=20.462707, expected=52.000000
predicted=32.935429, expected=16.000000
predicted=19.128256, expected=20.000000
predicted=20.439591, expected=8.000000
predicted=18.381966, expected=20.000000
predicted=19.624565, expected=16.000000
predicted=22.484906, expected=8.000000
predicted=12.330931, expected=24.000000
predicted=19.008442, expected=12.000000
predicted=13.434794, expected=20.000000
predicted=17.920606, expected=4.000000
predicted=10.996342, expected=12.000000
predicted=11.797508, expected=4.000000
predicted=10.549998, expected=8.000000
predicted=8.980245, expected=32.000000
predicted=20.469830, expected=12.000000
predicted=12.117237, expected=12.000000
predicted=12.821803, expected=8.000000
predicted=10.367997, expected=8.000000
predicted=10.410786, expected=4.000000
predicted=11.035418, expected=4.000000
predicted=6.650942, expected=20.000000
predicted=13.125283, expected=16.000000
predicted=12.379214, expected=56.000000
predicted=30.787208, expected=4.000000
predicted=13.375926, expected=16.000000
predicted=16.123889, expected=16.000000
predicted=19.328087, expected=12.000000
predicted=15.988164, expected=12.000000
predicted=19.813430, expected=8.000000
predicted=9.472826, expected=12.000000
predicted=12.436480, expected=4.000000
predicted=8.775915, expected=12.000000
predicted=10.553569, expected=24.000000
predicted=16.310684, expected=44.000000
predicted=26.348352, expected=36.000000
predicted=27.366454, expected=20.000000
predicted=21.242798, expected=56.000000
predicted=38.520135, expected=8.000000
predicted=23.381136, expected=8.000000
predicted=21.626900, expected=36.000000
predicted=30.493652, expected=28.000000
predicted=26.080709, expected=28.000000
predicted=30.372656, expected=36.000000
predicted=27.368716, expected=12.000000
predicted=19.076517, expected=12.000000
predicted=20.939587, expected=20.000000
predicted=21.644535, expected=8.000000
predicted=15.793618, expected=36.000000
predicted=27.000780, expected=36.000000
predicted=26.148144, expected=16.000000
predicted=19.316448, expected=12.000000
predicted=17.945717, expected=4.000000
predicted=11.985186, expected=4.000000
predicted=13.685786, expected=12.000000
predicted=14.705554, expected=16.000000
predicted=13.023225, expected=44.000000
predicted=25.409056, expected=12.000000
predicted=14.593275, expected=16.000000
predicted=15.580072, expected=16.000000
predicted=17.428824, expected=16.000000
predicted=17.667817, expected=8.000000
predicted=17.084661, expected=8.000000
predicted=10.687491, expected=12.000000
predicted=12.442659, expected=32.000000
predicted=21.119199, expected=12.000000
predicted=14.686781, expected=16.000000
predicted=14.559582, expected=16.000000
predicted=15.371992, expected=36.000000
predicted=24.943386, expected=20.000000
predicted=22.934034, expected=12.000000
predicted=15.845704, expected=12.000000
predicted=15.855097, expected=16.000000
predicted=16.910942, expected=4.000000
predicted=13.755608, expected=16.000000
predicted=14.458814, expected=8.000000
predicted=10.385234, expected=20.000000
predicted=14.918844, expected=8.000000
predicted=11.404252, expected=20.000000
predicted=14.229670, expected=36.000000
predicted=24.447371, expected=28.000000
predicted=22.480026, expected=32.000000
predicted=26.950754, expected=16.000000
predicted=19.881714, expected=12.000000
predicted=18.879190, expected=4.000000
predicted=15.957312, expected=8.000000
predicted=13.751876, expected=8.000000
predicted=12.756296, expected=12.000000
predicted=11.076190, expected=16.000000
predicted=12.464800, expected=20.000000
predicted=14.012750, expected=16.000000
predicted=14.188837, expected=24.000000
predicted=18.209188, expected=16.000000
Test MSE: 433.540
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763])]
predicted=83.082663, expected=86.696000
predicted=85.437678, expected=42.024000
predicted=68.500118, expected=110.276000
predicted=82.899666, expected=74.188000
predicted=82.507413, expected=78.032000
predicted=75.153062, expected=68.620000
predicted=73.221645, expected=58.496000
predicted=68.960791, expected=87.768000
predicted=82.045928, expected=82.564000
predicted=78.109485, expected=128.944000
predicted=92.127522, expected=86.184000
predicted=85.377279, expected=46.472000
predicted=71.101063, expected=34.984000
predicted=66.845831, expected=86.084000
predicted=81.930361, expected=97.052000
predicted=89.741068, expected=153.388000
predicted=97.579816, expected=124.184000
predicted=94.348527, expected=80.224000
predicted=86.407434, expected=7.192000
predicted=69.903217, expected=80.508000
predicted=88.606019, expected=38.896000
predicted=83.510797, expected=19.424000
predicted=53.721156, expected=151.684000
predicted=78.137672, expected=103.104000
predicted=78.048917, expected=82.192000
predicted=76.319666, expected=1.688000
predicted=44.877879, expected=59.592000
predicted=64.122309, expected=33.816000
predicted=74.366059, expected=38.936000
predicted=54.366428, expected=56.596000
predicted=47.807698, expected=64.032000
predicted=45.923151, expected=36.876000
predicted=46.079206, expected=3.440000
predicted=28.914469, expected=40.500000
predicted=38.716845, expected=40.152000
predicted=44.457510, expected=1.880000
predicted=27.420756, expected=79.344000
predicted=39.677446, expected=68.620000
predicted=46.491029, expected=47.752000
predicted=45.699063, expected=34.468000
predicted=38.505825, expected=56.640000
predicted=47.100401, expected=25.760000
predicted=50.224295, expected=82.468000
predicted=58.395303, expected=9.544000
predicted=38.130350, expected=67.596000
predicted=46.436684, expected=7.392000
predicted=37.127950, expected=67.976000
predicted=45.928403, expected=95.848000
predicted=66.208391, expected=103.816000
predicted=66.922664, expected=109.576000
predicted=78.942135, expected=66.328000
predicted=67.899435, expected=1.384000
predicted=56.223503, expected=107.828000
predicted=84.930282, expected=16.568000
predicted=67.872684, expected=71.952000
predicted=63.587737, expected=126.636000
predicted=76.423324, expected=78.768000
predicted=70.522805, expected=45.896000
predicted=65.780009, expected=86.536000
predicted=66.897583, expected=50.880000
predicted=75.447594, expected=103.876000
predicted=88.714010, expected=74.464000
predicted=75.111111, expected=65.560000
predicted=67.534501, expected=4.536000
predicted=51.787926, expected=74.400000
predicted=62.083472, expected=44.636000
predicted=65.590887, expected=114.536000
predicted=73.692825, expected=50.424000
predicted=58.793077, expected=41.496000
predicted=45.268505, expected=82.744000
predicted=68.819480, expected=67.572000
predicted=70.034154, expected=58.672000
predicted=69.412771, expected=44.684000
predicted=52.478241, expected=40.672000
predicted=51.866776, expected=57.696000
predicted=60.445412, expected=19.172000
predicted=45.128711, expected=39.160000
predicted=41.414265, expected=101.440000
predicted=60.476853, expected=131.836000
predicted=80.390193, expected=37.296000
predicted=57.855251, expected=93.448000
predicted=63.572179, expected=64.592000
predicted=75.302308, expected=38.020000
predicted=73.342288, expected=61.388000
predicted=70.640680, expected=138.968000
predicted=84.768589, expected=39.240000
predicted=71.961512, expected=74.592000
predicted=63.605618, expected=2.336000
predicted=46.663368, expected=108.212000
predicted=76.242124, expected=90.260000
predicted=88.294003, expected=131.448000
predicted=81.813328, expected=23.232000
predicted=61.644853, expected=74.284000
predicted=60.448231, expected=3.904000
predicted=65.918602, expected=66.740000
predicted=66.002143, expected=43.220000
predicted=64.186807, expected=110.016000
predicted=60.435701, expected=35.976000
predicted=56.125866, expected=61.920000
predicted=45.455653, expected=50.420000
predicted=60.712843, expected=43.552000
predicted=54.354273, expected=91.080000
predicted=73.134972, expected=76.060000
predicted=63.551421, expected=90.336000
predicted=70.486663, expected=68.868000
predicted=67.581966, expected=104.828000
predicted=79.385886, expected=67.196000
predicted=82.876962, expected=52.448000
predicted=69.848594, expected=73.968000
predicted=75.806068, expected=75.752000
predicted=76.173339, expected=80.960000
predicted=79.437063, expected=67.744000
predicted=68.597207, expected=116.628000
predicted=81.630425, expected=31.680000
predicted=69.519315, expected=42.976000
predicted=59.602643, expected=56.712000
predicted=66.381494, expected=37.184000
predicted=58.521143, expected=141.364000
predicted=85.942054, expected=108.352000
predicted=78.958678, expected=105.864000
predicted=79.637671, expected=40.080000
predicted=68.745975, expected=68.252000
predicted=73.569179, expected=4.896000
predicted=73.687711, expected=53.800000
predicted=63.415908, expected=95.932000
predicted=75.122110, expected=61.576000
predicted=57.651019, expected=45.960000
predicted=50.221595, expected=98.276000
predicted=59.781674, expected=54.000000
predicted=68.432934, expected=89.816000
predicted=76.103324, expected=68.476000
predicted=69.838092, expected=31.916000
predicted=56.267017, expected=112.580000
predicted=81.441217, expected=73.272000
predicted=76.185223, expected=21.712000
predicted=58.204769, expected=75.240000
predicted=61.172435, expected=93.276000
predicted=73.684738, expected=84.284000
predicted=83.356607, expected=102.848000
predicted=77.472065, expected=52.852000
predicted=63.892588, expected=44.444000
predicted=66.899287, expected=45.416000
predicted=67.695906, expected=77.976000
predicted=72.952260, expected=117.564000
predicted=86.453997, expected=46.000000
predicted=61.281912, expected=36.832000
predicted=49.403097, expected=102.796000
predicted=73.388251, expected=88.584000
predicted=85.955313, expected=79.652000
predicted=80.978990, expected=78.276000
predicted=68.130558, expected=77.556000
predicted=73.767289, expected=2.440000
predicted=62.413467, expected=114.808000
predicted=78.156864, expected=70.260000
predicted=78.479772, expected=84.180000
predicted=72.327994, expected=48.192000
predicted=62.212846, expected=9.288000
predicted=40.633842, expected=78.800000
predicted=72.026344, expected=55.276000
predicted=63.923289, expected=82.112000
predicted=64.664859, expected=121.580000
predicted=73.076003, expected=76.604000
predicted=68.049361, expected=51.140000
predicted=69.019046, expected=59.004000
predicted=67.469958, expected=80.708000
predicted=81.527809, expected=74.592000
predicted=83.062321, expected=100.968000
predicted=77.811468, expected=59.536000
predicted=67.637569, expected=56.584000
predicted=65.345323, expected=19.156000
predicted=58.132372, expected=3.352000
predicted=45.097866, expected=42.820000
predicted=51.295381, expected=35.444000
predicted=41.837349, expected=106.484000
predicted=55.716512, expected=70.460000
predicted=50.348701, expected=75.296000
predicted=50.870887, expected=72.404000
predicted=63.731617, expected=75.588000
predicted=70.311978, expected=45.908000
predicted=72.442397, expected=77.620000
predicted=69.267170, expected=90.780000
predicted=78.350915, expected=68.004000
predicted=72.375222, expected=72.400000
predicted=69.534789, expected=78.988000
predicted=70.758429, expected=13.200000
predicted=59.292713, expected=65.904000
predicted=63.524031, expected=32.680000
predicted=55.917326, expected=112.444000
predicted=71.871702, expected=38.208000
predicted=59.222493, expected=59.620000
predicted=45.970442, expected=81.528000
predicted=67.339832, expected=44.896000
predicted=59.213502, expected=28.056000
predicted=56.997456, expected=3.520000
predicted=33.723361, expected=83.652000
predicted=56.805048, expected=49.680000
predicted=57.448684, expected=53.352000
predicted=43.147034, expected=53.692000
predicted=42.787175, expected=45.644000
predicted=44.326499, expected=46.992000
predicted=55.972293, expected=7.636000
predicted=37.275965, expected=49.592000
predicted=42.689025, expected=24.472000
predicted=39.882018, expected=24.464000
predicted=31.866781, expected=40.344000
predicted=33.680929, expected=59.156000
predicted=37.575555, expected=18.336000
predicted=34.960349, expected=83.160000
predicted=43.715214, expected=91.480000
predicted=60.349237, expected=53.164000
predicted=56.066071, expected=68.588000
predicted=58.464265, expected=70.620000
predicted=61.757061, expected=64.432000
predicted=72.752737, expected=48.864000
predicted=64.591980, expected=56.048000
predicted=57.756671, expected=64.980000
predicted=63.972122, expected=87.892000
predicted=70.702847, expected=91.860000
predicted=73.484820, expected=79.304000
predicted=70.242548, expected=45.176000
predicted=63.246170, expected=74.000000
predicted=70.894832, expected=31.152000
predicted=65.997837, expected=72.604000
predicted=67.513997, expected=146.592000
predicted=89.729817, expected=52.504000
predicted=69.938935, expected=76.060000
predicted=67.715805, expected=5.976000
predicted=50.574100, expected=66.328000
predicted=68.323343, expected=65.916000
predicted=79.568734, expected=45.808000
predicted=52.618687, expected=81.540000
predicted=59.385978, expected=57.884000
predicted=52.231398, expected=43.296000
predicted=56.579488, expected=40.228000
predicted=51.989332, expected=64.592000
predicted=56.836727, expected=61.488000
predicted=62.832959, expected=143.540000
predicted=79.881176, expected=88.272000
predicted=77.176152, expected=104.572000
predicted=78.855491, expected=65.804000
predicted=80.513591, expected=58.268000
predicted=78.895327, expected=55.252000
predicted=85.574511, expected=77.564000
predicted=77.893078, expected=46.044000
predicted=69.291167, expected=67.656000
predicted=60.916568, expected=84.084000
predicted=68.250087, expected=43.244000
predicted=60.103208, expected=41.048000
predicted=54.751376, expected=26.532000
predicted=46.044630, expected=52.496000
predicted=54.362240, expected=39.000000
predicted=51.426203, expected=86.864000
predicted=53.628809, expected=57.936000
predicted=53.037610, expected=52.548000
predicted=47.966222, expected=68.912000
predicted=58.609946, expected=53.344000
predicted=58.548588, expected=33.920000
predicted=56.229246, expected=68.772000
predicted=56.498097, expected=103.072000
predicted=72.024716, expected=118.584000
predicted=84.068734, expected=40.752000
predicted=62.257261, expected=2.144000
predicted=41.656652, expected=50.896000
predicted=60.249504, expected=75.276000
predicted=76.963290, expected=45.688000
predicted=62.016184, expected=45.716000
predicted=39.488301, expected=89.872000
predicted=52.875247, expected=62.128000
predicted=64.073845, expected=43.136000
predicted=56.366261, expected=51.412000
predicted=52.022344, expected=75.968000
predicted=63.954814, expected=107.912000
predicted=81.732291, expected=107.020000
predicted=80.225301, expected=69.448000
predicted=69.978427, expected=85.744000
predicted=77.035922, expected=60.288000
predicted=80.733871, expected=44.936000
predicted=75.416614, expected=43.452000
predicted=66.516470, expected=106.064000
predicted=76.068368, expected=32.868000
predicted=63.340931, expected=41.272000
predicted=47.766098, expected=49.912000
predicted=50.964109, expected=46.164000
predicted=53.665010, expected=37.136000
predicted=54.069326, expected=22.824000
predicted=34.080914, expected=111.164000
predicted=60.283509, expected=70.392000
predicted=63.482818, expected=72.632000
predicted=57.696743, expected=43.472000
predicted=52.241439, expected=82.556000
predicted=65.123206, expected=55.044000
predicted=75.628720, expected=71.248000
predicted=65.908070, expected=99.832000
predicted=76.084295, expected=51.228000
predicted=64.262810, expected=49.560000
predicted=62.521000, expected=59.904000
predicted=62.297627, expected=34.528000
predicted=59.344574, expected=24.640000
predicted=50.983675, expected=50.028000
predicted=45.729984, expected=75.172000
predicted=55.864254, expected=69.348000
predicted=57.259343, expected=60.932000
predicted=50.577532, expected=51.876000
predicted=50.389383, expected=15.080000
predicted=46.061092, expected=6.824000
predicted=40.279204, expected=68.592000
predicted=52.095882, expected=103.436000
predicted=66.135495, expected=59.408000
predicted=53.550133, expected=79.504000
predicted=50.693191, expected=45.912000
predicted=53.031654, expected=42.304000
predicted=61.454594, expected=57.528000
predicted=66.794539, expected=45.216000
predicted=55.460369, expected=89.084000
predicted=66.222533, expected=78.412000
predicted=63.727020, expected=63.364000
predicted=59.782557, expected=60.548000
predicted=61.675905, expected=66.264000
predicted=65.045059, expected=42.132000
predicted=65.174996, expected=58.472000
predicted=61.186963, expected=98.904000
predicted=71.869650, expected=44.912000
predicted=61.352714, expected=77.868000
predicted=63.050632, expected=42.608000
predicted=56.764789, expected=51.296000
predicted=59.138273, expected=64.684000
predicted=66.952574, expected=59.316000
predicted=57.674925, expected=37.276000
predicted=53.575901, expected=4.696000
predicted=34.450377, expected=99.204000
predicted=59.370670, expected=53.672000
predicted=60.671913, expected=89.520000
predicted=60.236610, expected=70.172000
predicted=58.271575, expected=41.280000
predicted=50.736155, expected=113.904000
predicted=83.603276, expected=34.048000
predicted=65.203192, expected=59.156000
predicted=63.927679, expected=5.352000
predicted=46.849583, expected=50.112000
predicted=48.803521, expected=69.884000
predicted=65.711973, expected=75.720000
predicted=54.580938, expected=54.424000
predicted=51.661142, expected=70.036000
predicted=50.175822, expected=106.588000
predicted=76.289752, expected=108.772000
predicted=87.382652, expected=61.988000
predicted=75.077179, expected=68.388000
predicted=70.292617, expected=67.736000
predicted=78.279261, expected=75.304000
predicted=84.144910, expected=15.784000
predicted=61.373449, expected=36.564000
predicted=48.158741, expected=40.620000
predicted=52.172864, expected=99.804000
predicted=66.594792, expected=54.584000
predicted=58.311396, expected=42.876000
predicted=40.583973, expected=14.744000
predicted=39.091854, expected=57.956000
predicted=51.872130, expected=58.680000
predicted=62.716894, expected=55.376000
predicted=49.484013, expected=83.188000
predicted=54.887996, expected=54.480000
predicted=52.068658, expected=78.120000
predicted=64.270775, expected=37.664000
predicted=57.618745, expected=46.516000
predicted=54.771771, expected=63.692000
predicted=63.387971, expected=49.716000
Test MSE: 990.717
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127])]
predicted=46.185332, expected=28.000000
predicted=44.089114, expected=60.000000
predicted=51.561473, expected=28.000000
predicted=36.337368, expected=28.000000
predicted=32.160105, expected=36.000000
predicted=35.162886, expected=28.000000
predicted=29.315093, expected=20.000000
predicted=32.739255, expected=48.000000
predicted=37.467691, expected=80.000000
predicted=53.463206, expected=40.000000
predicted=40.278853, expected=44.000000
predicted=42.951047, expected=36.000000
predicted=36.618352, expected=28.000000
predicted=37.418735, expected=32.000000
predicted=45.165385, expected=36.000000
predicted=35.984877, expected=44.000000
predicted=40.624648, expected=80.000000
predicted=56.927668, expected=40.000000
predicted=39.298101, expected=32.000000
predicted=38.312890, expected=28.000000
predicted=35.847589, expected=20.000000
predicted=30.878736, expected=52.000000
predicted=52.499608, expected=48.000000
predicted=41.240897, expected=56.000000
predicted=45.325922, expected=52.000000
predicted=44.708955, expected=48.000000
predicted=42.076611, expected=72.000000
predicted=61.381018, expected=36.000000
predicted=44.316469, expected=64.000000
predicted=59.245038, expected=56.000000
predicted=54.375289, expected=44.000000
predicted=48.085008, expected=44.000000
predicted=53.259177, expected=36.000000
predicted=39.684017, expected=84.000000
predicted=67.709835, expected=16.000000
predicted=35.679897, expected=32.000000
predicted=39.665249, expected=32.000000
predicted=37.292398, expected=36.000000
predicted=35.432993, expected=76.000000
predicted=64.732073, expected=68.000000
predicted=48.499491, expected=52.000000
predicted=48.593826, expected=32.000000
predicted=40.249967, expected=24.000000
predicted=35.575268, expected=48.000000
predicted=52.582914, expected=40.000000
predicted=45.568781, expected=56.000000
predicted=49.587000, expected=24.000000
predicted=31.396187, expected=48.000000
predicted=40.505532, expected=32.000000
predicted=38.255652, expected=16.000000
predicted=28.332716, expected=56.000000
predicted=48.468415, expected=76.000000
predicted=51.446241, expected=32.000000
predicted=40.114608, expected=44.000000
predicted=42.960853, expected=56.000000
predicted=44.298474, expected=44.000000
predicted=48.172372, expected=44.000000
predicted=52.389968, expected=68.000000
predicted=53.069806, expected=56.000000
predicted=51.690098, expected=24.000000
predicted=40.751211, expected=52.000000
predicted=49.266662, expected=64.000000
predicted=53.573073, expected=92.000000
predicted=73.522985, expected=56.000000
predicted=57.507597, expected=40.000000
predicted=44.709997, expected=12.000000
predicted=36.246959, expected=8.000000
predicted=32.214432, expected=44.000000
predicted=50.385449, expected=44.000000
predicted=40.700027, expected=28.000000
predicted=31.223423, expected=28.000000
predicted=25.783247, expected=52.000000
predicted=36.174900, expected=48.000000
predicted=43.459288, expected=40.000000
predicted=41.127691, expected=8.000000
predicted=22.984982, expected=40.000000
predicted=36.006125, expected=32.000000
predicted=36.152443, expected=40.000000
predicted=38.782133, expected=76.000000
predicted=54.591473, expected=44.000000
predicted=35.712630, expected=24.000000
predicted=35.867095, expected=32.000000
predicted=36.190588, expected=32.000000
predicted=35.913704, expected=28.000000
predicted=40.679308, expected=32.000000
predicted=34.139742, expected=64.000000
predicted=44.573212, expected=88.000000
predicted=60.175610, expected=60.000000
predicted=51.739918, expected=28.000000
predicted=38.728371, expected=36.000000
predicted=42.005669, expected=32.000000
predicted=44.171745, expected=28.000000
predicted=45.010904, expected=36.000000
predicted=40.466433, expected=32.000000
predicted=30.879390, expected=52.000000
predicted=42.446626, expected=36.000000
predicted=35.113147, expected=44.000000
predicted=39.020741, expected=24.000000
predicted=31.678454, expected=60.000000
predicted=46.990411, expected=52.000000
predicted=48.310586, expected=36.000000
predicted=38.707334, expected=24.000000
predicted=35.027607, expected=60.000000
predicted=45.827310, expected=44.000000
predicted=46.502440, expected=28.000000
predicted=37.933908, expected=32.000000
predicted=35.672951, expected=16.000000
predicted=24.027644, expected=40.000000
predicted=41.654409, expected=36.000000
predicted=35.369979, expected=28.000000
predicted=28.771375, expected=28.000000
predicted=30.013676, expected=8.000000
predicted=16.599180, expected=60.000000
predicted=44.936372, expected=52.000000
predicted=41.116588, expected=28.000000
predicted=31.008378, expected=24.000000
predicted=29.941253, expected=48.000000
predicted=35.608604, expected=60.000000
predicted=52.582114, expected=48.000000
predicted=46.673779, expected=20.000000
predicted=29.921973, expected=64.000000
predicted=49.046260, expected=56.000000
predicted=50.323550, expected=56.000000
predicted=54.298721, expected=24.000000
predicted=37.907949, expected=52.000000
predicted=43.920149, expected=40.000000
predicted=46.819097, expected=8.000000
predicted=29.130641, expected=32.000000
predicted=38.244275, expected=36.000000
predicted=30.965605, expected=36.000000
predicted=36.998843, expected=32.000000
predicted=33.270725, expected=48.000000
predicted=34.486535, expected=32.000000
predicted=33.335120, expected=28.000000
predicted=32.733779, expected=24.000000
predicted=30.155559, expected=48.000000
predicted=39.216130, expected=48.000000
predicted=42.966916, expected=36.000000
predicted=35.454994, expected=40.000000
predicted=37.595968, expected=12.000000
predicted=23.527154, expected=36.000000
predicted=38.204966, expected=68.000000
predicted=51.651529, expected=44.000000
predicted=39.625797, expected=24.000000
predicted=33.807374, expected=36.000000
predicted=33.111633, expected=28.000000
predicted=33.032279, expected=40.000000
predicted=44.191868, expected=48.000000
predicted=42.234433, expected=52.000000
predicted=40.965065, expected=76.000000
predicted=56.882414, expected=48.000000
predicted=44.836024, expected=16.000000
predicted=34.147913, expected=32.000000
predicted=41.135145, expected=28.000000
predicted=36.507180, expected=44.000000
predicted=47.146533, expected=24.000000
predicted=31.343090, expected=44.000000
predicted=34.151533, expected=40.000000
predicted=36.335469, expected=32.000000
predicted=32.494969, expected=28.000000
predicted=34.273879, expected=8.000000
predicted=19.674324, expected=40.000000
predicted=37.021083, expected=52.000000
predicted=40.797710, expected=48.000000
predicted=39.110436, expected=32.000000
predicted=33.372368, expected=28.000000
predicted=28.082423, expected=44.000000
predicted=41.554983, expected=28.000000
predicted=35.726926, expected=12.000000
predicted=26.815958, expected=24.000000
predicted=27.368206, expected=44.000000
predicted=34.305019, expected=56.000000
predicted=43.899807, expected=64.000000
predicted=46.958438, expected=36.000000
predicted=33.938508, expected=28.000000
predicted=34.266309, expected=36.000000
predicted=40.741391, expected=36.000000
predicted=41.150069, expected=16.000000
predicted=32.235144, expected=28.000000
predicted=30.565665, expected=40.000000
predicted=33.383815, expected=52.000000
predicted=41.102545, expected=40.000000
predicted=37.356106, expected=32.000000
predicted=31.108155, expected=44.000000
predicted=39.594950, expected=60.000000
predicted=49.365183, expected=16.000000
predicted=32.099149, expected=16.000000
predicted=29.243545, expected=52.000000
predicted=41.897792, expected=72.000000
predicted=52.922995, expected=20.000000
predicted=34.562966, expected=20.000000
predicted=27.203493, expected=52.000000
predicted=40.512659, expected=32.000000
predicted=36.866975, expected=12.000000
predicted=32.143206, expected=16.000000
predicted=21.935402, expected=20.000000
predicted=21.361553, expected=20.000000
predicted=26.525419, expected=40.000000
predicted=31.360424, expected=40.000000
predicted=28.236887, expected=40.000000
predicted=31.522725, expected=36.000000
predicted=32.461415, expected=28.000000
predicted=29.354829, expected=76.000000
predicted=56.002414, expected=24.000000
predicted=32.388775, expected=32.000000
predicted=37.899927, expected=60.000000
predicted=49.109897, expected=48.000000
predicted=41.116318, expected=48.000000
predicted=53.025972, expected=68.000000
predicted=52.220256, expected=68.000000
predicted=55.197001, expected=24.000000
predicted=42.518902, expected=24.000000
predicted=39.569274, expected=48.000000
predicted=46.913707, expected=56.000000
predicted=52.219285, expected=32.000000
predicted=41.908904, expected=40.000000
predicted=37.722474, expected=32.000000
predicted=33.406816, expected=40.000000
predicted=41.289419, expected=24.000000
predicted=34.740343, expected=48.000000
predicted=40.303889, expected=44.000000
predicted=40.001829, expected=28.000000
predicted=31.870099, expected=32.000000
predicted=36.095849, expected=68.000000
predicted=48.451118, expected=24.000000
predicted=33.530221, expected=32.000000
predicted=38.217298, expected=24.000000
predicted=29.834015, expected=28.000000
predicted=30.308400, expected=48.000000
predicted=46.307765, expected=60.000000
predicted=42.699006, expected=12.000000
predicted=24.769125, expected=80.000000
predicted=56.028417, expected=80.000000
predicted=56.757211, expected=48.000000
predicted=50.050725, expected=80.000000
predicted=70.976820, expected=40.000000
predicted=41.820614, expected=4.000000
predicted=39.702562, expected=56.000000
predicted=59.111988, expected=4.000000
predicted=23.332178, expected=20.000000
predicted=36.971929, expected=64.000000
predicted=45.172313, expected=108.000000
predicted=59.459733, expected=44.000000
predicted=48.385579, expected=36.000000
predicted=39.126429, expected=28.000000
predicted=36.888670, expected=60.000000
predicted=57.151567, expected=4.000000
predicted=38.658231, expected=56.000000
predicted=47.547685, expected=8.000000
predicted=22.469813, expected=32.000000
predicted=30.448339, expected=20.000000
predicted=31.904714, expected=8.000000
predicted=11.919859, expected=24.000000
predicted=30.326314, expected=40.000000
predicted=25.454637, expected=28.000000
predicted=26.773751, expected=44.000000
predicted=33.576285, expected=36.000000
predicted=28.652380, expected=40.000000
predicted=35.126491, expected=68.000000
predicted=52.296311, expected=52.000000
predicted=43.881700, expected=40.000000
predicted=44.575126, expected=8.000000
predicted=28.218251, expected=16.000000
predicted=29.215334, expected=24.000000
predicted=34.659201, expected=56.000000
predicted=43.518888, expected=52.000000
predicted=41.031316, expected=32.000000
predicted=28.496592, expected=28.000000
predicted=30.417266, expected=48.000000
predicted=39.982013, expected=12.000000
predicted=29.541381, expected=4.000000
predicted=24.029383, expected=24.000000
predicted=25.798123, expected=28.000000
predicted=24.079610, expected=28.000000
predicted=29.295099, expected=36.000000
predicted=26.481744, expected=56.000000
predicted=35.397825, expected=12.000000
predicted=21.881361, expected=28.000000
predicted=30.945179, expected=48.000000
predicted=38.269649, expected=36.000000
predicted=33.954995, expected=32.000000
predicted=38.625590, expected=56.000000
predicted=40.016768, expected=52.000000
predicted=42.344988, expected=24.000000
predicted=35.978678, expected=16.000000
predicted=29.647721, expected=28.000000
predicted=31.003524, expected=8.000000
predicted=24.330059, expected=52.000000
predicted=42.462024, expected=36.000000
predicted=29.168715, expected=28.000000
predicted=26.186174, expected=36.000000
predicted=34.123540, expected=12.000000
predicted=17.624555, expected=32.000000
predicted=35.848617, expected=20.000000
predicted=25.227838, expected=40.000000
predicted=32.164040, expected=24.000000
predicted=27.512629, expected=36.000000
predicted=28.191906, expected=44.000000
predicted=37.049152, expected=24.000000
predicted=25.933394, expected=28.000000
predicted=32.982464, expected=20.000000
predicted=24.559673, expected=16.000000
predicted=24.003015, expected=40.000000
predicted=35.510571, expected=52.000000
predicted=36.486676, expected=16.000000
predicted=23.589882, expected=32.000000
predicted=30.581071, expected=32.000000
predicted=28.335274, expected=24.000000
predicted=29.329113, expected=52.000000
predicted=44.867534, expected=36.000000
predicted=30.017045, expected=48.000000
predicted=41.004812, expected=36.000000
predicted=36.631129, expected=28.000000
predicted=31.311100, expected=24.000000
predicted=34.896286, expected=16.000000
predicted=25.546030, expected=36.000000
predicted=35.520246, expected=48.000000
predicted=37.673373, expected=20.000000
predicted=24.950550, expected=8.000000
predicted=19.855839, expected=40.000000
predicted=30.639036, expected=32.000000
predicted=29.957190, expected=28.000000
predicted=32.109910, expected=24.000000
predicted=24.927037, expected=40.000000
predicted=29.176009, expected=4.000000
predicted=20.093632, expected=16.000000
predicted=23.029766, expected=44.000000
predicted=32.723857, expected=56.000000
predicted=37.356977, expected=60.000000
predicted=46.818894, expected=8.000000
predicted=18.855446, expected=28.000000
predicted=30.922676, expected=24.000000
predicted=31.736797, expected=36.000000
predicted=37.396630, expected=28.000000
predicted=34.738264, expected=40.000000
predicted=29.078321, expected=68.000000
predicted=47.492041, expected=32.000000
predicted=32.593613, expected=28.000000
predicted=35.768813, expected=40.000000
predicted=38.139379, expected=24.000000
predicted=31.515217, expected=24.000000
predicted=36.955832, expected=32.000000
predicted=31.116227, expected=40.000000
predicted=33.205431, expected=20.000000
predicted=27.636127, expected=28.000000
predicted=28.101015, expected=16.000000
predicted=21.775841, expected=20.000000
predicted=24.210866, expected=8.000000
predicted=19.434655, expected=36.000000
predicted=26.440494, expected=36.000000
predicted=28.420043, expected=64.000000
predicted=40.625246, expected=32.000000
predicted=30.687193, expected=28.000000
predicted=28.439105, expected=28.000000
predicted=34.031619, expected=20.000000
predicted=27.867640, expected=36.000000
predicted=39.914864, expected=16.000000
predicted=22.853104, expected=44.000000
predicted=34.650017, expected=44.000000
predicted=35.175211, expected=16.000000
predicted=22.353518, expected=36.000000
predicted=35.648012, expected=28.000000
predicted=26.220447, expected=48.000000
predicted=41.244341, expected=40.000000
predicted=38.565160, expected=32.000000
predicted=30.134858, expected=72.000000
predicted=53.354069, expected=12.000000
predicted=25.643314, expected=40.000000
predicted=43.051612, expected=32.000000
predicted=35.721514, expected=40.000000
predicted=36.282596, expected=40.000000
predicted=45.294408, expected=40.000000
predicted=32.546086, expected=20.000000
predicted=30.489265, expected=44.000000
predicted=38.586595, expected=16.000000
predicted=27.034342, expected=24.000000
predicted=29.751146, expected=32.000000
predicted=32.047399, expected=44.000000
predicted=32.552764, expected=24.000000
predicted=30.405857, expected=16.000000
predicted=21.380132, expected=20.000000
predicted=23.806333, expected=16.000000
predicted=21.855297, expected=24.000000
predicted=26.887796, expected=24.000000
predicted=22.217163, expected=36.000000
predicted=26.450016, expected=24.000000
predicted=23.301972, expected=28.000000
predicted=25.128769, expected=20.000000
predicted=23.437184, expected=32.000000
predicted=28.195099, expected=36.000000
predicted=32.543352, expected=44.000000
predicted=34.335660, expected=24.000000
predicted=27.991238, expected=24.000000
predicted=26.657576, expected=28.000000
predicted=29.990300, expected=32.000000
predicted=31.435236, expected=16.000000
predicted=25.936353, expected=32.000000
Test MSE: 322.696
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309])]
predicted=55.720374, expected=36.000000
predicted=50.845919, expected=52.000000
predicted=56.668797, expected=40.000000
predicted=52.511376, expected=44.000000
predicted=55.333321, expected=60.000000
predicted=52.550873, expected=72.000000
predicted=53.475620, expected=76.000000
predicted=62.933947, expected=52.000000
predicted=53.182442, expected=28.000000
predicted=45.249249, expected=24.000000
predicted=44.194932, expected=44.000000
predicted=49.186391, expected=80.000000
predicted=62.996285, expected=80.000000
predicted=59.769397, expected=68.000000
predicted=56.088603, expected=40.000000
predicted=47.164035, expected=44.000000
predicted=51.729179, expected=40.000000
predicted=54.037407, expected=40.000000
predicted=50.670866, expected=60.000000
predicted=56.824197, expected=56.000000
predicted=47.042559, expected=28.000000
predicted=38.492305, expected=36.000000
predicted=42.912713, expected=40.000000
predicted=39.888066, expected=24.000000
predicted=35.426106, expected=44.000000
predicted=45.251309, expected=92.000000
predicted=57.469533, expected=76.000000
predicted=53.627967, expected=80.000000
predicted=66.484626, expected=64.000000
predicted=59.075675, expected=72.000000
predicted=65.387507, expected=52.000000
predicted=68.214870, expected=56.000000
predicted=64.119418, expected=84.000000
predicted=76.484307, expected=100.000000
predicted=77.271326, expected=60.000000
predicted=66.564997, expected=32.000000
predicted=54.147536, expected=48.000000
predicted=58.281973, expected=28.000000
predicted=46.982115, expected=40.000000
predicted=55.671320, expected=60.000000
predicted=53.850523, expected=76.000000
predicted=52.159930, expected=36.000000
predicted=43.573130, expected=52.000000
predicted=49.714812, expected=60.000000
predicted=53.008122, expected=76.000000
predicted=62.070641, expected=56.000000
predicted=61.934135, expected=44.000000
predicted=48.300246, expected=44.000000
predicted=51.897939, expected=40.000000
predicted=47.353696, expected=48.000000
predicted=54.049283, expected=44.000000
predicted=46.488653, expected=24.000000
predicted=34.627827, expected=40.000000
predicted=42.347067, expected=84.000000
predicted=57.794489, expected=80.000000
predicted=58.079096, expected=40.000000
predicted=47.665611, expected=44.000000
predicted=49.208583, expected=72.000000
predicted=59.225004, expected=64.000000
predicted=62.569181, expected=96.000000
predicted=81.436062, expected=68.000000
predicted=60.811509, expected=60.000000
predicted=60.889620, expected=76.000000
predicted=76.626100, expected=16.000000
predicted=41.625768, expected=44.000000
predicted=64.134500, expected=48.000000
predicted=52.340600, expected=44.000000
predicted=43.624721, expected=36.000000
predicted=49.802744, expected=20.000000
predicted=25.802270, expected=16.000000
predicted=29.565779, expected=48.000000
predicted=41.751293, expected=44.000000
predicted=36.447199, expected=44.000000
predicted=38.496323, expected=56.000000
predicted=43.645066, expected=80.000000
predicted=52.626591, expected=76.000000
predicted=61.481827, expected=36.000000
predicted=47.259435, expected=60.000000
predicted=60.483549, expected=20.000000
predicted=39.071093, expected=40.000000
predicted=51.952400, expected=72.000000
predicted=63.893969, expected=80.000000
predicted=54.052384, expected=36.000000
predicted=48.579554, expected=52.000000
predicted=49.934509, expected=48.000000
predicted=48.048744, expected=44.000000
predicted=50.800558, expected=32.000000
predicted=49.877451, expected=60.000000
predicted=49.115953, expected=120.000000
predicted=78.926746, expected=68.000000
predicted=56.902251, expected=36.000000
predicted=53.638146, expected=52.000000
predicted=58.209731, expected=60.000000
predicted=56.505457, expected=56.000000
predicted=69.471039, expected=40.000000
predicted=51.979361, expected=68.000000
predicted=56.436970, expected=60.000000
predicted=54.203448, expected=64.000000
predicted=59.905850, expected=60.000000
predicted=60.219047, expected=40.000000
predicted=45.768623, expected=40.000000
predicted=53.285989, expected=76.000000
predicted=64.032387, expected=96.000000
predicted=71.574621, expected=60.000000
predicted=59.567370, expected=44.000000
predicted=54.920348, expected=60.000000
predicted=59.446028, expected=36.000000
predicted=50.285826, expected=68.000000
predicted=70.751304, expected=32.000000
predicted=43.892173, expected=88.000000
predicted=65.457564, expected=56.000000
predicted=55.886935, expected=40.000000
predicted=43.974979, expected=36.000000
predicted=54.952872, expected=40.000000
predicted=39.271486, expected=48.000000
predicted=55.401924, expected=52.000000
predicted=48.887775, expected=120.000000
predicted=77.228251, expected=84.000000
predicted=62.110145, expected=88.000000
predicted=74.751406, expected=48.000000
predicted=63.712083, expected=60.000000
predicted=64.003836, expected=72.000000
predicted=83.528899, expected=96.000000
predicted=80.552492, expected=68.000000
predicted=73.141357, expected=52.000000
predicted=59.690215, expected=44.000000
predicted=58.747165, expected=56.000000
predicted=60.708851, expected=20.000000
predicted=47.807484, expected=40.000000
predicted=49.601370, expected=48.000000
predicted=46.200039, expected=68.000000
predicted=50.363756, expected=56.000000
predicted=53.000839, expected=28.000000
predicted=34.026811, expected=48.000000
predicted=49.469467, expected=44.000000
predicted=44.160925, expected=36.000000
predicted=44.514641, expected=60.000000
predicted=54.944090, expected=48.000000
predicted=40.302121, expected=52.000000
predicted=49.459173, expected=28.000000
predicted=39.607854, expected=48.000000
predicted=44.680519, expected=24.000000
predicted=38.029887, expected=28.000000
predicted=35.342220, expected=48.000000
predicted=45.619511, expected=92.000000
predicted=56.062333, expected=56.000000
predicted=49.235820, expected=36.000000
predicted=42.077898, expected=52.000000
predicted=51.781253, expected=44.000000
predicted=44.908694, expected=76.000000
predicted=70.851482, expected=80.000000
predicted=64.922913, expected=100.000000
predicted=71.577707, expected=64.000000
predicted=65.176046, expected=36.000000
predicted=52.636501, expected=68.000000
predicted=73.789810, expected=32.000000
predicted=49.475940, expected=48.000000
predicted=62.268087, expected=52.000000
predicted=54.839739, expected=60.000000
predicted=47.414069, expected=48.000000
predicted=54.013041, expected=24.000000
predicted=34.766496, expected=32.000000
predicted=41.924972, expected=32.000000
predicted=38.039395, expected=48.000000
predicted=45.108107, expected=88.000000
predicted=61.758989, expected=60.000000
predicted=45.055774, expected=32.000000
predicted=41.751188, expected=52.000000
predicted=52.546972, expected=24.000000
predicted=36.118000, expected=16.000000
predicted=41.838402, expected=40.000000
predicted=44.549141, expected=60.000000
predicted=41.026861, expected=64.000000
predicted=50.879177, expected=52.000000
predicted=44.053915, expected=4.000000
predicted=22.926975, expected=20.000000
predicted=35.112775, expected=32.000000
predicted=38.100873, expected=28.000000
predicted=32.781840, expected=24.000000
predicted=31.994112, expected=44.000000
predicted=29.105555, expected=72.000000
predicted=45.274642, expected=76.000000
predicted=52.798280, expected=52.000000
predicted=47.317403, expected=48.000000
predicted=48.525200, expected=60.000000
predicted=56.516024, expected=56.000000
predicted=58.269213, expected=28.000000
predicted=47.684076, expected=24.000000
predicted=40.391328, expected=16.000000
predicted=31.129577, expected=12.000000
predicted=27.848776, expected=4.000000
predicted=21.693521, expected=56.000000
predicted=36.645071, expected=32.000000
predicted=23.426452, expected=68.000000
predicted=43.417314, expected=40.000000
predicted=34.394837, expected=40.000000
predicted=32.312800, expected=32.000000
predicted=44.518218, expected=32.000000
predicted=33.405017, expected=60.000000
predicted=55.307303, expected=56.000000
predicted=45.211062, expected=52.000000
predicted=47.040602, expected=40.000000
predicted=42.813389, expected=88.000000
predicted=63.374316, expected=32.000000
predicted=43.699658, expected=32.000000
predicted=46.297089, expected=60.000000
predicted=57.939028, expected=56.000000
predicted=44.506545, expected=44.000000
predicted=56.224849, expected=44.000000
predicted=44.614533, expected=44.000000
predicted=42.092110, expected=44.000000
predicted=47.866188, expected=32.000000
predicted=41.437388, expected=52.000000
predicted=47.268144, expected=48.000000
predicted=44.135434, expected=44.000000
predicted=43.122482, expected=20.000000
predicted=34.585695, expected=28.000000
predicted=33.353187, expected=36.000000
predicted=38.804544, expected=40.000000
predicted=37.286789, expected=24.000000
predicted=31.450972, expected=88.000000
predicted=55.769143, expected=76.000000
predicted=51.737352, expected=36.000000
predicted=41.291422, expected=20.000000
predicted=42.512627, expected=12.000000
predicted=26.324083, expected=20.000000
predicted=39.378638, expected=52.000000
predicted=48.321454, expected=32.000000
predicted=28.746571, expected=32.000000
predicted=29.631753, expected=52.000000
predicted=38.648873, expected=28.000000
predicted=26.632693, expected=52.000000
predicted=48.853680, expected=84.000000
predicted=58.297707, expected=124.000000
predicted=76.924147, expected=48.000000
predicted=55.256513, expected=112.000000
predicted=86.856591, expected=24.000000
predicted=50.089746, expected=36.000000
predicted=58.160862, expected=4.000000
predicted=54.984089, expected=40.000000
predicted=36.368350, expected=52.000000
predicted=60.304982, expected=36.000000
predicted=28.753669, expected=44.000000
predicted=42.511009, expected=36.000000
predicted=29.660943, expected=24.000000
predicted=31.992554, expected=24.000000
predicted=35.357717, expected=52.000000
predicted=41.156037, expected=48.000000
predicted=40.648048, expected=36.000000
predicted=36.470741, expected=32.000000
predicted=34.687361, expected=32.000000
predicted=32.039848, expected=84.000000
predicted=61.232742, expected=72.000000
predicted=55.697789, expected=56.000000
predicted=51.129856, expected=40.000000
predicted=48.457929, expected=16.000000
predicted=32.461132, expected=100.000000
predicted=80.162058, expected=128.000000
predicted=87.071754, expected=88.000000
predicted=71.610131, expected=76.000000
predicted=76.781082, expected=56.000000
predicted=59.356857, expected=28.000000
predicted=60.999551, expected=20.000000
predicted=60.351659, expected=60.000000
predicted=62.007281, expected=56.000000
predicted=53.104797, expected=36.000000
predicted=42.228024, expected=16.000000
predicted=30.283033, expected=32.000000
predicted=31.743165, expected=44.000000
predicted=43.238407, expected=32.000000
predicted=36.062020, expected=56.000000
predicted=45.577808, expected=80.000000
predicted=52.019190, expected=44.000000
predicted=40.972254, expected=64.000000
predicted=59.220878, expected=44.000000
predicted=45.963759, expected=20.000000
predicted=37.760159, expected=32.000000
predicted=50.201835, expected=36.000000
predicted=36.687341, expected=24.000000
predicted=34.858785, expected=40.000000
predicted=39.155516, expected=20.000000
predicted=22.720839, expected=40.000000
predicted=34.967830, expected=48.000000
predicted=40.228610, expected=20.000000
predicted=23.565880, expected=52.000000
predicted=46.049091, expected=36.000000
predicted=31.561122, expected=8.000000
predicted=23.440060, expected=52.000000
predicted=48.070545, expected=40.000000
predicted=30.129788, expected=24.000000
predicted=32.732849, expected=36.000000
predicted=38.401183, expected=28.000000
predicted=23.498075, expected=28.000000
predicted=34.491714, expected=12.000000
predicted=24.658200, expected=24.000000
predicted=24.373614, expected=48.000000
predicted=37.062074, expected=32.000000
predicted=27.377450, expected=48.000000
predicted=39.110615, expected=56.000000
predicted=40.124855, expected=100.000000
predicted=63.603083, expected=12.000000
predicted=33.687350, expected=32.000000
predicted=42.689714, expected=64.000000
predicted=57.437377, expected=28.000000
predicted=33.736234, expected=28.000000
predicted=52.196696, expected=24.000000
predicted=26.557892, expected=24.000000
predicted=26.585953, expected=28.000000
predicted=36.613320, expected=32.000000
predicted=28.530765, expected=20.000000
predicted=23.640569, expected=16.000000
predicted=21.499462, expected=28.000000
predicted=25.926831, expected=32.000000
predicted=26.948752, expected=24.000000
predicted=25.471374, expected=88.000000
predicted=53.722191, expected=40.000000
predicted=31.661113, expected=24.000000
predicted=33.243723, expected=4.000000
predicted=27.398003, expected=4.000000
predicted=15.745585, expected=24.000000
predicted=37.571218, expected=32.000000
predicted=26.459835, expected=44.000000
predicted=30.576828, expected=4.000000
predicted=10.849199, expected=12.000000
predicted=15.974991, expected=44.000000
predicted=32.779450, expected=48.000000
predicted=33.072690, expected=56.000000
predicted=45.256142, expected=44.000000
predicted=34.167549, expected=28.000000
predicted=30.020251, expected=52.000000
predicted=48.670835, expected=36.000000
predicted=39.336307, expected=44.000000
predicted=45.582647, expected=48.000000
predicted=45.742378, expected=44.000000
predicted=38.603252, expected=24.000000
predicted=37.217923, expected=36.000000
predicted=38.045447, expected=32.000000
predicted=35.575140, expected=44.000000
predicted=40.861467, expected=36.000000
predicted=37.610298, expected=28.000000
predicted=29.397374, expected=64.000000
predicted=49.500599, expected=20.000000
predicted=27.120448, expected=56.000000
predicted=48.937664, expected=44.000000
predicted=41.768975, expected=76.000000
predicted=52.341843, expected=40.000000
predicted=49.905543, expected=12.000000
predicted=26.720547, expected=28.000000
predicted=42.557306, expected=32.000000
predicted=33.385533, expected=48.000000
predicted=47.327014, expected=44.000000
predicted=39.218506, expected=56.000000
predicted=39.808710, expected=76.000000
predicted=55.183633, expected=44.000000
predicted=43.082702, expected=32.000000
predicted=44.878776, expected=28.000000
predicted=40.432354, expected=32.000000
predicted=39.494793, expected=80.000000
predicted=64.689585, expected=40.000000
predicted=39.368191, expected=24.000000
predicted=34.198473, expected=52.000000
predicted=47.041379, expected=40.000000
predicted=36.198307, expected=48.000000
predicted=53.095516, expected=20.000000
predicted=32.441632, expected=52.000000
predicted=41.580279, expected=48.000000
predicted=45.470620, expected=36.000000
predicted=37.013705, expected=16.000000
predicted=33.325092, expected=64.000000
predicted=45.484637, expected=24.000000
predicted=32.872136, expected=44.000000
predicted=42.798931, expected=64.000000
predicted=50.967495, expected=20.000000
predicted=23.730041, expected=36.000000
predicted=47.003592, expected=24.000000
predicted=29.075212, expected=36.000000
predicted=35.475254, expected=24.000000
predicted=35.961234, expected=48.000000
predicted=35.074733, expected=52.000000
predicted=41.830857, expected=44.000000
predicted=36.692439, expected=40.000000
predicted=41.359536, expected=36.000000
predicted=36.021566, expected=32.000000
predicted=38.697840, expected=32.000000
Test MSE: 451.184
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973])]
predicted=19.004783, expected=12.000000
predicted=15.323836, expected=12.000000
predicted=13.120328, expected=16.000000
predicted=17.419792, expected=12.000000
predicted=21.825982, expected=32.000000
predicted=16.523730, expected=8.000000
predicted=15.896926, expected=24.000000
predicted=15.973976, expected=32.000000
predicted=20.984557, expected=12.000000
predicted=20.301380, expected=36.000000
predicted=24.077721, expected=12.000000
predicted=19.748504, expected=64.000000
predicted=30.680075, expected=20.000000
predicted=32.572754, expected=24.000000
predicted=24.711942, expected=4.000000
predicted=24.078115, expected=8.000000
predicted=19.310156, expected=4.000000
predicted=23.786083, expected=16.000000
predicted=13.770856, expected=48.000000
predicted=21.101227, expected=64.000000
predicted=28.930076, expected=32.000000
predicted=29.332285, expected=28.000000
predicted=25.259875, expected=4.000000
predicted=25.509675, expected=12.000000
predicted=29.807984, expected=16.000000
predicted=29.637060, expected=44.000000
predicted=27.284200, expected=56.000000
predicted=32.892668, expected=20.000000
predicted=24.271102, expected=24.000000
predicted=21.948361, expected=4.000000
predicted=22.088724, expected=24.000000
predicted=29.478189, expected=4.000000
predicted=25.960040, expected=8.000000
predicted=13.299976, expected=28.000000
predicted=16.735579, expected=36.000000
predicted=20.423539, expected=32.000000
predicted=24.969871, expected=4.000000
predicted=14.542292, expected=20.000000
predicted=16.159614, expected=12.000000
predicted=22.462146, expected=40.000000
predicted=27.761241, expected=48.000000
predicted=31.352863, expected=24.000000
predicted=24.045933, expected=16.000000
predicted=21.487689, expected=8.000000
predicted=19.325502, expected=12.000000
predicted=25.101587, expected=20.000000
predicted=25.163551, expected=28.000000
predicted=21.173805, expected=12.000000
predicted=16.526903, expected=44.000000
predicted=19.789779, expected=28.000000
predicted=25.485678, expected=28.000000
predicted=25.945134, expected=8.000000
predicted=21.696563, expected=20.000000
predicted=19.841252, expected=28.000000
predicted=29.237788, expected=44.000000
predicted=30.234213, expected=44.000000
predicted=31.910403, expected=8.000000
predicted=21.266895, expected=4.000000
predicted=17.311380, expected=8.000000
predicted=20.379938, expected=4.000000
predicted=22.158716, expected=44.000000
predicted=25.068755, expected=36.000000
predicted=22.175761, expected=8.000000
predicted=14.691219, expected=8.000000
predicted=10.424137, expected=24.000000
predicted=18.302254, expected=16.000000
predicted=27.854410, expected=44.000000
predicted=26.730731, expected=40.000000
predicted=24.944322, expected=28.000000
predicted=24.699794, expected=32.000000
predicted=27.289402, expected=44.000000
predicted=32.801685, expected=4.000000
predicted=32.491527, expected=44.000000
predicted=30.713155, expected=20.000000
predicted=30.110516, expected=32.000000
predicted=30.418954, expected=28.000000
predicted=29.943439, expected=12.000000
predicted=20.145289, expected=20.000000
predicted=25.750548, expected=28.000000
predicted=23.863296, expected=8.000000
predicted=23.301684, expected=48.000000
predicted=24.984762, expected=32.000000
predicted=26.765113, expected=32.000000
predicted=27.780586, expected=36.000000
predicted=28.598743, expected=8.000000
predicted=23.459065, expected=20.000000
predicted=28.368747, expected=20.000000
predicted=25.390022, expected=20.000000
predicted=25.564085, expected=48.000000
predicted=28.912333, expected=48.000000
predicted=29.737730, expected=32.000000
predicted=30.781283, expected=12.000000
predicted=23.282768, expected=36.000000
predicted=28.328539, expected=24.000000
predicted=37.300958, expected=16.000000
predicted=30.345932, expected=36.000000
predicted=25.712815, expected=12.000000
predicted=22.212357, expected=16.000000
predicted=23.109135, expected=32.000000
predicted=22.474494, expected=16.000000
predicted=22.872473, expected=4.000000
predicted=19.105898, expected=28.000000
predicted=15.486214, expected=20.000000
predicted=21.557435, expected=32.000000
predicted=25.407452, expected=28.000000
predicted=21.145190, expected=28.000000
predicted=21.175653, expected=16.000000
predicted=24.082624, expected=12.000000
predicted=19.931182, expected=40.000000
predicted=27.619408, expected=28.000000
predicted=29.395708, expected=44.000000
predicted=29.869042, expected=20.000000
predicted=24.247299, expected=16.000000
predicted=21.771218, expected=20.000000
predicted=26.981620, expected=44.000000
predicted=31.638930, expected=28.000000
predicted=34.012598, expected=40.000000
predicted=27.081973, expected=12.000000
predicted=22.951812, expected=8.000000
predicted=20.781437, expected=40.000000
predicted=30.448129, expected=40.000000
predicted=33.859844, expected=4.000000
predicted=25.873819, expected=40.000000
predicted=18.637569, expected=28.000000
predicted=25.860912, expected=12.000000
predicted=29.711771, expected=12.000000
predicted=21.048570, expected=16.000000
predicted=15.775945, expected=40.000000
predicted=29.912269, expected=20.000000
predicted=24.718620, expected=16.000000
predicted=16.543602, expected=28.000000
predicted=18.944826, expected=16.000000
predicted=22.748632, expected=20.000000
predicted=25.159609, expected=12.000000
predicted=17.639842, expected=24.000000
predicted=19.175969, expected=12.000000
predicted=20.159248, expected=28.000000
predicted=18.807609, expected=28.000000
predicted=21.930106, expected=24.000000
predicted=21.180505, expected=8.000000
predicted=18.855562, expected=4.000000
predicted=13.416354, expected=20.000000
predicted=19.581723, expected=16.000000
predicted=20.454416, expected=32.000000
predicted=20.263933, expected=8.000000
predicted=13.576026, expected=8.000000
predicted=10.673625, expected=4.000000
predicted=12.941407, expected=8.000000
predicted=13.378607, expected=16.000000
predicted=16.356809, expected=28.000000
predicted=14.069675, expected=16.000000
predicted=13.932761, expected=4.000000
predicted=9.185477, expected=4.000000
predicted=8.924671, expected=20.000000
predicted=15.633421, expected=28.000000
predicted=21.748703, expected=16.000000
predicted=16.171418, expected=36.000000
predicted=16.001831, expected=32.000000
predicted=21.809105, expected=12.000000
predicted=22.860403, expected=4.000000
predicted=17.704409, expected=12.000000
predicted=16.355403, expected=4.000000
predicted=19.797354, expected=8.000000
predicted=14.630169, expected=28.000000
predicted=13.056345, expected=16.000000
predicted=13.430020, expected=4.000000
predicted=10.441508, expected=8.000000
predicted=7.385156, expected=20.000000
predicted=14.157783, expected=12.000000
predicted=18.267329, expected=24.000000
predicted=14.912355, expected=24.000000
predicted=14.763402, expected=20.000000
predicted=17.273046, expected=4.000000
predicted=15.412381, expected=8.000000
predicted=12.342354, expected=16.000000
predicted=17.362186, expected=24.000000
predicted=19.750407, expected=28.000000
predicted=19.317179, expected=28.000000
predicted=17.075697, expected=12.000000
predicted=16.361767, expected=20.000000
predicted=18.661187, expected=12.000000
predicted=20.482869, expected=44.000000
predicted=27.142974, expected=20.000000
predicted=25.667722, expected=12.000000
predicted=16.840602, expected=4.000000
predicted=14.478882, expected=32.000000
predicted=20.572225, expected=8.000000
predicted=25.386829, expected=8.000000
predicted=13.243005, expected=8.000000
predicted=9.806179, expected=16.000000
predicted=12.512370, expected=12.000000
predicted=17.448292, expected=16.000000
predicted=11.127003, expected=12.000000
predicted=11.254137, expected=4.000000
predicted=9.835596, expected=20.000000
predicted=13.536035, expected=48.000000
predicted=22.244125, expected=24.000000
predicted=23.376205, expected=8.000000
predicted=14.766619, expected=16.000000
predicted=13.938662, expected=8.000000
predicted=20.389094, expected=24.000000
predicted=26.264020, expected=20.000000
predicted=19.101532, expected=28.000000
predicted=17.319084, expected=4.000000
predicted=15.066172, expected=12.000000
predicted=12.504151, expected=8.000000
predicted=16.280885, expected=12.000000
predicted=15.548825, expected=12.000000
predicted=15.072876, expected=16.000000
predicted=10.371631, expected=16.000000
predicted=13.094608, expected=16.000000
predicted=12.812078, expected=12.000000
predicted=13.261572, expected=8.000000
predicted=12.141093, expected=8.000000
predicted=12.243126, expected=16.000000
predicted=13.658613, expected=44.000000
predicted=21.026074, expected=8.000000
predicted=16.925674, expected=4.000000
predicted=9.555755, expected=24.000000
predicted=14.363211, expected=16.000000
predicted=20.878940, expected=12.000000
predicted=21.610231, expected=20.000000
predicted=12.410178, expected=12.000000
predicted=13.424893, expected=52.000000
predicted=25.835606, expected=28.000000
predicted=25.404237, expected=16.000000
predicted=19.824772, expected=20.000000
predicted=20.392759, expected=20.000000
predicted=23.177807, expected=12.000000
predicted=28.344388, expected=4.000000
predicted=16.246607, expected=20.000000
predicted=15.182966, expected=16.000000
predicted=17.557702, expected=8.000000
predicted=14.072630, expected=12.000000
predicted=10.669638, expected=12.000000
predicted=11.006432, expected=32.000000
predicted=19.316433, expected=8.000000
predicted=15.509766, expected=40.000000
predicted=17.797020, expected=4.000000
predicted=16.930232, expected=8.000000
predicted=14.090831, expected=4.000000
predicted=15.680021, expected=28.000000
predicted=16.584507, expected=12.000000
predicted=21.183587, expected=12.000000
predicted=9.477819, expected=16.000000
predicted=11.604135, expected=4.000000
predicted=11.222294, expected=8.000000
predicted=14.193059, expected=16.000000
predicted=11.880251, expected=20.000000
predicted=14.489854, expected=20.000000
predicted=15.280195, expected=16.000000
predicted=12.374937, expected=16.000000
predicted=14.239942, expected=16.000000
predicted=16.896535, expected=20.000000
predicted=18.683225, expected=12.000000
predicted=17.003240, expected=12.000000
predicted=14.491338, expected=20.000000
predicted=16.140619, expected=8.000000
predicted=15.070022, expected=24.000000
predicted=16.679418, expected=20.000000
predicted=16.561230, expected=8.000000
predicted=14.405883, expected=8.000000
predicted=13.163659, expected=4.000000
predicted=10.389284, expected=40.000000
predicted=20.979648, expected=32.000000
predicted=23.119555, expected=24.000000
predicted=18.099162, expected=4.000000
predicted=13.151719, expected=8.000000
predicted=13.807606, expected=8.000000
predicted=21.807878, expected=4.000000
predicted=16.085282, expected=28.000000
predicted=15.702522, expected=8.000000
predicted=10.642918, expected=20.000000
predicted=11.617804, expected=16.000000
predicted=12.938948, expected=4.000000
predicted=11.482098, expected=20.000000
predicted=16.808319, expected=4.000000
predicted=11.752147, expected=8.000000
predicted=12.271770, expected=28.000000
predicted=14.704213, expected=16.000000
predicted=14.473193, expected=16.000000
predicted=15.333012, expected=32.000000
predicted=15.744591, expected=4.000000
predicted=16.191941, expected=20.000000
predicted=18.835039, expected=16.000000
predicted=17.061644, expected=4.000000
predicted=15.407406, expected=24.000000
predicted=18.146651, expected=12.000000
predicted=13.243802, expected=12.000000
predicted=15.182336, expected=20.000000
predicted=14.301990, expected=24.000000
predicted=16.084037, expected=12.000000
predicted=18.326008, expected=20.000000
predicted=15.030498, expected=32.000000
predicted=20.217879, expected=16.000000
predicted=21.715256, expected=8.000000
predicted=17.030119, expected=12.000000
predicted=13.949004, expected=16.000000
predicted=18.444066, expected=16.000000
predicted=19.775794, expected=8.000000
predicted=12.589943, expected=4.000000
predicted=8.705357, expected=12.000000
predicted=11.014425, expected=8.000000
predicted=12.086677, expected=16.000000
predicted=12.061277, expected=36.000000
predicted=15.613119, expected=4.000000
predicted=12.742188, expected=8.000000
predicted=10.583834, expected=8.000000
predicted=10.724754, expected=8.000000
predicted=14.620655, expected=12.000000
predicted=16.150214, expected=4.000000
predicted=6.727806, expected=20.000000
predicted=10.164995, expected=8.000000
predicted=10.373958, expected=16.000000
predicted=10.988168, expected=8.000000
predicted=10.776111, expected=20.000000
predicted=12.080233, expected=28.000000
predicted=18.829558, expected=24.000000
predicted=17.784831, expected=20.000000
predicted=18.211979, expected=12.000000
predicted=15.545347, expected=16.000000
predicted=19.041751, expected=16.000000
predicted=20.671720, expected=20.000000
predicted=19.573129, expected=4.000000
predicted=14.495787, expected=20.000000
predicted=13.610165, expected=8.000000
predicted=14.454837, expected=16.000000
predicted=14.543239, expected=8.000000
predicted=13.030964, expected=16.000000
predicted=11.168410, expected=8.000000
predicted=13.453843, expected=16.000000
predicted=11.620094, expected=8.000000
predicted=12.338603, expected=20.000000
predicted=12.525807, expected=4.000000
predicted=12.257737, expected=16.000000
predicted=11.031150, expected=8.000000
predicted=12.361356, expected=4.000000
predicted=9.281415, expected=4.000000
predicted=9.448323, expected=4.000000
predicted=6.179059, expected=8.000000
predicted=8.889022, expected=16.000000
predicted=8.633932, expected=56.000000
predicted=18.664898, expected=4.000000
predicted=15.615658, expected=12.000000
predicted=10.402599, expected=8.000000
predicted=12.860855, expected=28.000000
predicted=22.633761, expected=32.000000
predicted=30.557080, expected=12.000000
predicted=14.518260, expected=28.000000
predicted=17.213346, expected=4.000000
predicted=16.383840, expected=16.000000
predicted=20.043862, expected=4.000000
predicted=17.091102, expected=16.000000
predicted=13.652143, expected=4.000000
predicted=13.852474, expected=8.000000
predicted=7.600666, expected=12.000000
predicted=10.684913, expected=24.000000
predicted=12.392540, expected=8.000000
predicted=13.037772, expected=12.000000
predicted=8.989350, expected=12.000000
predicted=11.447620, expected=4.000000
predicted=11.923910, expected=20.000000
predicted=14.762617, expected=8.000000
predicted=11.152060, expected=20.000000
predicted=12.893284, expected=8.000000
predicted=11.682370, expected=16.000000
predicted=11.405351, expected=8.000000
predicted=13.738957, expected=20.000000
predicted=13.155670, expected=12.000000
predicted=15.208353, expected=28.000000
predicted=15.329499, expected=8.000000
predicted=15.405290, expected=44.000000
predicted=19.381264, expected=88.000000
predicted=39.237888, expected=8.000000
predicted=31.156694, expected=4.000000
predicted=20.333075, expected=24.000000
predicted=22.635173, expected=8.000000
predicted=34.334776, expected=8.000000
predicted=31.069298, expected=12.000000
predicted=9.411840, expected=12.000000
predicted=11.175737, expected=24.000000
predicted=17.052705, expected=20.000000
predicted=14.464723, expected=16.000000
predicted=14.259194, expected=8.000000
predicted=13.272020, expected=16.000000
predicted=14.935308, expected=16.000000
predicted=18.221615, expected=16.000000
predicted=16.485601, expected=12.000000
predicted=13.766448, expected=4.000000
predicted=10.269932, expected=8.000000
predicted=11.499169, expected=4.000000
predicted=10.487196, expected=36.000000
predicted=16.192005, expected=16.000000
predicted=15.450064, expected=16.000000
predicted=11.984568, expected=28.000000
predicted=16.109601, expected=16.000000
predicted=18.368944, expected=32.000000
predicted=25.905552, expected=20.000000
Test MSE: 160.869
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179])]
predicted=23.447681, expected=40.000000
predicted=27.314894, expected=8.000000
predicted=24.523783, expected=20.000000
predicted=28.398402, expected=32.000000
predicted=33.173971, expected=44.000000
predicted=28.635790, expected=36.000000
predicted=32.127150, expected=20.000000
predicted=21.980297, expected=16.000000
predicted=24.577521, expected=8.000000
predicted=24.457292, expected=8.000000
predicted=24.063461, expected=20.000000
predicted=21.694018, expected=16.000000
predicted=15.913468, expected=12.000000
predicted=13.532833, expected=40.000000
predicted=19.519744, expected=40.000000
predicted=23.090339, expected=16.000000
predicted=21.861810, expected=24.000000
predicted=22.644478, expected=16.000000
predicted=20.950811, expected=8.000000
predicted=24.762950, expected=56.000000
predicted=34.315125, expected=12.000000
predicted=18.813743, expected=4.000000
predicted=18.945480, expected=8.000000
predicted=14.120482, expected=4.000000
predicted=13.715280, expected=8.000000
predicted=21.527998, expected=20.000000
predicted=11.486016, expected=16.000000
predicted=9.937737, expected=12.000000
predicted=10.756555, expected=4.000000
predicted=7.940003, expected=4.000000
predicted=9.301957, expected=8.000000
predicted=11.995901, expected=24.000000
predicted=14.658244, expected=12.000000
predicted=10.830882, expected=28.000000
predicted=14.316834, expected=12.000000
predicted=11.510126, expected=12.000000
predicted=14.537555, expected=28.000000
predicted=21.167833, expected=4.000000
predicted=13.568569, expected=4.000000
predicted=15.503290, expected=4.000000
predicted=9.138926, expected=4.000000
predicted=9.751583, expected=8.000000
predicted=11.884928, expected=16.000000
predicted=7.785971, expected=4.000000
predicted=5.571307, expected=16.000000
predicted=9.171194, expected=20.000000
predicted=11.125387, expected=4.000000
predicted=9.829850, expected=12.000000
predicted=12.497254, expected=32.000000
predicted=15.619604, expected=8.000000
predicted=14.416461, expected=4.000000
predicted=13.010074, expected=4.000000
predicted=7.652373, expected=4.000000
predicted=10.580524, expected=20.000000
predicted=17.089026, expected=12.000000
predicted=8.841000, expected=24.000000
predicted=12.442562, expected=16.000000
predicted=11.391096, expected=8.000000
predicted=11.632592, expected=12.000000
predicted=15.244693, expected=28.000000
predicted=18.132958, expected=24.000000
predicted=20.601442, expected=16.000000
predicted=16.785087, expected=24.000000
predicted=17.339125, expected=8.000000
predicted=15.641477, expected=36.000000
predicted=26.555784, expected=12.000000
predicted=18.621059, expected=12.000000
predicted=17.619635, expected=16.000000
predicted=17.662662, expected=32.000000
predicted=20.427687, expected=40.000000
predicted=29.069511, expected=28.000000
predicted=21.909685, expected=20.000000
predicted=21.271404, expected=32.000000
predicted=26.614796, expected=168.000000
predicted=71.348689, expected=204.000000
predicted=108.843925, expected=92.000000
predicted=73.494397, expected=76.000000
predicted=76.814099, expected=20.000000
predicted=65.419467, expected=20.000000
predicted=97.450814, expected=8.000000
predicted=72.042480, expected=16.000000
predicted=39.180363, expected=44.000000
predicted=41.844617, expected=36.000000
predicted=28.685311, expected=148.000000
predicted=82.353657, expected=-28.000000
predicted=15.548014, expected=56.000000
predicted=38.281734, expected=44.000000
predicted=43.203835, expected=16.000000
predicted=45.593590, expected=88.000000
predicted=66.622963, expected=76.000000
predicted=46.420176, expected=68.000000
predicted=65.200973, expected=56.000000
predicted=50.547256, expected=80.000000
predicted=63.219880, expected=48.000000
predicted=66.849841, expected=72.000000
predicted=69.407046, expected=132.000000
predicted=89.513644, expected=112.000000
predicted=94.616384, expected=88.000000
predicted=88.206842, expected=32.000000
predicted=57.146166, expected=48.000000
predicted=68.373594, expected=68.000000
predicted=83.602392, expected=72.000000
predicted=80.782639, expected=44.000000
predicted=57.413880, expected=36.000000
predicted=41.807498, expected=128.000000
predicted=81.377459, expected=24.000000
predicted=57.724676, expected=32.000000
predicted=51.312852, expected=20.000000
predicted=31.762816, expected=20.000000
predicted=42.137486, expected=28.000000
predicted=45.703598, expected=40.000000
predicted=31.623071, expected=72.000000
predicted=46.297884, expected=60.000000
predicted=45.248314, expected=28.000000
predicted=35.400662, expected=24.000000
predicted=32.129787, expected=44.000000
predicted=43.786671, expected=44.000000
predicted=50.084758, expected=56.000000
predicted=49.054917, expected=24.000000
predicted=31.618246, expected=36.000000
predicted=35.331305, expected=28.000000
predicted=35.156791, expected=60.000000
predicted=48.802777, expected=64.000000
predicted=51.665206, expected=80.000000
predicted=56.840502, expected=152.000000
predicted=90.870123, expected=84.000000
predicted=79.052817, expected=80.000000
predicted=81.108866, expected=48.000000
predicted=65.587975, expected=60.000000
predicted=79.292506, expected=52.000000
predicted=78.046180, expected=40.000000
predicted=58.207258, expected=72.000000
predicted=63.093186, expected=28.000000
predicted=45.078845, expected=16.000000
predicted=36.900182, expected=4.000000
predicted=23.108742, expected=8.000000
predicted=24.267067, expected=24.000000
predicted=29.026923, expected=40.000000
predicted=28.572326, expected=32.000000
predicted=25.024368, expected=40.000000
predicted=27.071374, expected=24.000000
predicted=24.433369, expected=36.000000
predicted=32.965037, expected=4.000000
predicted=22.020353, expected=16.000000
predicted=22.549235, expected=24.000000
predicted=24.149770, expected=20.000000
predicted=23.447943, expected=12.000000
predicted=17.396750, expected=20.000000
predicted=15.264568, expected=8.000000
predicted=14.304088, expected=4.000000
predicted=12.171957, expected=8.000000
predicted=10.286760, expected=8.000000
predicted=10.265976, expected=16.000000
predicted=13.444879, expected=24.000000
predicted=15.242300, expected=32.000000
predicted=20.395399, expected=16.000000
predicted=16.481565, expected=24.000000
predicted=19.265157, expected=20.000000
predicted=20.333183, expected=32.000000
predicted=27.893367, expected=20.000000
predicted=23.531416, expected=16.000000
predicted=19.257186, expected=20.000000
predicted=20.242289, expected=24.000000
predicted=23.229762, expected=8.000000
predicted=17.836385, expected=4.000000
predicted=11.206630, expected=24.000000
predicted=17.483245, expected=16.000000
predicted=18.153827, expected=32.000000
predicted=23.378702, expected=36.000000
predicted=23.578765, expected=28.000000
predicted=24.535053, expected=16.000000
predicted=21.182403, expected=16.000000
predicted=19.689922, expected=32.000000
predicted=28.810855, expected=32.000000
predicted=30.678255, expected=4.000000
predicted=17.047267, expected=24.000000
predicted=18.980890, expected=32.000000
predicted=25.543179, expected=12.000000
predicted=22.773261, expected=20.000000
predicted=19.582610, expected=12.000000
predicted=13.885062, expected=4.000000
predicted=14.657134, expected=24.000000
predicted=19.451724, expected=16.000000
predicted=16.066648, expected=16.000000
predicted=16.685740, expected=12.000000
predicted=11.849210, expected=20.000000
predicted=16.105681, expected=40.000000
predicted=27.669485, expected=40.000000
predicted=29.980963, expected=16.000000
predicted=21.187960, expected=8.000000
predicted=14.930926, expected=20.000000
predicted=21.237714, expected=4.000000
predicted=19.051238, expected=12.000000
predicted=17.112945, expected=24.000000
predicted=16.478834, expected=16.000000
predicted=15.923379, expected=8.000000
predicted=12.212923, expected=16.000000
predicted=12.078890, expected=8.000000
predicted=12.501319, expected=4.000000
predicted=11.180627, expected=28.000000
predicted=17.219226, expected=20.000000
predicted=16.890027, expected=8.000000
predicted=13.003408, expected=4.000000
predicted=6.991931, expected=24.000000
predicted=16.501430, expected=4.000000
predicted=13.914555, expected=8.000000
predicted=10.961951, expected=8.000000
predicted=7.224843, expected=20.000000
predicted=14.597812, expected=40.000000
predicted=25.386243, expected=24.000000
predicted=19.787191, expected=24.000000
predicted=20.024089, expected=40.000000
predicted=27.366546, expected=32.000000
predicted=31.499515, expected=12.000000
predicted=24.610428, expected=12.000000
predicted=18.181629, expected=12.000000
predicted=18.703216, expected=36.000000
predicted=30.129286, expected=8.000000
predicted=17.551054, expected=4.000000
predicted=10.239060, expected=28.000000
predicted=17.448714, expected=20.000000
predicted=20.573977, expected=8.000000
predicted=16.574418, expected=4.000000
predicted=7.153980, expected=16.000000
predicted=13.264436, expected=36.000000
predicted=25.832765, expected=16.000000
predicted=18.194313, expected=16.000000
predicted=14.606843, expected=12.000000
predicted=12.602050, expected=12.000000
predicted=16.840164, expected=8.000000
predicted=15.260680, expected=28.000000
predicted=19.385685, expected=28.000000
predicted=21.335422, expected=16.000000
predicted=17.396710, expected=20.000000
predicted=17.072885, expected=16.000000
predicted=17.230090, expected=4.000000
predicted=15.358604, expected=4.000000
predicted=11.472739, expected=16.000000
predicted=13.762230, expected=32.000000
predicted=22.069789, expected=52.000000
predicted=31.369579, expected=8.000000
predicted=15.340174, expected=4.000000
predicted=11.279805, expected=32.000000
predicted=23.396592, expected=16.000000
predicted=25.397031, expected=24.000000
predicted=25.821574, expected=16.000000
predicted=14.185208, expected=12.000000
predicted=15.452615, expected=16.000000
predicted=18.429284, expected=12.000000
predicted=15.211673, expected=8.000000
predicted=13.452019, expected=12.000000
predicted=12.214559, expected=20.000000
predicted=15.571709, expected=24.000000
predicted=18.761774, expected=20.000000
predicted=17.165821, expected=16.000000
predicted=15.373987, expected=20.000000
predicted=18.120721, expected=12.000000
predicted=16.934965, expected=16.000000
predicted=17.853570, expected=12.000000
predicted=14.752558, expected=8.000000
predicted=12.654813, expected=16.000000
predicted=14.585557, expected=16.000000
predicted=14.476181, expected=8.000000
predicted=11.909366, expected=4.000000
predicted=7.934299, expected=4.000000
predicted=7.145997, expected=32.000000
predicted=19.694132, expected=60.000000
predicted=34.123852, expected=20.000000
predicted=21.762553, expected=28.000000
predicted=22.034282, expected=20.000000
predicted=20.966249, expected=4.000000
predicted=22.481268, expected=16.000000
predicted=23.368242, expected=44.000000
predicted=29.215709, expected=16.000000
predicted=22.478071, expected=4.000000
predicted=12.577244, expected=16.000000
predicted=12.726206, expected=28.000000
predicted=24.147107, expected=8.000000
predicted=19.113791, expected=16.000000
predicted=14.283060, expected=48.000000
predicted=26.654329, expected=36.000000
predicted=30.277933, expected=8.000000
predicted=19.493199, expected=12.000000
predicted=14.594431, expected=20.000000
predicted=21.614240, expected=16.000000
predicted=24.689966, expected=16.000000
predicted=18.732118, expected=16.000000
predicted=14.080510, expected=32.000000
predicted=22.587817, expected=12.000000
predicted=17.157255, expected=12.000000
predicted=15.423557, expected=24.000000
predicted=18.836377, expected=8.000000
predicted=15.575382, expected=16.000000
predicted=17.963175, expected=12.000000
predicted=12.415891, expected=12.000000
predicted=14.084167, expected=8.000000
predicted=11.990277, expected=8.000000
predicted=9.676967, expected=16.000000
predicted=13.459063, expected=24.000000
predicted=17.039271, expected=36.000000
predicted=23.342708, expected=60.000000
predicted=35.380574, expected=8.000000
predicted=19.208928, expected=20.000000
predicted=22.738432, expected=24.000000
predicted=24.537364, expected=8.000000
predicted=24.097053, expected=4.000000
predicted=17.631587, expected=32.000000
predicted=19.608720, expected=8.000000
predicted=15.223566, expected=8.000000
predicted=13.333188, expected=4.000000
predicted=6.320356, expected=4.000000
predicted=8.505738, expected=12.000000
predicted=13.109870, expected=24.000000
predicted=14.691463, expected=164.000000
predicted=76.262414, expected=364.000000
predicted=221.735971, expected=92.000000
predicted=91.748154, expected=360.000000
predicted=213.317053, expected=576.000000
predicted=374.859900, expected=16.000000
predicted=264.232736, expected=12.000000
predicted=351.005857, expected=16.000000
predicted=-47.552550, expected=32.000000
predicted=146.580898, expected=4.000000
predicted=94.859529, expected=16.000000
predicted=20.921660, expected=36.000000
predicted=21.560844, expected=32.000000
predicted=27.443393, expected=12.000000
predicted=21.892698, expected=16.000000
predicted=18.726860, expected=16.000000
predicted=14.432802, expected=28.000000
predicted=25.756146, expected=24.000000
predicted=22.108024, expected=16.000000
predicted=19.995837, expected=24.000000
predicted=22.333271, expected=4.000000
predicted=9.469817, expected=20.000000
predicted=22.162824, expected=12.000000
predicted=9.847539, expected=16.000000
predicted=18.621304, expected=12.000000
predicted=12.151310, expected=20.000000
predicted=17.585770, expected=12.000000
predicted=12.652423, expected=12.000000
predicted=14.946917, expected=8.000000
predicted=9.481244, expected=36.000000
predicted=25.838471, expected=20.000000
predicted=16.602759, expected=4.000000
predicted=16.247118, expected=20.000000
predicted=16.946027, expected=4.000000
predicted=5.274300, expected=16.000000
predicted=19.956847, expected=12.000000
predicted=9.063487, expected=16.000000
predicted=15.939904, expected=16.000000
predicted=14.367324, expected=32.000000
predicted=24.248184, expected=8.000000
predicted=11.793195, expected=8.000000
predicted=16.352563, expected=4.000000
predicted=5.041600, expected=24.000000
predicted=18.846623, expected=24.000000
predicted=18.321473, expected=16.000000
predicted=18.752005, expected=12.000000
predicted=14.519125, expected=16.000000
predicted=14.601999, expected=20.000000
predicted=18.041227, expected=12.000000
predicted=14.908573, expected=12.000000
predicted=14.784580, expected=12.000000
predicted=11.601712, expected=4.000000
predicted=8.274825, expected=12.000000
predicted=12.476145, expected=8.000000
predicted=7.021443, expected=8.000000
predicted=10.229710, expected=8.000000
predicted=7.841776, expected=8.000000
predicted=7.837900, expected=16.000000
predicted=12.858577, expected=20.000000
predicted=14.998413, expected=4.000000
predicted=8.838468, expected=20.000000
Test MSE: 2227.917
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756])]
predicted=6.290910, expected=8.000000
predicted=6.755859, expected=4.000000
predicted=6.246461, expected=16.000000
predicted=8.797547, expected=12.000000
predicted=9.340455, expected=8.000000
predicted=9.169888, expected=16.000000
predicted=11.836849, expected=16.000000
predicted=12.078106, expected=16.000000
predicted=14.200219, expected=4.000000
predicted=12.172397, expected=24.000000
predicted=14.067585, expected=12.000000
predicted=15.024717, expected=60.000000
predicted=23.730017, expected=4.000000
predicted=23.892136, expected=16.000000
predicted=17.057997, expected=12.000000
predicted=24.148743, expected=12.000000
predicted=13.923584, expected=16.000000
predicted=21.142546, expected=12.000000
predicted=11.913714, expected=12.000000
predicted=13.190428, expected=4.000000
predicted=11.109885, expected=24.000000
predicted=13.050464, expected=8.000000
predicted=13.394609, expected=28.000000
predicted=14.426051, expected=20.000000
predicted=18.715127, expected=24.000000
predicted=17.262787, expected=24.000000
predicted=23.262091, expected=4.000000
predicted=16.868810, expected=16.000000
predicted=18.127230, expected=8.000000
predicted=15.511616, expected=16.000000
predicted=13.580640, expected=8.000000
predicted=13.597865, expected=24.000000
predicted=12.389794, expected=28.000000
predicted=18.819988, expected=20.000000
predicted=17.941503, expected=8.000000
predicted=17.875186, expected=12.000000
predicted=15.630125, expected=12.000000
predicted=16.096308, expected=20.000000
predicted=15.994191, expected=16.000000
predicted=15.659460, expected=20.000000
predicted=15.082117, expected=4.000000
predicted=14.254010, expected=16.000000
predicted=13.448778, expected=4.000000
predicted=13.353049, expected=8.000000
predicted=9.401628, expected=12.000000
predicted=11.525215, expected=4.000000
predicted=7.230731, expected=4.000000
predicted=7.673805, expected=4.000000
predicted=5.858105, expected=8.000000
predicted=6.036509, expected=16.000000
predicted=8.726308, expected=16.000000
predicted=9.869967, expected=12.000000
predicted=10.826907, expected=4.000000
predicted=10.027760, expected=12.000000
predicted=10.627999, expected=40.000000
predicted=17.996978, expected=20.000000
predicted=19.093674, expected=12.000000
predicted=16.756419, expected=16.000000
predicted=18.393431, expected=4.000000
predicted=14.962375, expected=4.000000
predicted=14.031076, expected=28.000000
predicted=14.832297, expected=28.000000
predicted=16.788904, expected=4.000000
predicted=14.245339, expected=12.000000
predicted=13.591637, expected=4.000000
predicted=12.221022, expected=8.000000
predicted=11.801788, expected=4.000000
predicted=10.498450, expected=24.000000
predicted=9.459870, expected=8.000000
predicted=11.371848, expected=8.000000
predicted=8.509803, expected=8.000000
predicted=10.859049, expected=4.000000
predicted=7.552092, expected=8.000000
predicted=9.938826, expected=8.000000
predicted=7.488298, expected=8.000000
predicted=7.210903, expected=8.000000
predicted=7.702651, expected=4.000000
predicted=6.406613, expected=8.000000
predicted=7.126657, expected=12.000000
predicted=8.372135, expected=8.000000
predicted=8.073748, expected=20.000000
predicted=10.854032, expected=8.000000
predicted=10.669551, expected=8.000000
predicted=9.791217, expected=24.000000
predicted=14.518234, expected=20.000000
predicted=14.948557, expected=24.000000
predicted=18.242146, expected=16.000000
predicted=17.832442, expected=12.000000
predicted=16.125430, expected=4.000000
predicted=15.729737, expected=20.000000
predicted=15.132520, expected=4.000000
predicted=13.393944, expected=12.000000
predicted=10.435037, expected=8.000000
predicted=11.090637, expected=8.000000
predicted=7.890218, expected=8.000000
predicted=10.577360, expected=4.000000
predicted=6.701779, expected=8.000000
predicted=7.812874, expected=12.000000
predicted=8.373962, expected=4.000000
predicted=7.215697, expected=8.000000
predicted=7.326867, expected=4.000000
predicted=6.674114, expected=8.000000
predicted=6.644057, expected=4.000000
predicted=7.011309, expected=4.000000
predicted=4.769295, expected=8.000000
predicted=6.317707, expected=16.000000
predicted=7.792319, expected=4.000000
predicted=7.794175, expected=4.000000
predicted=6.250038, expected=4.000000
predicted=6.577853, expected=28.000000
predicted=10.832587, expected=8.000000
predicted=12.134950, expected=4.000000
predicted=7.838943, expected=16.000000
predicted=11.851177, expected=4.000000
predicted=9.138734, expected=8.000000
predicted=10.851111, expected=4.000000
predicted=7.871335, expected=8.000000
predicted=6.263120, expected=12.000000
predicted=9.405747, expected=24.000000
predicted=10.885994, expected=12.000000
predicted=12.525545, expected=4.000000
predicted=10.091608, expected=4.000000
predicted=10.194993, expected=4.000000
predicted=8.442762, expected=12.000000
predicted=9.843788, expected=24.000000
predicted=11.524271, expected=8.000000
predicted=10.076938, expected=12.000000
predicted=10.597805, expected=8.000000
predicted=11.516710, expected=8.000000
predicted=10.450889, expected=12.000000
predicted=12.500178, expected=16.000000
predicted=10.916072, expected=12.000000
predicted=11.779883, expected=4.000000
predicted=9.703337, expected=4.000000
predicted=8.598392, expected=16.000000
predicted=10.547336, expected=20.000000
predicted=12.825596, expected=8.000000
predicted=11.091795, expected=12.000000
predicted=10.848408, expected=4.000000
predicted=10.185471, expected=28.000000
predicted=14.413915, expected=8.000000
predicted=14.648423, expected=16.000000
predicted=11.663370, expected=8.000000
predicted=14.013624, expected=12.000000
predicted=10.758018, expected=20.000000
predicted=16.516497, expected=8.000000
predicted=11.715460, expected=4.000000
predicted=10.758214, expected=4.000000
predicted=8.986023, expected=8.000000
predicted=8.408290, expected=20.000000
predicted=11.426701, expected=8.000000
predicted=9.372143, expected=8.000000
predicted=8.359912, expected=12.000000
predicted=10.518139, expected=12.000000
predicted=10.765850, expected=20.000000
predicted=13.968829, expected=8.000000
predicted=11.778792, expected=8.000000
predicted=10.570030, expected=8.000000
predicted=11.408861, expected=12.000000
predicted=10.644072, expected=8.000000
predicted=10.898603, expected=12.000000
predicted=9.326284, expected=8.000000
predicted=9.619967, expected=16.000000
predicted=10.549642, expected=8.000000
predicted=11.155230, expected=20.000000
predicted=11.868441, expected=24.000000
predicted=16.238098, expected=12.000000
predicted=14.372423, expected=12.000000
predicted=15.335236, expected=4.000000
predicted=12.684271, expected=24.000000
predicted=15.395297, expected=40.000000
predicted=21.732288, expected=8.000000
predicted=16.695677, expected=16.000000
predicted=16.948249, expected=16.000000
predicted=18.585916, expected=4.000000
predicted=15.699007, expected=4.000000
predicted=14.431254, expected=4.000000
predicted=8.123958, expected=20.000000
predicted=10.640288, expected=4.000000
predicted=9.297564, expected=16.000000
predicted=8.482228, expected=32.000000
predicted=15.662320, expected=40.000000
predicted=20.781073, expected=12.000000
predicted=21.568744, expected=12.000000
predicted=18.401607, expected=4.000000
predicted=18.250613, expected=8.000000
predicted=15.396309, expected=24.000000
predicted=17.898147, expected=20.000000
predicted=14.265209, expected=4.000000
predicted=11.632444, expected=24.000000
predicted=14.612519, expected=8.000000
predicted=14.538312, expected=12.000000
predicted=13.925083, expected=4.000000
predicted=12.734989, expected=4.000000
predicted=7.515859, expected=24.000000
predicted=13.832518, expected=8.000000
predicted=10.394588, expected=8.000000
predicted=9.409013, expected=16.000000
predicted=11.768866, expected=8.000000
predicted=10.476180, expected=8.000000
predicted=11.702334, expected=8.000000
predicted=9.515937, expected=16.000000
predicted=10.552458, expected=12.000000
predicted=11.870087, expected=4.000000
predicted=8.865520, expected=12.000000
predicted=10.094123, expected=8.000000
predicted=9.859750, expected=64.000000
predicted=21.818804, expected=4.000000
predicted=19.884541, expected=12.000000
predicted=14.403610, expected=8.000000
predicted=20.201900, expected=4.000000
predicted=13.103564, expected=8.000000
predicted=17.161178, expected=12.000000
predicted=8.135197, expected=4.000000
predicted=7.891095, expected=8.000000
predicted=7.203518, expected=24.000000
predicted=11.010287, expected=8.000000
predicted=10.972006, expected=4.000000
predicted=9.317270, expected=4.000000
predicted=8.661888, expected=8.000000
predicted=8.414077, expected=4.000000
predicted=8.617662, expected=12.000000
predicted=6.847679, expected=12.000000
predicted=8.085657, expected=24.000000
predicted=11.308276, expected=4.000000
predicted=11.242980, expected=8.000000
predicted=9.559984, expected=16.000000
predicted=13.362991, expected=16.000000
predicted=12.955735, expected=8.000000
predicted=12.887146, expected=12.000000
predicted=10.654775, expected=8.000000
predicted=11.175730, expected=8.000000
predicted=10.674127, expected=20.000000
predicted=12.687765, expected=4.000000
predicted=10.019202, expected=4.000000
predicted=8.457771, expected=8.000000
predicted=8.977469, expected=4.000000
predicted=7.171822, expected=12.000000
predicted=8.896415, expected=12.000000
predicted=8.063243, expected=16.000000
predicted=9.560770, expected=4.000000
predicted=9.580625, expected=4.000000
predicted=7.778354, expected=4.000000
predicted=8.469342, expected=8.000000
predicted=7.488771, expected=16.000000
predicted=9.426610, expected=24.000000
predicted=11.197886, expected=8.000000
predicted=11.046647, expected=4.000000
predicted=9.800441, expected=4.000000
predicted=10.176850, expected=8.000000
predicted=9.856488, expected=52.000000
predicted=19.132376, expected=48.000000
predicted=24.556010, expected=12.000000
predicted=19.876164, expected=28.000000
predicted=24.920442, expected=44.000000
predicted=32.593992, expected=24.000000
predicted=33.594774, expected=28.000000
predicted=31.239381, expected=24.000000
predicted=26.867984, expected=8.000000
predicted=23.747758, expected=4.000000
predicted=20.839859, expected=24.000000
predicted=18.836949, expected=4.000000
predicted=14.775788, expected=20.000000
predicted=14.146208, expected=44.000000
predicted=20.499970, expected=20.000000
predicted=18.940636, expected=8.000000
predicted=19.596708, expected=4.000000
predicted=15.440596, expected=16.000000
predicted=17.117745, expected=4.000000
predicted=15.947863, expected=12.000000
predicted=10.741238, expected=8.000000
predicted=9.307674, expected=12.000000
predicted=8.689998, expected=4.000000
predicted=9.646727, expected=8.000000
predicted=7.377317, expected=8.000000
predicted=8.978602, expected=12.000000
predicted=8.572088, expected=4.000000
predicted=8.164195, expected=24.000000
predicted=10.755856, expected=12.000000
predicted=12.089228, expected=8.000000
predicted=10.342373, expected=4.000000
predicted=10.880306, expected=4.000000
predicted=7.753425, expected=8.000000
predicted=10.167614, expected=4.000000
predicted=6.577247, expected=20.000000
predicted=8.993366, expected=4.000000
predicted=7.638230, expected=16.000000
predicted=9.113087, expected=4.000000
predicted=9.880906, expected=8.000000
predicted=7.843644, expected=20.000000
predicted=13.629592, expected=20.000000
predicted=12.270643, expected=4.000000
predicted=11.876946, expected=4.000000
predicted=9.234344, expected=12.000000
predicted=11.035582, expected=8.000000
predicted=10.879364, expected=4.000000
predicted=8.705991, expected=12.000000
predicted=7.816645, expected=8.000000
predicted=7.835614, expected=4.000000
predicted=7.573506, expected=8.000000
predicted=7.637958, expected=8.000000
predicted=7.105668, expected=8.000000
predicted=8.014413, expected=4.000000
predicted=6.691389, expected=4.000000
predicted=5.575727, expected=8.000000
Test MSE: 92.915
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708])]
predicted=26.720950, expected=76.000000
predicted=46.683952, expected=36.000000
predicted=52.394573, expected=60.000000
predicted=45.468255, expected=56.000000
predicted=53.349094, expected=40.000000
predicted=60.135349, expected=32.000000
predicted=49.049886, expected=12.000000
predicted=39.785660, expected=12.000000
predicted=32.893336, expected=28.000000
predicted=25.195592, expected=44.000000
predicted=25.493758, expected=40.000000
predicted=28.710652, expected=28.000000
predicted=29.305332, expected=32.000000
predicted=29.977635, expected=16.000000
predicted=31.397695, expected=48.000000
predicted=31.062928, expected=16.000000
predicted=30.933813, expected=56.000000
predicted=30.450423, expected=8.000000
predicted=31.270353, expected=52.000000
predicted=30.404579, expected=48.000000
predicted=34.578324, expected=32.000000
predicted=39.985928, expected=84.000000
predicted=39.782576, expected=40.000000
predicted=48.920663, expected=24.000000
predicted=50.953233, expected=64.000000
predicted=40.569409, expected=44.000000
predicted=49.378904, expected=36.000000
predicted=50.612399, expected=56.000000
predicted=39.945433, expected=80.000000
predicted=48.278576, expected=336.000000
predicted=92.914527, expected=40.000000
predicted=134.282876, expected=72.000000
predicted=119.250887, expected=60.000000
predicted=101.406059, expected=40.000000
predicted=140.150142, expected=48.000000
predicted=100.115781, expected=104.000000
predicted=56.136962, expected=48.000000
predicted=67.687495, expected=16.000000
predicted=55.617819, expected=12.000000
predicted=39.108163, expected=24.000000
predicted=39.667796, expected=36.000000
predicted=40.625167, expected=16.000000
predicted=27.010005, expected=12.000000
predicted=18.631057, expected=16.000000
predicted=16.909204, expected=36.000000
predicted=21.931168, expected=20.000000
predicted=23.820197, expected=68.000000
predicted=25.740976, expected=36.000000
predicted=32.831867, expected=24.000000
predicted=35.009879, expected=44.000000
predicted=33.543834, expected=20.000000
predicted=36.098658, expected=28.000000
predicted=36.452353, expected=28.000000
predicted=27.996094, expected=24.000000
predicted=28.300781, expected=56.000000
predicted=31.180238, expected=52.000000
predicted=35.297096, expected=16.000000
predicted=36.880783, expected=84.000000
predicted=37.572062, expected=44.000000
predicted=47.451749, expected=32.000000
predicted=51.046394, expected=48.000000
predicted=40.998165, expected=36.000000
predicted=43.274818, expected=32.000000
predicted=46.841348, expected=20.000000
predicted=34.210200, expected=24.000000
predicted=30.551714, expected=116.000000
predicted=40.804561, expected=60.000000
predicted=53.582550, expected=20.000000
predicted=50.339628, expected=16.000000
predicted=36.438541, expected=32.000000
predicted=42.493896, expected=28.000000
predicted=46.673548, expected=36.000000
predicted=32.140382, expected=40.000000
predicted=27.657612, expected=24.000000
predicted=29.885857, expected=20.000000
predicted=29.197186, expected=12.000000
predicted=25.290266, expected=52.000000
predicted=28.464112, expected=40.000000
predicted=32.132632, expected=60.000000
predicted=35.238545, expected=36.000000
predicted=36.186190, expected=36.000000
predicted=39.043253, expected=40.000000
predicted=41.813122, expected=48.000000
predicted=43.080896, expected=20.000000
predicted=41.214155, expected=8.000000
predicted=30.668095, expected=36.000000
predicted=27.802903, expected=72.000000
predicted=36.356119, expected=72.000000
predicted=45.065936, expected=48.000000
predicted=43.929378, expected=52.000000
predicted=45.622174, expected=4.000000
predicted=47.003214, expected=4.000000
predicted=40.685714, expected=12.000000
predicted=28.887146, expected=12.000000
predicted=22.814287, expected=20.000000
predicted=17.532510, expected=8.000000
predicted=9.825174, expected=16.000000
predicted=10.998827, expected=8.000000
predicted=11.700907, expected=4.000000
predicted=11.036229, expected=8.000000
predicted=9.189942, expected=4.000000
predicted=7.460238, expected=16.000000
predicted=8.608585, expected=32.000000
predicted=11.313217, expected=28.000000
predicted=16.383648, expected=48.000000
predicted=22.341124, expected=32.000000
predicted=26.879827, expected=28.000000
predicted=30.618165, expected=56.000000
predicted=34.724221, expected=24.000000
predicted=37.529340, expected=44.000000
predicted=38.122658, expected=40.000000
predicted=35.407048, expected=52.000000
predicted=41.448382, expected=52.000000
predicted=44.484900, expected=48.000000
predicted=43.750061, expected=36.000000
predicted=44.748325, expected=68.000000
predicted=47.294637, expected=8.000000
predicted=45.908587, expected=36.000000
predicted=39.402749, expected=88.000000
predicted=42.618848, expected=84.000000
predicted=58.205772, expected=28.000000
predicted=55.764802, expected=28.000000
predicted=41.056816, expected=20.000000
predicted=43.598202, expected=20.000000
predicted=45.180935, expected=28.000000
predicted=34.214024, expected=44.000000
predicted=27.820380, expected=24.000000
predicted=28.486208, expected=40.000000
predicted=28.414536, expected=24.000000
predicted=28.917020, expected=32.000000
predicted=31.714373, expected=4.000000
predicted=27.326740, expected=28.000000
predicted=23.557683, expected=44.000000
predicted=27.539294, expected=24.000000
predicted=28.417996, expected=32.000000
predicted=26.589369, expected=36.000000
predicted=26.005484, expected=12.000000
predicted=30.013034, expected=12.000000
predicted=25.351598, expected=24.000000
predicted=20.982400, expected=24.000000
predicted=23.790645, expected=20.000000
predicted=21.937005, expected=32.000000
predicted=19.535444, expected=32.000000
predicted=23.652817, expected=72.000000
predicted=33.873793, expected=52.000000
predicted=40.511397, expected=56.000000
predicted=44.953609, expected=60.000000
predicted=48.655773, expected=44.000000
predicted=52.780744, expected=32.000000
predicted=51.973196, expected=52.000000
predicted=46.876853, expected=20.000000
predicted=44.362120, expected=32.000000
predicted=39.314649, expected=36.000000
predicted=33.868523, expected=60.000000
predicted=39.194168, expected=44.000000
predicted=42.392317, expected=32.000000
predicted=37.542369, expected=32.000000
predicted=36.771630, expected=48.000000
predicted=40.513801, expected=20.000000
predicted=40.417795, expected=28.000000
predicted=33.095427, expected=40.000000
predicted=31.134509, expected=352.000000
predicted=87.414851, expected=124.000000
predicted=122.026581, expected=128.000000
predicted=118.147764, expected=24.000000
predicted=100.184835, expected=68.000000
predicted=117.664124, expected=128.000000
predicted=150.235726, expected=108.000000
predicted=107.267903, expected=52.000000
predicted=81.191440, expected=52.000000
predicted=64.416839, expected=44.000000
predicted=74.767998, expected=44.000000
predicted=72.530170, expected=76.000000
predicted=63.464542, expected=48.000000
predicted=54.754119, expected=28.000000
predicted=45.811987, expected=36.000000
predicted=42.344509, expected=40.000000
predicted=46.410480, expected=24.000000
predicted=42.432745, expected=28.000000
predicted=32.066279, expected=124.000000
predicted=49.152684, expected=120.000000
predicted=71.481545, expected=32.000000
predicted=58.869574, expected=52.000000
predicted=52.928975, expected=68.000000
predicted=71.234610, expected=48.000000
predicted=77.568280, expected=44.000000
predicted=58.583369, expected=36.000000
predicted=44.853693, expected=64.000000
predicted=52.539576, expected=44.000000
predicted=51.812821, expected=48.000000
predicted=46.240094, expected=56.000000
predicted=47.934415, expected=68.000000
predicted=54.148299, expected=32.000000
predicted=51.320116, expected=36.000000
predicted=44.186011, expected=40.000000
predicted=45.791940, expected=60.000000
predicted=50.374456, expected=28.000000
predicted=43.973141, expected=28.000000
predicted=34.596860, expected=16.000000
predicted=32.694811, expected=12.000000
predicted=29.691826, expected=20.000000
predicted=26.476466, expected=40.000000
predicted=25.246965, expected=40.000000
predicted=27.565584, expected=44.000000
predicted=28.749391, expected=96.000000
predicted=44.153741, expected=72.000000
predicted=55.771571, expected=44.000000
predicted=53.682362, expected=80.000000
predicted=60.165965, expected=56.000000
predicted=66.962001, expected=52.000000
predicted=65.441823, expected=28.000000
predicted=52.163409, expected=32.000000
predicted=46.566247, expected=56.000000
predicted=50.911474, expected=32.000000
predicted=43.733617, expected=476.000000
predicted=128.148080, expected=32.000000
predicted=145.801116, expected=32.000000
predicted=94.292883, expected=20.000000
predicted=96.735665, expected=24.000000
predicted=135.428294, expected=52.000000
predicted=136.292795, expected=40.000000
predicted=35.192190, expected=36.000000
predicted=32.901415, expected=28.000000
predicted=31.168109, expected=20.000000
predicted=32.436666, expected=28.000000
predicted=33.332772, expected=24.000000
predicted=29.613819, expected=56.000000
predicted=32.639869, expected=60.000000
predicted=37.784826, expected=56.000000
predicted=41.102371, expected=20.000000
predicted=37.791807, expected=36.000000
predicted=39.061965, expected=28.000000
Test MSE: 2448.022
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514])]
predicted=200.066248, expected=244.000000
predicted=230.188937, expected=236.000000
predicted=252.202975, expected=228.000000
predicted=226.537191, expected=64.000000
predicted=199.748563, expected=344.000000
predicted=237.090913, expected=200.000000
predicted=223.578316, expected=296.000000
predicted=238.417700, expected=148.000000
predicted=198.935138, expected=212.000000
predicted=200.033479, expected=196.000000
predicted=236.726813, expected=316.000000
predicted=236.557953, expected=12.000000
predicted=192.811258, expected=360.000000
predicted=206.418708, expected=552.000000
predicted=285.220978, expected=232.000000
predicted=282.985148, expected=368.000000
predicted=293.310161, expected=84.000000
predicted=223.984871, expected=384.000000
predicted=345.785309, expected=256.000000
predicted=329.484874, expected=356.000000
predicted=290.438314, expected=420.000000
predicted=311.347894, expected=68.000000
predicted=239.845730, expected=160.000000
predicted=267.115129, expected=360.000000
predicted=271.491798, expected=268.000000
predicted=297.909755, expected=148.000000
predicted=243.282973, expected=80.000000
predicted=152.846463, expected=808.000000
predicted=323.588321, expected=24.000000
predicted=289.013825, expected=508.000000
predicted=303.423556, expected=52.000000
predicted=229.194022, expected=492.000000
predicted=330.551235, expected=64.000000
predicted=354.341775, expected=176.000000
predicted=205.173155, expected=368.000000
predicted=286.063095, expected=428.000000
predicted=270.335001, expected=264.000000
predicted=310.742528, expected=484.000000
predicted=273.848021, expected=108.000000
predicted=288.578145, expected=556.000000
predicted=370.498526, expected=424.000000
predicted=387.080204, expected=180.000000
predicted=334.448796, expected=224.000000
predicted=317.841037, expected=120.000000
predicted=254.895761, expected=192.000000
predicted=308.480660, expected=164.000000
predicted=232.122699, expected=260.000000
predicted=193.975110, expected=252.000000
predicted=204.895159, expected=320.000000
predicted=213.867256, expected=152.000000
predicted=215.748203, expected=24.000000
predicted=181.402171, expected=248.000000
predicted=208.727114, expected=408.000000
predicted=252.973309, expected=168.000000
predicted=233.923538, expected=292.000000
predicted=198.691880, expected=328.000000
predicted=225.731129, expected=268.000000
predicted=290.147047, expected=388.000000
predicted=314.181459, expected=284.000000
predicted=278.869779, expected=440.000000
predicted=333.415445, expected=276.000000
predicted=327.739548, expected=152.000000
predicted=292.433635, expected=140.000000
predicted=274.780617, expected=16.000000
predicted=219.709002, expected=252.000000
predicted=233.639845, expected=348.000000
predicted=215.466399, expected=88.000000
predicted=167.738955, expected=64.000000
predicted=131.497403, expected=4.000000
predicted=109.129860, expected=-4.000000
predicted=137.583558, expected=172.000000
predicted=134.092471, expected=20.000000
predicted=63.456316, expected=124.000000
predicted=61.310886, expected=944.000000
predicted=219.818782, expected=196.000000
predicted=243.457303, expected=132.000000
predicted=233.838313, expected=264.000000
predicted=224.302880, expected=480.000000
predicted=369.523069, expected=396.000000
predicted=451.653283, expected=436.000000
predicted=306.187126, expected=344.000000
predicted=318.657507, expected=360.000000
predicted=370.925782, expected=44.000000
predicted=340.459720, expected=284.000000
predicted=313.323265, expected=332.000000
predicted=316.316112, expected=244.000000
predicted=283.579512, expected=280.000000
predicted=257.073705, expected=280.000000
predicted=227.805956, expected=372.000000
predicted=303.180262, expected=72.000000
predicted=260.635305, expected=208.000000
predicted=235.313470, expected=40.000000
predicted=206.015753, expected=92.000000
predicted=187.007212, expected=256.000000
predicted=188.838504, expected=160.000000
predicted=141.174807, expected=124.000000
predicted=146.337633, expected=68.000000
predicted=107.282698, expected=400.000000
predicted=186.793781, expected=208.000000
predicted=213.638790, expected=160.000000
predicted=180.798739, expected=180.000000
predicted=172.589339, expected=232.000000
predicted=203.698275, expected=312.000000
predicted=265.042408, expected=200.000000
predicted=214.165158, expected=192.000000
predicted=203.382579, expected=172.000000
predicted=206.995883, expected=348.000000
predicted=249.084804, expected=276.000000
predicted=258.684503, expected=180.000000
predicted=222.240963, expected=392.000000
predicted=252.997836, expected=136.000000
predicted=245.366370, expected=192.000000
predicted=256.531413, expected=108.000000
predicted=208.197181, expected=132.000000
predicted=192.531522, expected=124.000000
predicted=192.225299, expected=220.000000
predicted=155.299033, expected=68.000000
predicted=141.534007, expected=436.000000
predicted=183.007749, expected=212.000000
predicted=197.477312, expected=64.000000
predicted=177.074840, expected=736.000000
predicted=286.346956, expected=600.000000
predicted=358.855657, expected=64.000000
predicted=349.991175, expected=356.000000
predicted=304.649223, expected=244.000000
predicted=323.584921, expected=192.000000
predicted=402.146628, expected=80.000000
predicted=265.702390, expected=468.000000
predicted=231.092891, expected=196.000000
predicted=266.423057, expected=352.000000
predicted=258.898189, expected=44.000000
predicted=204.209874, expected=252.000000
predicted=222.174582, expected=180.000000
predicted=261.402913, expected=20.000000
predicted=174.980327, expected=272.000000
predicted=195.105512, expected=200.000000
predicted=157.377720, expected=592.000000
predicted=269.964573, expected=304.000000
predicted=256.636965, expected=92.000000
predicted=221.255883, expected=348.000000
predicted=287.346150, expected=228.000000
predicted=293.925554, expected=212.000000
predicted=318.845217, expected=504.000000
predicted=284.788565, expected=540.000000
predicted=318.970745, expected=380.000000
predicted=369.999339, expected=92.000000
predicted=298.690223, expected=372.000000
predicted=335.492075, expected=204.000000
predicted=360.786862, expected=136.000000
predicted=305.232339, expected=320.000000
predicted=255.214668, expected=612.000000
predicted=293.683745, expected=200.000000
predicted=313.260801, expected=64.000000
predicted=235.590033, expected=212.000000
predicted=236.823969, expected=508.000000
predicted=337.748379, expected=184.000000
predicted=320.524367, expected=296.000000
predicted=237.391658, expected=568.000000
predicted=293.313039, expected=248.000000
predicted=329.830432, expected=28.000000
predicted=305.754782, expected=244.000000
predicted=248.302151, expected=200.000000
predicted=268.655849, expected=72.000000
predicted=249.291970, expected=372.000000
predicted=202.318941, expected=396.000000
predicted=212.529865, expected=176.000000
predicted=242.748981, expected=132.000000
predicted=212.888955, expected=112.000000
predicted=191.961406, expected=256.000000
predicted=254.562618, expected=444.000000
predicted=274.665669, expected=372.000000
predicted=249.553235, expected=264.000000
predicted=249.867599, expected=356.000000
predicted=284.205079, expected=108.000000
predicted=287.459208, expected=336.000000
predicted=326.147646, expected=176.000000
predicted=271.263372, expected=380.000000
predicted=278.001395, expected=352.000000
predicted=290.787331, expected=600.000000
predicted=323.281954, expected=260.000000
predicted=343.645184, expected=72.000000
predicted=282.416333, expected=180.000000
predicted=301.567209, expected=116.000000
predicted=268.015907, expected=388.000000
predicted=306.814492, expected=400.000000
predicted=246.086744, expected=380.000000
predicted=247.860172, expected=192.000000
predicted=257.880995, expected=160.000000
predicted=250.622884, expected=168.000000
predicted=284.107491, expected=196.000000
predicted=262.596590, expected=88.000000
predicted=207.530937, expected=324.000000
predicted=194.357971, expected=336.000000
predicted=214.725003, expected=64.000000
predicted=188.026317, expected=220.000000
predicted=198.506038, expected=192.000000
predicted=192.277152, expected=96.000000
predicted=214.104364, expected=92.000000
predicted=173.822284, expected=344.000000
predicted=167.593191, expected=232.000000
predicted=202.622166, expected=260.000000
predicted=204.568315, expected=112.000000
predicted=171.854358, expected=240.000000
predicted=203.963469, expected=76.000000
predicted=214.781534, expected=72.000000
predicted=166.792360, expected=296.000000
predicted=187.130002, expected=244.000000
predicted=174.867671, expected=196.000000
predicted=192.516319, expected=116.000000
predicted=151.003296, expected=124.000000
predicted=161.834273, expected=204.000000
predicted=206.027405, expected=128.000000
predicted=174.223882, expected=352.000000
predicted=195.742845, expected=372.000000
predicted=215.278903, expected=148.000000
predicted=209.738098, expected=48.000000
predicted=193.669349, expected=172.000000
predicted=192.542965, expected=64.000000
predicted=203.222189, expected=104.000000
predicted=169.416693, expected=120.000000
predicted=110.660113, expected=416.000000
predicted=160.556891, expected=52.000000
predicted=151.152343, expected=152.000000
predicted=140.867707, expected=88.000000
predicted=141.345614, expected=136.000000
predicted=159.529081, expected=28.000000
predicted=161.951104, expected=56.000000
predicted=79.746795, expected=368.000000
predicted=150.906730, expected=176.000000
predicted=141.787475, expected=84.000000
predicted=136.187475, expected=128.000000
predicted=122.896775, expected=292.000000
predicted=180.321049, expected=164.000000
predicted=216.523430, expected=364.000000
predicted=206.946466, expected=148.000000
predicted=181.710033, expected=84.000000
predicted=184.151902, expected=16.000000
predicted=175.023079, expected=156.000000
predicted=157.538562, expected=132.000000
predicted=169.699007, expected=120.000000
predicted=113.734574, expected=348.000000
predicted=146.560045, expected=136.000000
predicted=138.832217, expected=64.000000
predicted=152.279647, expected=112.000000
predicted=143.004718, expected=136.000000
predicted=150.564896, expected=228.000000
predicted=191.201240, expected=92.000000
predicted=125.821153, expected=196.000000
predicted=132.797697, expected=192.000000
predicted=155.192690, expected=36.000000
predicted=140.503655, expected=132.000000
predicted=149.725404, expected=196.000000
predicted=138.694271, expected=40.000000
predicted=134.490427, expected=300.000000
predicted=159.262676, expected=92.000000
predicted=120.770232, expected=96.000000
predicted=139.919727, expected=180.000000
predicted=151.610316, expected=92.000000
predicted=124.773322, expected=144.000000
predicted=163.196146, expected=316.000000
predicted=154.903620, expected=216.000000
predicted=170.863814, expected=176.000000
predicted=184.794533, expected=212.000000
predicted=180.717735, expected=120.000000
predicted=188.624325, expected=28.000000
predicted=181.837525, expected=108.000000
predicted=145.835566, expected=348.000000
predicted=177.574198, expected=196.000000
predicted=176.661540, expected=56.000000
predicted=133.709202, expected=120.000000
predicted=125.285494, expected=92.000000
predicted=146.541460, expected=296.000000
predicted=207.981048, expected=32.000000
predicted=131.571379, expected=168.000000
predicted=121.701139, expected=224.000000
predicted=152.329914, expected=136.000000
predicted=154.153077, expected=92.000000
predicted=164.354018, expected=192.000000
predicted=131.429050, expected=168.000000
predicted=164.831959, expected=160.000000
predicted=167.735667, expected=212.000000
predicted=158.581089, expected=72.000000
predicted=139.380275, expected=48.000000
predicted=140.179535, expected=240.000000
predicted=154.847378, expected=52.000000
predicted=130.838859, expected=116.000000
predicted=130.535951, expected=8.000000
predicted=79.385268, expected=224.000000
predicted=115.779302, expected=432.000000
predicted=197.833819, expected=92.000000
predicted=143.054772, expected=76.000000
predicted=144.903408, expected=176.000000
predicted=149.536669, expected=24.000000
predicted=171.983732, expected=236.000000
predicted=199.648376, expected=156.000000
predicted=123.125026, expected=96.000000
predicted=122.536195, expected=96.000000
predicted=128.573350, expected=236.000000
predicted=135.436642, expected=96.000000
predicted=157.863872, expected=36.000000
predicted=117.163154, expected=148.000000
predicted=114.326069, expected=124.000000
predicted=121.670025, expected=240.000000
predicted=160.378976, expected=124.000000
predicted=122.599852, expected=192.000000
predicted=136.166795, expected=184.000000
predicted=165.211540, expected=132.000000
predicted=161.409065, expected=172.000000
predicted=178.141761, expected=196.000000
predicted=163.825737, expected=156.000000
predicted=173.215363, expected=92.000000
predicted=153.103947, expected=36.000000
predicted=124.147991, expected=52.000000
predicted=118.213920, expected=168.000000
predicted=126.927760, expected=100.000000
predicted=106.020381, expected=80.000000
predicted=86.768485, expected=280.000000
predicted=117.888390, expected=192.000000
predicted=140.122762, expected=72.000000
predicted=145.921020, expected=124.000000
predicted=132.461413, expected=28.000000
predicted=119.497907, expected=140.000000
predicted=153.232586, expected=292.000000
predicted=153.064343, expected=48.000000
predicted=110.456820, expected=228.000000
predicted=143.477143, expected=176.000000
predicted=138.698309, expected=156.000000
predicted=172.684466, expected=60.000000
predicted=163.159050, expected=216.000000
predicted=141.642506, expected=388.000000
predicted=216.355696, expected=252.000000
predicted=209.014194, expected=84.000000
predicted=180.202162, expected=68.000000
predicted=157.366633, expected=192.000000
predicted=202.693173, expected=72.000000
predicted=191.722617, expected=128.000000
predicted=142.755333, expected=312.000000
predicted=144.168679, expected=108.000000
predicted=138.557088, expected=388.000000
predicted=208.269984, expected=84.000000
predicted=163.532262, expected=64.000000
predicted=171.867807, expected=20.000000
predicted=163.027473, expected=144.000000
predicted=136.512527, expected=236.000000
predicted=181.736293, expected=148.000000
predicted=115.073655, expected=180.000000
predicted=125.575875, expected=60.000000
predicted=114.860911, expected=200.000000
predicted=162.397412, expected=84.000000
predicted=154.396623, expected=52.000000
predicted=120.332814, expected=288.000000
predicted=151.988263, expected=264.000000
predicted=156.661297, expected=36.000000
predicted=151.676838, expected=188.000000
predicted=142.879267, expected=204.000000
predicted=162.467525, expected=84.000000
predicted=185.537845, expected=96.000000
predicted=150.334513, expected=240.000000
predicted=135.970757, expected=160.000000
predicted=165.590169, expected=132.000000
predicted=155.508195, expected=108.000000
predicted=127.214220, expected=156.000000
predicted=144.668439, expected=132.000000
predicted=161.009869, expected=40.000000
predicted=119.959455, expected=132.000000
predicted=117.311485, expected=1348.000000
predicted=358.354743, expected=600.000000
predicted=390.426134, expected=220.000000
predicted=371.457105, expected=260.000000
predicted=371.311867, expected=280.000000
predicted=444.736747, expected=380.000000
predicted=593.838048, expected=248.000000
predicted=347.298698, expected=724.000000
predicted=365.317343, expected=308.000000
predicted=349.986246, expected=436.000000
predicted=390.175501, expected=356.000000
predicted=396.775219, expected=168.000000
predicted=354.722939, expected=52.000000
predicted=354.702711, expected=228.000000
predicted=261.484169, expected=132.000000
predicted=242.239215, expected=108.000000
predicted=186.618562, expected=188.000000
predicted=148.188538, expected=164.000000
predicted=138.616072, expected=268.000000
predicted=191.510177, expected=188.000000
predicted=170.123303, expected=156.000000
predicted=170.599777, expected=160.000000
predicted=183.610795, expected=12.000000
predicted=148.336817, expected=216.000000
predicted=179.175633, expected=344.000000
predicted=190.960473, expected=72.000000
predicted=154.441161, expected=112.000000
predicted=147.817525, expected=416.000000
predicted=192.144262, expected=208.000000
predicted=227.227183, expected=96.000000
predicted=212.351863, expected=124.000000
predicted=155.473984, expected=132.000000
predicted=173.236120, expected=112.000000
predicted=198.064680, expected=204.000000
predicted=154.844860, expected=200.000000
predicted=143.154984, expected=204.000000
predicted=161.833464, expected=44.000000
predicted=138.509008, expected=148.000000
predicted=148.095425, expected=400.000000
predicted=213.736951, expected=64.000000
predicted=170.813871, expected=16.000000
predicted=141.899950, expected=268.000000
predicted=151.461563, expected=84.000000
predicted=157.749011, expected=84.000000
predicted=171.219591, expected=240.000000
predicted=125.034786, expected=72.000000
predicted=113.493304, expected=188.000000
predicted=168.918632, expected=172.000000
predicted=134.009803, expected=484.000000
predicted=216.526034, expected=212.000000
predicted=224.721421, expected=140.000000
predicted=195.243465, expected=148.000000
predicted=212.242414, expected=412.000000
predicted=266.158653, expected=132.000000
predicted=265.398328, expected=116.000000
predicted=190.844589, expected=356.000000
predicted=217.598913, expected=420.000000
Test MSE: 24468.332
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128])]
predicted=31.681514, expected=32.000000
predicted=37.124352, expected=40.000000
predicted=36.192006, expected=40.000000
predicted=33.696289, expected=20.000000
predicted=33.448402, expected=56.000000
predicted=36.139527, expected=12.000000
predicted=28.330195, expected=36.000000
predicted=37.465650, expected=28.000000
predicted=31.099132, expected=8.000000
predicted=23.929001, expected=44.000000
predicted=36.631066, expected=68.000000
predicted=31.460869, expected=52.000000
predicted=38.435446, expected=32.000000
predicted=36.815223, expected=20.000000
predicted=32.275917, expected=32.000000
predicted=41.522490, expected=24.000000
predicted=39.833187, expected=52.000000
predicted=39.907205, expected=8.000000
predicted=24.222958, expected=40.000000
predicted=31.593782, expected=44.000000
predicted=32.311681, expected=80.000000
predicted=42.842869, expected=36.000000
predicted=41.089845, expected=4.000000
predicted=30.106602, expected=32.000000
predicted=40.760944, expected=28.000000
predicted=35.867952, expected=44.000000
predicted=44.014340, expected=24.000000
predicted=27.188523, expected=48.000000
predicted=29.375658, expected=16.000000
predicted=28.558824, expected=32.000000
predicted=33.106308, expected=40.000000
predicted=35.046597, expected=12.000000
predicted=25.436865, expected=16.000000
predicted=30.239156, expected=48.000000
predicted=27.878169, expected=24.000000
predicted=26.435908, expected=24.000000
predicted=29.633327, expected=52.000000
predicted=29.319790, expected=32.000000
predicted=28.385071, expected=24.000000
predicted=35.608619, expected=68.000000
predicted=39.297637, expected=48.000000
predicted=36.796195, expected=28.000000
predicted=42.567978, expected=48.000000
predicted=41.882567, expected=16.000000
predicted=32.839796, expected=28.000000
predicted=43.921609, expected=20.000000
predicted=31.552555, expected=28.000000
predicted=28.340601, expected=60.000000
predicted=37.677894, expected=24.000000
predicted=24.563970, expected=40.000000
predicted=35.124747, expected=4.000000
predicted=24.073847, expected=44.000000
predicted=35.912407, expected=16.000000
predicted=31.167516, expected=56.000000
predicted=33.761030, expected=52.000000
predicted=35.215130, expected=16.000000
predicted=25.682438, expected=12.000000
predicted=33.798819, expected=84.000000
predicted=41.329207, expected=56.000000
predicted=43.916128, expected=28.000000
predicted=42.219218, expected=28.000000
predicted=34.967368, expected=52.000000
predicted=40.241676, expected=28.000000
predicted=47.719991, expected=32.000000
predicted=40.454761, expected=68.000000
predicted=40.651245, expected=36.000000
predicted=35.814046, expected=56.000000
predicted=48.959450, expected=56.000000
predicted=43.346839, expected=72.000000
predicted=52.128353, expected=60.000000
predicted=58.404190, expected=28.000000
predicted=47.147250, expected=56.000000
predicted=57.103970, expected=64.000000
predicted=55.318129, expected=40.000000
predicted=53.553227, expected=76.000000
predicted=58.506302, expected=48.000000
predicted=45.986092, expected=40.000000
predicted=54.208216, expected=16.000000
predicted=46.832173, expected=64.000000
predicted=49.718964, expected=8.000000
predicted=40.163472, expected=16.000000
predicted=35.434727, expected=52.000000
predicted=35.536610, expected=32.000000
predicted=26.662828, expected=16.000000
predicted=34.990330, expected=40.000000
predicted=27.027279, expected=44.000000
predicted=30.422710, expected=24.000000
predicted=35.224638, expected=84.000000
predicted=44.697323, expected=36.000000
predicted=32.793335, expected=68.000000
predicted=52.412357, expected=12.000000
predicted=39.660379, expected=12.000000
predicted=37.370601, expected=44.000000
predicted=48.861780, expected=48.000000
predicted=35.580772, expected=60.000000
predicted=45.760865, expected=52.000000
predicted=34.840028, expected=40.000000
predicted=38.357332, expected=32.000000
predicted=44.893770, expected=16.000000
predicted=40.006187, expected=12.000000
predicted=37.108848, expected=24.000000
predicted=32.045845, expected=32.000000
predicted=27.676980, expected=44.000000
predicted=28.505626, expected=76.000000
predicted=35.168345, expected=32.000000
predicted=30.507642, expected=16.000000
predicted=35.337605, expected=72.000000
predicted=47.470906, expected=72.000000
predicted=49.592305, expected=132.000000
predicted=74.898630, expected=240.000000
predicted=102.020565, expected=40.000000
predicted=70.149345, expected=40.000000
predicted=99.612365, expected=116.000000
predicted=102.719477, expected=72.000000
predicted=102.969238, expected=36.000000
predicted=110.390084, expected=56.000000
predicted=59.134825, expected=52.000000
predicted=55.899927, expected=104.000000
predicted=82.947679, expected=28.000000
predicted=52.461202, expected=8.000000
predicted=45.963363, expected=60.000000
predicted=54.406168, expected=16.000000
predicted=38.255569, expected=36.000000
predicted=52.236148, expected=64.000000
predicted=36.275027, expected=36.000000
predicted=30.838120, expected=24.000000
predicted=41.906277, expected=48.000000
predicted=36.484546, expected=88.000000
predicted=50.748985, expected=60.000000
predicted=52.613720, expected=32.000000
predicted=46.265545, expected=44.000000
predicted=47.275680, expected=28.000000
predicted=45.950062, expected=96.000000
predicted=67.830833, expected=76.000000
predicted=53.963201, expected=60.000000
predicted=54.682118, expected=24.000000
predicted=50.180999, expected=52.000000
predicted=54.553964, expected=56.000000
predicted=62.788524, expected=84.000000
predicted=63.830513, expected=64.000000
predicted=55.712930, expected=16.000000
predicted=42.897562, expected=64.000000
predicted=59.942425, expected=36.000000
predicted=48.294959, expected=24.000000
predicted=51.665439, expected=56.000000
predicted=48.176495, expected=64.000000
predicted=40.064242, expected=48.000000
predicted=49.765936, expected=16.000000
predicted=37.714947, expected=36.000000
predicted=40.229095, expected=48.000000
predicted=45.229230, expected=40.000000
predicted=43.601145, expected=24.000000
predicted=35.737053, expected=80.000000
predicted=43.464039, expected=36.000000
predicted=37.722358, expected=36.000000
predicted=46.445807, expected=60.000000
predicted=46.792785, expected=52.000000
predicted=43.647000, expected=60.000000
predicted=58.459939, expected=76.000000
predicted=53.132895, expected=56.000000
predicted=52.596009, expected=88.000000
predicted=68.811463, expected=8.000000
predicted=47.662713, expected=44.000000
predicted=60.313169, expected=36.000000
predicted=50.140177, expected=64.000000
predicted=52.611135, expected=40.000000
predicted=48.965487, expected=24.000000
predicted=32.416635, expected=24.000000
predicted=38.565985, expected=16.000000
predicted=32.089458, expected=20.000000
predicted=34.556788, expected=72.000000
predicted=38.035055, expected=40.000000
predicted=28.510862, expected=28.000000
predicted=33.254479, expected=4.000000
predicted=25.557790, expected=20.000000
predicted=29.809627, expected=56.000000
predicted=42.604094, expected=16.000000
predicted=24.753145, expected=28.000000
predicted=28.304171, expected=4.000000
predicted=15.981931, expected=20.000000
predicted=24.769057, expected=12.000000
predicted=24.361531, expected=12.000000
predicted=15.393778, expected=28.000000
predicted=19.681193, expected=4.000000
predicted=9.670666, expected=28.000000
predicted=20.320612, expected=44.000000
predicted=21.001109, expected=32.000000
predicted=22.578419, expected=8.000000
predicted=22.880818, expected=56.000000
predicted=30.387757, expected=44.000000
predicted=32.048501, expected=28.000000
predicted=36.013123, expected=20.000000
predicted=30.809094, expected=48.000000
predicted=33.056515, expected=24.000000
predicted=35.513507, expected=48.000000
predicted=39.348213, expected=8.000000
predicted=24.735227, expected=8.000000
predicted=25.734042, expected=12.000000
predicted=26.101450, expected=44.000000
predicted=26.139704, expected=36.000000
predicted=27.426976, expected=40.000000
predicted=24.423797, expected=20.000000
predicted=22.858787, expected=56.000000
predicted=35.625313, expected=20.000000
predicted=32.530628, expected=32.000000
predicted=36.176705, expected=56.000000
predicted=39.024411, expected=108.000000
predicted=50.368249, expected=28.000000
predicted=43.995898, expected=16.000000
predicted=42.064279, expected=20.000000
predicted=40.580600, expected=24.000000
predicted=41.714048, expected=32.000000
predicted=45.992215, expected=8.000000
predicted=19.672580, expected=60.000000
predicted=30.812348, expected=4.000000
predicted=17.916327, expected=48.000000
predicted=34.093945, expected=20.000000
predicted=25.330404, expected=44.000000
predicted=30.676777, expected=52.000000
predicted=40.792354, expected=40.000000
predicted=30.538916, expected=56.000000
predicted=45.928051, expected=44.000000
predicted=38.881257, expected=8.000000
predicted=37.780094, expected=36.000000
predicted=42.929661, expected=56.000000
predicted=40.228141, expected=44.000000
predicted=41.261109, expected=84.000000
predicted=50.136281, expected=40.000000
predicted=36.638529, expected=8.000000
predicted=41.762811, expected=48.000000
predicted=50.398803, expected=36.000000
predicted=40.202795, expected=32.000000
predicted=46.152517, expected=40.000000
predicted=35.501786, expected=32.000000
predicted=28.815408, expected=64.000000
predicted=45.706207, expected=64.000000
predicted=43.548019, expected=72.000000
predicted=50.498635, expected=12.000000
predicted=41.363471, expected=16.000000
predicted=42.565217, expected=44.000000
predicted=47.802948, expected=40.000000
predicted=42.308193, expected=32.000000
predicted=39.866407, expected=40.000000
predicted=29.676340, expected=40.000000
predicted=32.837639, expected=24.000000
predicted=35.872600, expected=84.000000
predicted=48.690200, expected=40.000000
predicted=37.360447, expected=56.000000
predicted=49.784451, expected=36.000000
predicted=43.500286, expected=64.000000
predicted=50.108790, expected=72.000000
predicted=61.558346, expected=48.000000
predicted=49.680193, expected=36.000000
predicted=51.912262, expected=52.000000
predicted=50.455030, expected=4.000000
predicted=42.380679, expected=12.000000
predicted=41.678276, expected=52.000000
predicted=37.608879, expected=48.000000
predicted=33.168077, expected=44.000000
predicted=38.153630, expected=64.000000
predicted=36.273102, expected=92.000000
predicted=50.499370, expected=24.000000
predicted=47.959095, expected=4.000000
predicted=45.335655, expected=48.000000
predicted=47.854372, expected=12.000000
predicted=37.231150, expected=32.000000
predicted=44.189611, expected=72.000000
predicted=34.529704, expected=92.000000
predicted=41.483562, expected=28.000000
predicted=43.217977, expected=8.000000
predicted=36.790410, expected=44.000000
predicted=45.764970, expected=12.000000
predicted=40.125652, expected=40.000000
predicted=46.732852, expected=36.000000
predicted=27.116655, expected=36.000000
predicted=27.312842, expected=12.000000
predicted=29.389290, expected=24.000000
predicted=25.848711, expected=12.000000
predicted=25.690715, expected=8.000000
predicted=22.068575, expected=36.000000
predicted=25.307489, expected=32.000000
predicted=18.890451, expected=36.000000
predicted=25.954163, expected=44.000000
predicted=27.547237, expected=60.000000
predicted=34.741454, expected=20.000000
predicted=34.130354, expected=8.000000
predicted=32.312529, expected=32.000000
predicted=34.412032, expected=12.000000
predicted=27.212021, expected=16.000000
predicted=29.225384, expected=12.000000
predicted=16.132889, expected=28.000000
predicted=18.006335, expected=32.000000
predicted=23.370660, expected=24.000000
predicted=19.417882, expected=44.000000
predicted=27.430048, expected=56.000000
predicted=31.606178, expected=48.000000
predicted=37.487066, expected=20.000000
predicted=34.716002, expected=16.000000
predicted=32.576452, expected=60.000000
predicted=43.939647, expected=52.000000
predicted=41.980722, expected=24.000000
predicted=36.589296, expected=52.000000
predicted=38.937260, expected=28.000000
predicted=32.386490, expected=8.000000
predicted=37.728992, expected=4.000000
predicted=29.264499, expected=4.000000
predicted=18.446244, expected=32.000000
predicted=26.504725, expected=16.000000
predicted=14.912781, expected=20.000000
predicted=14.786322, expected=20.000000
predicted=14.635867, expected=4.000000
predicted=12.588039, expected=40.000000
predicted=26.584038, expected=32.000000
predicted=19.991567, expected=52.000000
predicted=30.395488, expected=24.000000
predicted=25.503317, expected=28.000000
predicted=28.032682, expected=24.000000
predicted=32.660888, expected=28.000000
predicted=31.016220, expected=20.000000
predicted=30.560943, expected=12.000000
predicted=21.725012, expected=28.000000
predicted=24.940310, expected=12.000000
predicted=18.676703, expected=56.000000
predicted=31.063998, expected=36.000000
predicted=24.545985, expected=12.000000
predicted=23.305546, expected=28.000000
predicted=30.067312, expected=20.000000
predicted=23.243234, expected=52.000000
predicted=39.466457, expected=28.000000
predicted=27.721277, expected=8.000000
predicted=22.147873, expected=24.000000
predicted=27.773377, expected=40.000000
predicted=27.947867, expected=28.000000
predicted=31.144204, expected=56.000000
predicted=34.245155, expected=36.000000
predicted=27.513533, expected=32.000000
predicted=35.021657, expected=40.000000
predicted=39.235443, expected=12.000000
predicted=29.676773, expected=28.000000
predicted=37.663378, expected=16.000000
predicted=25.792709, expected=40.000000
predicted=30.654393, expected=40.000000
predicted=30.353618, expected=24.000000
predicted=24.202762, expected=12.000000
predicted=25.766243, expected=20.000000
predicted=24.169049, expected=40.000000
predicted=31.462583, expected=40.000000
predicted=30.536464, expected=44.000000
predicted=30.818910, expected=132.000000
predicted=54.516880, expected=408.000000
predicted=152.214963, expected=72.000000
predicted=86.037891, expected=44.000000
predicted=125.523587, expected=20.000000
predicted=101.844861, expected=84.000000
predicted=127.353467, expected=60.000000
predicted=144.894221, expected=24.000000
predicted=48.477191, expected=8.000000
predicted=37.647475, expected=20.000000
predicted=33.013324, expected=20.000000
predicted=36.793112, expected=12.000000
predicted=24.748800, expected=40.000000
predicted=24.798589, expected=32.000000
predicted=20.621749, expected=24.000000
predicted=24.027910, expected=48.000000
predicted=32.406041, expected=16.000000
predicted=23.259392, expected=20.000000
predicted=30.676447, expected=12.000000
predicted=23.727177, expected=44.000000
predicted=30.067278, expected=16.000000
predicted=24.229410, expected=40.000000
predicted=27.664421, expected=32.000000
predicted=26.392126, expected=20.000000
predicted=24.453310, expected=28.000000
predicted=31.809453, expected=40.000000
predicted=29.415562, expected=56.000000
predicted=38.830377, expected=32.000000
predicted=32.692415, expected=52.000000
predicted=40.037221, expected=12.000000
predicted=30.573486, expected=4.000000
predicted=30.226607, expected=20.000000
predicted=31.172174, expected=32.000000
predicted=25.827077, expected=60.000000
predicted=36.236129, expected=36.000000
predicted=25.446042, expected=24.000000
predicted=27.019275, expected=84.000000
predicted=48.990283, expected=44.000000
predicted=41.003242, expected=52.000000
predicted=52.846965, expected=16.000000
predicted=37.642067, expected=32.000000
predicted=40.375681, expected=52.000000
predicted=50.436440, expected=24.000000
predicted=33.341687, expected=16.000000
predicted=32.379460, expected=20.000000
predicted=25.364412, expected=48.000000
predicted=34.396730, expected=12.000000
predicted=25.810594, expected=16.000000
predicted=23.328730, expected=28.000000
predicted=23.736996, expected=40.000000
predicted=27.743429, expected=12.000000
predicted=24.426664, expected=72.000000
predicted=37.214547, expected=16.000000
predicted=23.438515, expected=40.000000
predicted=37.255683, expected=32.000000
predicted=34.761478, expected=32.000000
predicted=31.321764, expected=44.000000
predicted=43.179546, expected=52.000000
predicted=36.059022, expected=36.000000
predicted=38.053802, expected=40.000000
predicted=39.610152, expected=16.000000
predicted=32.578327, expected=44.000000
predicted=41.224768, expected=56.000000
predicted=42.859195, expected=24.000000
predicted=32.553776, expected=24.000000
predicted=34.638871, expected=40.000000
predicted=33.796769, expected=20.000000
predicted=31.670129, expected=12.000000
Test MSE: 957.121
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293])]
predicted=23.337609, expected=60.000000
predicted=38.163071, expected=12.000000
predicted=26.318264, expected=12.000000
predicted=18.053500, expected=20.000000
predicted=25.733084, expected=12.000000
predicted=19.712477, expected=92.000000
predicted=56.050073, expected=48.000000
predicted=39.407156, expected=32.000000
predicted=28.708524, expected=44.000000
predicted=38.351209, expected=56.000000
predicted=47.166486, expected=52.000000
predicted=58.311938, expected=16.000000
predicted=33.334915, expected=64.000000
predicted=47.473527, expected=48.000000
predicted=49.518464, expected=44.000000
predicted=45.774515, expected=56.000000
predicted=49.868370, expected=32.000000
predicted=37.737691, expected=24.000000
predicted=39.016146, expected=68.000000
predicted=52.552086, expected=68.000000
predicted=56.460085, expected=116.000000
predicted=77.754617, expected=44.000000
predicted=53.028732, expected=48.000000
predicted=49.019851, expected=76.000000
predicted=72.264674, expected=76.000000
predicted=74.951009, expected=64.000000
predicted=72.706538, expected=76.000000
predicted=64.929961, expected=80.000000
predicted=71.722218, expected=96.000000
predicted=83.695433, expected=64.000000
predicted=72.832998, expected=68.000000
predicted=70.088959, expected=68.000000
predicted=73.792194, expected=92.000000
predicted=83.027029, expected=36.000000
predicted=63.587762, expected=100.000000
predicted=76.222506, expected=108.000000
predicted=89.917874, expected=32.000000
predicted=60.544512, expected=36.000000
predicted=58.185510, expected=28.000000
predicted=47.028231, expected=44.000000
predicted=58.529616, expected=128.000000
predicted=88.331158, expected=120.000000
predicted=80.574660, expected=128.000000
predicted=89.200356, expected=68.000000
predicted=71.121011, expected=68.000000
predicted=76.491105, expected=40.000000
predicted=80.640452, expected=84.000000
predicted=89.701987, expected=76.000000
predicted=86.535202, expected=60.000000
predicted=64.001244, expected=76.000000
predicted=68.630863, expected=28.000000
predicted=48.815863, expected=16.000000
predicted=44.749065, expected=44.000000
predicted=51.023486, expected=40.000000
predicted=47.640523, expected=40.000000
predicted=44.880509, expected=72.000000
predicted=48.360347, expected=56.000000
predicted=46.276286, expected=36.000000
predicted=42.506974, expected=36.000000
predicted=40.552816, expected=32.000000
predicted=40.706752, expected=12.000000
predicted=35.645880, expected=60.000000
predicted=47.332779, expected=24.000000
predicted=33.247337, expected=28.000000
predicted=29.786091, expected=40.000000
predicted=34.047607, expected=12.000000
predicted=22.760963, expected=32.000000
predicted=34.690706, expected=4.000000
predicted=17.787848, expected=24.000000
predicted=23.437235, expected=36.000000
predicted=30.817030, expected=28.000000
predicted=24.451940, expected=40.000000
predicted=30.974193, expected=8.000000
predicted=16.060506, expected=28.000000
predicted=25.608972, expected=28.000000
predicted=29.709046, expected=32.000000
predicted=29.977130, expected=48.000000
predicted=36.933315, expected=48.000000
predicted=34.951359, expected=40.000000
predicted=36.860106, expected=16.000000
predicted=27.102740, expected=16.000000
predicted=26.222077, expected=64.000000
predicted=48.481624, expected=56.000000
predicted=49.566693, expected=60.000000
predicted=46.939791, expected=12.000000
predicted=24.747099, expected=24.000000
predicted=28.932710, expected=28.000000
predicted=40.586610, expected=20.000000
predicted=33.931169, expected=32.000000
predicted=33.083400, expected=56.000000
predicted=35.865415, expected=56.000000
predicted=42.433367, expected=68.000000
predicted=48.881113, expected=40.000000
predicted=40.052691, expected=8.000000
predicted=28.655489, expected=16.000000
predicted=32.645804, expected=12.000000
predicted=31.018445, expected=32.000000
predicted=36.383213, expected=36.000000
predicted=30.852024, expected=36.000000
predicted=25.743940, expected=48.000000
predicted=33.332357, expected=36.000000
predicted=31.918817, expected=16.000000
predicted=26.957959, expected=40.000000
predicted=35.473553, expected=44.000000
predicted=40.931739, expected=92.000000
predicted=62.690098, expected=48.000000
predicted=46.943955, expected=64.000000
predicted=47.493551, expected=60.000000
predicted=55.643736, expected=52.000000
predicted=56.878470, expected=48.000000
predicted=59.505307, expected=76.000000
predicted=62.707383, expected=68.000000
predicted=65.937422, expected=36.000000
predicted=49.826561, expected=36.000000
predicted=44.276561, expected=52.000000
predicted=52.464332, expected=36.000000
predicted=51.253757, expected=56.000000
predicted=52.062918, expected=48.000000
predicted=44.881755, expected=64.000000
predicted=52.171960, expected=56.000000
predicted=53.582618, expected=44.000000
predicted=46.314377, expected=56.000000
predicted=53.760131, expected=60.000000
predicted=56.670517, expected=32.000000
predicted=47.585805, expected=80.000000
predicted=61.210841, expected=8.000000
predicted=36.881935, expected=96.000000
predicted=63.581397, expected=28.000000
predicted=50.859683, expected=72.000000
predicted=51.909187, expected=28.000000
predicted=50.660069, expected=56.000000
predicted=42.602340, expected=68.000000
predicted=67.009237, expected=92.000000
predicted=65.869340, expected=108.000000
predicted=83.220298, expected=68.000000
predicted=65.205512, expected=36.000000
predicted=54.407794, expected=52.000000
predicted=61.904144, expected=56.000000
predicted=71.234131, expected=52.000000
predicted=66.345090, expected=52.000000
predicted=53.510175, expected=60.000000
predicted=51.945697, expected=20.000000
predicted=41.436726, expected=24.000000
predicted=35.996108, expected=12.000000
predicted=31.534839, expected=4.000000
predicted=24.278631, expected=32.000000
predicted=30.911489, expected=40.000000
predicted=30.140161, expected=32.000000
predicted=27.270314, expected=48.000000
predicted=30.349080, expected=28.000000
predicted=27.614872, expected=20.000000
predicted=27.496722, expected=24.000000
predicted=29.372513, expected=48.000000
predicted=38.666619, expected=40.000000
predicted=40.453708, expected=44.000000
predicted=35.336497, expected=8.000000
predicted=21.948482, expected=12.000000
predicted=20.323554, expected=20.000000
predicted=28.960574, expected=28.000000
predicted=29.984744, expected=52.000000
predicted=37.602971, expected=56.000000
predicted=36.524095, expected=64.000000
predicted=43.017891, expected=36.000000
predicted=37.474596, expected=12.000000
predicted=27.630968, expected=16.000000
predicted=31.419260, expected=8.000000
predicted=29.166342, expected=24.000000
predicted=30.979260, expected=36.000000
predicted=29.685399, expected=52.000000
predicted=32.939981, expected=16.000000
predicted=21.953723, expected=36.000000
predicted=24.201191, expected=16.000000
predicted=26.182937, expected=12.000000
predicted=23.370949, expected=28.000000
predicted=29.555408, expected=40.000000
predicted=30.456442, expected=20.000000
predicted=26.417917, expected=4.000000
predicted=11.886433, expected=12.000000
predicted=14.077923, expected=40.000000
predicted=31.078929, expected=16.000000
predicted=25.672005, expected=32.000000
predicted=21.516276, expected=20.000000
predicted=18.701509, expected=36.000000
predicted=26.761445, expected=40.000000
predicted=35.868343, expected=12.000000
predicted=20.947816, expected=36.000000
predicted=28.586536, expected=24.000000
predicted=27.832801, expected=32.000000
predicted=31.206445, expected=36.000000
predicted=33.130238, expected=16.000000
predicted=21.783524, expected=20.000000
predicted=24.031471, expected=32.000000
predicted=28.229723, expected=20.000000
predicted=26.750464, expected=32.000000
predicted=27.885959, expected=32.000000
predicted=26.814488, expected=8.000000
predicted=18.891098, expected=32.000000
predicted=25.962969, expected=12.000000
predicted=21.273874, expected=16.000000
predicted=20.470775, expected=24.000000
predicted=22.665356, expected=12.000000
predicted=15.902836, expected=44.000000
predicted=29.470023, expected=16.000000
predicted=20.786941, expected=56.000000
predicted=32.606205, expected=20.000000
predicted=28.157773, expected=28.000000
predicted=24.174202, expected=8.000000
predicted=23.752815, expected=24.000000
predicted=23.044572, expected=40.000000
predicted=37.303378, expected=24.000000
predicted=25.824611, expected=40.000000
predicted=28.903851, expected=24.000000
predicted=24.419237, expected=32.000000
predicted=29.241464, expected=32.000000
predicted=33.165326, expected=32.000000
predicted=30.864791, expected=32.000000
predicted=32.668069, expected=36.000000
predicted=31.787531, expected=52.000000
predicted=40.686584, expected=16.000000
predicted=29.600888, expected=12.000000
predicted=21.081458, expected=40.000000
predicted=33.008430, expected=40.000000
predicted=39.506459, expected=16.000000
predicted=28.313388, expected=8.000000
predicted=13.621680, expected=12.000000
predicted=16.706731, expected=12.000000
predicted=22.212244, expected=16.000000
predicted=20.005485, expected=36.000000
predicted=22.552450, expected=36.000000
predicted=25.139865, expected=40.000000
predicted=27.824678, expected=40.000000
predicted=30.350487, expected=44.000000
predicted=35.540787, expected=16.000000
predicted=29.798204, expected=16.000000
predicted=24.945481, expected=16.000000
predicted=26.152474, expected=8.000000
predicted=21.792536, expected=24.000000
predicted=23.808829, expected=32.000000
predicted=23.906970, expected=56.000000
predicted=34.593538, expected=28.000000
predicted=27.776949, expected=40.000000
predicted=27.935954, expected=24.000000
predicted=29.988607, expected=12.000000
predicted=25.354360, expected=16.000000
predicted=27.009094, expected=24.000000
predicted=25.480426, expected=36.000000
predicted=31.706117, expected=28.000000
predicted=25.841342, expected=24.000000
predicted=20.953693, expected=36.000000
predicted=27.691856, expected=20.000000
predicted=26.504397, expected=48.000000
predicted=35.949406, expected=32.000000
predicted=33.436348, expected=24.000000
predicted=26.804187, expected=36.000000
predicted=32.210098, expected=8.000000
predicted=22.733125, expected=24.000000
predicted=27.194214, expected=48.000000
predicted=36.006473, expected=40.000000
predicted=35.782909, expected=16.000000
predicted=24.322936, expected=12.000000
predicted=15.373448, expected=12.000000
predicted=21.038551, expected=44.000000
predicted=36.795164, expected=28.000000
predicted=31.191783, expected=36.000000
predicted=25.346902, expected=48.000000
predicted=32.680358, expected=16.000000
predicted=25.661853, expected=8.000000
predicted=21.688549, expected=8.000000
predicted=18.367552, expected=16.000000
predicted=23.263588, expected=32.000000
predicted=29.083145, expected=52.000000
predicted=31.935239, expected=60.000000
predicted=37.648061, expected=24.000000
predicted=26.396027, expected=20.000000
predicted=22.936522, expected=24.000000
predicted=30.737630, expected=20.000000
predicted=33.597360, expected=28.000000
predicted=32.755001, expected=44.000000
predicted=32.280582, expected=32.000000
predicted=29.852311, expected=32.000000
predicted=28.303769, expected=12.000000
predicted=21.264321, expected=44.000000
predicted=33.738315, expected=28.000000
predicted=35.491379, expected=56.000000
predicted=39.717424, expected=28.000000
predicted=32.997885, expected=40.000000
predicted=31.066958, expected=36.000000
predicted=38.666813, expected=44.000000
predicted=39.598818, expected=48.000000
predicted=46.037180, expected=36.000000
predicted=36.989874, expected=44.000000
predicted=40.456810, expected=32.000000
predicted=37.687954, expected=20.000000
predicted=32.201874, expected=16.000000
predicted=28.053523, expected=28.000000
predicted=29.914278, expected=44.000000
predicted=38.242572, expected=12.000000
predicted=23.808627, expected=64.000000
predicted=35.612330, expected=32.000000
predicted=34.889799, expected=36.000000
predicted=33.020491, expected=24.000000
predicted=31.363623, expected=32.000000
predicted=30.151238, expected=24.000000
predicted=36.387225, expected=16.000000
predicted=24.148932, expected=32.000000
predicted=28.713946, expected=52.000000
predicted=37.827718, expected=60.000000
predicted=45.167830, expected=16.000000
predicted=26.935427, expected=40.000000
predicted=29.333677, expected=68.000000
predicted=52.262283, expected=24.000000
predicted=43.085070, expected=28.000000
predicted=33.565528, expected=32.000000
predicted=30.779377, expected=76.000000
predicted=55.530153, expected=36.000000
predicted=48.639796, expected=44.000000
predicted=35.136813, expected=32.000000
predicted=36.324081, expected=4.000000
predicted=26.932428, expected=32.000000
predicted=37.754752, expected=44.000000
predicted=39.234793, expected=40.000000
predicted=38.379833, expected=32.000000
predicted=29.791658, expected=48.000000
predicted=32.813611, expected=52.000000
predicted=45.027552, expected=28.000000
predicted=37.899970, expected=60.000000
predicted=45.135351, expected=44.000000
predicted=45.359780, expected=40.000000
predicted=43.420246, expected=24.000000
predicted=36.097135, expected=8.000000
predicted=24.497891, expected=8.000000
predicted=26.164852, expected=40.000000
predicted=33.870657, expected=24.000000
predicted=29.551681, expected=40.000000
predicted=27.264702, expected=64.000000
predicted=38.242320, expected=40.000000
predicted=36.402625, expected=24.000000
predicted=31.680472, expected=28.000000
predicted=30.062757, expected=16.000000
predicted=31.181534, expected=44.000000
predicted=41.550579, expected=80.000000
predicted=53.954073, expected=104.000000
predicted=66.888950, expected=16.000000
predicted=36.428082, expected=20.000000
predicted=24.978840, expected=40.000000
predicted=46.605765, expected=32.000000
predicted=52.748280, expected=44.000000
predicted=50.882663, expected=68.000000
predicted=43.758979, expected=92.000000
predicted=60.882220, expected=32.000000
predicted=45.293237, expected=64.000000
predicted=48.833006, expected=44.000000
predicted=53.420806, expected=52.000000
predicted=57.989604, expected=64.000000
predicted=64.639933, expected=48.000000
predicted=48.861338, expected=68.000000
predicted=59.597073, expected=104.000000
predicted=74.546272, expected=56.000000
predicted=64.227229, expected=24.000000
predicted=45.341797, expected=44.000000
predicted=48.295396, expected=76.000000
predicted=70.427499, expected=72.000000
predicted=74.940843, expected=76.000000
predicted=62.273759, expected=88.000000
predicted=64.780042, expected=28.000000
predicted=50.933338, expected=36.000000
predicted=51.702788, expected=48.000000
predicted=57.524448, expected=48.000000
predicted=58.173846, expected=68.000000
predicted=62.664204, expected=164.000000
predicted=91.947159, expected=64.000000
predicted=70.795166, expected=24.000000
predicted=43.955734, expected=28.000000
predicted=45.849413, expected=4.000000
predicted=45.953528, expected=40.000000
predicted=69.297266, expected=48.000000
predicted=46.630651, expected=40.000000
predicted=34.005865, expected=36.000000
predicted=31.322585, expected=28.000000
predicted=25.532039, expected=20.000000
predicted=30.804210, expected=20.000000
predicted=30.389626, expected=68.000000
predicted=46.914049, expected=36.000000
predicted=39.168266, expected=44.000000
predicted=35.030712, expected=28.000000
predicted=29.614099, expected=24.000000
predicted=29.409891, expected=12.000000
predicted=33.058721, expected=32.000000
predicted=30.880513, expected=20.000000
predicted=29.181805, expected=32.000000
predicted=27.144252, expected=32.000000
predicted=27.507519, expected=32.000000
predicted=26.136911, expected=12.000000
predicted=22.563325, expected=44.000000
predicted=30.448156, expected=24.000000
predicted=30.433389, expected=68.000000
predicted=44.305232, expected=56.000000
predicted=45.875083, expected=32.000000
predicted=31.965821, expected=44.000000
predicted=41.144651, expected=60.000000
predicted=48.249633, expected=28.000000
predicted=47.277350, expected=20.000000
predicted=33.896747, expected=24.000000
predicted=29.483575, expected=16.000000
predicted=30.031362, expected=52.000000
predicted=43.778042, expected=36.000000
predicted=33.835117, expected=12.000000
predicted=20.035073, expected=12.000000
predicted=17.896418, expected=32.000000
predicted=26.677611, expected=32.000000
predicted=36.382986, expected=28.000000
predicted=28.203971, expected=48.000000
predicted=30.362998, expected=28.000000
predicted=27.562600, expected=16.000000
predicted=24.958994, expected=40.000000
predicted=32.994213, expected=20.000000
predicted=28.629755, expected=24.000000
predicted=30.036060, expected=12.000000
predicted=20.053962, expected=32.000000
predicted=24.707284, expected=24.000000
predicted=28.841148, expected=24.000000
predicted=22.439488, expected=32.000000
predicted=26.297150, expected=8.000000
predicted=16.513035, expected=32.000000
predicted=26.878698, expected=32.000000
predicted=28.581953, expected=32.000000
predicted=28.686839, expected=12.000000
predicted=21.323610, expected=12.000000
predicted=14.445879, expected=28.000000
predicted=26.871054, expected=12.000000
Test MSE: 400.975
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401])]
predicted=15.933083, expected=24.000000
predicted=23.869494, expected=24.000000
predicted=27.287096, expected=20.000000
predicted=14.646386, expected=8.000000
predicted=17.253120, expected=20.000000
predicted=16.026347, expected=36.000000
predicted=25.582968, expected=28.000000
predicted=23.750132, expected=24.000000
predicted=23.265934, expected=52.000000
predicted=30.711415, expected=12.000000
predicted=21.374540, expected=32.000000
predicted=33.083740, expected=20.000000
predicted=26.020636, expected=8.000000
predicted=18.861493, expected=20.000000
predicted=29.729939, expected=28.000000
predicted=19.398126, expected=44.000000
predicted=31.348353, expected=12.000000
predicted=19.236307, expected=48.000000
predicted=29.254270, expected=16.000000
predicted=22.754595, expected=4.000000
predicted=20.001079, expected=40.000000
predicted=35.107432, expected=40.000000
predicted=24.861317, expected=52.000000
predicted=41.634179, expected=32.000000
predicted=29.044947, expected=32.000000
predicted=27.175492, expected=16.000000
predicted=31.308831, expected=20.000000
predicted=29.937571, expected=12.000000
predicted=28.141076, expected=32.000000
predicted=27.296221, expected=28.000000
predicted=26.151912, expected=44.000000
predicted=28.326867, expected=12.000000
predicted=20.835723, expected=20.000000
predicted=21.066477, expected=4.000000
predicted=20.005501, expected=12.000000
predicted=18.527645, expected=44.000000
predicted=32.796495, expected=40.000000
predicted=23.753096, expected=12.000000
predicted=19.775775, expected=12.000000
predicted=16.050637, expected=24.000000
predicted=20.665345, expected=20.000000
predicted=26.755674, expected=24.000000
predicted=26.651230, expected=48.000000
predicted=27.640261, expected=48.000000
predicted=30.096364, expected=16.000000
predicted=25.468131, expected=8.000000
predicted=21.799934, expected=36.000000
predicted=29.840682, expected=4.000000
predicted=23.526773, expected=24.000000
predicted=29.218049, expected=48.000000
predicted=28.071722, expected=44.000000
predicted=26.124459, expected=28.000000
predicted=32.481180, expected=24.000000
predicted=22.913983, expected=20.000000
predicted=26.167324, expected=24.000000
predicted=32.407319, expected=24.000000
predicted=29.843467, expected=68.000000
predicted=40.343727, expected=48.000000
predicted=35.412379, expected=20.000000
predicted=28.042241, expected=20.000000
predicted=29.717017, expected=8.000000
predicted=21.954024, expected=20.000000
predicted=35.448629, expected=12.000000
predicted=24.392151, expected=16.000000
predicted=16.658923, expected=4.000000
predicted=12.460019, expected=20.000000
predicted=13.736191, expected=20.000000
predicted=17.302350, expected=12.000000
predicted=12.715532, expected=72.000000
predicted=35.939649, expected=32.000000
predicted=22.104687, expected=28.000000
predicted=28.933844, expected=32.000000
predicted=31.121623, expected=44.000000
predicted=31.341586, expected=36.000000
predicted=46.170310, expected=28.000000
predicted=32.063785, expected=32.000000
predicted=32.177929, expected=84.000000
predicted=51.002266, expected=24.000000
predicted=36.443837, expected=8.000000
predicted=30.274009, expected=32.000000
predicted=33.806166, expected=24.000000
predicted=27.699472, expected=28.000000
predicted=42.926853, expected=20.000000
predicted=22.909373, expected=60.000000
predicted=32.432713, expected=28.000000
predicted=30.287970, expected=20.000000
predicted=26.951803, expected=16.000000
predicted=26.368275, expected=16.000000
predicted=20.910537, expected=32.000000
predicted=35.804283, expected=20.000000
predicted=22.227565, expected=40.000000
predicted=27.821047, expected=24.000000
predicted=22.718046, expected=48.000000
predicted=31.866070, expected=32.000000
predicted=32.528092, expected=16.000000
predicted=24.164676, expected=8.000000
predicted=26.107959, expected=12.000000
predicted=19.556715, expected=36.000000
predicted=32.069020, expected=28.000000
predicted=25.004651, expected=16.000000
predicted=18.329421, expected=4.000000
predicted=12.738458, expected=20.000000
predicted=17.614460, expected=52.000000
predicted=34.062841, expected=52.000000
predicted=33.893999, expected=40.000000
predicted=31.017429, expected=4.000000
predicted=18.106338, expected=36.000000
predicted=32.230006, expected=20.000000
predicted=32.655558, expected=32.000000
predicted=34.730972, expected=12.000000
predicted=24.893192, expected=28.000000
predicted=19.651660, expected=12.000000
predicted=22.906801, expected=24.000000
predicted=21.329014, expected=52.000000
predicted=34.665764, expected=76.000000
predicted=39.754770, expected=100.000000
predicted=59.326920, expected=60.000000
predicted=48.074478, expected=52.000000
predicted=52.482237, expected=36.000000
predicted=53.540035, expected=24.000000
predicted=50.687003, expected=28.000000
predicted=53.642354, expected=32.000000
predicted=40.198053, expected=44.000000
predicted=41.145998, expected=28.000000
predicted=31.754012, expected=36.000000
predicted=31.986087, expected=32.000000
predicted=31.973858, expected=24.000000
predicted=29.516276, expected=8.000000
predicted=26.052985, expected=48.000000
predicted=34.233065, expected=52.000000
predicted=38.342553, expected=28.000000
predicted=30.767049, expected=16.000000
predicted=26.255351, expected=12.000000
predicted=18.778113, expected=36.000000
predicted=35.377866, expected=40.000000
predicted=36.904736, expected=88.000000
predicted=50.021584, expected=52.000000
predicted=39.329678, expected=24.000000
predicted=31.435411, expected=64.000000
predicted=53.151256, expected=24.000000
predicted=37.662293, expected=72.000000
predicted=66.046869, expected=68.000000
predicted=56.154787, expected=104.000000
predicted=64.141854, expected=84.000000
predicted=74.096091, expected=4.000000
predicted=36.851122, expected=16.000000
predicted=50.251231, expected=48.000000
predicted=54.120643, expected=8.000000
predicted=43.407865, expected=28.000000
predicted=42.267733, expected=44.000000
predicted=26.200951, expected=56.000000
predicted=35.491044, expected=52.000000
predicted=45.626987, expected=20.000000
predicted=25.701494, expected=28.000000
predicted=33.651770, expected=4.000000
predicted=26.314016, expected=24.000000
predicted=33.044270, expected=16.000000
predicted=26.763413, expected=60.000000
predicted=34.146363, expected=8.000000
predicted=20.099790, expected=4.000000
predicted=12.351581, expected=24.000000
predicted=23.848529, expected=20.000000
predicted=18.358673, expected=44.000000
predicted=38.481596, expected=52.000000
predicted=30.026465, expected=68.000000
predicted=39.106797, expected=28.000000
predicted=33.663710, expected=20.000000
predicted=30.014393, expected=12.000000
predicted=30.966405, expected=16.000000
predicted=30.272364, expected=12.000000
predicted=29.776238, expected=88.000000
predicted=46.515329, expected=104.000000
predicted=56.630551, expected=8.000000
predicted=24.686793, expected=12.000000
predicted=29.708764, expected=20.000000
predicted=27.493931, expected=16.000000
predicted=41.215850, expected=28.000000
predicted=46.456227, expected=20.000000
predicted=16.129869, expected=56.000000
predicted=32.172699, expected=32.000000
predicted=27.658952, expected=16.000000
predicted=22.208720, expected=8.000000
predicted=21.984570, expected=12.000000
predicted=18.648839, expected=24.000000
predicted=30.431484, expected=8.000000
predicted=16.731729, expected=4.000000
predicted=10.663992, expected=32.000000
predicted=18.812011, expected=8.000000
predicted=11.115830, expected=24.000000
predicted=20.888801, expected=16.000000
predicted=14.208409, expected=4.000000
predicted=8.744037, expected=32.000000
predicted=26.206652, expected=24.000000
predicted=17.049776, expected=20.000000
predicted=20.888951, expected=40.000000
predicted=27.209354, expected=8.000000
predicted=13.151705, expected=12.000000
predicted=21.791752, expected=16.000000
predicted=19.507700, expected=28.000000
predicted=21.992447, expected=56.000000
predicted=38.364339, expected=4.000000
predicted=12.816836, expected=24.000000
predicted=22.384391, expected=24.000000
predicted=22.716781, expected=12.000000
predicted=20.709377, expected=8.000000
predicted=24.716736, expected=8.000000
predicted=9.682435, expected=60.000000
predicted=33.921564, expected=12.000000
predicted=17.931820, expected=16.000000
predicted=17.995997, expected=8.000000
predicted=13.779797, expected=8.000000
predicted=12.601718, expected=8.000000
predicted=23.454323, expected=12.000000
predicted=11.080450, expected=32.000000
predicted=19.649163, expected=20.000000
predicted=14.691092, expected=32.000000
predicted=20.953283, expected=32.000000
predicted=22.684320, expected=4.000000
predicted=14.526117, expected=8.000000
predicted=19.869043, expected=8.000000
predicted=14.606427, expected=24.000000
predicted=21.999255, expected=12.000000
predicted=17.013233, expected=12.000000
predicted=10.331429, expected=20.000000
predicted=14.715894, expected=8.000000
predicted=10.658463, expected=32.000000
predicted=23.485113, expected=16.000000
predicted=15.241991, expected=24.000000
predicted=19.136180, expected=4.000000
predicted=13.959370, expected=4.000000
predicted=10.140680, expected=28.000000
predicted=23.498830, expected=12.000000
predicted=13.469581, expected=24.000000
predicted=20.227814, expected=12.000000
predicted=11.508691, expected=16.000000
predicted=13.654036, expected=16.000000
predicted=19.238306, expected=12.000000
predicted=13.497841, expected=32.000000
predicted=23.645563, expected=8.000000
predicted=12.571091, expected=8.000000
predicted=13.597165, expected=20.000000
predicted=17.138691, expected=4.000000
predicted=10.138850, expected=12.000000
predicted=16.981788, expected=12.000000
predicted=10.377717, expected=48.000000
predicted=24.417888, expected=44.000000
predicted=28.543943, expected=16.000000
predicted=17.528482, expected=12.000000
predicted=18.887538, expected=36.000000
predicted=27.127144, expected=40.000000
predicted=36.941235, expected=32.000000
predicted=33.194348, expected=36.000000
predicted=28.916005, expected=20.000000
predicted=23.272142, expected=8.000000
predicted=23.986437, expected=20.000000
predicted=26.862984, expected=20.000000
predicted=23.094421, expected=24.000000
predicted=24.721939, expected=24.000000
predicted=20.879437, expected=12.000000
predicted=14.320044, expected=12.000000
predicted=17.068131, expected=40.000000
predicted=26.830694, expected=20.000000
predicted=21.187768, expected=32.000000
predicted=26.437988, expected=16.000000
predicted=18.369232, expected=16.000000
predicted=18.701213, expected=20.000000
predicted=25.759281, expected=8.000000
predicted=15.450699, expected=28.000000
predicted=24.679533, expected=20.000000
predicted=17.862181, expected=12.000000
predicted=15.558222, expected=20.000000
predicted=19.145356, expected=8.000000
predicted=11.855138, expected=20.000000
predicted=20.469614, expected=16.000000
predicted=16.501393, expected=8.000000
predicted=11.804958, expected=16.000000
predicted=16.139835, expected=20.000000
predicted=14.736849, expected=28.000000
predicted=21.166152, expected=32.000000
predicted=22.754066, expected=12.000000
predicted=15.088685, expected=16.000000
predicted=18.735626, expected=28.000000
predicted=23.536460, expected=16.000000
predicted=20.952837, expected=4.000000
predicted=16.644484, expected=36.000000
predicted=22.658622, expected=16.000000
predicted=17.033421, expected=16.000000
predicted=20.278837, expected=20.000000
predicted=18.329375, expected=64.000000
predicted=32.741760, expected=60.000000
predicted=42.181125, expected=8.000000
predicted=21.599390, expected=8.000000
predicted=21.936659, expected=36.000000
predicted=31.190682, expected=24.000000
predicted=34.971031, expected=8.000000
predicted=25.991876, expected=40.000000
predicted=24.713423, expected=12.000000
predicted=15.215289, expected=20.000000
predicted=25.080750, expected=16.000000
predicted=19.641280, expected=28.000000
predicted=20.180019, expected=4.000000
predicted=18.752033, expected=16.000000
predicted=15.642794, expected=28.000000
predicted=21.423969, expected=8.000000
predicted=13.390963, expected=16.000000
predicted=19.085253, expected=56.000000
predicted=28.203476, expected=40.000000
predicted=27.856126, expected=20.000000
predicted=26.301871, expected=12.000000
predicted=19.178191, expected=36.000000
predicted=29.022135, expected=24.000000
predicted=32.721176, expected=28.000000
predicted=29.664980, expected=44.000000
predicted=31.156183, expected=48.000000
predicted=32.506272, expected=28.000000
predicted=32.976959, expected=8.000000
predicted=23.094355, expected=24.000000
predicted=28.289716, expected=32.000000
predicted=32.673029, expected=16.000000
predicted=26.489335, expected=48.000000
predicted=33.539908, expected=12.000000
predicted=16.508842, expected=4.000000
predicted=18.047892, expected=60.000000
predicted=38.904472, expected=40.000000
predicted=28.271873, expected=40.000000
predicted=38.975546, expected=8.000000
predicted=19.647127, expected=12.000000
predicted=19.143506, expected=32.000000
predicted=36.838372, expected=32.000000
predicted=30.009941, expected=36.000000
predicted=31.786252, expected=24.000000
predicted=21.228880, expected=20.000000
predicted=22.036440, expected=16.000000
predicted=24.606398, expected=72.000000
predicted=44.248102, expected=72.000000
predicted=47.096075, expected=20.000000
predicted=29.662770, expected=60.000000
predicted=46.122314, expected=28.000000
predicted=33.619353, expected=24.000000
predicted=44.817943, expected=12.000000
predicted=35.951217, expected=32.000000
predicted=28.325719, expected=24.000000
predicted=32.950817, expected=28.000000
predicted=26.271339, expected=28.000000
predicted=25.601704, expected=24.000000
predicted=22.099185, expected=12.000000
predicted=22.390719, expected=28.000000
predicted=25.405264, expected=28.000000
predicted=25.687971, expected=120.000000
predicted=61.013872, expected=216.000000
predicted=109.227326, expected=156.000000
predicted=99.534936, expected=232.000000
predicted=158.362090, expected=192.000000
predicted=153.141679, expected=172.000000
predicted=171.170408, expected=44.000000
predicted=130.697344, expected=12.000000
predicted=81.382453, expected=68.000000
predicted=108.594899, expected=4.000000
predicted=56.219269, expected=40.000000
predicted=64.401514, expected=52.000000
predicted=43.419981, expected=84.000000
predicted=56.934541, expected=8.000000
predicted=35.072758, expected=28.000000
predicted=28.620100, expected=8.000000
predicted=21.958809, expected=4.000000
predicted=18.090833, expected=28.000000
predicted=34.215580, expected=12.000000
predicted=12.148395, expected=44.000000
predicted=32.501884, expected=8.000000
predicted=13.543570, expected=36.000000
predicted=25.646444, expected=20.000000
predicted=23.411417, expected=16.000000
predicted=17.824282, expected=24.000000
predicted=26.904680, expected=28.000000
predicted=21.996596, expected=32.000000
predicted=30.282896, expected=28.000000
predicted=26.367799, expected=16.000000
predicted=19.882043, expected=8.000000
predicted=15.917746, expected=24.000000
predicted=22.450371, expected=24.000000
predicted=23.497519, expected=52.000000
predicted=37.777139, expected=44.000000
predicted=35.385671, expected=24.000000
predicted=26.015862, expected=24.000000
predicted=27.618111, expected=20.000000
predicted=23.711591, expected=12.000000
predicted=23.451862, expected=32.000000
predicted=30.168868, expected=32.000000
predicted=27.461331, expected=28.000000
predicted=26.978092, expected=8.000000
predicted=16.559225, expected=20.000000
predicted=18.735199, expected=72.000000
predicted=48.070899, expected=28.000000
predicted=31.821686, expected=24.000000
predicted=29.673590, expected=20.000000
predicted=21.910790, expected=20.000000
predicted=22.114112, expected=28.000000
predicted=34.652279, expected=28.000000
predicted=26.563280, expected=8.000000
predicted=16.452512, expected=12.000000
predicted=15.863091, expected=36.000000
predicted=26.499629, expected=36.000000
predicted=30.041770, expected=20.000000
predicted=24.229635, expected=24.000000
predicted=22.044016, expected=12.000000
predicted=16.162152, expected=16.000000
predicted=21.009094, expected=44.000000
predicted=34.109460, expected=36.000000
predicted=29.910819, expected=28.000000
predicted=28.643521, expected=8.000000
predicted=16.214517, expected=4.000000
predicted=12.189807, expected=28.000000
predicted=26.576661, expected=16.000000
predicted=19.811107, expected=4.000000
predicted=12.584771, expected=16.000000
predicted=13.418850, expected=16.000000
predicted=12.661388, expected=16.000000
predicted=17.579480, expected=8.000000
predicted=11.582330, expected=20.000000
Test MSE: 552.585
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001])]
predicted=16.341306, expected=20.000000
predicted=23.767971, expected=4.000000
predicted=23.106083, expected=8.000000
predicted=19.832816, expected=12.000000
predicted=13.927386, expected=24.000000
predicted=15.819380, expected=4.000000
predicted=12.495473, expected=12.000000
predicted=8.572427, expected=12.000000
predicted=10.618923, expected=28.000000
predicted=17.749945, expected=20.000000
predicted=18.824566, expected=16.000000
predicted=12.494805, expected=12.000000
predicted=13.846012, expected=12.000000
predicted=15.165931, expected=8.000000
predicted=17.672324, expected=24.000000
predicted=18.036806, expected=12.000000
predicted=14.472070, expected=12.000000
predicted=12.622389, expected=12.000000
predicted=11.960803, expected=12.000000
predicted=12.492815, expected=12.000000
predicted=15.983129, expected=4.000000
predicted=9.799867, expected=4.000000
predicted=8.829749, expected=28.000000
predicted=14.750393, expected=4.000000
predicted=10.754653, expected=12.000000
predicted=10.507735, expected=8.000000
predicted=7.221138, expected=16.000000
predicted=11.935695, expected=8.000000
predicted=15.205765, expected=16.000000
predicted=9.939325, expected=40.000000
predicted=19.289363, expected=8.000000
predicted=13.675434, expected=12.000000
predicted=14.511706, expected=4.000000
predicted=10.350267, expected=8.000000
predicted=15.461511, expected=16.000000
predicted=20.638241, expected=16.000000
predicted=11.486740, expected=40.000000
predicted=18.792857, expected=8.000000
predicted=11.599874, expected=4.000000
predicted=10.889860, expected=20.000000
predicted=16.209891, expected=8.000000
predicted=16.952176, expected=16.000000
predicted=21.369347, expected=32.000000
predicted=15.189318, expected=32.000000
predicted=18.471296, expected=28.000000
predicted=22.430117, expected=8.000000
predicted=14.588234, expected=8.000000
predicted=17.083832, expected=12.000000
predicted=21.804509, expected=32.000000
predicted=26.149931, expected=28.000000
predicted=23.180815, expected=12.000000
predicted=13.311318, expected=24.000000
predicted=16.008617, expected=16.000000
predicted=18.510091, expected=32.000000
predicted=27.907586, expected=32.000000
predicted=25.884547, expected=24.000000
predicted=21.214541, expected=12.000000
predicted=20.440454, expected=12.000000
predicted=18.432444, expected=4.000000
predicted=20.286421, expected=16.000000
predicted=20.676588, expected=24.000000
predicted=19.119899, expected=8.000000
predicted=12.236557, expected=24.000000
predicted=14.445424, expected=12.000000
predicted=11.703122, expected=8.000000
predicted=14.886925, expected=20.000000
predicted=17.473093, expected=12.000000
predicted=13.325118, expected=20.000000
predicted=18.482990, expected=28.000000
predicted=16.914351, expected=16.000000
predicted=15.592903, expected=8.000000
predicted=15.545719, expected=4.000000
predicted=11.631348, expected=24.000000
predicted=19.458278, expected=4.000000
predicted=16.489266, expected=16.000000
predicted=13.237965, expected=24.000000
predicted=12.937990, expected=20.000000
predicted=14.843004, expected=28.000000
predicted=20.931214, expected=12.000000
predicted=13.083418, expected=24.000000
predicted=20.040105, expected=12.000000
predicted=19.437911, expected=16.000000
predicted=19.222685, expected=8.000000
predicted=17.163582, expected=20.000000
predicted=15.892855, expected=28.000000
predicted=21.067517, expected=16.000000
predicted=16.111746, expected=4.000000
predicted=12.472029, expected=16.000000
predicted=13.118072, expected=20.000000
predicted=19.501130, expected=20.000000
predicted=20.895726, expected=16.000000
predicted=14.746248, expected=16.000000
predicted=12.563172, expected=16.000000
predicted=16.848678, expected=16.000000
predicted=17.957164, expected=8.000000
predicted=15.135423, expected=32.000000
predicted=19.279442, expected=8.000000
predicted=15.260712, expected=32.000000
predicted=19.921499, expected=24.000000
predicted=18.967829, expected=16.000000
predicted=17.862291, expected=16.000000
predicted=21.208607, expected=28.000000
predicted=19.568408, expected=8.000000
predicted=22.008915, expected=4.000000
predicted=15.323328, expected=24.000000
predicted=16.592129, expected=24.000000
predicted=19.744651, expected=8.000000
predicted=17.493122, expected=12.000000
predicted=10.417948, expected=8.000000
predicted=10.562486, expected=16.000000
predicted=18.217882, expected=16.000000
predicted=16.478532, expected=4.000000
predicted=9.132202, expected=8.000000
predicted=9.806064, expected=4.000000
predicted=8.329393, expected=4.000000
predicted=10.118407, expected=16.000000
predicted=11.224773, expected=20.000000
predicted=10.278535, expected=36.000000
predicted=16.653606, expected=12.000000
predicted=11.777904, expected=8.000000
predicted=11.144438, expected=8.000000
predicted=14.264378, expected=8.000000
predicted=16.687959, expected=8.000000
predicted=17.726365, expected=8.000000
predicted=9.246330, expected=4.000000
predicted=6.877178, expected=20.000000
predicted=10.686094, expected=20.000000
predicted=12.358462, expected=12.000000
predicted=11.191986, expected=24.000000
predicted=13.611339, expected=20.000000
predicted=14.729503, expected=24.000000
predicted=20.984693, expected=32.000000
predicted=22.638638, expected=36.000000
predicted=24.232382, expected=12.000000
predicted=22.196646, expected=20.000000
predicted=21.491360, expected=12.000000
predicted=21.261299, expected=4.000000
predicted=20.698986, expected=20.000000
predicted=21.286682, expected=4.000000
predicted=11.471489, expected=16.000000
predicted=14.844962, expected=16.000000
predicted=12.017444, expected=12.000000
predicted=11.166345, expected=8.000000
predicted=12.630607, expected=20.000000
predicted=11.915342, expected=4.000000
predicted=12.432977, expected=12.000000
predicted=12.673157, expected=32.000000
predicted=16.483334, expected=4.000000
predicted=11.978729, expected=12.000000
predicted=13.879297, expected=28.000000
predicted=13.877335, expected=20.000000
predicted=18.931722, expected=8.000000
predicted=18.431856, expected=8.000000
predicted=9.254540, expected=8.000000
predicted=12.997254, expected=20.000000
predicted=19.555984, expected=8.000000
predicted=13.258926, expected=12.000000
predicted=10.035367, expected=8.000000
predicted=9.029468, expected=16.000000
predicted=12.363098, expected=32.000000
predicted=19.447255, expected=4.000000
predicted=11.119885, expected=8.000000
predicted=11.157238, expected=12.000000
predicted=11.173609, expected=32.000000
predicted=21.129311, expected=28.000000
predicted=23.471429, expected=16.000000
predicted=13.393547, expected=16.000000
predicted=14.643562, expected=12.000000
predicted=16.935843, expected=12.000000
predicted=21.458786, expected=12.000000
predicted=17.865341, expected=24.000000
predicted=17.137116, expected=28.000000
predicted=18.999354, expected=8.000000
predicted=13.761678, expected=12.000000
predicted=13.456585, expected=8.000000
predicted=13.386833, expected=24.000000
predicted=20.963525, expected=16.000000
predicted=18.517416, expected=24.000000
predicted=15.167610, expected=12.000000
predicted=13.717539, expected=12.000000
predicted=13.869894, expected=8.000000
predicted=16.002758, expected=12.000000
predicted=14.734656, expected=4.000000
predicted=13.281558, expected=8.000000
predicted=9.712100, expected=8.000000
predicted=9.117008, expected=16.000000
predicted=10.554736, expected=12.000000
predicted=10.604704, expected=36.000000
predicted=15.390221, expected=8.000000
predicted=12.131793, expected=12.000000
predicted=12.746054, expected=8.000000
predicted=13.190558, expected=32.000000
predicted=20.448671, expected=8.000000
predicted=20.114859, expected=20.000000
predicted=13.588360, expected=4.000000
predicted=11.186124, expected=16.000000
predicted=14.219621, expected=12.000000
predicted=18.178003, expected=40.000000
predicted=19.025117, expected=20.000000
predicted=19.240177, expected=8.000000
predicted=11.936729, expected=12.000000
predicted=15.180918, expected=24.000000
predicted=19.729489, expected=16.000000
predicted=24.531009, expected=24.000000
predicted=18.455025, expected=24.000000
predicted=16.411373, expected=8.000000
predicted=15.376235, expected=16.000000
predicted=18.723654, expected=8.000000
predicted=15.077004, expected=4.000000
predicted=15.135973, expected=28.000000
predicted=18.437834, expected=24.000000
predicted=15.553700, expected=20.000000
predicted=16.885834, expected=12.000000
predicted=12.312287, expected=12.000000
predicted=13.204266, expected=4.000000
predicted=17.456797, expected=4.000000
predicted=13.995222, expected=12.000000
predicted=13.010334, expected=32.000000
predicted=16.208013, expected=32.000000
predicted=18.056335, expected=4.000000
predicted=9.783954, expected=28.000000
predicted=15.374212, expected=28.000000
predicted=21.913014, expected=12.000000
predicted=24.128644, expected=8.000000
predicted=18.493852, expected=32.000000
predicted=17.686576, expected=8.000000
predicted=20.536430, expected=24.000000
predicted=21.204823, expected=8.000000
predicted=12.884238, expected=16.000000
predicted=14.778817, expected=4.000000
predicted=16.906431, expected=32.000000
predicted=16.591897, expected=8.000000
predicted=16.552266, expected=12.000000
predicted=11.589633, expected=8.000000
predicted=12.334258, expected=12.000000
predicted=11.358815, expected=12.000000
predicted=17.741931, expected=20.000000
predicted=12.426411, expected=24.000000
predicted=15.523945, expected=16.000000
predicted=13.750964, expected=32.000000
predicted=19.154594, expected=8.000000
predicted=15.755184, expected=24.000000
predicted=20.648449, expected=28.000000
predicted=23.328299, expected=12.000000
predicted=18.780984, expected=12.000000
predicted=20.077044, expected=12.000000
predicted=13.538726, expected=4.000000
predicted=16.142353, expected=8.000000
predicted=15.194454, expected=24.000000
predicted=13.995302, expected=32.000000
predicted=17.841474, expected=20.000000
predicted=16.018171, expected=20.000000
predicted=14.188352, expected=8.000000
predicted=14.298043, expected=12.000000
predicted=19.425058, expected=12.000000
predicted=19.996941, expected=20.000000
predicted=17.568874, expected=24.000000
predicted=18.223792, expected=4.000000
predicted=10.633271, expected=20.000000
predicted=14.498361, expected=20.000000
predicted=16.462295, expected=16.000000
predicted=18.393194, expected=8.000000
predicted=15.420752, expected=24.000000
predicted=13.957186, expected=12.000000
predicted=17.237706, expected=8.000000
predicted=14.737975, expected=8.000000
predicted=12.070058, expected=12.000000
predicted=11.530010, expected=4.000000
predicted=13.258621, expected=8.000000
predicted=9.080085, expected=8.000000
predicted=7.956464, expected=20.000000
predicted=11.367015, expected=12.000000
predicted=11.273544, expected=16.000000
predicted=10.122791, expected=20.000000
predicted=13.296318, expected=8.000000
predicted=12.007455, expected=20.000000
predicted=17.093883, expected=20.000000
predicted=15.911704, expected=20.000000
predicted=17.807540, expected=8.000000
predicted=15.195792, expected=12.000000
predicted=12.449272, expected=16.000000
predicted=17.061961, expected=8.000000
predicted=14.867784, expected=12.000000
predicted=13.850414, expected=12.000000
predicted=10.656082, expected=8.000000
predicted=11.182374, expected=24.000000
predicted=15.377867, expected=20.000000
predicted=13.958253, expected=12.000000
predicted=13.582943, expected=16.000000
predicted=13.950018, expected=20.000000
predicted=15.506092, expected=20.000000
predicted=20.422171, expected=24.000000
predicted=19.649329, expected=16.000000
predicted=16.266818, expected=8.000000
predicted=15.338039, expected=8.000000
predicted=15.344596, expected=16.000000
predicted=16.823163, expected=32.000000
predicted=21.662895, expected=16.000000
predicted=16.247181, expected=8.000000
predicted=11.318142, expected=8.000000
predicted=11.465938, expected=4.000000
predicted=13.508377, expected=36.000000
predicted=23.866471, expected=32.000000
predicted=20.006507, expected=28.000000
predicted=17.868048, expected=12.000000
predicted=14.587463, expected=20.000000
predicted=17.489386, expected=12.000000
predicted=24.938066, expected=20.000000
predicted=23.547038, expected=16.000000
predicted=19.887439, expected=8.000000
predicted=13.120946, expected=8.000000
predicted=13.932794, expected=16.000000
predicted=13.695336, expected=16.000000
predicted=16.145441, expected=4.000000
predicted=11.078010, expected=12.000000
predicted=9.701003, expected=28.000000
predicted=15.189311, expected=12.000000
predicted=15.179433, expected=8.000000
predicted=12.267272, expected=16.000000
predicted=11.147617, expected=20.000000
predicted=16.530596, expected=16.000000
predicted=19.210426, expected=8.000000
predicted=11.723817, expected=4.000000
predicted=9.557739, expected=16.000000
predicted=14.554205, expected=12.000000
predicted=14.721875, expected=4.000000
predicted=10.250550, expected=24.000000
predicted=12.081261, expected=32.000000
predicted=16.062368, expected=12.000000
predicted=15.868765, expected=12.000000
predicted=13.329614, expected=16.000000
predicted=13.710397, expected=16.000000
predicted=20.200207, expected=16.000000
predicted=20.317832, expected=16.000000
predicted=14.131656, expected=12.000000
predicted=13.620708, expected=4.000000
predicted=12.322931, expected=16.000000
predicted=14.306557, expected=4.000000
predicted=11.554868, expected=28.000000
predicted=16.236758, expected=12.000000
predicted=12.465976, expected=28.000000
predicted=14.653004, expected=32.000000
predicted=20.663394, expected=44.000000
predicted=23.726253, expected=28.000000
predicted=28.074196, expected=4.000000
predicted=17.880025, expected=20.000000
predicted=24.927716, expected=40.000000
predicted=32.116556, expected=12.000000
predicted=27.636546, expected=8.000000
predicted=17.801910, expected=16.000000
predicted=13.635021, expected=4.000000
predicted=16.317460, expected=12.000000
predicted=19.983512, expected=8.000000
predicted=10.065243, expected=28.000000
predicted=14.421865, expected=32.000000
predicted=19.112680, expected=20.000000
predicted=14.793420, expected=12.000000
predicted=15.274069, expected=16.000000
predicted=16.355504, expected=4.000000
predicted=18.711412, expected=8.000000
predicted=17.684626, expected=20.000000
predicted=15.977170, expected=8.000000
predicted=11.323642, expected=16.000000
predicted=13.094483, expected=16.000000
predicted=10.823235, expected=12.000000
predicted=12.215693, expected=8.000000
predicted=13.532585, expected=20.000000
predicted=13.323580, expected=32.000000
predicted=19.873197, expected=12.000000
predicted=15.777610, expected=16.000000
predicted=14.817342, expected=4.000000
predicted=11.770476, expected=8.000000
predicted=15.519063, expected=28.000000
predicted=21.968352, expected=28.000000
predicted=17.710220, expected=8.000000
predicted=13.741627, expected=12.000000
predicted=11.074112, expected=8.000000
predicted=12.849818, expected=12.000000
predicted=18.473839, expected=12.000000
predicted=16.208463, expected=16.000000
predicted=11.457460, expected=32.000000
predicted=17.379498, expected=32.000000
predicted=18.778930, expected=20.000000
predicted=18.305553, expected=8.000000
predicted=15.536383, expected=36.000000
predicted=24.507116, expected=16.000000
predicted=25.146658, expected=8.000000
predicted=20.301092, expected=16.000000
predicted=17.083110, expected=36.000000
predicted=20.966708, expected=24.000000
predicted=25.919840, expected=4.000000
predicted=14.056984, expected=20.000000
predicted=15.891964, expected=8.000000
predicted=16.603079, expected=4.000000
predicted=18.371181, expected=16.000000
predicted=15.380668, expected=32.000000
predicted=15.421769, expected=24.000000
predicted=18.983718, expected=24.000000
predicted=16.318166, expected=8.000000
predicted=12.942623, expected=8.000000
predicted=16.384760, expected=20.000000
predicted=22.466910, expected=4.000000
predicted=15.202470, expected=20.000000
predicted=16.913813, expected=8.000000
predicted=10.015804, expected=8.000000
predicted=10.155582, expected=4.000000
predicted=11.201702, expected=12.000000
predicted=8.962437, expected=12.000000
predicted=12.940139, expected=20.000000
predicted=11.691423, expected=12.000000
predicted=10.528440, expected=12.000000
predicted=10.114387, expected=8.000000
predicted=11.600940, expected=16.000000
Test MSE: 90.765
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966])]
predicted=110.987379, expected=72.000000
predicted=124.346436, expected=80.000000
predicted=117.010275, expected=180.000000
predicted=108.450740, expected=132.000000
predicted=117.433827, expected=116.000000
predicted=107.102735, expected=100.000000
predicted=94.933245, expected=128.000000
predicted=119.785705, expected=76.000000
predicted=127.442173, expected=120.000000
predicted=112.264872, expected=96.000000
predicted=106.987926, expected=120.000000
predicted=110.053125, expected=48.000000
predicted=93.698994, expected=128.000000
predicted=93.765757, expected=140.000000
predicted=118.915800, expected=68.000000
predicted=103.638326, expected=88.000000
predicted=86.693493, expected=124.000000
predicted=95.037557, expected=68.000000
predicted=110.991743, expected=116.000000
predicted=101.578221, expected=88.000000
predicted=88.729091, expected=76.000000
predicted=92.800923, expected=68.000000
predicted=86.082978, expected=108.000000
predicted=88.252264, expected=136.000000
predicted=110.389299, expected=108.000000
predicted=101.375331, expected=112.000000
predicted=93.787946, expected=112.000000
predicted=100.089554, expected=92.000000
predicted=110.481408, expected=84.000000
predicted=105.782186, expected=144.000000
predicted=111.853634, expected=144.000000
predicted=125.227230, expected=132.000000
predicted=120.712447, expected=108.000000
predicted=106.678270, expected=96.000000
predicted=107.769762, expected=100.000000
predicted=120.383509, expected=88.000000
predicted=114.617631, expected=128.000000
predicted=114.144737, expected=132.000000
predicted=114.853426, expected=168.000000
predicted=124.137365, expected=116.000000
predicted=118.544117, expected=136.000000
predicted=118.771883, expected=132.000000
predicted=131.969473, expected=96.000000
predicted=129.749780, expected=120.000000
predicted=127.233243, expected=136.000000
predicted=125.341607, expected=104.000000
predicted=125.330777, expected=120.000000
predicted=115.468033, expected=112.000000
predicted=111.258420, expected=124.000000
predicted=121.965957, expected=80.000000
predicted=111.209864, expected=128.000000
predicted=108.937032, expected=96.000000
predicted=112.270998, expected=112.000000
predicted=110.655038, expected=84.000000
predicted=101.240983, expected=84.000000
predicted=92.994387, expected=88.000000
predicted=99.325168, expected=68.000000
predicted=89.241955, expected=136.000000
predicted=100.904089, expected=124.000000
predicted=104.820430, expected=112.000000
predicted=102.470539, expected=96.000000
predicted=93.905268, expected=84.000000
predicted=94.807204, expected=104.000000
predicted=111.581372, expected=100.000000
predicted=108.537273, expected=92.000000
predicted=99.896460, expected=136.000000
predicted=103.100306, expected=204.000000
predicted=130.813823, expected=116.000000
predicted=129.245449, expected=72.000000
predicted=100.074791, expected=200.000000
predicted=127.782364, expected=92.000000
predicted=148.287437, expected=156.000000
predicted=147.038372, expected=164.000000
predicted=128.720091, expected=184.000000
predicted=149.637866, expected=92.000000
predicted=146.023056, expected=120.000000
predicted=117.855780, expected=212.000000
predicted=161.441990, expected=92.000000
predicted=155.717184, expected=88.000000
predicted=122.741973, expected=96.000000
predicted=101.279101, expected=128.000000
predicted=131.626902, expected=88.000000
predicted=129.551663, expected=120.000000
predicted=99.489558, expected=136.000000
predicted=109.618784, expected=48.000000
predicted=99.337589, expected=104.000000
predicted=97.741198, expected=124.000000
predicted=105.462127, expected=128.000000
predicted=122.198409, expected=88.000000
predicted=103.844703, expected=92.000000
predicted=85.205881, expected=112.000000
predicted=107.081365, expected=64.000000
predicted=103.783201, expected=132.000000
predicted=105.714713, expected=132.000000
predicted=108.189341, expected=136.000000
predicted=116.324988, expected=88.000000
predicted=103.841529, expected=72.000000
predicted=90.349686, expected=148.000000
predicted=121.032282, expected=100.000000
predicted=122.681713, expected=116.000000
predicted=112.634509, expected=168.000000
predicted=113.595214, expected=160.000000
predicted=131.812037, expected=140.000000
predicted=139.509264, expected=68.000000
predicted=109.351099, expected=156.000000
predicted=129.102176, expected=72.000000
predicted=132.899263, expected=108.000000
predicted=120.986692, expected=124.000000
predicted=112.242109, expected=64.000000
predicted=97.723781, expected=112.000000
predicted=106.060440, expected=128.000000
predicted=102.279863, expected=164.000000
predicted=127.668378, expected=96.000000
predicted=113.727464, expected=128.000000
predicted=104.238674, expected=180.000000
predicted=136.344290, expected=136.000000
predicted=146.209128, expected=80.000000
predicted=124.048418, expected=60.000000
predicted=95.636646, expected=64.000000
predicted=104.762261, expected=60.000000
predicted=105.440293, expected=68.000000
predicted=84.512368, expected=132.000000
predicted=84.966466, expected=132.000000
predicted=94.420441, expected=96.000000
predicted=89.771904, expected=96.000000
predicted=85.445735, expected=100.000000
predicted=98.018784, expected=64.000000
predicted=103.997070, expected=116.000000
predicted=103.619480, expected=112.000000
predicted=102.194514, expected=120.000000
predicted=106.051450, expected=104.000000
predicted=99.811254, expected=124.000000
predicted=102.552587, expected=184.000000
predicted=133.845439, expected=76.000000
predicted=119.483675, expected=92.000000
predicted=105.052392, expected=136.000000
predicted=114.772587, expected=140.000000
predicted=137.344463, expected=136.000000
predicted=135.757309, expected=124.000000
predicted=110.184396, expected=104.000000
predicted=114.548227, expected=84.000000
predicted=115.958474, expected=100.000000
predicted=114.415644, expected=152.000000
predicted=125.776726, expected=120.000000
predicted=121.599148, expected=108.000000
predicted=107.442319, expected=92.000000
predicted=99.002183, expected=120.000000
predicted=114.388998, expected=96.000000
predicted=119.301498, expected=124.000000
predicted=112.621333, expected=92.000000
predicted=103.809619, expected=136.000000
predicted=110.546300, expected=120.000000
predicted=117.117293, expected=68.000000
predicted=101.128857, expected=112.000000
predicted=103.822967, expected=88.000000
predicted=102.632809, expected=96.000000
predicted=108.393970, expected=152.000000
predicted=111.145235, expected=116.000000
predicted=107.995824, expected=88.000000
predicted=104.098413, expected=80.000000
predicted=91.834149, expected=96.000000
predicted=103.295500, expected=60.000000
predicted=102.826262, expected=148.000000
predicted=104.700603, expected=156.000000
predicted=114.440013, expected=208.000000
predicted=135.072021, expected=96.000000
predicted=118.083516, expected=96.000000
predicted=105.839689, expected=116.000000
predicted=130.009412, expected=60.000000
predicted=126.233231, expected=132.000000
predicted=127.318830, expected=92.000000
predicted=100.680328, expected=144.000000
predicted=111.942707, expected=120.000000
predicted=111.501911, expected=80.000000
predicted=97.253933, expected=140.000000
predicted=115.500847, expected=60.000000
predicted=103.643532, expected=80.000000
predicted=102.895879, expected=116.000000
predicted=99.908325, expected=176.000000
predicted=122.442328, expected=100.000000
predicted=118.262055, expected=96.000000
predicted=90.637386, expected=124.000000
predicted=106.387053, expected=60.000000
predicted=112.324950, expected=88.000000
predicted=108.941904, expected=116.000000
predicted=99.068095, expected=104.000000
predicted=105.209923, expected=100.000000
predicted=99.866936, expected=88.000000
predicted=85.455869, expected=84.000000
predicted=93.386041, expected=84.000000
predicted=96.378040, expected=76.000000
predicted=89.827623, expected=136.000000
predicted=100.320271, expected=108.000000
predicted=101.101345, expected=124.000000
predicted=102.169883, expected=124.000000
predicted=104.497074, expected=164.000000
predicted=123.933803, expected=76.000000
predicted=119.863674, expected=100.000000
predicted=106.533711, expected=120.000000
predicted=116.416586, expected=152.000000
predicted=134.077876, expected=80.000000
predicted=118.307482, expected=88.000000
predicted=91.045458, expected=144.000000
predicted=113.399267, expected=44.000000
predicted=107.179766, expected=72.000000
predicted=93.194391, expected=140.000000
predicted=95.196271, expected=108.000000
predicted=110.354573, expected=84.000000
predicted=100.016238, expected=88.000000
predicted=76.937630, expected=156.000000
predicted=111.309263, expected=92.000000
predicted=118.653194, expected=116.000000
predicted=105.052221, expected=152.000000
predicted=112.378334, expected=156.000000
predicted=132.316968, expected=92.000000
predicted=126.061045, expected=80.000000
predicted=100.685193, expected=116.000000
predicted=115.428134, expected=88.000000
predicted=120.688230, expected=84.000000
predicted=105.946813, expected=104.000000
predicted=92.195848, expected=112.000000
predicted=99.795203, expected=256.000000
predicted=144.275716, expected=124.000000
predicted=132.235866, expected=180.000000
predicted=134.223219, expected=52.000000
predicted=116.612632, expected=52.000000
predicted=115.122462, expected=108.000000
predicted=135.650223, expected=176.000000
predicted=136.078073, expected=128.000000
predicted=132.128637, expected=112.000000
predicted=93.404360, expected=196.000000
predicted=122.553579, expected=80.000000
predicted=131.539102, expected=92.000000
predicted=125.130317, expected=168.000000
predicted=128.058107, expected=120.000000
predicted=136.681342, expected=148.000000
predicted=141.521797, expected=96.000000
predicted=106.690879, expected=212.000000
predicted=142.202926, expected=248.000000
predicted=182.978739, expected=268.000000
predicted=194.918200, expected=120.000000
predicted=165.342725, expected=236.000000
predicted=177.454922, expected=132.000000
predicted=199.405851, expected=140.000000
predicted=192.739390, expected=188.000000
predicted=185.268812, expected=92.000000
predicted=148.785955, expected=80.000000
predicted=140.235915, expected=104.000000
predicted=115.207159, expected=76.000000
predicted=117.168458, expected=100.000000
predicted=114.238385, expected=104.000000
predicted=93.992448, expected=96.000000
predicted=94.311492, expected=72.000000
predicted=88.825058, expected=144.000000
predicted=99.834911, expected=108.000000
predicted=109.337629, expected=100.000000
predicted=103.721903, expected=152.000000
predicted=110.601782, expected=48.000000
predicted=97.938797, expected=60.000000
predicted=94.824307, expected=136.000000
predicted=101.487393, expected=116.000000
predicted=114.578390, expected=72.000000
predicted=100.677530, expected=80.000000
predicted=72.584268, expected=120.000000
predicted=96.014817, expected=48.000000
predicted=98.690622, expected=104.000000
predicted=90.374214, expected=112.000000
predicted=90.406906, expected=80.000000
predicted=93.201675, expected=72.000000
predicted=86.015256, expected=60.000000
predicted=70.704211, expected=112.000000
predicted=94.748830, expected=72.000000
predicted=89.870059, expected=88.000000
predicted=80.544433, expected=96.000000
predicted=81.272573, expected=72.000000
predicted=81.608284, expected=84.000000
predicted=87.418563, expected=76.000000
predicted=79.093639, expected=116.000000
predicted=92.962013, expected=72.000000
predicted=87.345436, expected=88.000000
predicted=81.730466, expected=108.000000
predicted=90.191567, expected=120.000000
predicted=101.125429, expected=112.000000
predicted=106.252976, expected=108.000000
predicted=97.589072, expected=88.000000
predicted=98.728781, expected=72.000000
predicted=96.665325, expected=100.000000
predicted=100.576918, expected=88.000000
predicted=98.095915, expected=56.000000
predicted=84.458490, expected=68.000000
predicted=74.149037, expected=100.000000
predicted=82.500132, expected=132.000000
predicted=101.428883, expected=48.000000
predicted=80.668736, expected=92.000000
predicted=74.081428, expected=96.000000
predicted=86.912662, expected=108.000000
predicted=103.058492, expected=80.000000
predicted=94.548572, expected=52.000000
predicted=69.945646, expected=76.000000
predicted=80.301687, expected=60.000000
predicted=80.000629, expected=72.000000
predicted=78.621057, expected=88.000000
predicted=73.790027, expected=132.000000
predicted=85.929591, expected=96.000000
predicted=90.240849, expected=68.000000
predicted=78.340083, expected=128.000000
predicted=93.600837, expected=84.000000
predicted=100.783672, expected=76.000000
predicted=98.034169, expected=84.000000
predicted=84.858576, expected=80.000000
predicted=85.570700, expected=64.000000
predicted=87.897056, expected=84.000000
predicted=78.218912, expected=136.000000
predicted=93.694352, expected=56.000000
predicted=84.975635, expected=84.000000
predicted=78.416019, expected=80.000000
predicted=78.456553, expected=152.000000
predicted=107.823351, expected=96.000000
predicted=107.867036, expected=40.000000
predicted=73.418837, expected=100.000000
predicted=83.734704, expected=88.000000
predicted=95.333553, expected=112.000000
predicted=108.821969, expected=104.000000
predicted=91.261747, expected=88.000000
predicted=83.615094, expected=20.000000
predicted=75.659093, expected=72.000000
predicted=75.371690, expected=96.000000
predicted=89.558775, expected=72.000000
predicted=83.678255, expected=60.000000
predicted=65.812811, expected=60.000000
predicted=55.395094, expected=80.000000
predicted=74.562608, expected=76.000000
predicted=78.341632, expected=68.000000
predicted=69.462024, expected=124.000000
predicted=80.585716, expected=64.000000
predicted=78.146742, expected=84.000000
predicted=80.092764, expected=96.000000
predicted=83.074425, expected=64.000000
predicted=82.629472, expected=64.000000
predicted=81.938903, expected=64.000000
predicted=69.001513, expected=92.000000
predicted=81.160406, expected=84.000000
predicted=81.985986, expected=120.000000
predicted=84.639098, expected=88.000000
predicted=84.236879, expected=192.000000
predicted=112.455696, expected=96.000000
predicted=112.532528, expected=92.000000
predicted=103.584511, expected=104.000000
predicted=107.281614, expected=48.000000
predicted=98.706318, expected=84.000000
predicted=106.525808, expected=88.000000
predicted=87.108504, expected=56.000000
predicted=80.463340, expected=60.000000
predicted=71.132060, expected=52.000000
predicted=60.090161, expected=48.000000
predicted=65.122179, expected=64.000000
predicted=63.689980, expected=56.000000
predicted=57.071358, expected=124.000000
predicted=74.066243, expected=732.000000
predicted=259.299714, expected=100.000000
predicted=206.898600, expected=648.000000
predicted=246.476764, expected=932.000000
predicted=465.102335, expected=228.000000
predicted=548.758846, expected=56.000000
predicted=482.317349, expected=112.000000
predicted=165.118183, expected=132.000000
predicted=319.570590, expected=92.000000
predicted=292.026158, expected=56.000000
predicted=105.811735, expected=136.000000
predicted=97.726719, expected=1312.000000
predicted=574.269030, expected=152.000000
predicted=363.992331, expected=208.000000
predicted=430.709424, expected=156.000000
predicted=240.740994, expected=112.000000
predicted=286.877692, expected=136.000000
predicted=373.182513, expected=60.000000
predicted=117.906163, expected=76.000000
predicted=111.823721, expected=272.000000
predicted=153.640833, expected=100.000000
predicted=130.276120, expected=104.000000
predicted=133.505820, expected=64.000000
predicted=93.114362, expected=80.000000
predicted=102.850436, expected=108.000000
predicted=114.091110, expected=80.000000
predicted=89.150436, expected=92.000000
predicted=90.408486, expected=88.000000
predicted=84.506620, expected=100.000000
predicted=93.065913, expected=48.000000
predicted=79.297116, expected=148.000000
predicted=101.178188, expected=84.000000
predicted=91.509780, expected=108.000000
predicted=103.610977, expected=152.000000
predicted=112.516825, expected=112.000000
predicted=112.514259, expected=96.000000
predicted=115.885441, expected=64.000000
predicted=92.300018, expected=88.000000
predicted=95.928255, expected=128.000000
predicted=107.261584, expected=188.000000
predicted=129.636257, expected=92.000000
predicted=114.034019, expected=92.000000
predicted=108.736304, expected=92.000000
predicted=101.750563, expected=96.000000
predicted=108.167821, expected=124.000000
predicted=115.143423, expected=92.000000
predicted=98.638859, expected=112.000000
predicted=104.659611, expected=152.000000
predicted=117.347419, expected=132.000000
predicted=123.705754, expected=124.000000
predicted=126.538267, expected=68.000000
predicted=104.112308, expected=80.000000
predicted=101.476879, expected=64.000000
predicted=90.254976, expected=88.000000
predicted=90.028687, expected=116.000000
predicted=94.115401, expected=200.000000
predicted=123.927475, expected=72.000000
predicted=105.452546, expected=120.000000
predicted=115.223320, expected=92.000000
predicted=102.678835, expected=60.000000
predicted=100.501476, expected=132.000000
predicted=112.293237, expected=120.000000
predicted=102.657281, expected=84.000000
predicted=103.747159, expected=28.000000
predicted=74.467775, expected=64.000000
predicted=71.518893, expected=136.000000
predicted=96.215934, expected=68.000000
predicted=85.507319, expected=60.000000
predicted=75.659781, expected=92.000000
predicted=72.995361, expected=72.000000
predicted=78.972888, expected=104.000000
predicted=92.837557, expected=76.000000
predicted=78.583342, expected=100.000000
predicted=88.276896, expected=56.000000
Test MSE: 9633.472
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579])]
predicted=57.253765, expected=120.000000
predicted=74.864053, expected=48.000000
predicted=52.049429, expected=52.000000
predicted=49.184046, expected=68.000000
predicted=71.870906, expected=40.000000
predicted=55.670264, expected=88.000000
predicted=97.555349, expected=128.000000
predicted=82.748177, expected=84.000000
predicted=66.715586, expected=60.000000
predicted=71.477222, expected=52.000000
predicted=55.552745, expected=48.000000
predicted=68.217355, expected=52.000000
predicted=83.826605, expected=76.000000
predicted=75.247194, expected=120.000000
predicted=84.427756, expected=128.000000
predicted=86.271615, expected=64.000000
predicted=61.861646, expected=56.000000
predicted=65.933374, expected=92.000000
predicted=86.306534, expected=28.000000
predicted=69.224457, expected=72.000000
predicted=97.353396, expected=88.000000
predicted=72.480203, expected=64.000000
predicted=58.246620, expected=68.000000
predicted=80.209175, expected=84.000000
predicted=59.496682, expected=36.000000
predicted=54.556069, expected=72.000000
predicted=80.554691, expected=36.000000
predicted=49.660525, expected=112.000000
predicted=86.266296, expected=128.000000
predicted=96.793533, expected=16.000000
predicted=32.674651, expected=28.000000
predicted=62.647333, expected=36.000000
predicted=40.559727, expected=48.000000
predicted=70.917795, expected=52.000000
predicted=79.393633, expected=80.000000
predicted=47.796202, expected=104.000000
predicted=63.954791, expected=80.000000
predicted=59.222786, expected=32.000000
predicted=47.852370, expected=28.000000
predicted=48.389348, expected=52.000000
predicted=64.154880, expected=40.000000
predicted=63.985737, expected=100.000000
predicted=83.275550, expected=112.000000
predicted=67.500808, expected=104.000000
predicted=67.792610, expected=68.000000
predicted=66.801654, expected=96.000000
predicted=75.826293, expected=44.000000
predicted=72.063976, expected=56.000000
predicted=84.326917, expected=108.000000
predicted=100.193963, expected=108.000000
predicted=81.906266, expected=60.000000
predicted=78.016225, expected=72.000000
predicted=66.875587, expected=60.000000
predicted=61.165611, expected=52.000000
predicted=77.481062, expected=60.000000
predicted=80.646183, expected=56.000000
predicted=57.256692, expected=92.000000
predicted=78.713072, expected=64.000000
predicted=60.257039, expected=48.000000
predicted=54.217134, expected=56.000000
predicted=60.929194, expected=44.000000
predicted=50.300602, expected=52.000000
predicted=68.690072, expected=88.000000
predicted=72.260013, expected=28.000000
predicted=37.932051, expected=48.000000
predicted=56.177338, expected=88.000000
predicted=64.413098, expected=48.000000
predicted=47.212503, expected=72.000000
predicted=79.132162, expected=48.000000
predicted=41.456036, expected=84.000000
predicted=66.643422, expected=88.000000
predicted=82.438322, expected=60.000000
predicted=56.145688, expected=72.000000
predicted=74.488982, expected=72.000000
predicted=61.967352, expected=88.000000
predicted=83.291742, expected=56.000000
predicted=70.749373, expected=124.000000
predicted=92.150502, expected=116.000000
predicted=89.343098, expected=84.000000
predicted=80.785007, expected=52.000000
predicted=77.169999, expected=68.000000
predicted=68.739046, expected=36.000000
predicted=76.193769, expected=36.000000
predicted=73.077143, expected=84.000000
predicted=78.873804, expected=80.000000
predicted=60.800004, expected=32.000000
predicted=51.008843, expected=68.000000
predicted=58.001396, expected=64.000000
predicted=49.969011, expected=40.000000
predicted=59.828310, expected=60.000000
predicted=69.411874, expected=112.000000
predicted=69.647439, expected=108.000000
predicted=81.790770, expected=52.000000
predicted=62.075133, expected=28.000000
predicted=46.259936, expected=56.000000
predicted=61.652607, expected=60.000000
predicted=77.410924, expected=80.000000
predicted=85.825975, expected=72.000000
predicted=60.918634, expected=120.000000
predicted=75.476185, expected=68.000000
predicted=62.632617, expected=60.000000
predicted=66.973010, expected=80.000000
predicted=81.919787, expected=24.000000
predicted=48.829559, expected=68.000000
predicted=91.192459, expected=120.000000
predicted=86.952984, expected=68.000000
predicted=60.309391, expected=64.000000
predicted=76.600143, expected=56.000000
predicted=47.955751, expected=68.000000
predicted=68.168491, expected=20.000000
predicted=66.177562, expected=68.000000
predicted=68.520358, expected=100.000000
predicted=75.145297, expected=72.000000
predicted=60.677034, expected=120.000000
predicted=94.295525, expected=44.000000
predicted=38.637054, expected=76.000000
predicted=78.246886, expected=56.000000
predicted=76.177394, expected=48.000000
predicted=60.813347, expected=84.000000
predicted=95.450524, expected=76.000000
predicted=58.502134, expected=88.000000
predicted=80.195424, expected=40.000000
predicted=51.831777, expected=52.000000
predicted=56.297647, expected=40.000000
predicted=60.636793, expected=72.000000
predicted=70.315903, expected=96.000000
predicted=83.878409, expected=92.000000
predicted=65.067407, expected=68.000000
predicted=63.792664, expected=60.000000
predicted=57.388677, expected=76.000000
predicted=75.049736, expected=52.000000
predicted=71.378776, expected=52.000000
predicted=71.267208, expected=84.000000
predicted=73.988646, expected=80.000000
predicted=66.975041, expected=48.000000
predicted=62.591285, expected=84.000000
predicted=71.073132, expected=52.000000
predicted=52.722179, expected=76.000000
predicted=78.914441, expected=76.000000
predicted=75.088079, expected=92.000000
predicted=70.266811, expected=116.000000
predicted=96.142269, expected=52.000000
predicted=56.553762, expected=64.000000
predicted=76.500652, expected=52.000000
predicted=65.644299, expected=56.000000
predicted=71.933303, expected=72.000000
predicted=87.023295, expected=68.000000
predicted=59.085088, expected=92.000000
predicted=76.344974, expected=44.000000
predicted=50.492748, expected=40.000000
predicted=53.935544, expected=48.000000
predicted=60.098057, expected=32.000000
predicted=48.419034, expected=44.000000
predicted=63.501880, expected=128.000000
predicted=79.635322, expected=112.000000
predicted=69.765469, expected=64.000000
predicted=61.692355, expected=64.000000
predicted=59.595713, expected=60.000000
predicted=57.728197, expected=36.000000
predicted=78.095258, expected=60.000000
predicted=81.685181, expected=48.000000
predicted=53.588164, expected=132.000000
predicted=92.180854, expected=104.000000
predicted=76.240157, expected=36.000000
predicted=45.744033, expected=32.000000
predicted=56.789960, expected=68.000000
predicted=60.269751, expected=84.000000
predicted=95.517819, expected=128.000000
predicted=106.016547, expected=88.000000
predicted=63.452954, expected=88.000000
predicted=69.155444, expected=44.000000
predicted=62.731013, expected=32.000000
predicted=63.246809, expected=80.000000
predicted=97.248093, expected=80.000000
predicted=76.132835, expected=68.000000
predicted=74.476380, expected=68.000000
predicted=59.567723, expected=48.000000
predicted=45.459694, expected=36.000000
predicted=59.261867, expected=40.000000
predicted=58.948679, expected=64.000000
predicted=62.248712, expected=68.000000
predicted=62.835035, expected=72.000000
predicted=59.034718, expected=124.000000
predicted=79.105769, expected=68.000000
predicted=55.661535, expected=36.000000
predicted=58.329135, expected=40.000000
predicted=59.446143, expected=52.000000
predicted=60.640901, expected=48.000000
predicted=77.225192, expected=92.000000
predicted=75.274984, expected=120.000000
predicted=74.088781, expected=76.000000
predicted=60.040148, expected=52.000000
predicted=60.635395, expected=52.000000
predicted=57.144724, expected=8.000000
predicted=50.731798, expected=40.000000
predicted=75.570349, expected=104.000000
predicted=80.519801, expected=68.000000
predicted=54.045491, expected=100.000000
predicted=77.198646, expected=84.000000
predicted=51.224516, expected=60.000000
predicted=56.502490, expected=60.000000
predicted=82.508412, expected=56.000000
predicted=63.165958, expected=120.000000
predicted=103.426791, expected=96.000000
predicted=83.874593, expected=64.000000
predicted=67.032883, expected=56.000000
predicted=64.817639, expected=68.000000
predicted=65.246687, expected=40.000000
predicted=75.500052, expected=52.000000
predicted=72.095180, expected=48.000000
predicted=54.519611, expected=108.000000
predicted=78.228566, expected=76.000000
predicted=67.162015, expected=48.000000
predicted=50.378582, expected=68.000000
predicted=64.513882, expected=28.000000
predicted=40.898032, expected=64.000000
predicted=82.349397, expected=96.000000
predicted=79.061985, expected=148.000000
predicted=92.485172, expected=40.000000
predicted=55.714144, expected=48.000000
predicted=53.139085, expected=60.000000
predicted=65.049184, expected=44.000000
predicted=66.547000, expected=48.000000
predicted=89.851292, expected=72.000000
predicted=55.506393, expected=96.000000
predicted=68.673958, expected=88.000000
predicted=71.916019, expected=56.000000
predicted=55.182159, expected=44.000000
predicted=53.030915, expected=36.000000
predicted=56.050773, expected=72.000000
predicted=79.002542, expected=104.000000
predicted=87.209706, expected=104.000000
predicted=76.571318, expected=32.000000
predicted=44.537128, expected=68.000000
predicted=61.576530, expected=56.000000
predicted=62.987911, expected=28.000000
predicted=63.668352, expected=44.000000
predicted=71.026604, expected=36.000000
predicted=34.741424, expected=80.000000
predicted=69.164041, expected=60.000000
predicted=53.847826, expected=52.000000
predicted=43.901963, expected=48.000000
predicted=48.901665, expected=32.000000
predicted=37.491814, expected=48.000000
predicted=61.577084, expected=84.000000
predicted=67.164671, expected=84.000000
predicted=63.824487, expected=32.000000
predicted=43.282243, expected=84.000000
predicted=63.532122, expected=36.000000
predicted=42.578940, expected=36.000000
predicted=60.960441, expected=60.000000
predicted=68.405515, expected=48.000000
predicted=39.882381, expected=44.000000
predicted=61.043871, expected=92.000000
predicted=63.019846, expected=64.000000
predicted=48.882885, expected=52.000000
predicted=58.592623, expected=88.000000
predicted=69.403400, expected=124.000000
predicted=81.144505, expected=72.000000
predicted=79.313827, expected=108.000000
predicted=90.762530, expected=56.000000
predicted=58.932166, expected=40.000000
predicted=69.278408, expected=40.000000
predicted=79.742591, expected=20.000000
predicted=45.798720, expected=12.000000
predicted=55.412727, expected=52.000000
predicted=50.090419, expected=60.000000
predicted=44.537111, expected=68.000000
predicted=51.515216, expected=108.000000
predicted=64.011153, expected=80.000000
predicted=49.282410, expected=4.000000
predicted=36.558518, expected=12.000000
predicted=44.088600, expected=52.000000
predicted=56.335615, expected=64.000000
predicted=73.783612, expected=16.000000
predicted=43.934028, expected=36.000000
predicted=26.912634, expected=36.000000
predicted=25.659798, expected=48.000000
predicted=46.999736, expected=100.000000
predicted=75.358863, expected=52.000000
predicted=34.740757, expected=28.000000
predicted=39.347256, expected=48.000000
predicted=46.586455, expected=32.000000
predicted=39.534896, expected=68.000000
predicted=77.181500, expected=64.000000
predicted=54.083183, expected=60.000000
predicted=46.211425, expected=72.000000
predicted=60.796358, expected=92.000000
predicted=63.148484, expected=36.000000
predicted=52.926223, expected=48.000000
predicted=60.739382, expected=44.000000
predicted=52.184214, expected=88.000000
predicted=75.683444, expected=92.000000
predicted=83.716309, expected=72.000000
predicted=56.882945, expected=48.000000
predicted=53.958079, expected=76.000000
predicted=64.382267, expected=40.000000
predicted=61.660993, expected=40.000000
predicted=65.520106, expected=112.000000
predicted=86.973900, expected=92.000000
predicted=65.242949, expected=68.000000
predicted=73.446549, expected=52.000000
predicted=53.799755, expected=100.000000
predicted=73.407289, expected=44.000000
predicted=72.756604, expected=48.000000
predicted=71.820507, expected=64.000000
predicted=65.473367, expected=124.000000
predicted=83.645110, expected=44.000000
predicted=66.935596, expected=32.000000
predicted=48.293036, expected=68.000000
predicted=61.375562, expected=72.000000
predicted=63.453624, expected=60.000000
predicted=84.377101, expected=92.000000
predicted=69.243037, expected=96.000000
predicted=64.694653, expected=56.000000
predicted=63.956988, expected=44.000000
predicted=63.456002, expected=60.000000
predicted=62.355349, expected=24.000000
predicted=55.000761, expected=36.000000
predicted=63.633790, expected=80.000000
predicted=63.836153, expected=48.000000
predicted=42.760472, expected=32.000000
predicted=48.129176, expected=48.000000
predicted=40.348047, expected=40.000000
predicted=37.944816, expected=20.000000
predicted=47.497626, expected=40.000000
predicted=44.024071, expected=88.000000
predicted=56.056288, expected=80.000000
predicted=58.530171, expected=12.000000
predicted=31.145422, expected=56.000000
predicted=47.100908, expected=56.000000
predicted=46.158624, expected=68.000000
predicted=71.758478, expected=36.000000
predicted=55.880049, expected=40.000000
predicted=32.903940, expected=104.000000
predicted=76.470587, expected=32.000000
predicted=40.774765, expected=40.000000
predicted=58.504465, expected=40.000000
predicted=41.256732, expected=32.000000
predicted=36.450911, expected=64.000000
predicted=76.285249, expected=132.000000
predicted=76.262177, expected=96.000000
predicted=64.399003, expected=48.000000
predicted=53.335760, expected=68.000000
predicted=61.032232, expected=64.000000
predicted=64.585287, expected=40.000000
predicted=80.263256, expected=64.000000
predicted=77.622533, expected=40.000000
predicted=44.005839, expected=64.000000
predicted=64.803457, expected=20.000000
predicted=41.211186, expected=20.000000
predicted=34.393934, expected=40.000000
predicted=49.220591, expected=96.000000
predicted=61.783617, expected=28.000000
predicted=40.970990, expected=76.000000
predicted=54.323896, expected=80.000000
predicted=50.793003, expected=36.000000
predicted=40.643701, expected=48.000000
predicted=72.691039, expected=40.000000
predicted=37.100049, expected=28.000000
predicted=49.927511, expected=48.000000
predicted=60.235356, expected=68.000000
predicted=49.262309, expected=24.000000
predicted=35.261732, expected=16.000000
predicted=33.120329, expected=8.000000
predicted=21.325084, expected=24.000000
predicted=33.382457, expected=16.000000
predicted=35.543191, expected=28.000000
predicted=24.778936, expected=44.000000
predicted=28.397286, expected=92.000000
predicted=47.354928, expected=64.000000
predicted=42.268613, expected=32.000000
predicted=31.949456, expected=28.000000
predicted=35.762952, expected=16.000000
predicted=31.946035, expected=56.000000
predicted=66.952273, expected=64.000000
predicted=56.277341, expected=20.000000
predicted=27.185646, expected=32.000000
predicted=35.496656, expected=24.000000
predicted=22.628009, expected=32.000000
predicted=41.244001, expected=60.000000
predicted=56.145387, expected=56.000000
predicted=36.510007, expected=48.000000
predicted=41.389048, expected=56.000000
predicted=43.334563, expected=52.000000
predicted=43.649414, expected=40.000000
predicted=49.926476, expected=28.000000
predicted=43.217898, expected=36.000000
predicted=42.468451, expected=76.000000
predicted=61.317146, expected=40.000000
predicted=42.386546, expected=52.000000
predicted=48.954496, expected=44.000000
predicted=38.610128, expected=12.000000
predicted=27.312252, expected=20.000000
predicted=47.205398, expected=28.000000
predicted=32.214596, expected=48.000000
predicted=44.706641, expected=44.000000
predicted=40.144595, expected=88.000000
predicted=50.143662, expected=28.000000
predicted=25.900001, expected=52.000000
predicted=46.457324, expected=52.000000
predicted=49.632611, expected=16.000000
predicted=31.545604, expected=52.000000
predicted=66.931631, expected=116.000000
predicted=66.847479, expected=64.000000
predicted=53.340340, expected=36.000000
predicted=51.314197, expected=36.000000
predicted=35.827547, expected=52.000000
predicted=51.922059, expected=16.000000
predicted=58.731303, expected=16.000000
predicted=40.442476, expected=40.000000
predicted=36.893206, expected=28.000000
predicted=28.762995, expected=28.000000
predicted=37.947785, expected=36.000000
predicted=27.233367, expected=28.000000
predicted=22.892142, expected=52.000000
predicted=44.318753, expected=56.000000
predicted=40.177717, expected=64.000000
predicted=46.031097, expected=40.000000
predicted=39.980060, expected=32.000000
predicted=35.275049, expected=32.000000
predicted=42.837685, expected=36.000000
predicted=43.961914, expected=52.000000
predicted=53.547498, expected=56.000000
predicted=45.690917, expected=64.000000
predicted=48.065417, expected=28.000000
predicted=33.041856, expected=12.000000
predicted=29.793846, expected=16.000000
predicted=34.848632, expected=28.000000
predicted=37.853355, expected=28.000000
Test MSE: 681.511
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456])]
predicted=15.382940, expected=12.000000
predicted=14.177859, expected=16.000000
predicted=12.125373, expected=12.000000
predicted=10.084329, expected=12.000000
predicted=10.617136, expected=24.000000
predicted=17.286835, expected=8.000000
predicted=11.645887, expected=12.000000
predicted=13.372249, expected=16.000000
predicted=14.517745, expected=20.000000
predicted=16.978486, expected=8.000000
predicted=12.827683, expected=16.000000
predicted=13.530793, expected=12.000000
predicted=13.354874, expected=16.000000
predicted=15.534294, expected=16.000000
predicted=15.203089, expected=16.000000
predicted=13.933193, expected=20.000000
predicted=16.959376, expected=16.000000
predicted=15.389488, expected=20.000000
predicted=17.883902, expected=4.000000
predicted=11.700097, expected=12.000000
predicted=14.535081, expected=24.000000
predicted=19.357841, expected=12.000000
predicted=13.909332, expected=12.000000
predicted=13.140249, expected=16.000000
predicted=13.205484, expected=20.000000
predicted=17.366770, expected=12.000000
predicted=15.109775, expected=8.000000
predicted=11.307914, expected=12.000000
predicted=13.187663, expected=8.000000
predicted=12.094561, expected=12.000000
predicted=12.900516, expected=12.000000
predicted=11.013536, expected=24.000000
predicted=15.635184, expected=4.000000
predicted=8.747030, expected=20.000000
predicted=14.774571, expected=8.000000
predicted=11.506984, expected=16.000000
predicted=14.934944, expected=16.000000
predicted=15.531955, expected=20.000000
predicted=14.936045, expected=8.000000
predicted=12.521353, expected=4.000000
predicted=9.259929, expected=12.000000
predicted=13.471202, expected=8.000000
predicted=11.406295, expected=8.000000
predicted=10.211833, expected=16.000000
predicted=10.969920, expected=16.000000
predicted=11.483529, expected=12.000000
predicted=11.418452, expected=4.000000
predicted=7.964506, expected=20.000000
predicted=14.947068, expected=16.000000
predicted=14.925780, expected=16.000000
predicted=14.329362, expected=44.000000
predicted=25.041866, expected=20.000000
predicted=17.487649, expected=4.000000
predicted=14.243571, expected=16.000000
predicted=18.470211, expected=8.000000
predicted=16.643899, expected=4.000000
predicted=15.813052, expected=8.000000
predicted=10.348753, expected=20.000000
predicted=12.911272, expected=20.000000
predicted=14.748031, expected=4.000000
predicted=7.294631, expected=24.000000
predicted=15.535944, expected=12.000000
predicted=13.271070, expected=52.000000
predicted=30.965272, expected=24.000000
predicted=21.065573, expected=44.000000
predicted=28.477811, expected=8.000000
predicted=20.567457, expected=12.000000
predicted=21.023361, expected=20.000000
predicted=28.550498, expected=28.000000
predicted=25.803776, expected=36.000000
predicted=29.181304, expected=36.000000
predicted=24.317927, expected=8.000000
predicted=16.544918, expected=8.000000
predicted=18.253578, expected=8.000000
predicted=19.472216, expected=8.000000
predicted=18.096450, expected=12.000000
predicted=15.405159, expected=16.000000
predicted=11.436323, expected=28.000000
predicted=16.800288, expected=20.000000
predicted=15.153140, expected=20.000000
predicted=16.308643, expected=20.000000
predicted=18.555725, expected=4.000000
predicted=13.919753, expected=4.000000
predicted=14.012727, expected=8.000000
predicted=12.975755, expected=8.000000
predicted=11.585774, expected=4.000000
predicted=7.797435, expected=12.000000
predicted=7.813064, expected=8.000000
predicted=7.156246, expected=20.000000
predicted=12.596667, expected=12.000000
predicted=10.284172, expected=12.000000
predicted=10.334107, expected=32.000000
predicted=20.262872, expected=20.000000
predicted=17.071934, expected=12.000000
predicted=15.452122, expected=12.000000
predicted=14.539665, expected=4.000000
predicted=12.560685, expected=8.000000
predicted=15.089062, expected=4.000000
predicted=9.558784, expected=8.000000
predicted=8.640788, expected=4.000000
predicted=6.290488, expected=24.000000
predicted=12.858970, expected=8.000000
predicted=8.331404, expected=8.000000
predicted=7.661404, expected=12.000000
predicted=10.620004, expected=8.000000
predicted=9.807368, expected=12.000000
predicted=13.110865, expected=8.000000
predicted=8.659557, expected=12.000000
predicted=10.397625, expected=8.000000
predicted=9.487227, expected=20.000000
predicted=13.622718, expected=16.000000
predicted=13.342969, expected=12.000000
predicted=11.506871, expected=8.000000
predicted=10.813292, expected=12.000000
predicted=12.427694, expected=4.000000
predicted=10.730661, expected=20.000000
predicted=14.962050, expected=16.000000
predicted=13.104147, expected=4.000000
predicted=7.864765, expected=4.000000
predicted=7.990033, expected=4.000000
predicted=7.566647, expected=8.000000
predicted=10.659214, expected=12.000000
predicted=9.953095, expected=44.000000
predicted=20.949814, expected=8.000000
predicted=9.554653, expected=20.000000
predicted=14.441533, expected=4.000000
predicted=11.700168, expected=16.000000
predicted=17.643838, expected=12.000000
predicted=18.906647, expected=20.000000
predicted=14.821318, expected=40.000000
predicted=24.717289, expected=20.000000
predicted=16.850371, expected=16.000000
predicted=17.476018, expected=4.000000
predicted=13.655389, expected=12.000000
predicted=18.233765, expected=4.000000
predicted=15.843988, expected=12.000000
predicted=12.707353, expected=12.000000
predicted=11.173720, expected=8.000000
predicted=7.830617, expected=4.000000
predicted=7.223433, expected=12.000000
predicted=9.362018, expected=16.000000
predicted=12.694887, expected=12.000000
predicted=10.858841, expected=16.000000
predicted=11.744922, expected=4.000000
predicted=7.826247, expected=36.000000
predicted=21.618884, expected=20.000000
predicted=18.065156, expected=24.000000
predicted=18.449005, expected=20.000000
predicted=18.809519, expected=16.000000
predicted=17.643999, expected=24.000000
predicted=24.962290, expected=20.000000
predicted=20.723953, expected=8.000000
predicted=15.834397, expected=8.000000
predicted=13.957637, expected=8.000000
predicted=13.261250, expected=4.000000
predicted=11.452274, expected=12.000000
predicted=11.663694, expected=12.000000
predicted=9.673332, expected=36.000000
predicted=19.278784, expected=12.000000
predicted=12.088618, expected=16.000000
predicted=13.143956, expected=12.000000
predicted=14.842324, expected=16.000000
predicted=17.342669, expected=36.000000
predicted=27.210503, expected=8.000000
predicted=13.413351, expected=32.000000
predicted=21.920367, expected=16.000000
predicted=18.360321, expected=16.000000
predicted=19.107351, expected=20.000000
predicted=21.976094, expected=12.000000
predicted=15.714493, expected=12.000000
predicted=17.440751, expected=20.000000
predicted=17.344679, expected=8.000000
predicted=13.231079, expected=12.000000
predicted=13.605001, expected=24.000000
predicted=17.249917, expected=4.000000
predicted=10.849558, expected=4.000000
predicted=9.706214, expected=8.000000
predicted=9.569879, expected=20.000000
predicted=15.351538, expected=12.000000
predicted=12.860689, expected=24.000000
predicted=13.792994, expected=4.000000
predicted=8.544535, expected=24.000000
predicted=16.891667, expected=12.000000
predicted=15.607094, expected=16.000000
predicted=15.172151, expected=48.000000
predicted=28.681908, expected=24.000000
predicted=20.687493, expected=20.000000
predicted=21.072518, expected=16.000000
predicted=19.146940, expected=20.000000
predicted=23.671920, expected=8.000000
predicted=21.449698, expected=24.000000
predicted=20.757277, expected=28.000000
predicted=22.189555, expected=24.000000
predicted=20.529006, expected=24.000000
predicted=20.880959, expected=12.000000
predicted=16.453466, expected=12.000000
predicted=18.778497, expected=16.000000
predicted=19.863820, expected=36.000000
predicted=26.033424, expected=44.000000
predicted=29.471140, expected=24.000000
predicted=21.396602, expected=12.000000
predicted=17.786555, expected=16.000000
predicted=21.962034, expected=8.000000
predicted=22.008097, expected=20.000000
predicted=23.461500, expected=20.000000
predicted=18.524428, expected=24.000000
predicted=18.083681, expected=20.000000
predicted=17.641103, expected=24.000000
predicted=19.260629, expected=16.000000
predicted=19.194442, expected=24.000000
predicted=21.989296, expected=20.000000
predicted=21.385767, expected=24.000000
predicted=21.987844, expected=28.000000
predicted=24.088867, expected=32.000000
predicted=25.457841, expected=32.000000
predicted=27.486464, expected=8.000000
predicted=18.486429, expected=36.000000
predicted=28.903556, expected=8.000000
predicted=21.119837, expected=4.000000
predicted=16.662304, expected=56.000000
predicted=33.538932, expected=44.000000
predicted=30.588118, expected=32.000000
predicted=29.084710, expected=24.000000
predicted=22.265417, expected=52.000000
predicted=38.046392, expected=40.000000
predicted=43.338698, expected=28.000000
predicted=34.134673, expected=56.000000
predicted=42.172412, expected=48.000000
predicted=42.301629, expected=44.000000
predicted=44.696098, expected=4.000000
predicted=26.761348, expected=68.000000
predicted=48.176967, expected=76.000000
predicted=58.869429, expected=4.000000
predicted=29.953531, expected=12.000000
predicted=28.452862, expected=32.000000
predicted=33.137570, expected=12.000000
predicted=33.318352, expected=32.000000
predicted=33.531604, expected=12.000000
predicted=14.066181, expected=16.000000
predicted=18.244113, expected=16.000000
predicted=19.986147, expected=16.000000
predicted=17.122182, expected=28.000000
predicted=23.096051, expected=8.000000
predicted=13.037963, expected=12.000000
predicted=14.921843, expected=16.000000
predicted=16.285710, expected=8.000000
predicted=13.517639, expected=8.000000
predicted=13.023430, expected=12.000000
predicted=10.956673, expected=4.000000
predicted=8.718837, expected=4.000000
predicted=8.051861, expected=12.000000
predicted=9.248322, expected=24.000000
predicted=14.142573, expected=12.000000
predicted=10.744552, expected=12.000000
predicted=10.257014, expected=24.000000
predicted=16.292448, expected=20.000000
predicted=17.697705, expected=8.000000
predicted=14.465282, expected=8.000000
predicted=12.208459, expected=16.000000
predicted=15.523894, expected=32.000000
predicted=22.621779, expected=24.000000
predicted=18.846376, expected=16.000000
predicted=15.222494, expected=8.000000
predicted=13.871701, expected=4.000000
predicted=14.128108, expected=20.000000
predicted=20.278634, expected=12.000000
predicted=14.311422, expected=8.000000
predicted=10.423077, expected=16.000000
predicted=12.097597, expected=20.000000
predicted=14.596938, expected=4.000000
predicted=10.946301, expected=16.000000
predicted=13.491702, expected=16.000000
predicted=13.753446, expected=8.000000
predicted=12.176487, expected=20.000000
predicted=15.897108, expected=20.000000
predicted=14.682510, expected=4.000000
predicted=11.161962, expected=20.000000
predicted=16.254525, expected=16.000000
predicted=14.594621, expected=8.000000
predicted=13.376389, expected=8.000000
predicted=11.795442, expected=8.000000
predicted=9.845549, expected=28.000000
predicted=19.123888, expected=16.000000
predicted=13.962311, expected=8.000000
predicted=10.382109, expected=8.000000
predicted=10.921258, expected=16.000000
predicted=14.920558, expected=24.000000
predicted=19.713548, expected=24.000000
predicted=17.451803, expected=12.000000
predicted=12.955572, expected=20.000000
predicted=17.296202, expected=8.000000
predicted=14.954638, expected=4.000000
predicted=13.565606, expected=8.000000
predicted=12.743203, expected=16.000000
predicted=13.228365, expected=8.000000
predicted=10.407399, expected=8.000000
predicted=8.087888, expected=16.000000
predicted=11.103789, expected=8.000000
predicted=9.711613, expected=4.000000
predicted=8.746159, expected=16.000000
predicted=11.608200, expected=12.000000
predicted=10.848163, expected=4.000000
predicted=8.585336, expected=8.000000
predicted=8.344384, expected=28.000000
predicted=16.040595, expected=16.000000
predicted=14.065667, expected=20.000000
predicted=15.150079, expected=16.000000
predicted=14.033664, expected=12.000000
predicted=15.047270, expected=28.000000
predicted=23.061166, expected=12.000000
predicted=15.503842, expected=20.000000
predicted=18.690366, expected=24.000000
predicted=19.626608, expected=4.000000
predicted=12.977101, expected=24.000000
predicted=21.095045, expected=20.000000
predicted=17.580380, expected=12.000000
predicted=16.233482, expected=20.000000
predicted=18.169986, expected=4.000000
predicted=10.682803, expected=4.000000
predicted=12.749774, expected=12.000000
predicted=13.025725, expected=8.000000
predicted=10.054197, expected=8.000000
predicted=9.626641, expected=4.000000
predicted=5.464868, expected=20.000000
predicted=12.042700, expected=4.000000
predicted=7.673007, expected=24.000000
predicted=14.407617, expected=12.000000
predicted=10.897632, expected=12.000000
predicted=11.945106, expected=4.000000
predicted=10.589928, expected=8.000000
predicted=10.167309, expected=4.000000
predicted=10.238325, expected=4.000000
predicted=7.112882, expected=16.000000
predicted=10.437584, expected=4.000000
predicted=5.435085, expected=12.000000
predicted=8.875273, expected=8.000000
predicted=7.324045, expected=4.000000
predicted=6.863552, expected=12.000000
predicted=10.518173, expected=8.000000
predicted=7.699964, expected=20.000000
predicted=13.177789, expected=8.000000
predicted=8.651436, expected=4.000000
predicted=7.457474, expected=16.000000
predicted=12.706438, expected=4.000000
predicted=8.542140, expected=4.000000
predicted=8.835751, expected=4.000000
predicted=5.992277, expected=4.000000
predicted=5.816962, expected=8.000000
predicted=7.752862, expected=12.000000
predicted=7.229503, expected=12.000000
predicted=7.918593, expected=12.000000
predicted=8.735544, expected=8.000000
predicted=8.288930, expected=24.000000
predicted=15.382670, expected=4.000000
predicted=9.490089, expected=4.000000
predicted=9.117698, expected=12.000000
predicted=11.230595, expected=8.000000
predicted=9.937540, expected=8.000000
predicted=10.384938, expected=20.000000
predicted=11.453417, expected=20.000000
predicted=13.176920, expected=16.000000
predicted=13.794552, expected=16.000000
predicted=13.995020, expected=16.000000
predicted=15.467457, expected=8.000000
predicted=14.375347, expected=20.000000
predicted=17.648669, expected=44.000000
predicted=25.971269, expected=12.000000
predicted=16.082022, expected=4.000000
predicted=13.203262, expected=20.000000
predicted=18.254885, expected=4.000000
predicted=15.265669, expected=12.000000
predicted=17.690298, expected=20.000000
predicted=13.714003, expected=8.000000
predicted=9.870121, expected=8.000000
predicted=11.362465, expected=12.000000
predicted=10.508006, expected=16.000000
predicted=13.857369, expected=8.000000
predicted=11.302069, expected=16.000000
predicted=12.174727, expected=16.000000
predicted=12.943601, expected=8.000000
predicted=11.371052, expected=12.000000
predicted=12.686449, expected=12.000000
predicted=11.783328, expected=16.000000
predicted=14.442312, expected=8.000000
predicted=10.931145, expected=16.000000
predicted=12.789589, expected=24.000000
predicted=16.712440, expected=24.000000
predicted=17.897151, expected=8.000000
predicted=13.158167, expected=20.000000
predicted=16.986707, expected=16.000000
predicted=17.484295, expected=12.000000
predicted=16.872936, expected=4.000000
predicted=12.006263, expected=12.000000
predicted=12.246086, expected=8.000000
predicted=11.827600, expected=8.000000
predicted=10.133370, expected=4.000000
predicted=7.066511, expected=8.000000
predicted=7.484398, expected=12.000000
predicted=9.814102, expected=4.000000
predicted=6.319380, expected=8.000000
predicted=7.478262, expected=4.000000
Test MSE: 104.482
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241])]
predicted=25.942899, expected=16.000000
predicted=24.652889, expected=12.000000
predicted=25.307832, expected=20.000000
predicted=23.384819, expected=8.000000
predicted=16.175087, expected=16.000000
predicted=20.702924, expected=20.000000
predicted=16.759318, expected=76.000000
predicted=35.396462, expected=28.000000
predicted=21.116683, expected=16.000000
predicted=23.028957, expected=8.000000
predicted=23.844073, expected=20.000000
predicted=18.721986, expected=32.000000
predicted=42.780376, expected=28.000000
predicted=23.841204, expected=32.000000
predicted=25.001199, expected=16.000000
predicted=16.633441, expected=36.000000
predicted=28.752876, expected=28.000000
predicted=27.831430, expected=12.000000
predicted=21.295071, expected=28.000000
predicted=31.484529, expected=16.000000
predicted=16.033596, expected=28.000000
predicted=28.823066, expected=20.000000
predicted=23.465177, expected=40.000000
predicted=24.757972, expected=20.000000
predicted=23.703662, expected=16.000000
predicted=19.904077, expected=4.000000
predicted=20.095459, expected=44.000000
predicted=27.884718, expected=40.000000
predicted=30.967594, expected=20.000000
predicted=20.872824, expected=20.000000
predicted=25.861693, expected=24.000000
predicted=17.676986, expected=20.000000
predicted=28.140374, expected=24.000000
predicted=29.523533, expected=44.000000
predicted=29.303471, expected=48.000000
predicted=30.142108, expected=20.000000
predicted=25.081681, expected=32.000000
predicted=32.493158, expected=32.000000
predicted=29.044586, expected=4.000000
predicted=23.646591, expected=24.000000
predicted=36.209725, expected=32.000000
predicted=23.039088, expected=48.000000
predicted=32.279744, expected=28.000000
predicted=29.669922, expected=24.000000
predicted=21.391310, expected=24.000000
predicted=27.995240, expected=8.000000
predicted=20.772106, expected=16.000000
predicted=30.274084, expected=24.000000
predicted=23.020752, expected=52.000000
predicted=30.610779, expected=24.000000
predicted=22.385797, expected=16.000000
predicted=19.677536, expected=32.000000
predicted=28.423541, expected=8.000000
predicted=15.497735, expected=20.000000
predicted=33.497672, expected=20.000000
predicted=21.382220, expected=28.000000
predicted=19.144818, expected=36.000000
predicted=30.487207, expected=24.000000
predicted=17.737300, expected=20.000000
predicted=23.597017, expected=32.000000
predicted=27.195235, expected=12.000000
predicted=19.694782, expected=40.000000
predicted=35.347896, expected=44.000000
predicted=30.256040, expected=32.000000
predicted=25.388972, expected=20.000000
predicted=31.236591, expected=8.000000
predicted=17.418637, expected=8.000000
predicted=24.358443, expected=36.000000
predicted=32.917206, expected=36.000000
predicted=26.152280, expected=44.000000
predicted=29.513488, expected=20.000000
predicted=19.997355, expected=16.000000
predicted=19.679003, expected=32.000000
predicted=33.647939, expected=28.000000
predicted=27.243573, expected=32.000000
predicted=34.479093, expected=52.000000
predicted=34.648913, expected=16.000000
predicted=18.798456, expected=36.000000
predicted=37.173639, expected=40.000000
predicted=33.659046, expected=36.000000
predicted=30.946628, expected=24.000000
predicted=38.705436, expected=72.000000
predicted=42.565155, expected=28.000000
predicted=30.051327, expected=32.000000
predicted=40.189041, expected=28.000000
predicted=37.650918, expected=36.000000
predicted=28.663402, expected=16.000000
predicted=40.701057, expected=48.000000
predicted=36.665349, expected=56.000000
predicted=38.542061, expected=36.000000
predicted=31.274841, expected=32.000000
predicted=40.125281, expected=20.000000
predicted=25.183046, expected=16.000000
predicted=32.319830, expected=12.000000
predicted=32.054071, expected=12.000000
predicted=22.163442, expected=40.000000
predicted=30.174837, expected=12.000000
predicted=14.122234, expected=12.000000
predicted=17.846892, expected=36.000000
predicted=24.890061, expected=16.000000
predicted=11.895391, expected=20.000000
predicted=29.206068, expected=36.000000
predicted=24.705336, expected=56.000000
predicted=28.666947, expected=56.000000
predicted=41.157534, expected=48.000000
predicted=36.115750, expected=28.000000
predicted=32.806075, expected=28.000000
predicted=37.419463, expected=44.000000
predicted=46.565935, expected=16.000000
predicted=33.020813, expected=28.000000
predicted=38.311606, expected=24.000000
predicted=26.868023, expected=28.000000
predicted=25.728331, expected=32.000000
predicted=35.145464, expected=16.000000
predicted=18.286976, expected=80.000000
predicted=48.148143, expected=68.000000
predicted=38.853765, expected=84.000000
predicted=54.656706, expected=24.000000
predicted=41.443711, expected=40.000000
predicted=41.034131, expected=16.000000
predicted=49.397276, expected=28.000000
predicted=42.379889, expected=28.000000
predicted=48.970540, expected=68.000000
predicted=39.155502, expected=56.000000
predicted=42.953681, expected=28.000000
predicted=29.069697, expected=36.000000
predicted=41.160855, expected=36.000000
predicted=33.554760, expected=32.000000
predicted=44.561775, expected=24.000000
predicted=39.259352, expected=36.000000
predicted=32.505107, expected=64.000000
predicted=44.102664, expected=32.000000
predicted=32.401056, expected=56.000000
predicted=46.728576, expected=36.000000
predicted=34.838452, expected=36.000000
predicted=37.371728, expected=24.000000
predicted=45.094927, expected=32.000000
predicted=32.346651, expected=100.000000
predicted=65.652751, expected=64.000000
predicted=43.243504, expected=20.000000
predicted=39.094642, expected=40.000000
predicted=47.278458, expected=52.000000
predicted=40.181355, expected=24.000000
predicted=52.343770, expected=60.000000
predicted=59.245885, expected=60.000000
predicted=38.926496, expected=24.000000
predicted=33.977712, expected=8.000000
predicted=39.435782, expected=16.000000
predicted=25.360144, expected=32.000000
predicted=36.939857, expected=56.000000
predicted=45.761544, expected=56.000000
predicted=35.897441, expected=32.000000
predicted=26.543723, expected=12.000000
predicted=25.509369, expected=12.000000
predicted=27.589457, expected=56.000000
predicted=46.850398, expected=20.000000
predicted=29.942386, expected=60.000000
predicted=43.839546, expected=84.000000
predicted=45.712528, expected=12.000000
predicted=17.599301, expected=32.000000
predicted=53.970825, expected=40.000000
predicted=33.841685, expected=24.000000
predicted=35.275934, expected=8.000000
predicted=44.684498, expected=72.000000
predicted=39.541050, expected=72.000000
predicted=40.909710, expected=44.000000
predicted=41.710123, expected=32.000000
predicted=41.405761, expected=20.000000
predicted=24.533339, expected=20.000000
predicted=43.478593, expected=16.000000
predicted=39.118924, expected=24.000000
predicted=30.222002, expected=40.000000
predicted=31.365703, expected=16.000000
predicted=17.993598, expected=4.000000
predicted=17.723663, expected=24.000000
predicted=22.350335, expected=4.000000
predicted=11.516640, expected=16.000000
predicted=24.831469, expected=36.000000
predicted=23.109955, expected=24.000000
predicted=11.956095, expected=28.000000
predicted=26.839198, expected=24.000000
predicted=18.155564, expected=20.000000
predicted=19.598253, expected=20.000000
predicted=27.595835, expected=20.000000
predicted=21.721919, expected=40.000000
predicted=30.410636, expected=44.000000
predicted=30.114281, expected=24.000000
predicted=24.027958, expected=16.000000
predicted=24.844267, expected=16.000000
predicted=21.817793, expected=8.000000
predicted=22.194320, expected=12.000000
predicted=24.923340, expected=36.000000
predicted=25.402207, expected=48.000000
predicted=25.941463, expected=32.000000
predicted=24.107687, expected=52.000000
predicted=34.205655, expected=28.000000
predicted=24.426855, expected=16.000000
predicted=30.011373, expected=16.000000
predicted=34.371372, expected=32.000000
predicted=28.556010, expected=44.000000
predicted=39.643839, expected=8.000000
predicted=19.269320, expected=32.000000
predicted=28.771847, expected=8.000000
predicted=14.623520, expected=4.000000
predicted=18.038565, expected=20.000000
predicted=29.507393, expected=36.000000
predicted=16.913007, expected=40.000000
predicted=30.001750, expected=28.000000
predicted=20.982878, expected=20.000000
predicted=18.942148, expected=20.000000
predicted=23.371195, expected=16.000000
predicted=24.909664, expected=28.000000
predicted=30.405160, expected=56.000000
predicted=35.981651, expected=36.000000
predicted=25.972589, expected=20.000000
predicted=26.347033, expected=28.000000
predicted=28.571552, expected=24.000000
predicted=25.361461, expected=8.000000
predicted=29.682697, expected=12.000000
predicted=24.880966, expected=52.000000
predicted=30.805490, expected=52.000000
predicted=31.560559, expected=40.000000
predicted=32.691996, expected=48.000000
predicted=35.298540, expected=36.000000
predicted=28.767788, expected=24.000000
predicted=39.275882, expected=20.000000
predicted=37.596900, expected=28.000000
predicted=32.440609, expected=40.000000
predicted=38.162254, expected=24.000000
predicted=28.209871, expected=24.000000
predicted=27.087175, expected=28.000000
predicted=25.974671, expected=8.000000
predicted=18.582133, expected=12.000000
predicted=26.327075, expected=32.000000
predicted=25.338133, expected=56.000000
predicted=32.038232, expected=20.000000
predicted=23.304701, expected=12.000000
predicted=19.716800, expected=20.000000
predicted=21.542499, expected=20.000000
predicted=21.997748, expected=12.000000
predicted=29.432243, expected=32.000000
predicted=25.056287, expected=56.000000
predicted=29.358732, expected=20.000000
predicted=19.762755, expected=36.000000
predicted=33.683469, expected=32.000000
predicted=25.595292, expected=16.000000
predicted=23.850919, expected=56.000000
predicted=51.737073, expected=32.000000
predicted=24.180000, expected=52.000000
predicted=42.782919, expected=8.000000
predicted=26.154250, expected=4.000000
predicted=17.922373, expected=20.000000
predicted=35.977082, expected=40.000000
predicted=27.137553, expected=48.000000
predicted=40.651599, expected=48.000000
predicted=29.102000, expected=24.000000
predicted=21.703772, expected=56.000000
predicted=41.200612, expected=24.000000
predicted=31.904720, expected=24.000000
predicted=37.232160, expected=52.000000
predicted=48.034632, expected=36.000000
predicted=27.102132, expected=16.000000
predicted=37.101189, expected=12.000000
predicted=25.028236, expected=16.000000
predicted=20.648704, expected=8.000000
predicted=25.212593, expected=8.000000
predicted=19.951615, expected=20.000000
predicted=16.467563, expected=40.000000
predicted=21.308575, expected=20.000000
predicted=16.762927, expected=20.000000
predicted=18.839264, expected=4.000000
predicted=11.834561, expected=20.000000
predicted=19.635720, expected=4.000000
predicted=18.801680, expected=16.000000
predicted=16.517084, expected=24.000000
predicted=19.537138, expected=28.000000
predicted=14.143436, expected=16.000000
predicted=18.771994, expected=12.000000
predicted=12.731457, expected=4.000000
predicted=12.679838, expected=12.000000
predicted=16.618063, expected=44.000000
predicted=28.982238, expected=32.000000
predicted=19.449257, expected=16.000000
predicted=18.173541, expected=28.000000
predicted=22.309806, expected=16.000000
predicted=15.451869, expected=24.000000
predicted=30.958057, expected=36.000000
predicted=31.113105, expected=24.000000
predicted=19.493366, expected=24.000000
predicted=27.504112, expected=28.000000
predicted=24.030907, expected=16.000000
predicted=20.413070, expected=16.000000
predicted=26.132840, expected=16.000000
predicted=20.272942, expected=28.000000
predicted=23.224125, expected=40.000000
predicted=29.486979, expected=28.000000
predicted=21.916443, expected=8.000000
predicted=17.828042, expected=4.000000
predicted=16.081059, expected=20.000000
predicted=21.938458, expected=40.000000
predicted=30.988220, expected=16.000000
predicted=19.146508, expected=24.000000
predicted=20.500294, expected=12.000000
predicted=12.727122, expected=16.000000
predicted=18.082276, expected=12.000000
predicted=23.874549, expected=32.000000
predicted=21.413010, expected=24.000000
predicted=21.185948, expected=36.000000
predicted=23.849582, expected=44.000000
predicted=29.792283, expected=28.000000
predicted=22.141896, expected=20.000000
predicted=29.958689, expected=8.000000
predicted=20.723095, expected=24.000000
predicted=28.167382, expected=44.000000
predicted=36.184069, expected=24.000000
predicted=22.999553, expected=28.000000
predicted=27.423270, expected=36.000000
predicted=25.086667, expected=8.000000
predicted=17.568692, expected=28.000000
predicted=35.724637, expected=32.000000
predicted=25.953267, expected=44.000000
predicted=31.197815, expected=24.000000
predicted=30.222217, expected=20.000000
predicted=20.327541, expected=28.000000
predicted=29.503943, expected=8.000000
predicted=19.571337, expected=48.000000
predicted=41.106100, expected=20.000000
predicted=20.153821, expected=8.000000
predicted=17.830542, expected=4.000000
predicted=20.979120, expected=24.000000
predicted=14.747560, expected=16.000000
predicted=24.839606, expected=16.000000
predicted=17.212408, expected=28.000000
predicted=18.836241, expected=60.000000
predicted=27.929406, expected=28.000000
predicted=24.521251, expected=12.000000
predicted=22.416629, expected=24.000000
predicted=26.482195, expected=12.000000
predicted=18.620466, expected=20.000000
predicted=34.476026, expected=52.000000
predicted=34.778979, expected=40.000000
predicted=22.799846, expected=32.000000
predicted=30.726674, expected=12.000000
predicted=20.798542, expected=16.000000
predicted=22.215333, expected=8.000000
predicted=27.337501, expected=12.000000
predicted=22.642461, expected=24.000000
predicted=24.009066, expected=28.000000
predicted=17.230914, expected=12.000000
predicted=14.999503, expected=20.000000
predicted=17.472875, expected=28.000000
predicted=19.727209, expected=12.000000
predicted=16.913581, expected=12.000000
predicted=21.413680, expected=8.000000
predicted=12.234931, expected=112.000000
predicted=53.143829, expected=96.000000
predicted=48.037959, expected=108.000000
predicted=62.906990, expected=48.000000
predicted=49.925130, expected=52.000000
predicted=47.396241, expected=40.000000
predicted=75.352087, expected=36.000000
predicted=59.891926, expected=32.000000
predicted=63.331125, expected=52.000000
predicted=46.900849, expected=40.000000
predicted=42.628177, expected=20.000000
predicted=32.686680, expected=28.000000
predicted=35.682901, expected=40.000000
predicted=33.891063, expected=44.000000
predicted=41.701354, expected=16.000000
predicted=29.296697, expected=40.000000
predicted=33.846190, expected=12.000000
predicted=21.357634, expected=24.000000
predicted=30.498003, expected=36.000000
predicted=36.800541, expected=24.000000
predicted=18.782393, expected=28.000000
predicted=33.526541, expected=12.000000
predicted=16.212376, expected=16.000000
predicted=21.018555, expected=20.000000
predicted=25.600248, expected=16.000000
predicted=17.916387, expected=24.000000
predicted=24.222510, expected=16.000000
predicted=14.886960, expected=36.000000
predicted=24.979051, expected=36.000000
predicted=26.292871, expected=28.000000
predicted=23.186411, expected=28.000000
predicted=29.019329, expected=8.000000
predicted=16.283138, expected=24.000000
predicted=29.189179, expected=24.000000
predicted=26.430909, expected=48.000000
predicted=32.862431, expected=16.000000
predicted=22.478398, expected=12.000000
predicted=16.713760, expected=12.000000
predicted=21.205241, expected=4.000000
predicted=12.544482, expected=24.000000
predicted=29.847958, expected=28.000000
predicted=18.561919, expected=32.000000
predicted=20.483973, expected=44.000000
predicted=28.676899, expected=52.000000
predicted=29.450805, expected=32.000000
predicted=30.710573, expected=20.000000
predicted=30.008832, expected=40.000000
predicted=37.491657, expected=28.000000
predicted=32.362292, expected=24.000000
predicted=35.653200, expected=12.000000
predicted=24.735645, expected=8.000000
predicted=16.123634, expected=20.000000
predicted=26.419054, expected=28.000000
predicted=23.221364, expected=12.000000
predicted=16.766164, expected=32.000000
predicted=23.411356, expected=36.000000
predicted=21.833351, expected=24.000000
predicted=21.876798, expected=12.000000
predicted=23.618536, expected=12.000000
predicted=16.096023, expected=12.000000
predicted=19.997831, expected=8.000000
predicted=18.634420, expected=28.000000
predicted=22.783617, expected=24.000000
predicted=16.079796, expected=12.000000
predicted=13.577308, expected=24.000000
predicted=20.641714, expected=28.000000
predicted=17.900099, expected=8.000000
predicted=17.333021, expected=20.000000
predicted=23.365440, expected=56.000000
predicted=30.785464, expected=24.000000
predicted=20.904608, expected=20.000000
predicted=28.376857, expected=16.000000
predicted=19.114139, expected=12.000000
predicted=16.126160, expected=16.000000
Test MSE: 269.429
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999])]
predicted=54.819277, expected=40.000000
predicted=51.398113, expected=40.000000
predicted=43.570072, expected=76.000000
predicted=52.567973, expected=76.000000
predicted=56.342432, expected=76.000000
predicted=71.227790, expected=56.000000
predicted=57.825199, expected=64.000000
predicted=58.987202, expected=48.000000
predicted=61.984437, expected=44.000000
predicted=56.889805, expected=60.000000
predicted=59.244924, expected=60.000000
predicted=56.730446, expected=80.000000
predicted=65.735525, expected=36.000000
predicted=51.537406, expected=12.000000
predicted=36.443216, expected=20.000000
predicted=35.458011, expected=28.000000
predicted=36.225925, expected=28.000000
predicted=38.915890, expected=64.000000
predicted=40.305186, expected=56.000000
predicted=39.814819, expected=36.000000
predicted=37.068169, expected=52.000000
predicted=42.042425, expected=28.000000
predicted=36.972429, expected=76.000000
predicted=57.361606, expected=100.000000
predicted=70.735275, expected=48.000000
predicted=56.612586, expected=112.000000
predicted=75.498993, expected=36.000000
predicted=56.680312, expected=4.000000
predicted=47.240584, expected=120.000000
predicted=77.132973, expected=52.000000
predicted=63.331740, expected=68.000000
predicted=76.467889, expected=68.000000
predicted=54.447881, expected=20.000000
predicted=40.394815, expected=44.000000
predicted=61.797373, expected=40.000000
predicted=44.506462, expected=52.000000
predicted=52.860682, expected=148.000000
predicted=82.504092, expected=100.000000
predicted=77.806894, expected=104.000000
predicted=85.939863, expected=52.000000
predicted=66.017419, expected=12.000000
predicted=53.754504, expected=36.000000
predicted=68.146654, expected=48.000000
predicted=60.588431, expected=56.000000
predicted=63.585378, expected=52.000000
predicted=47.923706, expected=28.000000
predicted=32.117964, expected=52.000000
predicted=42.318497, expected=52.000000
predicted=48.691462, expected=96.000000
predicted=67.423920, expected=36.000000
predicted=52.900865, expected=8.000000
predicted=31.724423, expected=4.000000
predicted=25.325030, expected=4.000000
predicted=25.771346, expected=12.000000
predicted=32.450176, expected=16.000000
predicted=17.439707, expected=40.000000
predicted=19.991627, expected=28.000000
predicted=20.232216, expected=68.000000
predicted=34.835869, expected=68.000000
predicted=44.752546, expected=32.000000
predicted=39.225904, expected=16.000000
predicted=31.162721, expected=68.000000
predicted=43.835480, expected=72.000000
predicted=63.774846, expected=44.000000
predicted=55.811879, expected=48.000000
predicted=42.321064, expected=72.000000
predicted=50.247634, expected=32.000000
predicted=54.040019, expected=52.000000
predicted=53.747636, expected=32.000000
predicted=40.717029, expected=32.000000
predicted=41.361772, expected=48.000000
predicted=47.217341, expected=4.000000
predicted=27.025329, expected=44.000000
predicted=36.474397, expected=68.000000
predicted=43.858101, expected=140.000000
predicted=79.400988, expected=64.000000
predicted=69.099151, expected=100.000000
predicted=67.038951, expected=92.000000
predicted=78.081910, expected=44.000000
predicted=74.298112, expected=68.000000
predicted=82.750581, expected=48.000000
predicted=60.859968, expected=284.000000
predicted=147.669293, expected=128.000000
predicted=135.448271, expected=80.000000
predicted=97.365607, expected=88.000000
predicted=87.164189, expected=68.000000
predicted=96.982863, expected=88.000000
predicted=134.669779, expected=48.000000
predicted=79.310818, expected=28.000000
predicted=56.676855, expected=64.000000
predicted=61.263271, expected=40.000000
predicted=55.253308, expected=108.000000
predicted=75.761937, expected=72.000000
predicted=65.226480, expected=44.000000
predicted=54.653707, expected=36.000000
predicted=49.023597, expected=36.000000
predicted=48.002550, expected=64.000000
predicted=64.853017, expected=40.000000
predicted=50.738812, expected=52.000000
predicted=46.138486, expected=104.000000
predicted=63.805027, expected=24.000000
predicted=50.534314, expected=44.000000
predicted=49.169596, expected=36.000000
predicted=41.132648, expected=52.000000
predicted=53.988970, expected=52.000000
predicted=56.377925, expected=60.000000
predicted=47.327426, expected=16.000000
predicted=37.132891, expected=56.000000
predicted=43.434714, expected=44.000000
predicted=46.639251, expected=116.000000
predicted=72.201161, expected=72.000000
predicted=67.666125, expected=84.000000
predicted=65.452720, expected=52.000000
predicted=62.064443, expected=100.000000
predicted=78.482515, expected=104.000000
predicted=95.998644, expected=20.000000
predicted=64.042803, expected=40.000000
predicted=54.161107, expected=52.000000
predicted=55.163610, expected=24.000000
predicted=56.096185, expected=64.000000
predicted=55.578721, expected=24.000000
predicted=34.177763, expected=28.000000
predicted=35.607821, expected=4.000000
predicted=24.463970, expected=4.000000
predicted=18.504293, expected=4.000000
predicted=18.559859, expected=4.000000
predicted=10.525737, expected=4.000000
predicted=7.995371, expected=4.000000
predicted=3.439685, expected=4.000000
predicted=3.440809, expected=4.000000
predicted=3.441930, expected=4.000000
predicted=3.443028, expected=20.000000
predicted=8.958806, expected=8.000000
predicted=8.090569, expected=16.000000
predicted=9.876860, expected=24.000000
predicted=13.771665, expected=40.000000
predicted=23.412606, expected=88.000000
predicted=45.887829, expected=20.000000
predicted=32.657745, expected=28.000000
predicted=29.149782, expected=120.000000
predicted=61.619751, expected=44.000000
predicted=61.658434, expected=28.000000
predicted=50.776539, expected=20.000000
predicted=28.814693, expected=44.000000
predicted=44.697096, expected=52.000000
predicted=57.195096, expected=44.000000
predicted=41.995308, expected=28.000000
predicted=32.815602, expected=16.000000
predicted=26.933530, expected=12.000000
predicted=26.650545, expected=28.000000
predicted=29.817596, expected=36.000000
predicted=31.115238, expected=48.000000
predicted=33.721093, expected=76.000000
predicted=44.605010, expected=16.000000
predicted=32.270408, expected=32.000000
predicted=33.467891, expected=52.000000
predicted=41.712502, expected=16.000000
predicted=38.356737, expected=36.000000
predicted=37.866413, expected=12.000000
predicted=21.798760, expected=24.000000
predicted=27.494936, expected=24.000000
predicted=26.816609, expected=88.000000
predicted=45.240678, expected=36.000000
predicted=40.847522, expected=44.000000
predicted=37.077497, expected=12.000000
predicted=27.450778, expected=16.000000
predicted=29.760883, expected=16.000000
predicted=32.542921, expected=36.000000
predicted=29.785303, expected=24.000000
predicted=26.949588, expected=48.000000
predicted=29.318850, expected=16.000000
predicted=23.554218, expected=8.000000
predicted=18.991388, expected=48.000000
predicted=31.135568, expected=12.000000
predicted=25.594369, expected=24.000000
predicted=26.375255, expected=8.000000
predicted=14.292008, expected=52.000000
predicted=29.658374, expected=8.000000
predicted=25.111019, expected=28.000000
predicted=21.502248, expected=12.000000
predicted=17.932700, expected=20.000000
predicted=20.219399, expected=12.000000
predicted=20.905152, expected=64.000000
predicted=31.205258, expected=24.000000
predicted=29.503408, expected=32.000000
predicted=26.756232, expected=28.000000
predicted=26.122085, expected=20.000000
predicted=26.793894, expected=28.000000
predicted=32.575670, expected=44.000000
predicted=32.001190, expected=20.000000
predicted=28.552680, expected=8.000000
predicted=19.781798, expected=44.000000
predicted=27.433777, expected=16.000000
Test MSE: 1056.084
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716])]
predicted=110.654735, expected=92.000000
predicted=185.116235, expected=136.000000
predicted=113.994466, expected=224.000000
predicted=168.750695, expected=108.000000
predicted=75.070242, expected=60.000000
predicted=92.819102, expected=68.000000
predicted=89.303608, expected=56.000000
predicted=67.752434, expected=212.000000
predicted=238.710327, expected=240.000000
predicted=166.089237, expected=324.000000
predicted=206.675597, expected=188.000000
predicted=127.537005, expected=156.000000
predicted=113.192964, expected=116.000000
predicted=164.812323, expected=76.000000
predicted=128.467707, expected=148.000000
predicted=248.769540, expected=148.000000
predicted=154.460704, expected=180.000000
predicted=171.721315, expected=180.000000
predicted=157.643016, expected=112.000000
predicted=82.241351, expected=120.000000
predicted=144.993979, expected=124.000000
predicted=129.658525, expected=68.000000
predicted=105.425343, expected=176.000000
predicted=201.477481, expected=308.000000
predicted=215.220305, expected=112.000000
predicted=75.079431, expected=76.000000
predicted=138.218249, expected=128.000000
predicted=110.396952, expected=116.000000
predicted=100.937646, expected=64.000000
predicted=187.094776, expected=164.000000
predicted=164.228097, expected=288.000000
predicted=182.070367, expected=144.000000
predicted=103.433892, expected=116.000000
predicted=149.186870, expected=92.000000
predicted=81.809152, expected=100.000000
predicted=104.671719, expected=52.000000
predicted=164.029894, expected=260.000000
predicted=231.708748, expected=292.000000
predicted=189.533372, expected=152.000000
predicted=103.413374, expected=112.000000
predicted=148.084143, expected=184.000000
predicted=116.265025, expected=84.000000
predicted=126.342430, expected=80.000000
predicted=199.457895, expected=188.000000
predicted=191.897767, expected=308.000000
predicted=196.769930, expected=168.000000
predicted=156.751702, expected=132.000000
predicted=138.265591, expected=96.000000
predicted=90.239496, expected=92.000000
predicted=111.810849, expected=80.000000
predicted=192.613352, expected=164.000000
predicted=174.134907, expected=208.000000
predicted=168.777874, expected=68.000000
predicted=61.126448, expected=176.000000
predicted=176.294276, expected=80.000000
predicted=51.398712, expected=120.000000
predicted=136.659384, expected=128.000000
predicted=184.340299, expected=180.000000
predicted=110.750436, expected=160.000000
predicted=172.075865, expected=180.000000
predicted=135.500428, expected=100.000000
predicted=103.456806, expected=132.000000
predicted=135.559544, expected=84.000000
predicted=122.245741, expected=88.000000
predicted=116.219238, expected=152.000000
predicted=180.233374, expected=252.000000
predicted=174.146194, expected=172.000000
predicted=138.860544, expected=112.000000
predicted=111.067418, expected=208.000000
predicted=172.838032, expected=136.000000
predicted=104.444674, expected=160.000000
predicted=215.295257, expected=272.000000
predicted=248.280214, expected=308.000000
predicted=189.426616, expected=132.000000
predicted=156.946815, expected=104.000000
predicted=148.831508, expected=108.000000
predicted=126.266220, expected=100.000000
predicted=153.671734, expected=68.000000
predicted=189.812722, expected=144.000000
predicted=151.962398, expected=236.000000
predicted=172.024648, expected=104.000000
predicted=79.232774, expected=96.000000
predicted=126.236961, expected=140.000000
predicted=112.630496, expected=140.000000
predicted=111.388540, expected=100.000000
predicted=170.629811, expected=240.000000
predicted=200.813003, expected=188.000000
predicted=117.583886, expected=96.000000
predicted=110.989837, expected=76.000000
predicted=133.963672, expected=68.000000
predicted=62.829871, expected=84.000000
predicted=151.897056, expected=80.000000
predicted=132.987758, expected=164.000000
predicted=141.591360, expected=152.000000
predicted=107.129921, expected=68.000000
predicted=60.006858, expected=104.000000
predicted=117.918434, expected=120.000000
predicted=87.034431, expected=80.000000
predicted=104.170703, expected=116.000000
predicted=152.788499, expected=312.000000
predicted=210.741609, expected=292.000000
predicted=172.713803, expected=148.000000
predicted=134.323116, expected=148.000000
predicted=153.335465, expected=140.000000
predicted=103.879120, expected=48.000000
predicted=146.348112, expected=52.000000
predicted=187.658422, expected=148.000000
predicted=153.635241, expected=120.000000
predicted=107.367706, expected=212.000000
predicted=201.976443, expected=100.000000
predicted=63.563317, expected=144.000000
predicted=107.854183, expected=100.000000
predicted=123.644045, expected=264.000000
predicted=196.046763, expected=332.000000
predicted=278.249545, expected=292.000000
predicted=184.359571, expected=164.000000
predicted=171.660941, expected=144.000000
predicted=128.650329, expected=92.000000
predicted=154.713485, expected=84.000000
predicted=191.361494, expected=104.000000
predicted=201.674994, expected=140.000000
predicted=146.984898, expected=244.000000
predicted=207.961693, expected=176.000000
predicted=121.473083, expected=176.000000
predicted=145.720727, expected=120.000000
predicted=114.391272, expected=148.000000
predicted=135.029850, expected=108.000000
predicted=168.122021, expected=192.000000
predicted=190.796142, expected=328.000000
predicted=269.346170, expected=180.000000
predicted=115.141402, expected=176.000000
predicted=196.461973, expected=252.000000
predicted=198.772770, expected=160.000000
predicted=125.477818, expected=128.000000
predicted=242.575791, expected=252.000000
predicted=242.000186, expected=368.000000
predicted=257.102918, expected=192.000000
predicted=195.314378, expected=180.000000
predicted=210.969841, expected=128.000000
predicted=122.708193, expected=128.000000
predicted=158.357498, expected=104.000000
predicted=237.094962, expected=168.000000
predicted=182.440441, expected=240.000000
predicted=215.896239, expected=144.000000
predicted=116.329512, expected=120.000000
predicted=143.707059, expected=216.000000
predicted=177.165980, expected=68.000000
predicted=68.425001, expected=100.000000
predicted=192.885286, expected=288.000000
predicted=246.304972, expected=272.000000
predicted=150.882269, expected=176.000000
predicted=208.480179, expected=148.000000
predicted=138.743037, expected=168.000000
predicted=119.994976, expected=84.000000
predicted=156.049334, expected=212.000000
predicted=268.082612, expected=116.000000
predicted=121.890376, expected=352.000000
predicted=280.542344, expected=44.000000
predicted=70.954190, expected=80.000000
predicted=97.241945, expected=164.000000
predicted=223.288911, expected=164.000000
predicted=71.945640, expected=168.000000
predicted=286.665696, expected=368.000000
predicted=241.106423, expected=500.000000
predicted=288.090457, expected=148.000000
predicted=111.944825, expected=224.000000
predicted=270.300894, expected=196.000000
predicted=162.911474, expected=108.000000
predicted=169.843671, expected=208.000000
predicted=402.934251, expected=232.000000
predicted=171.607299, expected=224.000000
predicted=214.363812, expected=160.000000
predicted=191.785995, expected=92.000000
predicted=94.449401, expected=132.000000
predicted=173.250824, expected=32.000000
predicted=102.049903, expected=116.000000
predicted=181.640755, expected=168.000000
predicted=166.940690, expected=320.000000
predicted=207.824657, expected=148.000000
predicted=128.817490, expected=140.000000
predicted=109.983678, expected=104.000000
predicted=117.362613, expected=96.000000
predicted=97.761480, expected=84.000000
predicted=205.485984, expected=192.000000
predicted=177.628704, expected=236.000000
predicted=184.936348, expected=92.000000
predicted=81.421564, expected=116.000000
predicted=139.187462, expected=100.000000
predicted=80.984902, expected=40.000000
predicted=85.594481, expected=60.000000
predicted=163.896514, expected=156.000000
predicted=126.299185, expected=132.000000
predicted=105.891215, expected=200.000000
predicted=171.286014, expected=256.000000
predicted=162.490797, expected=188.000000
predicted=106.917129, expected=108.000000
predicted=141.876371, expected=92.000000
predicted=116.522585, expected=188.000000
predicted=188.095593, expected=296.000000
predicted=271.826348, expected=128.000000
predicted=135.981105, expected=104.000000
predicted=137.311468, expected=160.000000
predicted=136.871801, expected=68.000000
predicted=78.764309, expected=48.000000
predicted=183.091589, expected=164.000000
predicted=165.558403, expected=212.000000
predicted=136.359151, expected=112.000000
predicted=127.686393, expected=128.000000
predicted=129.159047, expected=116.000000
predicted=74.891544, expected=68.000000
predicted=93.023658, expected=52.000000
predicted=139.359379, expected=176.000000
predicted=154.288740, expected=260.000000
predicted=186.825994, expected=76.000000
predicted=73.461950, expected=92.000000
predicted=120.830309, expected=60.000000
predicted=46.720577, expected=104.000000
predicted=114.663493, expected=56.000000
predicted=157.674126, expected=204.000000
predicted=157.530732, expected=224.000000
predicted=154.861754, expected=208.000000
predicted=128.845425, expected=108.000000
predicted=121.712009, expected=156.000000
predicted=113.723425, expected=140.000000
predicted=156.666126, expected=44.000000
predicted=110.026741, expected=196.000000
predicted=238.858674, expected=260.000000
predicted=169.564469, expected=184.000000
predicted=149.772942, expected=104.000000
predicted=150.249505, expected=88.000000
predicted=67.829421, expected=104.000000
predicted=132.654712, expected=88.000000
predicted=160.013376, expected=164.000000
predicted=186.187732, expected=188.000000
predicted=145.224489, expected=136.000000
predicted=104.329900, expected=84.000000
predicted=105.230388, expected=116.000000
predicted=106.380141, expected=104.000000
predicted=116.958292, expected=96.000000
predicted=137.240124, expected=132.000000
predicted=145.388834, expected=236.000000
predicted=165.763409, expected=136.000000
predicted=106.773256, expected=156.000000
predicted=151.585949, expected=84.000000
predicted=88.417470, expected=104.000000
predicted=104.987096, expected=148.000000
predicted=199.348360, expected=216.000000
predicted=169.161702, expected=156.000000
predicted=152.384436, expected=128.000000
predicted=116.432041, expected=120.000000
predicted=117.934398, expected=68.000000
predicted=87.020437, expected=124.000000
predicted=178.109325, expected=316.000000
predicted=252.172207, expected=168.000000
predicted=110.275089, expected=132.000000
predicted=154.622563, expected=232.000000
predicted=183.737152, expected=88.000000
predicted=45.448732, expected=68.000000
predicted=207.726133, expected=216.000000
predicted=219.873813, expected=404.000000
predicted=250.109360, expected=100.000000
predicted=127.360794, expected=124.000000
predicted=167.376462, expected=84.000000
predicted=74.912574, expected=108.000000
predicted=110.168465, expected=48.000000
predicted=235.200563, expected=204.000000
predicted=167.746765, expected=284.000000
predicted=203.891511, expected=108.000000
predicted=65.659972, expected=132.000000
predicted=168.513972, expected=88.000000
predicted=55.697086, expected=72.000000
predicted=108.073250, expected=56.000000
predicted=179.470978, expected=152.000000
predicted=132.700484, expected=260.000000
predicted=199.773374, expected=68.000000
predicted=49.820543, expected=88.000000
predicted=118.583018, expected=128.000000
predicted=96.643776, expected=60.000000
predicted=59.334437, expected=64.000000
predicted=182.300729, expected=176.000000
predicted=135.749857, expected=240.000000
predicted=149.573726, expected=196.000000
predicted=161.502098, expected=224.000000
predicted=169.506132, expected=104.000000
predicted=69.376620, expected=64.000000
predicted=115.281354, expected=76.000000
predicted=162.141437, expected=80.000000
predicted=114.134087, expected=136.000000
predicted=186.036777, expected=108.000000
predicted=101.927762, expected=140.000000
predicted=110.441863, expected=176.000000
predicted=134.501272, expected=108.000000
predicted=77.260719, expected=60.000000
predicted=105.371713, expected=180.000000
predicted=161.596406, expected=176.000000
predicted=132.517494, expected=184.000000
predicted=183.176579, expected=88.000000
predicted=106.920062, expected=124.000000
predicted=96.860074, expected=88.000000
predicted=122.714832, expected=120.000000
predicted=140.080127, expected=160.000000
predicted=182.224849, expected=172.000000
predicted=122.072605, expected=120.000000
predicted=123.534827, expected=140.000000
predicted=125.249544, expected=100.000000
predicted=100.349646, expected=60.000000
predicted=99.912780, expected=100.000000
predicted=146.666313, expected=188.000000
predicted=151.155173, expected=240.000000
predicted=186.820968, expected=140.000000
predicted=116.916165, expected=140.000000
predicted=122.031868, expected=136.000000
predicted=115.562375, expected=72.000000
predicted=103.663935, expected=100.000000
predicted=182.336842, expected=204.000000
predicted=177.455839, expected=228.000000
predicted=170.004825, expected=76.000000
predicted=99.027198, expected=96.000000
predicted=114.037734, expected=76.000000
predicted=73.931031, expected=76.000000
predicted=116.550529, expected=80.000000
predicted=163.596022, expected=180.000000
predicted=134.654096, expected=200.000000
predicted=143.457468, expected=76.000000
predicted=65.249153, expected=108.000000
predicted=121.624197, expected=132.000000
predicted=97.265536, expected=92.000000
predicted=109.756905, expected=88.000000
predicted=158.669102, expected=88.000000
predicted=81.759485, expected=236.000000
predicted=181.127068, expected=80.000000
predicted=77.254409, expected=56.000000
predicted=90.747282, expected=116.000000
predicted=125.656555, expected=68.000000
predicted=33.604601, expected=104.000000
predicted=184.232573, expected=108.000000
predicted=99.128503, expected=164.000000
predicted=107.057418, expected=48.000000
predicted=71.957849, expected=44.000000
predicted=65.754383, expected=72.000000
predicted=93.399536, expected=76.000000
predicted=68.209320, expected=128.000000
predicted=157.386546, expected=304.000000
predicted=196.867599, expected=484.000000
predicted=275.641600, expected=132.000000
predicted=63.551041, expected=172.000000
predicted=190.788008, expected=148.000000
predicted=132.903604, expected=76.000000
predicted=120.105092, expected=92.000000
predicted=317.210360, expected=128.000000
predicted=122.570576, expected=200.000000
predicted=181.744181, expected=104.000000
predicted=116.789067, expected=80.000000
predicted=91.040196, expected=76.000000
predicted=89.080909, expected=68.000000
predicted=76.656768, expected=120.000000
predicted=165.848364, expected=164.000000
predicted=134.769077, expected=900.000000
predicted=579.937474, expected=1752.000000
predicted=1103.931934, expected=1112.000000
predicted=517.960032, expected=1244.000000
predicted=1016.993927, expected=316.000000
predicted=130.045625, expected=128.000000
predicted=317.810939, expected=20.000000
predicted=797.538481, expected=184.000000
predicted=443.940222, expected=132.000000
predicted=609.645872, expected=164.000000
predicted=237.122516, expected=164.000000
predicted=173.595409, expected=44.000000
predicted=6.920923, expected=136.000000
predicted=171.882359, expected=144.000000
predicted=126.890235, expected=232.000000
predicted=208.447614, expected=96.000000
predicted=125.514857, expected=104.000000
predicted=85.756402, expected=156.000000
predicted=152.879515, expected=68.000000
predicted=64.000692, expected=68.000000
predicted=143.392425, expected=172.000000
predicted=152.973998, expected=128.000000
predicted=98.575200, expected=124.000000
predicted=149.827259, expected=92.000000
predicted=88.532793, expected=144.000000
predicted=108.721879, expected=80.000000
predicted=106.086283, expected=68.000000
predicted=89.786563, expected=156.000000
predicted=156.283008, expected=240.000000
predicted=180.301186, expected=124.000000
predicted=127.727063, expected=40.000000
predicted=65.517905, expected=128.000000
predicted=110.940800, expected=1392.000000
predicted=1048.336062, expected=80.000000
predicted=65.427714, expected=172.000000
predicted=278.744611, expected=200.000000
predicted=233.411648, expected=128.000000
predicted=-119.819793, expected=96.000000
predicted=668.695192, expected=92.000000
predicted=85.401100, expected=72.000000
predicted=97.664157, expected=104.000000
predicted=136.667934, expected=92.000000
predicted=102.428359, expected=196.000000
predicted=160.547435, expected=72.000000
predicted=77.732700, expected=208.000000
predicted=167.107739, expected=128.000000
predicted=118.768728, expected=68.000000
predicted=70.885852, expected=88.000000
predicted=140.289825, expected=192.000000
predicted=134.241197, expected=164.000000
predicted=172.491081, expected=96.000000
predicted=116.407864, expected=48.000000
predicted=65.419828, expected=80.000000
predicted=75.544567, expected=92.000000
predicted=117.371666, expected=80.000000
predicted=107.200961, expected=120.000000
predicted=116.352375, expected=172.000000
predicted=126.104526, expected=100.000000
predicted=91.018404, expected=60.000000
predicted=80.210884, expected=76.000000
predicted=79.051094, expected=56.000000
predicted=67.226172, expected=92.000000
predicted=119.115112, expected=144.000000
predicted=128.235383, expected=100.000000
predicted=82.835775, expected=80.000000
predicted=86.247779, expected=84.000000
predicted=76.434248, expected=68.000000
predicted=69.275997, expected=44.000000
predicted=78.708788, expected=96.000000
predicted=97.898239, expected=124.000000
predicted=103.207787, expected=188.000000
predicted=150.370939, expected=64.000000
predicted=69.592162, expected=524.000000
predicted=361.840508, expected=1144.000000
predicted=771.594677, expected=64.000000
Test MSE: 22943.499
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727])]
predicted=238.137659, expected=176.000000
predicted=158.413953, expected=228.000000
predicted=216.735479, expected=168.000000
predicted=143.336112, expected=140.000000
predicted=121.756147, expected=100.000000
predicted=112.963638, expected=80.000000
predicted=118.509580, expected=204.000000
predicted=219.412214, expected=276.000000
predicted=215.746394, expected=308.000000
predicted=229.896806, expected=168.000000
predicted=141.205681, expected=180.000000
predicted=151.539835, expected=200.000000
predicted=198.868573, expected=104.000000
predicted=163.333458, expected=112.000000
predicted=214.090257, expected=260.000000
predicted=222.611023, expected=192.000000
predicted=161.758482, expected=200.000000
predicted=213.635101, expected=132.000000
predicted=126.271618, expected=140.000000
predicted=124.250586, expected=180.000000
predicted=217.315690, expected=64.000000
predicted=107.359918, expected=308.000000
predicted=281.752830, expected=356.000000
predicted=234.696448, expected=204.000000
predicted=161.343624, expected=136.000000
predicted=191.229588, expected=188.000000
predicted=134.453920, expected=100.000000
predicted=169.952522, expected=160.000000
predicted=258.200182, expected=240.000000
predicted=224.711026, expected=360.000000
predicted=249.643456, expected=136.000000
predicted=149.323738, expected=148.000000
predicted=155.264237, expected=132.000000
predicted=145.372024, expected=88.000000
predicted=134.560797, expected=200.000000
predicted=286.885074, expected=220.000000
predicted=169.643827, expected=384.000000
predicted=281.738140, expected=200.000000
predicted=158.959357, expected=104.000000
predicted=112.465723, expected=176.000000
predicted=206.361086, expected=148.000000
predicted=151.955335, expected=144.000000
predicted=253.034630, expected=212.000000
predicted=216.349560, expected=380.000000
predicted=251.525563, expected=236.000000
predicted=190.575096, expected=152.000000
predicted=170.086695, expected=280.000000
predicted=239.526162, expected=88.000000
predicted=107.451086, expected=104.000000
predicted=247.439587, expected=240.000000
predicted=247.870489, expected=268.000000
predicted=185.946256, expected=216.000000
predicted=250.441925, expected=156.000000
predicted=139.031556, expected=84.000000
predicted=93.437280, expected=56.000000
predicted=137.988159, expected=176.000000
predicted=218.787973, expected=208.000000
predicted=196.523633, expected=220.000000
predicted=191.216157, expected=140.000000
predicted=121.300827, expected=152.000000
predicted=116.231081, expected=128.000000
predicted=145.587895, expected=108.000000
predicted=148.216433, expected=100.000000
predicted=157.537256, expected=124.000000
predicted=129.754460, expected=336.000000
predicted=257.049921, expected=124.000000
predicted=99.523599, expected=104.000000
predicted=132.151261, expected=180.000000
predicted=158.172476, expected=136.000000
predicted=100.185823, expected=152.000000
predicted=244.594896, expected=244.000000
predicted=195.959754, expected=320.000000
predicted=211.819740, expected=196.000000
predicted=182.259396, expected=112.000000
predicted=140.360049, expected=120.000000
predicted=143.095266, expected=160.000000
predicted=185.103366, expected=108.000000
predicted=194.270093, expected=200.000000
predicted=209.457871, expected=276.000000
predicted=197.295074, expected=204.000000
predicted=153.906552, expected=192.000000
predicted=194.261385, expected=128.000000
predicted=119.668059, expected=140.000000
predicted=165.802837, expected=168.000000
predicted=215.313197, expected=260.000000
predicted=230.782956, expected=348.000000
predicted=275.315802, expected=156.000000
predicted=132.651475, expected=152.000000
predicted=173.252816, expected=124.000000
predicted=142.948985, expected=84.000000
predicted=148.157361, expected=100.000000
predicted=219.240223, expected=236.000000
predicted=199.712525, expected=276.000000
predicted=206.747325, expected=196.000000
predicted=162.583031, expected=176.000000
predicted=152.096496, expected=144.000000
predicted=122.429688, expected=164.000000
predicted=192.580644, expected=188.000000
predicted=226.027052, expected=256.000000
predicted=227.575481, expected=376.000000
predicted=286.910324, expected=216.000000
predicted=169.768467, expected=212.000000
predicted=212.875330, expected=124.000000
predicted=153.472347, expected=220.000000
predicted=232.579721, expected=188.000000
predicted=264.612407, expected=196.000000
predicted=203.880352, expected=168.000000
predicted=194.644865, expected=220.000000
predicted=176.402822, expected=160.000000
predicted=180.929836, expected=164.000000
predicted=179.222971, expected=172.000000
predicted=185.789937, expected=364.000000
predicted=275.307083, expected=564.000000
predicted=402.343040, expected=404.000000
predicted=275.601776, expected=272.000000
predicted=252.429806, expected=92.000000
predicted=138.769679, expected=164.000000
predicted=254.396135, expected=88.000000
predicted=282.353723, expected=156.000000
predicted=266.557284, expected=196.000000
predicted=233.398385, expected=348.000000
predicted=230.722100, expected=216.000000
predicted=183.256366, expected=144.000000
predicted=132.291510, expected=200.000000
predicted=196.718815, expected=208.000000
predicted=181.884728, expected=200.000000
predicted=263.632377, expected=312.000000
predicted=281.126291, expected=296.000000
predicted=217.280384, expected=256.000000
predicted=232.953486, expected=176.000000
predicted=199.185984, expected=276.000000
predicted=247.994677, expected=212.000000
predicted=240.759687, expected=116.000000
predicted=194.542007, expected=320.000000
predicted=316.458330, expected=352.000000
predicted=246.919695, expected=320.000000
predicted=295.851710, expected=168.000000
predicted=204.095205, expected=172.000000
predicted=157.202395, expected=152.000000
predicted=218.699761, expected=124.000000
predicted=214.228227, expected=248.000000
predicted=291.165377, expected=376.000000
predicted=275.940256, expected=264.000000
predicted=208.603519, expected=160.000000
predicted=175.521050, expected=232.000000
predicted=200.566152, expected=156.000000
predicted=172.283108, expected=96.000000
predicted=221.040429, expected=300.000000
predicted=304.837974, expected=336.000000
predicted=231.261552, expected=268.000000
predicted=248.602118, expected=132.000000
predicted=161.824989, expected=184.000000
predicted=154.540020, expected=196.000000
predicted=228.540462, expected=120.000000
predicted=203.560232, expected=404.000000
predicted=370.686413, expected=368.000000
predicted=233.185625, expected=156.000000
predicted=163.714538, expected=104.000000
predicted=186.371852, expected=232.000000
predicted=175.801923, expected=216.000000
predicted=270.359814, expected=288.000000
predicted=333.453489, expected=508.000000
predicted=365.340750, expected=724.000000
predicted=438.289164, expected=340.000000
predicted=264.704544, expected=224.000000
predicted=270.846213, expected=200.000000
predicted=249.539953, expected=104.000000
predicted=238.215173, expected=232.000000
predicted=472.814655, expected=288.000000
predicted=302.012516, expected=240.000000
predicted=222.436325, expected=252.000000
predicted=249.294927, expected=120.000000
predicted=103.827725, expected=208.000000
predicted=229.268984, expected=100.000000
predicted=168.514174, expected=148.000000
predicted=191.397815, expected=236.000000
predicted=251.182356, expected=404.000000
predicted=269.607888, expected=184.000000
predicted=179.532489, expected=164.000000
predicted=163.671986, expected=196.000000
predicted=182.993523, expected=116.000000
predicted=137.748387, expected=128.000000
predicted=264.119680, expected=208.000000
predicted=201.181555, expected=240.000000
predicted=193.829353, expected=140.000000
predicted=162.809985, expected=92.000000
predicted=115.690075, expected=96.000000
predicted=111.338003, expected=96.000000
predicted=134.069440, expected=108.000000
predicted=165.962665, expected=172.000000
predicted=161.758334, expected=220.000000
predicted=160.543723, expected=192.000000
predicted=146.826278, expected=288.000000
predicted=217.115638, expected=164.000000
predicted=125.865313, expected=200.000000
predicted=198.689890, expected=80.000000
predicted=138.275737, expected=220.000000
predicted=211.115120, expected=288.000000
predicted=283.647700, expected=220.000000
predicted=178.983864, expected=144.000000
predicted=188.188652, expected=88.000000
predicted=87.230455, expected=84.000000
predicted=138.428795, expected=140.000000
predicted=202.519668, expected=224.000000
predicted=219.237680, expected=356.000000
predicted=265.257004, expected=152.000000
predicted=109.320619, expected=112.000000
predicted=123.083737, expected=160.000000
predicted=159.522664, expected=100.000000
predicted=125.743890, expected=72.000000
predicted=205.669007, expected=272.000000
predicted=234.608763, expected=336.000000
predicted=215.863006, expected=220.000000
predicted=187.354877, expected=168.000000
predicted=164.199485, expected=136.000000
predicted=105.495901, expected=92.000000
predicted=158.795459, expected=60.000000
predicted=182.585377, expected=152.000000
predicted=187.197493, expected=188.000000
predicted=169.690898, expected=172.000000
predicted=153.520720, expected=184.000000
predicted=154.976494, expected=168.000000
predicted=117.615022, expected=88.000000
predicted=110.882844, expected=56.000000
predicted=120.046092, expected=284.000000
predicted=245.058577, expected=260.000000
predicted=198.724727, expected=188.000000
predicted=183.884724, expected=176.000000
predicted=161.926348, expected=100.000000
predicted=65.230342, expected=84.000000
predicted=172.514288, expected=108.000000
predicted=176.941717, expected=136.000000
predicted=151.854097, expected=256.000000
predicted=226.580994, expected=136.000000
predicted=106.753620, expected=116.000000
predicted=115.529616, expected=88.000000
predicted=102.333369, expected=176.000000
predicted=150.447564, expected=88.000000
predicted=151.968738, expected=212.000000
predicted=192.419125, expected=188.000000
predicted=150.476092, expected=128.000000
predicted=101.840718, expected=100.000000
predicted=149.847226, expected=64.000000
predicted=66.897990, expected=24.000000
predicted=102.911342, expected=124.000000
predicted=159.275194, expected=164.000000
predicted=138.457855, expected=132.000000
predicted=113.235815, expected=112.000000
predicted=102.787341, expected=144.000000
predicted=92.785832, expected=96.000000
predicted=98.387998, expected=220.000000
predicted=205.586994, expected=224.000000
predicted=175.106678, expected=268.000000
predicted=199.000744, expected=292.000000
predicted=236.303640, expected=196.000000
predicted=142.148380, expected=156.000000
predicted=194.218744, expected=140.000000
predicted=177.232116, expected=232.000000
predicted=244.128662, expected=304.000000
predicted=294.568590, expected=212.000000
predicted=196.810709, expected=168.000000
predicted=177.972503, expected=148.000000
predicted=147.286041, expected=100.000000
predicted=146.339148, expected=80.000000
predicted=180.696252, expected=208.000000
predicted=216.461409, expected=244.000000
predicted=197.871676, expected=192.000000
predicted=170.273866, expected=124.000000
predicted=125.994243, expected=148.000000
predicted=121.749581, expected=132.000000
predicted=155.325624, expected=104.000000
predicted=162.418129, expected=184.000000
predicted=197.735598, expected=284.000000
predicted=208.903737, expected=200.000000
predicted=164.595107, expected=144.000000
predicted=152.808530, expected=148.000000
predicted=136.378239, expected=168.000000
predicted=163.801157, expected=92.000000
predicted=169.512218, expected=156.000000
predicted=187.845292, expected=324.000000
predicted=247.442179, expected=236.000000
predicted=172.858828, expected=148.000000
predicted=172.073802, expected=116.000000
predicted=120.139507, expected=88.000000
predicted=103.441585, expected=192.000000
predicted=253.460946, expected=132.000000
predicted=165.451300, expected=160.000000
predicted=162.532773, expected=104.000000
predicted=111.738329, expected=144.000000
predicted=118.026245, expected=176.000000
predicted=184.056032, expected=104.000000
predicted=105.190171, expected=172.000000
predicted=182.040601, expected=112.000000
predicted=98.868787, expected=280.000000
predicted=227.891859, expected=248.000000
predicted=206.916062, expected=168.000000
predicted=135.462311, expected=112.000000
predicted=157.119039, expected=104.000000
predicted=101.813815, expected=132.000000
predicted=192.451856, expected=220.000000
predicted=232.120103, expected=340.000000
predicted=264.621524, expected=176.000000
predicted=133.719484, expected=156.000000
predicted=154.749496, expected=160.000000
predicted=152.334670, expected=88.000000
predicted=124.988763, expected=140.000000
predicted=240.739560, expected=264.000000
predicted=225.963720, expected=356.000000
predicted=257.387301, expected=168.000000
predicted=156.371458, expected=120.000000
predicted=129.520365, expected=188.000000
predicted=173.282027, expected=108.000000
predicted=147.996440, expected=132.000000
predicted=243.155440, expected=232.000000
predicted=211.571869, expected=308.000000
predicted=212.070546, expected=168.000000
predicted=169.988175, expected=112.000000
predicted=128.268590, expected=124.000000
predicted=132.407761, expected=140.000000
predicted=165.385891, expected=88.000000
predicted=181.465865, expected=164.000000
predicted=177.222435, expected=268.000000
predicted=197.419136, expected=208.000000
predicted=155.558632, expected=116.000000
predicted=137.173508, expected=164.000000
predicted=145.303213, expected=128.000000
predicted=127.087156, expected=96.000000
predicted=169.048614, expected=248.000000
predicted=247.214599, expected=208.000000
predicted=146.387447, expected=168.000000
predicted=169.823552, expected=148.000000
predicted=153.853766, expected=152.000000
predicted=119.625825, expected=108.000000
predicted=164.857829, expected=64.000000
predicted=128.795156, expected=156.000000
predicted=169.697542, expected=164.000000
predicted=144.320038, expected=120.000000
predicted=131.069821, expected=124.000000
predicted=129.882917, expected=108.000000
predicted=83.529045, expected=108.000000
predicted=126.645278, expected=148.000000
predicted=158.362083, expected=264.000000
predicted=201.335716, expected=388.000000
predicted=269.744949, expected=184.000000
predicted=134.445047, expected=124.000000
predicted=142.436762, expected=184.000000
predicted=177.741534, expected=152.000000
predicted=172.336011, expected=124.000000
predicted=245.612901, expected=240.000000
predicted=230.036801, expected=288.000000
predicted=202.405977, expected=144.000000
predicted=151.209138, expected=72.000000
predicted=127.780189, expected=128.000000
predicted=132.007806, expected=100.000000
predicted=139.930766, expected=136.000000
predicted=208.077183, expected=232.000000
predicted=201.437791, expected=980.000000
predicted=615.397689, expected=904.000000
predicted=508.813043, expected=784.000000
predicted=521.942710, expected=532.000000
predicted=412.010960, expected=176.000000
predicted=142.173719, expected=116.000000
predicted=488.413233, expected=124.000000
predicted=422.399222, expected=360.000000
predicted=536.929513, expected=104.000000
predicted=253.914238, expected=72.000000
predicted=140.399721, expected=120.000000
predicted=132.100743, expected=88.000000
predicted=65.377762, expected=112.000000
predicted=223.006399, expected=136.000000
predicted=126.874287, expected=280.000000
predicted=203.093184, expected=188.000000
predicted=149.208706, expected=200.000000
predicted=169.467936, expected=212.000000
predicted=179.376666, expected=156.000000
predicted=131.068482, expected=124.000000
predicted=191.728663, expected=232.000000
predicted=222.423986, expected=220.000000
predicted=197.877721, expected=176.000000
predicted=191.900560, expected=120.000000
predicted=142.366465, expected=96.000000
predicted=102.000177, expected=92.000000
predicted=142.929879, expected=68.000000
predicted=122.369476, expected=200.000000
predicted=201.269977, expected=192.000000
predicted=153.836308, expected=168.000000
predicted=141.973496, expected=148.000000
predicted=136.991214, expected=92.000000
predicted=73.059762, expected=108.000000
predicted=146.435643, expected=96.000000
predicted=128.714033, expected=156.000000
predicted=162.493867, expected=220.000000
predicted=194.937238, expected=124.000000
predicted=101.206860, expected=152.000000
predicted=150.526985, expected=132.000000
predicted=113.210438, expected=76.000000
predicted=95.989729, expected=176.000000
predicted=208.666141, expected=204.000000
predicted=162.747444, expected=220.000000
predicted=192.944191, expected=176.000000
predicted=165.424730, expected=144.000000
predicted=116.858542, expected=128.000000
predicted=146.151931, expected=148.000000
predicted=167.053735, expected=108.000000
predicted=146.356313, expected=208.000000
predicted=205.522362, expected=296.000000
predicted=236.098908, expected=116.000000
predicted=102.718497, expected=144.000000
predicted=172.159660, expected=96.000000
predicted=91.013877, expected=96.000000
predicted=127.340594, expected=88.000000
predicted=176.134156, expected=164.000000
predicted=145.806221, expected=152.000000
predicted=144.319916, expected=116.000000
predicted=108.752731, expected=68.000000
predicted=83.491983, expected=196.000000
predicted=159.783844, expected=84.000000
predicted=95.228809, expected=96.000000
predicted=128.806962, expected=144.000000
predicted=142.260809, expected=208.000000
predicted=140.608323, expected=184.000000
predicted=189.897145, expected=96.000000
predicted=92.591131, expected=96.000000
predicted=103.810878, expected=76.000000
predicted=93.482091, expected=132.000000
predicted=160.894925, expected=168.000000
predicted=175.269721, expected=188.000000
predicted=151.204431, expected=120.000000
predicted=110.956987, expected=96.000000
predicted=92.262946, expected=112.000000
predicted=119.853909, expected=72.000000
Test MSE: 7490.321
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937])]
predicted=31.028332, expected=60.000000
predicted=37.477282, expected=36.000000
predicted=41.785225, expected=48.000000
predicted=43.554186, expected=32.000000
predicted=43.848630, expected=24.000000
predicted=41.656042, expected=32.000000
predicted=38.648648, expected=48.000000
predicted=36.341114, expected=32.000000
predicted=35.873248, expected=20.000000
predicted=31.769558, expected=40.000000
predicted=33.080105, expected=48.000000
predicted=36.007697, expected=24.000000
predicted=35.135743, expected=52.000000
predicted=38.073802, expected=72.000000
predicted=43.071616, expected=28.000000
predicted=43.021703, expected=48.000000
predicted=47.906917, expected=64.000000
predicted=47.417723, expected=28.000000
predicted=46.566035, expected=20.000000
predicted=44.596810, expected=32.000000
predicted=35.669134, expected=76.000000
predicted=44.546758, expected=52.000000
predicted=45.544050, expected=16.000000
predicted=38.379977, expected=28.000000
predicted=38.199133, expected=68.000000
predicted=44.206108, expected=20.000000
predicted=40.781547, expected=16.000000
predicted=35.405011, expected=28.000000
predicted=29.448403, expected=60.000000
predicted=35.408377, expected=24.000000
predicted=35.182387, expected=48.000000
predicted=35.532709, expected=44.000000
predicted=36.714377, expected=28.000000
predicted=37.255747, expected=16.000000
predicted=37.227556, expected=20.000000
predicted=29.015015, expected=32.000000
predicted=30.416629, expected=16.000000
predicted=24.977408, expected=8.000000
predicted=20.288251, expected=28.000000
predicted=20.589684, expected=24.000000
predicted=20.040378, expected=12.000000
predicted=19.980191, expected=20.000000
predicted=19.103479, expected=20.000000
predicted=17.887264, expected=52.000000
predicted=27.059763, expected=24.000000
predicted=24.911118, expected=36.000000
predicted=29.195708, expected=28.000000
predicted=30.209174, expected=16.000000
predicted=27.831729, expected=20.000000
predicted=29.600519, expected=48.000000
predicted=28.830809, expected=36.000000
predicted=29.986384, expected=20.000000
predicted=28.834621, expected=28.000000
predicted=29.157489, expected=36.000000
predicted=30.300081, expected=32.000000
predicted=32.748154, expected=28.000000
predicted=30.641495, expected=36.000000
predicted=30.569392, expected=36.000000
predicted=32.341182, expected=16.000000
predicted=30.006202, expected=28.000000
predicted=30.111886, expected=56.000000
predicted=33.644715, expected=20.000000
predicted=30.202914, expected=40.000000
predicted=35.286805, expected=48.000000
predicted=34.959447, expected=36.000000
predicted=36.569623, expected=24.000000
predicted=38.337279, expected=24.000000
predicted=31.789320, expected=28.000000
predicted=32.230822, expected=16.000000
predicted=28.156218, expected=40.000000
predicted=29.101748, expected=40.000000
predicted=28.491978, expected=48.000000
predicted=33.568620, expected=28.000000
predicted=33.966314, expected=16.000000
predicted=31.051981, expected=28.000000
predicted=33.209099, expected=36.000000
predicted=31.403200, expected=60.000000
predicted=37.086832, expected=68.000000
predicted=41.077944, expected=44.000000
predicted=42.663605, expected=12.000000
predicted=41.264320, expected=16.000000
predicted=38.372659, expected=24.000000
predicted=35.020689, expected=32.000000
predicted=31.892998, expected=52.000000
predicted=31.905699, expected=32.000000
predicted=28.004407, expected=32.000000
predicted=32.363451, expected=52.000000
predicted=38.311595, expected=24.000000
predicted=35.146641, expected=24.000000
predicted=36.798186, expected=12.000000
predicted=28.358418, expected=40.000000
predicted=30.371862, expected=32.000000
predicted=30.260391, expected=56.000000
predicted=33.165571, expected=44.000000
predicted=35.529401, expected=20.000000
predicted=33.195995, expected=32.000000
predicted=38.270302, expected=32.000000
predicted=34.288373, expected=44.000000
predicted=38.169450, expected=12.000000
predicted=30.018035, expected=48.000000
predicted=33.120342, expected=8.000000
predicted=27.053409, expected=52.000000
predicted=34.113977, expected=28.000000
predicted=31.758244, expected=20.000000
predicted=27.108359, expected=68.000000
predicted=40.569949, expected=64.000000
predicted=38.660154, expected=48.000000
predicted=47.990244, expected=20.000000
predicted=42.020904, expected=28.000000
predicted=40.189680, expected=32.000000
predicted=41.711694, expected=12.000000
predicted=32.175249, expected=20.000000
predicted=27.425901, expected=20.000000
predicted=21.288463, expected=12.000000
predicted=19.599426, expected=16.000000
predicted=19.168743, expected=32.000000
predicted=19.064077, expected=36.000000
predicted=22.927388, expected=32.000000
predicted=25.588068, expected=44.000000
predicted=30.255225, expected=76.000000
predicted=41.320849, expected=48.000000
predicted=44.401177, expected=88.000000
predicted=58.159710, expected=48.000000
predicted=55.254911, expected=32.000000
predicted=54.982956, expected=28.000000
predicted=52.779483, expected=72.000000
predicted=51.755921, expected=72.000000
predicted=56.871653, expected=48.000000
predicted=50.963748, expected=16.000000
predicted=44.798792, expected=32.000000
predicted=43.569207, expected=24.000000
predicted=41.068116, expected=12.000000
predicted=32.232353, expected=44.000000
predicted=31.404268, expected=32.000000
predicted=25.647668, expected=32.000000
predicted=30.164834, expected=32.000000
predicted=30.476811, expected=52.000000
predicted=34.413804, expected=24.000000
predicted=34.990663, expected=36.000000
predicted=35.756430, expected=60.000000
predicted=40.615432, expected=40.000000
predicted=39.209308, expected=36.000000
predicted=42.761286, expected=28.000000
predicted=37.008121, expected=44.000000
predicted=40.005910, expected=16.000000
predicted=35.558488, expected=32.000000
predicted=33.316336, expected=104.000000
predicted=47.259292, expected=60.000000
predicted=45.820487, expected=20.000000
predicted=47.664758, expected=8.000000
predicted=39.973449, expected=16.000000
predicted=35.563888, expected=48.000000
predicted=42.728057, expected=24.000000
predicted=28.523976, expected=20.000000
predicted=23.902147, expected=48.000000
predicted=29.418569, expected=28.000000
predicted=28.508887, expected=20.000000
predicted=31.702587, expected=36.000000
predicted=30.613566, expected=8.000000
predicted=23.734076, expected=24.000000
predicted=28.173138, expected=32.000000
predicted=24.917459, expected=48.000000
predicted=28.484658, expected=24.000000
predicted=28.898251, expected=24.000000
predicted=27.283907, expected=36.000000
predicted=31.668588, expected=28.000000
predicted=30.475844, expected=28.000000
predicted=31.870508, expected=40.000000
predicted=30.966581, expected=36.000000
predicted=31.568527, expected=28.000000
predicted=32.744713, expected=52.000000
predicted=37.088118, expected=36.000000
predicted=35.566509, expected=24.000000
predicted=35.771788, expected=12.000000
predicted=30.794705, expected=60.000000
predicted=36.505767, expected=36.000000
predicted=35.069764, expected=16.000000
predicted=30.778872, expected=20.000000
predicted=29.264409, expected=40.000000
predicted=29.545154, expected=36.000000
predicted=34.032811, expected=20.000000
predicted=28.181797, expected=28.000000
predicted=27.734323, expected=36.000000
predicted=29.605567, expected=52.000000
predicted=36.016861, expected=64.000000
predicted=41.306923, expected=60.000000
predicted=44.628727, expected=12.000000
predicted=40.317893, expected=8.000000
predicted=37.828873, expected=56.000000
predicted=42.662970, expected=36.000000
predicted=36.350309, expected=32.000000
predicted=35.617089, expected=28.000000
predicted=29.904477, expected=56.000000
predicted=36.348950, expected=12.000000
predicted=34.118370, expected=20.000000
predicted=31.516127, expected=20.000000
predicted=27.657353, expected=36.000000
predicted=27.563804, expected=24.000000
predicted=28.132098, expected=20.000000
predicted=22.212146, expected=32.000000
predicted=26.344160, expected=52.000000
predicted=31.272280, expected=32.000000
predicted=32.113908, expected=52.000000
predicted=37.872573, expected=72.000000
predicted=45.233612, expected=24.000000
predicted=41.104780, expected=24.000000
predicted=44.020195, expected=40.000000
predicted=40.527851, expected=36.000000
predicted=38.646026, expected=24.000000
predicted=36.784598, expected=20.000000
predicted=28.250849, expected=76.000000
predicted=39.411628, expected=36.000000
predicted=36.181847, expected=36.000000
predicted=39.833847, expected=40.000000
predicted=40.351362, expected=328.000000
predicted=105.179139, expected=20.000000
predicted=79.066888, expected=40.000000
predicted=96.531121, expected=40.000000
predicted=102.020753, expected=16.000000
predicted=64.190209, expected=36.000000
predicted=89.247459, expected=40.000000
predicted=31.491094, expected=36.000000
predicted=33.816746, expected=12.000000
predicted=30.269316, expected=12.000000
predicted=25.213833, expected=56.000000
predicted=32.813572, expected=44.000000
predicted=31.671238, expected=16.000000
predicted=29.564226, expected=12.000000
predicted=27.276997, expected=28.000000
predicted=27.060575, expected=36.000000
predicted=30.522236, expected=32.000000
predicted=28.096596, expected=48.000000
predicted=30.668776, expected=32.000000
predicted=31.164378, expected=16.000000
predicted=31.507257, expected=24.000000
predicted=31.989439, expected=24.000000
predicted=27.853670, expected=24.000000
predicted=27.240462, expected=32.000000
predicted=26.155569, expected=28.000000
predicted=24.562452, expected=28.000000
predicted=26.925108, expected=16.000000
predicted=25.124328, expected=20.000000
predicted=24.506715, expected=60.000000
predicted=32.103787, expected=44.000000
predicted=31.659626, expected=40.000000
predicted=36.048936, expected=36.000000
predicted=37.724249, expected=28.000000
predicted=36.579279, expected=16.000000
predicted=36.297121, expected=24.000000
predicted=31.044938, expected=44.000000
predicted=31.427724, expected=28.000000
predicted=28.299436, expected=28.000000
predicted=29.069206, expected=16.000000
predicted=26.085561, expected=44.000000
predicted=30.936820, expected=24.000000
predicted=29.517657, expected=40.000000
predicted=30.842934, expected=64.000000
predicted=38.298020, expected=68.000000
predicted=42.590995, expected=24.000000
predicted=43.832381, expected=12.000000
predicted=39.330516, expected=36.000000
predicted=40.492320, expected=24.000000
predicted=34.493088, expected=28.000000
predicted=32.169347, expected=28.000000
predicted=26.418302, expected=52.000000
predicted=30.642873, expected=16.000000
predicted=29.383230, expected=32.000000
predicted=31.315934, expected=32.000000
predicted=31.699896, expected=20.000000
predicted=27.746379, expected=32.000000
predicted=32.117615, expected=40.000000
predicted=28.755119, expected=44.000000
predicted=33.330091, expected=56.000000
predicted=39.080154, expected=24.000000
predicted=35.229359, expected=24.000000
predicted=37.049752, expected=28.000000
predicted=35.777900, expected=28.000000
predicted=32.059246, expected=72.000000
predicted=41.056784, expected=60.000000
predicted=39.501503, expected=56.000000
predicted=46.030594, expected=56.000000
predicted=52.267964, expected=36.000000
predicted=49.451198, expected=40.000000
predicted=53.117151, expected=20.000000
predicted=42.897551, expected=40.000000
predicted=41.043541, expected=36.000000
predicted=37.559925, expected=28.000000
predicted=32.429033, expected=28.000000
predicted=32.962374, expected=36.000000
predicted=31.204423, expected=24.000000
predicted=30.991422, expected=84.000000
predicted=42.670629, expected=36.000000
predicted=37.797208, expected=32.000000
predicted=40.770110, expected=28.000000
predicted=41.558481, expected=44.000000
predicted=39.019249, expected=24.000000
predicted=40.233582, expected=24.000000
predicted=31.420119, expected=20.000000
predicted=28.657902, expected=40.000000
predicted=29.736651, expected=12.000000
predicted=26.023410, expected=40.000000
predicted=28.216987, expected=56.000000
predicted=33.430487, expected=60.000000
predicted=37.874252, expected=44.000000
predicted=43.718443, expected=40.000000
predicted=42.743643, expected=64.000000
predicted=51.572452, expected=28.000000
predicted=46.013645, expected=40.000000
predicted=46.800765, expected=24.000000
predicted=39.441397, expected=20.000000
predicted=33.676776, expected=24.000000
predicted=33.511715, expected=32.000000
predicted=27.292217, expected=28.000000
predicted=27.817250, expected=52.000000
predicted=31.860914, expected=16.000000
predicted=27.548531, expected=16.000000
predicted=28.093971, expected=52.000000
predicted=34.630986, expected=24.000000
predicted=28.160512, expected=36.000000
predicted=34.335760, expected=12.000000
predicted=26.094429, expected=20.000000
predicted=25.411319, expected=20.000000
predicted=27.168236, expected=32.000000
predicted=23.427194, expected=40.000000
predicted=27.793974, expected=4.000000
predicted=20.080199, expected=16.000000
predicted=23.090943, expected=40.000000
predicted=25.824343, expected=44.000000
predicted=28.158514, expected=28.000000
predicted=29.571397, expected=40.000000
predicted=30.784510, expected=36.000000
predicted=33.656527, expected=24.000000
predicted=34.118200, expected=48.000000
predicted=38.338371, expected=60.000000
predicted=39.678814, expected=60.000000
predicted=45.171994, expected=40.000000
predicted=45.673569, expected=48.000000
predicted=47.626629, expected=20.000000
predicted=43.844169, expected=40.000000
predicted=44.339981, expected=52.000000
predicted=43.718083, expected=36.000000
predicted=37.774535, expected=24.000000
predicted=37.516082, expected=16.000000
predicted=30.806839, expected=24.000000
predicted=30.790116, expected=80.000000
predicted=40.823751, expected=16.000000
predicted=29.975292, expected=28.000000
predicted=33.672921, expected=32.000000
predicted=34.055842, expected=56.000000
predicted=37.219936, expected=68.000000
predicted=48.426218, expected=44.000000
predicted=40.792123, expected=44.000000
predicted=46.960016, expected=72.000000
predicted=54.146356, expected=36.000000
predicted=50.478297, expected=52.000000
predicted=54.045507, expected=68.000000
predicted=54.143485, expected=36.000000
predicted=48.449708, expected=20.000000
predicted=47.640328, expected=52.000000
predicted=45.305410, expected=72.000000
predicted=48.977032, expected=8.000000
predicted=39.749803, expected=52.000000
predicted=44.326427, expected=56.000000
predicted=42.922497, expected=40.000000
predicted=43.599855, expected=44.000000
predicted=48.249074, expected=20.000000
predicted=35.318393, expected=36.000000
predicted=41.094260, expected=12.000000
predicted=32.897471, expected=72.000000
predicted=39.155846, expected=12.000000
predicted=30.511819, expected=28.000000
predicted=30.882029, expected=16.000000
predicted=30.528541, expected=32.000000
predicted=26.234179, expected=24.000000
predicted=30.901582, expected=24.000000
predicted=22.426322, expected=68.000000
predicted=34.777051, expected=52.000000
predicted=35.297011, expected=32.000000
predicted=39.153856, expected=28.000000
predicted=39.843886, expected=36.000000
predicted=38.791815, expected=32.000000
predicted=39.786392, expected=28.000000
predicted=34.402247, expected=20.000000
predicted=29.248877, expected=48.000000
predicted=32.911931, expected=28.000000
predicted=30.783599, expected=44.000000
predicted=34.395922, expected=60.000000
predicted=40.033710, expected=60.000000
predicted=43.013438, expected=36.000000
predicted=46.443228, expected=40.000000
predicted=45.734064, expected=28.000000
predicted=43.308512, expected=28.000000
predicted=40.452392, expected=40.000000
predicted=39.006127, expected=56.000000
predicted=38.229321, expected=12.000000
predicted=32.447569, expected=28.000000
predicted=33.651066, expected=32.000000
predicted=32.490995, expected=40.000000
predicted=32.917248, expected=40.000000
predicted=35.839594, expected=28.000000
predicted=30.018429, expected=36.000000
predicted=34.800733, expected=12.000000
predicted=29.825711, expected=52.000000
predicted=35.876268, expected=24.000000
predicted=30.730514, expected=48.000000
predicted=34.091303, expected=16.000000
predicted=31.623007, expected=52.000000
predicted=34.447139, expected=44.000000
predicted=39.767203, expected=32.000000
predicted=34.644414, expected=44.000000
predicted=41.717832, expected=40.000000
predicted=37.165923, expected=24.000000
predicted=38.192283, expected=32.000000
predicted=36.800822, expected=12.000000
predicted=29.024511, expected=20.000000
predicted=28.022469, expected=12.000000
predicted=22.757397, expected=12.000000
predicted=17.538719, expected=44.000000
predicted=23.656965, expected=32.000000
predicted=21.354120, expected=36.000000
predicted=27.205492, expected=20.000000
predicted=26.924079, expected=20.000000
predicted=26.598203, expected=24.000000
Test MSE: 544.381
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299])]
predicted=60.627673, expected=24.000000
predicted=61.640463, expected=20.000000
predicted=47.495986, expected=16.000000
predicted=31.501791, expected=32.000000
predicted=31.301738, expected=36.000000
predicted=29.694952, expected=32.000000
predicted=26.921083, expected=40.000000
predicted=33.188241, expected=56.000000
predicted=38.971809, expected=40.000000
predicted=39.068167, expected=52.000000
predicted=45.302393, expected=36.000000
predicted=44.211182, expected=112.000000
predicted=61.291723, expected=80.000000
predicted=67.641846, expected=60.000000
predicted=61.055919, expected=64.000000
predicted=78.260790, expected=84.000000
predicted=70.180437, expected=16.000000
predicted=59.138995, expected=36.000000
predicted=54.235258, expected=92.000000
predicted=66.066442, expected=104.000000
predicted=60.818773, expected=44.000000
predicted=63.233405, expected=40.000000
predicted=62.558716, expected=24.000000
predicted=53.714453, expected=60.000000
predicted=52.750339, expected=68.000000
predicted=58.963625, expected=88.000000
predicted=56.408326, expected=68.000000
predicted=64.025608, expected=84.000000
predicted=68.453398, expected=64.000000
predicted=73.522278, expected=60.000000
predicted=66.969563, expected=56.000000
predicted=71.134079, expected=48.000000
predicted=58.054278, expected=72.000000
predicted=65.838061, expected=88.000000
predicted=68.304941, expected=48.000000
predicted=57.917333, expected=28.000000
predicted=55.449670, expected=60.000000
predicted=61.060127, expected=36.000000
predicted=46.726835, expected=24.000000
predicted=41.821863, expected=60.000000
predicted=51.394473, expected=76.000000
predicted=47.663841, expected=20.000000
predicted=39.577912, expected=76.000000
predicted=59.321963, expected=56.000000
predicted=53.216742, expected=32.000000
predicted=41.679440, expected=36.000000
predicted=57.983596, expected=40.000000
predicted=38.377924, expected=32.000000
predicted=41.024684, expected=16.000000
predicted=33.793344, expected=36.000000
predicted=33.607943, expected=12.000000
predicted=24.564560, expected=24.000000
predicted=24.748852, expected=32.000000
predicted=29.813205, expected=20.000000
predicted=18.561714, expected=68.000000
predicted=40.495042, expected=60.000000
predicted=39.802042, expected=64.000000
predicted=45.952098, expected=80.000000
predicted=65.567476, expected=44.000000
predicted=51.140331, expected=52.000000
predicted=61.143943, expected=64.000000
predicted=63.301738, expected=60.000000
predicted=55.322781, expected=24.000000
predicted=51.325517, expected=52.000000
predicted=51.770339, expected=76.000000
predicted=57.150890, expected=44.000000
predicted=46.685330, expected=60.000000
predicted=59.601009, expected=84.000000
predicted=63.380219, expected=12.000000
predicted=42.169511, expected=40.000000
predicted=55.858110, expected=52.000000
predicted=50.910924, expected=40.000000
predicted=36.397072, expected=44.000000
predicted=52.293658, expected=44.000000
predicted=39.809726, expected=60.000000
predicted=46.970107, expected=60.000000
predicted=52.453311, expected=60.000000
predicted=52.856902, expected=36.000000
predicted=50.424548, expected=80.000000
predicted=60.412217, expected=28.000000
predicted=49.223180, expected=32.000000
predicted=44.836812, expected=60.000000
predicted=57.246084, expected=72.000000
predicted=45.604132, expected=56.000000
predicted=57.585213, expected=72.000000
predicted=60.314186, expected=64.000000
predicted=60.166551, expected=44.000000
predicted=56.404337, expected=100.000000
predicted=76.223948, expected=60.000000
predicted=62.341454, expected=80.000000
predicted=70.729414, expected=92.000000
predicted=83.416191, expected=48.000000
predicted=60.503767, expected=44.000000
predicted=72.075998, expected=100.000000
predicted=75.247521, expected=84.000000
predicted=68.961998, expected=48.000000
predicted=68.996792, expected=32.000000
predicted=63.342550, expected=52.000000
predicted=54.910684, expected=48.000000
predicted=54.683012, expected=88.000000
predicted=63.514768, expected=68.000000
predicted=59.758066, expected=140.000000
predicted=81.571713, expected=120.000000
predicted=96.027359, expected=88.000000
predicted=88.453644, expected=72.000000
predicted=102.199639, expected=36.000000
predicted=71.966491, expected=92.000000
predicted=90.179875, expected=24.000000
predicted=62.071587, expected=44.000000
predicted=54.156413, expected=72.000000
predicted=65.871250, expected=76.000000
predicted=50.545630, expected=44.000000
predicted=61.986375, expected=60.000000
predicted=57.792317, expected=88.000000
predicted=67.093868, expected=48.000000
predicted=57.776007, expected=72.000000
predicted=70.380682, expected=76.000000
predicted=68.623193, expected=52.000000
predicted=58.227351, expected=112.000000
predicted=85.765078, expected=88.000000
predicted=75.791496, expected=60.000000
predicted=73.127520, expected=32.000000
predicted=71.529537, expected=8.000000
predicted=43.653552, expected=36.000000
predicted=49.278966, expected=80.000000
predicted=53.971465, expected=64.000000
predicted=48.934229, expected=64.000000
predicted=55.563218, expected=68.000000
predicted=59.104556, expected=92.000000
predicted=68.609639, expected=92.000000
predicted=80.506952, expected=44.000000
predicted=66.664809, expected=72.000000
predicted=75.123838, expected=104.000000
predicted=81.453374, expected=72.000000
predicted=72.924069, expected=76.000000
predicted=82.910626, expected=100.000000
predicted=84.155864, expected=80.000000
predicted=78.307176, expected=104.000000
predicted=94.909527, expected=112.000000
predicted=96.768588, expected=44.000000
predicted=75.674100, expected=76.000000
predicted=89.080817, expected=148.000000
predicted=101.746084, expected=92.000000
predicted=86.532934, expected=44.000000
predicted=88.515528, expected=40.000000
predicted=75.253098, expected=68.000000
predicted=67.211942, expected=48.000000
predicted=64.797255, expected=40.000000
predicted=54.833722, expected=52.000000
predicted=52.782040, expected=80.000000
predicted=55.972895, expected=44.000000
predicted=52.225594, expected=28.000000
predicted=48.059613, expected=52.000000
predicted=52.936786, expected=16.000000
predicted=33.163662, expected=64.000000
predicted=51.707986, expected=16.000000
predicted=34.158480, expected=52.000000
predicted=37.740243, expected=60.000000
predicted=51.394041, expected=60.000000
predicted=41.004035, expected=40.000000
predicted=53.049649, expected=8.000000
predicted=33.989782, expected=40.000000
predicted=43.142594, expected=36.000000
predicted=36.008919, expected=24.000000
predicted=30.090447, expected=52.000000
predicted=41.765051, expected=8.000000
predicted=22.132146, expected=40.000000
predicted=34.980705, expected=16.000000
predicted=28.811161, expected=36.000000
predicted=26.012097, expected=60.000000
predicted=43.427122, expected=32.000000
predicted=28.622156, expected=32.000000
predicted=39.306554, expected=60.000000
predicted=44.902426, expected=24.000000
predicted=33.401396, expected=20.000000
predicted=37.000473, expected=52.000000
predicted=41.887415, expected=52.000000
predicted=36.525916, expected=72.000000
predicted=52.428454, expected=92.000000
predicted=62.853434, expected=36.000000
predicted=49.973918, expected=80.000000
predicted=71.101687, expected=44.000000
predicted=58.892939, expected=76.000000
predicted=63.593546, expected=68.000000
predicted=70.948692, expected=84.000000
predicted=64.239857, expected=116.000000
predicted=88.635548, expected=84.000000
predicted=78.478092, expected=92.000000
predicted=91.336142, expected=64.000000
predicted=83.461879, expected=64.000000
predicted=77.260509, expected=68.000000
predicted=79.594164, expected=56.000000
predicted=65.411584, expected=60.000000
predicted=66.779721, expected=40.000000
predicted=55.365120, expected=116.000000
predicted=74.955767, expected=48.000000
predicted=61.345861, expected=64.000000
predicted=65.095485, expected=32.000000
predicted=62.187285, expected=56.000000
predicted=50.907091, expected=16.000000
predicted=50.438514, expected=56.000000
predicted=43.922889, expected=32.000000
predicted=42.991429, expected=32.000000
predicted=32.726237, expected=32.000000
predicted=41.025942, expected=520.000000
predicted=176.639286, expected=32.000000
predicted=121.354210, expected=36.000000
predicted=133.490488, expected=52.000000
predicted=198.754040, expected=24.000000
predicted=61.519283, expected=4.000000
predicted=176.485207, expected=80.000000
predicted=41.928972, expected=24.000000
predicted=31.956477, expected=44.000000
predicted=41.059844, expected=24.000000
predicted=37.532060, expected=52.000000
predicted=31.088718, expected=16.000000
predicted=42.710716, expected=68.000000
predicted=38.445172, expected=76.000000
predicted=51.317331, expected=44.000000
predicted=43.290052, expected=40.000000
predicted=54.767319, expected=40.000000
predicted=43.234737, expected=48.000000
predicted=49.835156, expected=16.000000
predicted=43.689606, expected=52.000000
predicted=41.644714, expected=64.000000
predicted=44.791955, expected=48.000000
predicted=43.054499, expected=56.000000
predicted=52.924836, expected=44.000000
predicted=44.513174, expected=28.000000
predicted=45.499062, expected=52.000000
predicted=50.530319, expected=40.000000
predicted=42.652179, expected=36.000000
predicted=42.576307, expected=32.000000
predicted=40.595027, expected=16.000000
predicted=30.159224, expected=28.000000
predicted=34.159012, expected=8.000000
predicted=24.812625, expected=60.000000
predicted=32.062520, expected=44.000000
predicted=33.606822, expected=68.000000
predicted=38.924190, expected=44.000000
predicted=46.489470, expected=52.000000
predicted=42.580207, expected=28.000000
predicted=49.805215, expected=16.000000
predicted=36.967428, expected=40.000000
predicted=43.008712, expected=36.000000
predicted=33.720861, expected=56.000000
predicted=41.003179, expected=64.000000
predicted=44.304440, expected=44.000000
predicted=41.338158, expected=32.000000
predicted=45.986547, expected=16.000000
predicted=37.930188, expected=52.000000
predicted=42.853109, expected=32.000000
predicted=39.714041, expected=28.000000
predicted=34.176882, expected=32.000000
predicted=34.962847, expected=28.000000
predicted=27.298214, expected=44.000000
predicted=37.982054, expected=32.000000
predicted=33.073455, expected=28.000000
predicted=31.538856, expected=24.000000
predicted=31.775627, expected=32.000000
predicted=29.547973, expected=28.000000
predicted=31.598194, expected=24.000000
predicted=27.902582, expected=32.000000
predicted=29.070482, expected=64.000000
predicted=35.732164, expected=32.000000
predicted=35.228798, expected=28.000000
predicted=35.621355, expected=52.000000
predicted=40.647227, expected=8.000000
predicted=29.434975, expected=12.000000
predicted=33.589288, expected=8.000000
predicted=22.836831, expected=12.000000
predicted=15.066892, expected=8.000000
predicted=19.091524, expected=20.000000
predicted=11.645125, expected=20.000000
predicted=14.329060, expected=16.000000
predicted=13.918365, expected=16.000000
predicted=16.413811, expected=24.000000
predicted=17.008289, expected=12.000000
predicted=17.233823, expected=28.000000
predicted=20.563477, expected=56.000000
predicted=28.254009, expected=32.000000
predicted=27.427842, expected=24.000000
predicted=31.387781, expected=8.000000
predicted=25.154671, expected=24.000000
predicted=24.757116, expected=16.000000
predicted=26.577837, expected=16.000000
predicted=19.588329, expected=8.000000
predicted=17.207425, expected=16.000000
predicted=13.198326, expected=16.000000
predicted=16.367829, expected=12.000000
predicted=13.501997, expected=20.000000
predicted=16.184854, expected=20.000000
predicted=15.104337, expected=20.000000
predicted=17.507452, expected=4.000000
predicted=15.102235, expected=20.000000
predicted=15.823434, expected=32.000000
predicted=20.097234, expected=8.000000
predicted=15.863363, expected=12.000000
predicted=18.036415, expected=12.000000
predicted=13.551607, expected=12.000000
predicted=13.430952, expected=12.000000
predicted=16.316270, expected=16.000000
predicted=12.071616, expected=28.000000
predicted=16.449698, expected=4.000000
predicted=13.189681, expected=8.000000
predicted=13.405176, expected=12.000000
predicted=13.151204, expected=4.000000
predicted=9.061502, expected=20.000000
predicted=15.288460, expected=16.000000
predicted=10.898733, expected=16.000000
predicted=12.545575, expected=8.000000
predicted=13.694755, expected=20.000000
predicted=13.196790, expected=12.000000
predicted=15.123194, expected=8.000000
predicted=12.640039, expected=20.000000
predicted=15.641099, expected=32.000000
predicted=16.602872, expected=20.000000
predicted=19.340622, expected=28.000000
predicted=22.020938, expected=136.000000
predicted=49.027914, expected=180.000000
predicted=81.201750, expected=184.000000
predicted=115.552171, expected=76.000000
predicted=108.360670, expected=68.000000
predicted=100.261742, expected=80.000000
predicted=110.333140, expected=88.000000
predicted=103.280940, expected=24.000000
predicted=84.960789, expected=56.000000
predicted=64.921375, expected=36.000000
predicted=53.551400, expected=32.000000
predicted=45.132261, expected=32.000000
predicted=48.548985, expected=40.000000
predicted=33.554451, expected=44.000000
predicted=41.749685, expected=44.000000
predicted=39.578778, expected=28.000000
predicted=36.158734, expected=48.000000
predicted=40.276119, expected=4.000000
predicted=29.580149, expected=28.000000
predicted=30.779854, expected=32.000000
predicted=32.256013, expected=8.000000
predicted=18.509334, expected=8.000000
predicted=23.668561, expected=12.000000
predicted=12.764140, expected=36.000000
predicted=20.977954, expected=16.000000
predicted=20.276273, expected=28.000000
predicted=20.385879, expected=16.000000
predicted=19.919170, expected=32.000000
predicted=21.889636, expected=16.000000
predicted=24.799690, expected=12.000000
predicted=17.459404, expected=8.000000
predicted=18.380239, expected=28.000000
predicted=17.655585, expected=24.000000
predicted=21.472959, expected=16.000000
predicted=17.731719, expected=12.000000
predicted=17.485429, expected=16.000000
predicted=15.253970, expected=12.000000
predicted=16.642147, expected=72.000000
predicted=32.673396, expected=8.000000
predicted=21.924658, expected=24.000000
predicted=24.539371, expected=16.000000
predicted=26.279162, expected=28.000000
predicted=18.728331, expected=24.000000
predicted=33.066165, expected=24.000000
predicted=19.953488, expected=16.000000
predicted=22.394089, expected=20.000000
predicted=19.984564, expected=12.000000
predicted=19.424502, expected=44.000000
predicted=25.802885, expected=12.000000
predicted=21.042773, expected=28.000000
predicted=22.608963, expected=20.000000
predicted=24.398549, expected=8.000000
predicted=14.859336, expected=16.000000
predicted=23.232034, expected=12.000000
predicted=13.552542, expected=12.000000
predicted=15.189524, expected=16.000000
predicted=15.483116, expected=20.000000
predicted=14.164115, expected=52.000000
predicted=26.333155, expected=36.000000
predicted=27.402158, expected=16.000000
predicted=24.900741, expected=12.000000
predicted=24.665152, expected=24.000000
predicted=22.391832, expected=8.000000
predicted=21.737145, expected=24.000000
predicted=21.661325, expected=20.000000
predicted=18.609674, expected=12.000000
predicted=14.528151, expected=8.000000
predicted=16.724627, expected=12.000000
predicted=12.071450, expected=20.000000
predicted=16.161697, expected=16.000000
predicted=15.326248, expected=16.000000
predicted=15.051995, expected=8.000000
predicted=12.761353, expected=28.000000
Test MSE: 1345.473
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271])]
predicted=63.526128, expected=112.000000
predicted=72.704891, expected=64.000000
predicted=79.385656, expected=32.000000
predicted=73.643501, expected=44.000000
predicted=71.283300, expected=48.000000
predicted=61.350907, expected=72.000000
predicted=64.457192, expected=52.000000
predicted=53.866766, expected=100.000000
predicted=58.678171, expected=80.000000
predicted=68.806955, expected=84.000000
predicted=71.593344, expected=48.000000
predicted=71.989134, expected=128.000000
predicted=81.369826, expected=72.000000
predicted=89.415210, expected=48.000000
predicted=72.412529, expected=268.000000
predicted=113.425939, expected=72.000000
predicted=112.839265, expected=76.000000
predicted=106.598160, expected=80.000000
predicted=100.852234, expected=48.000000
predicted=93.415004, expected=44.000000
predicted=103.097482, expected=24.000000
predicted=54.996955, expected=52.000000
predicted=52.653682, expected=88.000000
predicted=58.988886, expected=48.000000
predicted=52.827416, expected=36.000000
predicted=47.444088, expected=68.000000
predicted=51.491958, expected=24.000000
predicted=51.864072, expected=60.000000
predicted=53.728869, expected=104.000000
predicted=59.613665, expected=84.000000
predicted=65.483676, expected=60.000000
predicted=67.468100, expected=60.000000
predicted=62.796854, expected=48.000000
predicted=66.949832, expected=88.000000
predicted=74.738679, expected=128.000000
predicted=82.482240, expected=80.000000
predicted=79.847212, expected=68.000000
predicted=76.925093, expected=52.000000
predicted=73.747962, expected=40.000000
predicted=72.911716, expected=88.000000
predicted=77.635565, expected=96.000000
predicted=74.313179, expected=48.000000
predicted=66.061973, expected=80.000000
predicted=65.911898, expected=72.000000
predicted=69.892930, expected=28.000000
predicted=67.386563, expected=20.000000
predicted=55.063174, expected=120.000000
predicted=62.134858, expected=32.000000
predicted=61.976964, expected=28.000000
predicted=48.891739, expected=112.000000
predicted=56.799579, expected=40.000000
predicted=57.567125, expected=28.000000
predicted=61.671606, expected=52.000000
predicted=46.781704, expected=52.000000
predicted=49.769914, expected=48.000000
predicted=58.400914, expected=80.000000
predicted=51.290309, expected=120.000000
predicted=65.625080, expected=56.000000
predicted=69.266174, expected=48.000000
predicted=65.272690, expected=32.000000
predicted=59.873789, expected=52.000000
predicted=62.593100, expected=36.000000
predicted=59.633788, expected=24.000000
predicted=40.774063, expected=80.000000
predicted=46.718547, expected=84.000000
predicted=53.554912, expected=36.000000
predicted=52.983262, expected=40.000000
predicted=48.369517, expected=84.000000
predicted=56.280687, expected=88.000000
predicted=70.886382, expected=60.000000
predicted=67.686138, expected=140.000000
predicted=76.698582, expected=72.000000
predicted=80.292441, expected=76.000000
predicted=85.778194, expected=16.000000
predicted=72.743005, expected=56.000000
predicted=64.637203, expected=40.000000
predicted=68.629664, expected=52.000000
predicted=52.111198, expected=52.000000
predicted=51.334172, expected=72.000000
predicted=47.719106, expected=72.000000
predicted=59.388558, expected=56.000000
predicted=57.160642, expected=52.000000
predicted=58.462762, expected=48.000000
predicted=56.916654, expected=32.000000
predicted=53.976081, expected=52.000000
predicted=52.075627, expected=92.000000
predicted=57.753060, expected=56.000000
predicted=57.188670, expected=60.000000
predicted=57.043951, expected=44.000000
predicted=53.963955, expected=76.000000
predicted=61.960209, expected=68.000000
predicted=68.402081, expected=52.000000
predicted=59.133725, expected=40.000000
predicted=55.823597, expected=56.000000
predicted=54.081285, expected=84.000000
predicted=64.453989, expected=64.000000
predicted=62.633957, expected=24.000000
predicted=52.118933, expected=48.000000
predicted=50.303132, expected=72.000000
predicted=57.801986, expected=48.000000
predicted=58.095809, expected=64.000000
predicted=55.091655, expected=36.000000
predicted=47.161503, expected=44.000000
predicted=50.121737, expected=40.000000
predicted=50.914214, expected=32.000000
predicted=42.780806, expected=64.000000
predicted=48.317512, expected=44.000000
predicted=43.834870, expected=44.000000
predicted=44.650782, expected=40.000000
predicted=43.746819, expected=48.000000
predicted=44.116520, expected=40.000000
predicted=47.277819, expected=52.000000
predicted=44.894846, expected=84.000000
predicted=53.344252, expected=68.000000
predicted=56.769656, expected=68.000000
predicted=60.719812, expected=72.000000
predicted=63.707170, expected=12.000000
predicted=55.831201, expected=24.000000
predicted=52.049259, expected=52.000000
predicted=48.972008, expected=160.000000
predicted=71.073908, expected=80.000000
predicted=72.791866, expected=68.000000
predicted=63.692844, expected=36.000000
predicted=65.086336, expected=80.000000
predicted=74.848009, expected=56.000000
predicted=83.735659, expected=60.000000
predicted=63.489434, expected=56.000000
predicted=60.244299, expected=84.000000
predicted=61.436438, expected=44.000000
predicted=64.032070, expected=72.000000
predicted=61.482150, expected=88.000000
predicted=69.097172, expected=60.000000
predicted=66.504740, expected=208.000000
predicted=99.651760, expected=80.000000
predicted=94.316877, expected=60.000000
predicted=90.187960, expected=40.000000
predicted=85.747389, expected=32.000000
predicted=72.397755, expected=48.000000
predicted=82.524043, expected=80.000000
predicted=59.797528, expected=48.000000
predicted=53.219544, expected=108.000000
predicted=61.506096, expected=108.000000
predicted=73.468190, expected=44.000000
predicted=70.362259, expected=44.000000
predicted=69.096084, expected=36.000000
predicted=59.634454, expected=72.000000
predicted=69.891873, expected=92.000000
predicted=71.929203, expected=92.000000
predicted=66.013387, expected=116.000000
predicted=77.867664, expected=24.000000
predicted=67.415065, expected=32.000000
predicted=65.143913, expected=72.000000
predicted=71.105736, expected=64.000000
predicted=68.774251, expected=104.000000
predicted=75.608545, expected=60.000000
predicted=58.929283, expected=60.000000
predicted=61.797849, expected=40.000000
predicted=64.349074, expected=56.000000
predicted=62.078136, expected=60.000000
predicted=66.094342, expected=40.000000
predicted=52.531728, expected=84.000000
predicted=58.455010, expected=84.000000
predicted=62.509783, expected=72.000000
predicted=66.774589, expected=60.000000
predicted=65.731138, expected=64.000000
predicted=64.446561, expected=40.000000
predicted=66.083221, expected=16.000000
predicted=53.594374, expected=48.000000
predicted=49.676091, expected=44.000000
predicted=46.620511, expected=68.000000
predicted=49.985826, expected=120.000000
predicted=61.617395, expected=24.000000
predicted=51.205917, expected=32.000000
predicted=51.063293, expected=20.000000
predicted=46.494220, expected=116.000000
predicted=66.755914, expected=56.000000
predicted=68.937608, expected=92.000000
predicted=56.432949, expected=40.000000
predicted=57.128089, expected=68.000000
predicted=60.068260, expected=68.000000
predicted=76.624213, expected=20.000000
predicted=54.494672, expected=88.000000
predicted=64.742146, expected=64.000000
predicted=59.159972, expected=36.000000
predicted=56.585144, expected=60.000000
predicted=55.970737, expected=72.000000
predicted=55.461002, expected=72.000000
predicted=68.226751, expected=40.000000
predicted=56.969270, expected=56.000000
predicted=53.437418, expected=84.000000
predicted=65.261733, expected=52.000000
predicted=63.729565, expected=48.000000
predicted=58.210634, expected=76.000000
predicted=58.738781, expected=52.000000
predicted=61.057637, expected=148.000000
predicted=81.962021, expected=108.000000
predicted=84.635494, expected=88.000000
predicted=84.535191, expected=68.000000
predicted=86.566367, expected=56.000000
predicted=80.592514, expected=64.000000
predicted=89.893818, expected=52.000000
predicted=73.361589, expected=36.000000
predicted=60.040443, expected=64.000000
predicted=57.071690, expected=84.000000
predicted=61.870886, expected=108.000000
predicted=72.461565, expected=40.000000
predicted=63.014175, expected=24.000000
predicted=52.692318, expected=56.000000
predicted=60.430646, expected=108.000000
predicted=74.765880, expected=92.000000
predicted=77.929153, expected=32.000000
predicted=55.455216, expected=52.000000
predicted=55.495023, expected=16.000000
predicted=55.615293, expected=12.000000
predicted=51.033693, expected=100.000000
predicted=56.981719, expected=24.000000
predicted=40.807325, expected=68.000000
predicted=45.919223, expected=32.000000
predicted=40.083242, expected=32.000000
predicted=40.747763, expected=32.000000
predicted=49.674938, expected=84.000000
predicted=46.812934, expected=60.000000
predicted=55.233324, expected=52.000000
predicted=47.564274, expected=20.000000
predicted=42.881856, expected=68.000000
predicted=51.065551, expected=32.000000
predicted=54.720720, expected=72.000000
predicted=52.126199, expected=36.000000
predicted=47.420139, expected=8.000000
predicted=34.632452, expected=40.000000
predicted=42.620312, expected=80.000000
predicted=47.345863, expected=84.000000
predicted=58.959974, expected=52.000000
predicted=49.661079, expected=28.000000
predicted=42.903425, expected=60.000000
predicted=55.201682, expected=76.000000
predicted=66.561230, expected=124.000000
predicted=76.772403, expected=72.000000
predicted=69.476341, expected=36.000000
predicted=59.263147, expected=40.000000
predicted=63.537625, expected=92.000000
predicted=75.530396, expected=52.000000
predicted=73.875047, expected=36.000000
predicted=53.192353, expected=84.000000
predicted=56.552080, expected=108.000000
predicted=71.472108, expected=80.000000
predicted=77.764935, expected=52.000000
predicted=65.256964, expected=36.000000
predicted=60.667844, expected=108.000000
predicted=80.647177, expected=44.000000
predicted=73.868375, expected=52.000000
predicted=60.578383, expected=56.000000
predicted=57.551622, expected=52.000000
predicted=56.490485, expected=76.000000
predicted=68.147802, expected=48.000000
predicted=54.168278, expected=36.000000
predicted=51.116129, expected=36.000000
predicted=49.463213, expected=32.000000
predicted=46.003292, expected=56.000000
predicted=49.714667, expected=64.000000
predicted=47.614468, expected=76.000000
predicted=51.371253, expected=48.000000
predicted=50.873276, expected=48.000000
predicted=51.294373, expected=40.000000
predicted=54.170550, expected=80.000000
predicted=61.212026, expected=64.000000
predicted=61.919634, expected=36.000000
predicted=50.553693, expected=72.000000
predicted=56.376713, expected=44.000000
predicted=55.254141, expected=40.000000
predicted=55.591000, expected=4.000000
predicted=41.251407, expected=40.000000
predicted=38.291828, expected=68.000000
predicted=49.278389, expected=48.000000
predicted=42.245626, expected=92.000000
predicted=50.690419, expected=48.000000
predicted=48.146087, expected=40.000000
predicted=52.555232, expected=64.000000
predicted=60.393154, expected=88.000000
predicted=65.351269, expected=32.000000
predicted=61.053642, expected=40.000000
predicted=49.113443, expected=72.000000
predicted=56.533784, expected=40.000000
predicted=56.356414, expected=36.000000
predicted=51.464214, expected=48.000000
predicted=43.957243, expected=68.000000
predicted=51.823297, expected=60.000000
predicted=56.068449, expected=92.000000
predicted=58.734272, expected=48.000000
predicted=57.216777, expected=36.000000
predicted=55.047845, expected=48.000000
predicted=58.087751, expected=32.000000
predicted=52.017311, expected=56.000000
predicted=54.443005, expected=36.000000
predicted=43.049172, expected=60.000000
predicted=44.820093, expected=52.000000
predicted=48.299688, expected=48.000000
predicted=46.266259, expected=48.000000
predicted=50.001331, expected=44.000000
predicted=46.977451, expected=28.000000
predicted=45.901750, expected=44.000000
predicted=44.046625, expected=52.000000
predicted=45.333972, expected=68.000000
predicted=49.276111, expected=80.000000
predicted=54.687799, expected=44.000000
predicted=50.689855, expected=56.000000
predicted=55.340251, expected=84.000000
predicted=65.218194, expected=88.000000
predicted=72.273532, expected=100.000000
predicted=77.691673, expected=116.000000
predicted=82.194820, expected=76.000000
predicted=84.397277, expected=68.000000
predicted=85.606212, expected=44.000000
predicted=79.002025, expected=44.000000
predicted=73.194233, expected=44.000000
predicted=66.692466, expected=44.000000
predicted=53.984561, expected=80.000000
predicted=57.153435, expected=68.000000
predicted=55.698230, expected=16.000000
predicted=45.771012, expected=68.000000
predicted=52.355334, expected=36.000000
predicted=51.602467, expected=68.000000
predicted=57.873111, expected=52.000000
predicted=53.133941, expected=76.000000
predicted=52.024593, expected=36.000000
predicted=55.701462, expected=16.000000
predicted=42.800165, expected=36.000000
predicted=46.905991, expected=32.000000
predicted=41.891950, expected=4.000000
predicted=33.377912, expected=20.000000
predicted=23.397025, expected=20.000000
predicted=21.218599, expected=52.000000
predicted=30.051463, expected=76.000000
predicted=38.491208, expected=56.000000
predicted=38.290331, expected=52.000000
predicted=44.274279, expected=36.000000
predicted=45.477770, expected=32.000000
predicted=48.596188, expected=132.000000
predicted=70.676818, expected=60.000000
predicted=64.021151, expected=56.000000
predicted=58.319115, expected=72.000000
predicted=62.841182, expected=72.000000
predicted=69.221201, expected=44.000000
predicted=74.017244, expected=32.000000
predicted=53.264289, expected=76.000000
predicted=59.658072, expected=56.000000
predicted=60.564731, expected=36.000000
predicted=51.905192, expected=44.000000
predicted=46.705943, expected=56.000000
predicted=49.691742, expected=48.000000
predicted=54.026573, expected=36.000000
predicted=45.471386, expected=64.000000
predicted=47.750314, expected=28.000000
predicted=45.067813, expected=28.000000
predicted=41.791825, expected=76.000000
predicted=49.156649, expected=52.000000
predicted=48.409738, expected=24.000000
predicted=44.049682, expected=72.000000
predicted=46.861453, expected=120.000000
predicted=66.268066, expected=56.000000
predicted=67.560479, expected=20.000000
predicted=52.321742, expected=28.000000
predicted=48.621718, expected=92.000000
predicted=67.947627, expected=24.000000
predicted=58.661810, expected=56.000000
predicted=45.917990, expected=72.000000
predicted=49.956329, expected=108.000000
predicted=65.333149, expected=48.000000
predicted=67.328868, expected=40.000000
predicted=53.336852, expected=72.000000
predicted=66.271112, expected=40.000000
predicted=62.153028, expected=68.000000
predicted=64.905452, expected=132.000000
predicted=72.139381, expected=44.000000
predicted=63.577072, expected=80.000000
predicted=71.737347, expected=36.000000
predicted=63.592715, expected=52.000000
predicted=66.086774, expected=72.000000
predicted=73.750305, expected=56.000000
predicted=56.203343, expected=60.000000
predicted=60.274676, expected=32.000000
predicted=48.952683, expected=60.000000
predicted=54.968952, expected=16.000000
predicted=48.399214, expected=28.000000
predicted=40.558902, expected=32.000000
predicted=39.014758, expected=64.000000
predicted=40.392813, expected=104.000000
predicted=56.525575, expected=32.000000
predicted=43.839829, expected=28.000000
predicted=43.599543, expected=36.000000
predicted=47.361670, expected=60.000000
predicted=55.323757, expected=32.000000
predicted=50.718568, expected=80.000000
predicted=46.326164, expected=64.000000
predicted=50.998917, expected=48.000000
predicted=51.402459, expected=80.000000
predicted=62.074646, expected=120.000000
predicted=73.456732, expected=96.000000
predicted=83.318516, expected=28.000000
predicted=67.725515, expected=60.000000
predicted=68.667313, expected=100.000000
predicted=83.328870, expected=40.000000
predicted=73.927476, expected=44.000000
predicted=60.770162, expected=96.000000
predicted=63.025666, expected=92.000000
predicted=73.537182, expected=48.000000
predicted=69.479846, expected=52.000000
predicted=59.743405, expected=60.000000
predicted=64.015851, expected=56.000000
predicted=67.736082, expected=40.000000
predicted=58.160399, expected=32.000000
predicted=46.432910, expected=32.000000
predicted=44.419105, expected=88.000000
predicted=55.019169, expected=76.000000
predicted=56.698807, expected=92.000000
predicted=61.422337, expected=68.000000
predicted=63.886587, expected=36.000000
predicted=60.415710, expected=44.000000
predicted=66.166450, expected=60.000000
predicted=63.343886, expected=44.000000
predicted=57.996360, expected=28.000000
predicted=45.819152, expected=88.000000
predicted=52.714478, expected=20.000000
predicted=45.417379, expected=68.000000
predicted=52.010507, expected=52.000000
predicted=51.168203, expected=60.000000
predicted=51.115790, expected=24.000000
Test MSE: 940.423
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965])]
predicted=24.948062, expected=4.000000
predicted=16.675403, expected=24.000000
predicted=18.417010, expected=16.000000
predicted=18.487701, expected=16.000000
predicted=17.439073, expected=20.000000
predicted=21.999228, expected=16.000000
predicted=15.386553, expected=8.000000
predicted=15.298854, expected=12.000000
predicted=14.141357, expected=20.000000
predicted=16.307088, expected=28.000000
predicted=19.352739, expected=20.000000
predicted=17.789664, expected=40.000000
predicted=23.818264, expected=28.000000
predicted=25.278824, expected=16.000000
predicted=22.780666, expected=24.000000
predicted=25.865606, expected=24.000000
predicted=25.014149, expected=32.000000
predicted=28.552426, expected=20.000000
predicted=23.715870, expected=28.000000
predicted=23.957326, expected=48.000000
predicted=32.853406, expected=20.000000
predicted=27.089125, expected=8.000000
predicted=22.359529, expected=12.000000
predicted=21.009087, expected=12.000000
predicted=19.886735, expected=4.000000
predicted=16.113709, expected=32.000000
predicted=17.936473, expected=44.000000
predicted=23.402413, expected=24.000000
predicted=21.097976, expected=12.000000
predicted=18.907089, expected=8.000000
predicted=17.554279, expected=28.000000
predicted=25.580196, expected=8.000000
predicted=19.777446, expected=8.000000
predicted=13.174524, expected=36.000000
predicted=20.499110, expected=52.000000
predicted=28.096510, expected=12.000000
predicted=21.736594, expected=24.000000
predicted=22.337907, expected=12.000000
predicted=21.872903, expected=12.000000
predicted=21.921406, expected=20.000000
predicted=23.667201, expected=8.000000
predicted=13.156363, expected=48.000000
predicted=25.596026, expected=16.000000
predicted=19.273795, expected=16.000000
predicted=17.626687, expected=28.000000
predicted=24.402795, expected=28.000000
predicted=23.672845, expected=16.000000
predicted=24.630852, expected=20.000000
predicted=20.281974, expected=36.000000
predicted=25.997662, expected=12.000000
predicted=21.489110, expected=20.000000
predicted=21.454230, expected=16.000000
predicted=19.688323, expected=24.000000
predicted=21.194286, expected=24.000000
predicted=23.334505, expected=24.000000
predicted=20.148962, expected=24.000000
predicted=22.372560, expected=12.000000
predicted=18.831485, expected=20.000000
predicted=21.020845, expected=12.000000
predicted=18.461828, expected=16.000000
predicted=17.497679, expected=36.000000
predicted=23.357075, expected=24.000000
predicted=20.438304, expected=28.000000
predicted=23.140662, expected=12.000000
predicted=19.636879, expected=24.000000
predicted=22.607218, expected=20.000000
predicted=24.298377, expected=40.000000
predicted=26.952401, expected=20.000000
predicted=24.033268, expected=32.000000
predicted=24.670943, expected=60.000000
predicted=37.936823, expected=24.000000
predicted=30.554253, expected=40.000000
predicted=36.241187, expected=40.000000
predicted=36.957431, expected=24.000000
predicted=33.623146, expected=52.000000
predicted=42.995131, expected=12.000000
predicted=28.934833, expected=44.000000
predicted=35.830356, expected=24.000000
predicted=32.791805, expected=16.000000
predicted=25.478579, expected=36.000000
predicted=32.471599, expected=16.000000
predicted=23.211331, expected=12.000000
predicted=22.696741, expected=20.000000
predicted=20.756152, expected=28.000000
predicted=22.302342, expected=28.000000
predicted=24.619696, expected=20.000000
predicted=20.371775, expected=8.000000
predicted=17.061499, expected=20.000000
predicted=20.330113, expected=24.000000
predicted=22.257356, expected=28.000000
predicted=22.584842, expected=20.000000
predicted=20.066175, expected=28.000000
predicted=21.798237, expected=4.000000
predicted=18.114784, expected=24.000000
predicted=21.264587, expected=8.000000
predicted=17.854772, expected=20.000000
predicted=17.226322, expected=44.000000
predicted=25.648706, expected=28.000000
predicted=22.161427, expected=24.000000
predicted=24.080371, expected=24.000000
predicted=24.036684, expected=40.000000
predicted=31.283461, expected=20.000000
predicted=29.171576, expected=16.000000
predicted=23.390158, expected=32.000000
predicted=27.032691, expected=36.000000
predicted=29.406679, expected=32.000000
predicted=30.068725, expected=8.000000
predicted=21.208423, expected=48.000000
predicted=31.004666, expected=20.000000
predicted=28.868617, expected=24.000000
predicted=26.665420, expected=48.000000
predicted=33.323008, expected=28.000000
predicted=28.738077, expected=16.000000
predicted=28.557294, expected=20.000000
predicted=24.887956, expected=8.000000
predicted=21.452622, expected=8.000000
predicted=19.768992, expected=44.000000
predicted=24.701404, expected=48.000000
predicted=28.117405, expected=16.000000
predicted=22.412174, expected=32.000000
predicted=25.963728, expected=28.000000
predicted=28.591171, expected=48.000000
predicted=37.928089, expected=8.000000
predicted=27.667504, expected=48.000000
predicted=31.400770, expected=40.000000
predicted=35.929837, expected=20.000000
predicted=29.380492, expected=24.000000
predicted=30.996048, expected=28.000000
predicted=27.288983, expected=16.000000
predicted=27.813507, expected=12.000000
predicted=22.018672, expected=20.000000
predicted=19.974815, expected=40.000000
predicted=25.947265, expected=20.000000
predicted=22.661163, expected=4.000000
predicted=16.000422, expected=12.000000
predicted=16.929796, expected=12.000000
predicted=17.022950, expected=12.000000
predicted=16.519081, expected=20.000000
predicted=14.689757, expected=28.000000
predicted=16.447545, expected=36.000000
predicted=22.345147, expected=24.000000
predicted=22.136445, expected=24.000000
predicted=23.464602, expected=12.000000
predicted=22.041627, expected=40.000000
predicted=29.045942, expected=28.000000
predicted=28.206994, expected=40.000000
predicted=29.320891, expected=20.000000
predicted=26.658863, expected=20.000000
predicted=24.541207, expected=20.000000
predicted=27.431314, expected=16.000000
predicted=22.611320, expected=12.000000
predicted=20.451983, expected=28.000000
predicted=20.665791, expected=28.000000
predicted=22.010868, expected=28.000000
predicted=22.764728, expected=16.000000
predicted=20.465965, expected=12.000000
predicted=18.722928, expected=8.000000
predicted=18.334581, expected=36.000000
predicted=23.747652, expected=20.000000
predicted=20.712125, expected=24.000000
predicted=19.476257, expected=48.000000
predicted=28.370563, expected=20.000000
predicted=24.481565, expected=16.000000
predicted=25.474442, expected=4.000000
predicted=19.318046, expected=20.000000
predicted=21.221096, expected=8.000000
predicted=18.894590, expected=16.000000
predicted=14.110674, expected=24.000000
predicted=16.573725, expected=12.000000
predicted=13.188510, expected=8.000000
predicted=13.662785, expected=8.000000
predicted=11.737699, expected=24.000000
predicted=16.569450, expected=28.000000
predicted=19.510312, expected=24.000000
predicted=18.185262, expected=16.000000
predicted=17.364143, expected=12.000000
predicted=17.049688, expected=12.000000
predicted=18.217816, expected=8.000000
predicted=15.591905, expected=16.000000
predicted=15.113139, expected=44.000000
predicted=22.305415, expected=44.000000
predicted=26.161654, expected=16.000000
predicted=21.547942, expected=12.000000
predicted=20.629054, expected=12.000000
predicted=21.708866, expected=24.000000
predicted=25.713600, expected=28.000000
predicted=24.683015, expected=16.000000
predicted=17.510758, expected=36.000000
predicted=23.281802, expected=8.000000
predicted=18.568823, expected=20.000000
predicted=21.063723, expected=24.000000
predicted=23.131532, expected=20.000000
predicted=20.056444, expected=20.000000
predicted=21.781867, expected=52.000000
predicted=27.936742, expected=40.000000
predicted=31.141911, expected=36.000000
predicted=31.980875, expected=12.000000
predicted=26.837699, expected=24.000000
predicted=28.563098, expected=12.000000
predicted=27.827222, expected=24.000000
predicted=24.750421, expected=20.000000
predicted=22.238343, expected=28.000000
predicted=20.656772, expected=12.000000
predicted=19.142896, expected=4.000000
predicted=13.856638, expected=4.000000
predicted=13.828572, expected=28.000000
predicted=18.083520, expected=32.000000
predicted=21.219412, expected=44.000000
predicted=24.169357, expected=28.000000
predicted=23.565230, expected=20.000000
predicted=23.403397, expected=8.000000
predicted=23.529343, expected=32.000000
predicted=28.090384, expected=4.000000
predicted=21.061946, expected=28.000000
predicted=20.934390, expected=20.000000
predicted=19.932294, expected=24.000000
predicted=18.790836, expected=28.000000
predicted=24.535481, expected=12.000000
predicted=17.170014, expected=12.000000
predicted=19.232069, expected=12.000000
predicted=17.172160, expected=28.000000
predicted=20.893333, expected=16.000000
predicted=18.527723, expected=24.000000
predicted=17.800247, expected=24.000000
predicted=20.139183, expected=12.000000
predicted=17.451324, expected=20.000000
predicted=20.767717, expected=36.000000
predicted=24.300894, expected=16.000000
predicted=21.222772, expected=20.000000
predicted=20.830793, expected=16.000000
predicted=19.211069, expected=28.000000
predicted=23.075359, expected=8.000000
predicted=19.678721, expected=16.000000
predicted=16.451722, expected=16.000000
predicted=17.660414, expected=24.000000
predicted=18.580761, expected=20.000000
predicted=19.673290, expected=44.000000
predicted=24.315320, expected=8.000000
predicted=19.421532, expected=24.000000
predicted=21.469598, expected=20.000000
predicted=23.691398, expected=12.000000
predicted=18.998973, expected=16.000000
predicted=21.293411, expected=24.000000
predicted=17.939866, expected=24.000000
predicted=20.952579, expected=16.000000
predicted=18.294952, expected=8.000000
predicted=14.815381, expected=20.000000
predicted=18.046015, expected=12.000000
predicted=16.988060, expected=32.000000
predicted=20.856975, expected=32.000000
predicted=22.446879, expected=16.000000
predicted=18.385005, expected=4.000000
predicted=16.643884, expected=12.000000
predicted=16.399869, expected=8.000000
predicted=16.640599, expected=64.000000
predicted=29.988895, expected=28.000000
predicted=23.998643, expected=20.000000
predicted=19.657974, expected=12.000000
predicted=21.846430, expected=12.000000
predicted=20.513981, expected=28.000000
predicted=29.907290, expected=28.000000
predicted=23.184836, expected=24.000000
predicted=20.994764, expected=40.000000
predicted=25.921583, expected=8.000000
predicted=20.405812, expected=4.000000
predicted=18.468248, expected=12.000000
predicted=18.962039, expected=16.000000
predicted=17.574147, expected=28.000000
predicted=21.173841, expected=52.000000
predicted=24.928047, expected=24.000000
predicted=21.976447, expected=20.000000
predicted=22.612622, expected=8.000000
predicted=21.376636, expected=12.000000
predicted=21.847534, expected=16.000000
predicted=23.405249, expected=16.000000
predicted=16.580126, expected=20.000000
predicted=16.452450, expected=20.000000
predicted=15.683714, expected=24.000000
predicted=18.548012, expected=12.000000
predicted=16.885267, expected=24.000000
predicted=19.546416, expected=28.000000
predicted=22.798311, expected=20.000000
predicted=20.931670, expected=16.000000
predicted=19.903929, expected=8.000000
predicted=15.751937, expected=36.000000
predicted=24.390314, expected=24.000000
predicted=23.507369, expected=16.000000
predicted=18.704537, expected=52.000000
predicted=29.269554, expected=16.000000
predicted=23.345949, expected=20.000000
predicted=25.631539, expected=20.000000
predicted=24.248701, expected=20.000000
predicted=22.585950, expected=12.000000
predicted=23.525983, expected=12.000000
predicted=15.587814, expected=44.000000
predicted=25.151771, expected=24.000000
predicted=22.910469, expected=32.000000
predicted=24.407959, expected=28.000000
predicted=25.258290, expected=16.000000
predicted=23.069496, expected=24.000000
predicted=28.222176, expected=4.000000
predicted=18.783485, expected=20.000000
predicted=20.738667, expected=16.000000
predicted=18.846945, expected=44.000000
predicted=24.047072, expected=16.000000
predicted=20.934692, expected=20.000000
predicted=17.925683, expected=16.000000
predicted=21.186534, expected=4.000000
predicted=16.266369, expected=28.000000
predicted=23.737491, expected=40.000000
predicted=24.283784, expected=12.000000
predicted=18.794884, expected=4.000000
predicted=14.219321, expected=12.000000
predicted=14.930712, expected=8.000000
predicted=16.716402, expected=16.000000
predicted=17.087099, expected=8.000000
predicted=9.989995, expected=28.000000
predicted=14.338121, expected=28.000000
predicted=18.798189, expected=8.000000
predicted=13.889932, expected=20.000000
predicted=17.711844, expected=32.000000
predicted=22.057163, expected=16.000000
predicted=21.569750, expected=24.000000
predicted=21.848516, expected=16.000000
predicted=18.226087, expected=12.000000
predicted=18.356918, expected=4.000000
predicted=16.070176, expected=16.000000
predicted=14.758771, expected=28.000000
predicted=19.428470, expected=4.000000
predicted=12.098833, expected=4.000000
predicted=9.507903, expected=12.000000
predicted=11.042130, expected=28.000000
predicted=17.618666, expected=24.000000
predicted=18.980640, expected=16.000000
predicted=13.898852, expected=20.000000
predicted=16.707563, expected=4.000000
predicted=14.791367, expected=28.000000
predicted=21.509756, expected=28.000000
predicted=22.269426, expected=28.000000
predicted=21.348280, expected=40.000000
predicted=26.955544, expected=8.000000
predicted=19.120895, expected=20.000000
predicted=23.818798, expected=8.000000
predicted=20.556562, expected=16.000000
predicted=19.536671, expected=32.000000
predicted=24.177354, expected=36.000000
predicted=22.166563, expected=8.000000
predicted=17.896353, expected=20.000000
predicted=18.407617, expected=8.000000
predicted=18.145247, expected=12.000000
predicted=18.699722, expected=16.000000
predicted=18.127640, expected=40.000000
predicted=20.508735, expected=60.000000
predicted=32.034197, expected=24.000000
predicted=25.026156, expected=20.000000
predicted=24.827350, expected=28.000000
predicted=29.778098, expected=24.000000
predicted=32.046934, expected=24.000000
predicted=31.120949, expected=24.000000
predicted=24.008697, expected=12.000000
predicted=20.097077, expected=24.000000
predicted=23.019552, expected=8.000000
predicted=18.056018, expected=4.000000
predicted=14.039042, expected=20.000000
predicted=16.762214, expected=44.000000
predicted=22.994765, expected=36.000000
predicted=25.508960, expected=20.000000
predicted=20.117653, expected=28.000000
predicted=23.878833, expected=20.000000
predicted=26.302201, expected=28.000000
predicted=30.007935, expected=12.000000
predicted=22.991350, expected=24.000000
predicted=21.780369, expected=36.000000
predicted=27.298286, expected=8.000000
predicted=19.061900, expected=24.000000
predicted=22.060417, expected=20.000000
predicted=20.436358, expected=32.000000
predicted=25.226572, expected=28.000000
predicted=26.315735, expected=28.000000
predicted=22.846102, expected=20.000000
predicted=24.304304, expected=16.000000
predicted=22.135693, expected=16.000000
predicted=22.651510, expected=16.000000
predicted=20.415783, expected=12.000000
predicted=17.652243, expected=8.000000
predicted=13.752964, expected=24.000000
predicted=16.820431, expected=40.000000
predicted=23.123365, expected=56.000000
predicted=30.941765, expected=24.000000
predicted=25.761453, expected=16.000000
predicted=23.449231, expected=12.000000
predicted=25.415244, expected=16.000000
predicted=26.354617, expected=32.000000
predicted=29.544994, expected=32.000000
predicted=24.295082, expected=32.000000
predicted=24.156760, expected=40.000000
predicted=28.424996, expected=32.000000
predicted=29.990775, expected=36.000000
predicted=33.975510, expected=28.000000
predicted=32.401141, expected=40.000000
predicted=35.274894, expected=24.000000
predicted=32.484635, expected=48.000000
predicted=36.443986, expected=28.000000
predicted=33.784451, expected=24.000000
predicted=29.605695, expected=20.000000
predicted=29.453874, expected=12.000000
predicted=23.300169, expected=36.000000
predicted=30.819948, expected=32.000000
predicted=27.431376, expected=24.000000
predicted=24.199578, expected=16.000000
predicted=21.449290, expected=12.000000
predicted=19.328712, expected=36.000000
predicted=28.610044, expected=24.000000
predicted=25.242061, expected=36.000000
predicted=26.128739, expected=40.000000
predicted=29.054632, expected=48.000000
predicted=34.029418, expected=44.000000
predicted=39.080716, expected=16.000000
predicted=30.279789, expected=40.000000
predicted=37.062386, expected=20.000000
predicted=33.330751, expected=16.000000
predicted=28.680898, expected=52.000000
predicted=35.887686, expected=36.000000
predicted=31.135543, expected=32.000000
predicted=32.458996, expected=20.000000
predicted=26.723153, expected=24.000000
predicted=27.791658, expected=32.000000
Test MSE: 152.726
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582])]
predicted=21.004156, expected=8.000000
predicted=16.790981, expected=8.000000
predicted=13.200543, expected=4.000000
predicted=13.493262, expected=12.000000
predicted=11.636409, expected=28.000000
predicted=18.806304, expected=8.000000
predicted=10.507279, expected=8.000000
predicted=9.336328, expected=28.000000
predicted=17.332405, expected=12.000000
predicted=14.653911, expected=20.000000
predicted=19.009967, expected=12.000000
predicted=13.477938, expected=8.000000
predicted=11.336878, expected=28.000000
predicted=21.932681, expected=28.000000
predicted=20.784481, expected=16.000000
predicted=18.159724, expected=24.000000
predicted=19.614977, expected=8.000000
predicted=14.353504, expected=4.000000
predicted=14.376807, expected=32.000000
predicted=23.424953, expected=16.000000
predicted=17.133688, expected=8.000000
predicted=14.013968, expected=4.000000
predicted=8.949673, expected=12.000000
predicted=10.905349, expected=24.000000
predicted=20.350937, expected=4.000000
predicted=10.103098, expected=12.000000
predicted=10.194761, expected=4.000000
predicted=7.698427, expected=8.000000
predicted=9.588223, expected=8.000000
predicted=11.097054, expected=12.000000
predicted=8.561161, expected=20.000000
predicted=13.607452, expected=32.000000
predicted=18.336012, expected=12.000000
predicted=13.971491, expected=16.000000
predicted=14.911371, expected=20.000000
predicted=18.290948, expected=16.000000
predicted=18.370342, expected=4.000000
predicted=14.679735, expected=24.000000
predicted=16.982709, expected=28.000000
predicted=21.086887, expected=36.000000
predicted=25.604183, expected=16.000000
predicted=19.265802, expected=12.000000
predicted=15.184319, expected=8.000000
predicted=17.147004, expected=16.000000
predicted=18.972624, expected=16.000000
predicted=19.321166, expected=16.000000
predicted=14.766056, expected=8.000000
predicted=11.242597, expected=16.000000
predicted=13.148873, expected=16.000000
predicted=15.364163, expected=8.000000
predicted=11.977048, expected=4.000000
predicted=9.500192, expected=20.000000
predicted=13.614710, expected=4.000000
predicted=10.064416, expected=16.000000
predicted=12.704161, expected=8.000000
predicted=9.610310, expected=20.000000
predicted=12.859575, expected=12.000000
predicted=14.217387, expected=8.000000
predicted=9.120646, expected=20.000000
predicted=15.865238, expected=4.000000
predicted=9.457227, expected=12.000000
predicted=12.737997, expected=12.000000
predicted=11.829265, expected=12.000000
predicted=10.934178, expected=24.000000
predicted=17.567890, expected=32.000000
predicted=19.588251, expected=28.000000
predicted=21.746315, expected=16.000000
predicted=18.324587, expected=24.000000
predicted=21.430484, expected=16.000000
predicted=21.390059, expected=20.000000
predicted=22.583446, expected=20.000000
predicted=21.456226, expected=36.000000
predicted=25.242880, expected=20.000000
predicted=22.663999, expected=12.000000
predicted=17.133040, expected=28.000000
predicted=23.657075, expected=24.000000
predicted=23.364404, expected=16.000000
predicted=22.183159, expected=20.000000
predicted=19.887934, expected=28.000000
predicted=22.119532, expected=24.000000
predicted=24.216969, expected=8.000000
predicted=16.958679, expected=28.000000
predicted=21.772607, expected=12.000000
predicted=18.114204, expected=16.000000
predicted=18.759571, expected=36.000000
predicted=25.643359, expected=20.000000
predicted=18.994293, expected=12.000000
predicted=18.860563, expected=20.000000
predicted=18.461975, expected=16.000000
predicted=18.232146, expected=8.000000
predicted=17.538984, expected=8.000000
predicted=12.774930, expected=20.000000
predicted=15.232412, expected=32.000000
predicted=22.041142, expected=24.000000
predicted=19.932526, expected=36.000000
predicted=24.066529, expected=20.000000
predicted=20.980674, expected=24.000000
predicted=24.192575, expected=20.000000
predicted=25.095518, expected=28.000000
predicted=25.549440, expected=16.000000
predicted=23.416623, expected=12.000000
predicted=17.296148, expected=12.000000
predicted=17.184825, expected=8.000000
predicted=13.821543, expected=20.000000
predicted=18.317101, expected=16.000000
predicted=15.099136, expected=20.000000
predicted=15.794680, expected=8.000000
predicted=12.273085, expected=16.000000
predicted=13.772688, expected=12.000000
predicted=15.056340, expected=16.000000
predicted=14.898701, expected=4.000000
predicted=11.221952, expected=8.000000
predicted=9.073503, expected=4.000000
predicted=8.965640, expected=16.000000
predicted=11.564358, expected=24.000000
predicted=16.310687, expected=8.000000
predicted=9.389841, expected=12.000000
predicted=11.229981, expected=24.000000
predicted=16.101356, expected=8.000000
predicted=13.410810, expected=12.000000
predicted=14.679441, expected=36.000000
predicted=21.203622, expected=24.000000
predicted=20.215908, expected=12.000000
predicted=17.877123, expected=24.000000
predicted=19.207953, expected=8.000000
predicted=15.020157, expected=12.000000
predicted=18.751375, expected=24.000000
predicted=20.115849, expected=20.000000
predicted=17.074714, expected=24.000000
predicted=21.020684, expected=40.000000
predicted=25.275042, expected=8.000000
predicted=16.797476, expected=16.000000
predicted=19.957017, expected=20.000000
predicted=20.622641, expected=24.000000
predicted=22.397511, expected=28.000000
predicted=26.799837, expected=36.000000
predicted=24.401091, expected=20.000000
predicted=22.189819, expected=16.000000
predicted=20.903192, expected=20.000000
predicted=22.523504, expected=24.000000
predicted=24.213739, expected=24.000000
predicted=25.337114, expected=24.000000
predicted=22.051838, expected=4.000000
predicted=14.158010, expected=20.000000
predicted=18.949058, expected=28.000000
predicted=23.237743, expected=8.000000
predicted=16.096642, expected=24.000000
predicted=20.362187, expected=24.000000
predicted=17.923668, expected=12.000000
predicted=17.289777, expected=20.000000
predicted=20.635983, expected=24.000000
predicted=18.604008, expected=20.000000
predicted=20.956825, expected=24.000000
predicted=22.172296, expected=28.000000
predicted=22.003160, expected=40.000000
predicted=29.267419, expected=32.000000
predicted=29.118550, expected=12.000000
predicted=21.339376, expected=16.000000
predicted=21.997090, expected=4.000000
predicted=17.113354, expected=8.000000
predicted=17.794043, expected=12.000000
predicted=15.691550, expected=40.000000
predicted=21.913404, expected=20.000000
predicted=18.549360, expected=16.000000
predicted=14.800776, expected=12.000000
predicted=14.808490, expected=20.000000
predicted=18.166441, expected=32.000000
predicted=28.188103, expected=20.000000
predicted=20.393097, expected=8.000000
predicted=14.868033, expected=8.000000
predicted=13.152357, expected=8.000000
predicted=13.737504, expected=16.000000
predicted=17.545622, expected=16.000000
predicted=14.787966, expected=16.000000
predicted=12.695802, expected=16.000000
predicted=13.458389, expected=20.000000
predicted=15.630086, expected=16.000000
predicted=16.443845, expected=4.000000
predicted=11.673239, expected=24.000000
predicted=17.921569, expected=8.000000
predicted=13.133755, expected=12.000000
predicted=13.923309, expected=8.000000
predicted=11.505131, expected=24.000000
predicted=14.683299, expected=32.000000
predicted=23.233367, expected=8.000000
predicted=12.638177, expected=8.000000
predicted=12.531313, expected=28.000000
predicted=19.218733, expected=20.000000
predicted=20.512880, expected=28.000000
predicted=24.358875, expected=16.000000
predicted=16.478001, expected=20.000000
predicted=18.109667, expected=20.000000
predicted=22.219094, expected=16.000000
predicted=18.698845, expected=12.000000
predicted=17.907465, expected=16.000000
predicted=16.185203, expected=24.000000
predicted=19.883375, expected=4.000000
predicted=12.862168, expected=8.000000
predicted=11.838013, expected=8.000000
predicted=10.723599, expected=4.000000
predicted=9.119210, expected=12.000000
predicted=12.259430, expected=8.000000
predicted=7.147159, expected=16.000000
predicted=10.949032, expected=16.000000
predicted=12.030267, expected=4.000000
predicted=7.543517, expected=4.000000
predicted=8.329340, expected=16.000000
predicted=11.579260, expected=20.000000
predicted=15.191158, expected=8.000000
predicted=11.180483, expected=4.000000
predicted=7.068376, expected=8.000000
predicted=8.425816, expected=20.000000
predicted=14.949577, expected=20.000000
predicted=16.224681, expected=28.000000
predicted=17.777721, expected=24.000000
predicted=17.865868, expected=12.000000
predicted=15.391129, expected=8.000000
predicted=15.558398, expected=8.000000
predicted=14.259545, expected=12.000000
predicted=15.720244, expected=20.000000
predicted=16.986763, expected=20.000000
predicted=15.246551, expected=24.000000
predicted=16.999607, expected=24.000000
predicted=18.609840, expected=24.000000
predicted=20.541210, expected=12.000000
predicted=18.100520, expected=16.000000
predicted=18.536600, expected=28.000000
predicted=23.496152, expected=28.000000
predicted=24.099357, expected=4.000000
predicted=15.293260, expected=12.000000
predicted=14.394138, expected=4.000000
predicted=11.964718, expected=4.000000
predicted=12.034129, expected=12.000000
predicted=13.252944, expected=20.000000
predicted=11.708672, expected=12.000000
predicted=11.445295, expected=16.000000
predicted=11.736924, expected=24.000000
predicted=16.043932, expected=20.000000
predicted=17.463262, expected=12.000000
predicted=16.185681, expected=72.000000
predicted=37.291285, expected=28.000000
predicted=27.957307, expected=60.000000
predicted=40.782703, expected=16.000000
predicted=29.693271, expected=12.000000
predicted=22.831090, expected=12.000000
predicted=32.279456, expected=36.000000
predicted=28.874165, expected=40.000000
predicted=37.453180, expected=20.000000
predicted=21.506549, expected=16.000000
predicted=19.035425, expected=16.000000
predicted=19.466334, expected=4.000000
predicted=18.479213, expected=4.000000
predicted=15.608231, expected=24.000000
predicted=17.368412, expected=24.000000
predicted=17.992176, expected=16.000000
predicted=15.474420, expected=8.000000
predicted=10.532931, expected=20.000000
predicted=15.064235, expected=16.000000
predicted=18.393529, expected=12.000000
predicted=15.781658, expected=20.000000
predicted=16.685586, expected=12.000000
predicted=13.145206, expected=24.000000
predicted=19.260807, expected=16.000000
predicted=16.811369, expected=12.000000
predicted=14.053343, expected=8.000000
predicted=13.784167, expected=8.000000
predicted=11.274515, expected=36.000000
predicted=23.266700, expected=16.000000
predicted=16.912025, expected=24.000000
predicted=18.054470, expected=8.000000
predicted=13.557802, expected=4.000000
predicted=10.831260, expected=8.000000
predicted=16.114681, expected=8.000000
predicted=10.862157, expected=4.000000
predicted=9.685333, expected=16.000000
predicted=10.047883, expected=16.000000
predicted=10.836083, expected=32.000000
predicted=18.310762, expected=12.000000
predicted=13.810547, expected=8.000000
predicted=10.785390, expected=16.000000
predicted=16.138814, expected=16.000000
predicted=16.359867, expected=12.000000
predicted=16.966834, expected=20.000000
predicted=15.307816, expected=4.000000
predicted=9.859742, expected=12.000000
predicted=12.683828, expected=8.000000
predicted=11.559758, expected=20.000000
predicted=14.286474, expected=20.000000
predicted=16.916842, expected=8.000000
predicted=9.904225, expected=12.000000
predicted=12.410120, expected=8.000000
predicted=10.728546, expected=16.000000
predicted=15.028106, expected=16.000000
predicted=15.181954, expected=16.000000
predicted=12.982783, expected=4.000000
predicted=9.823996, expected=4.000000
predicted=7.951003, expected=16.000000
predicted=13.430895, expected=20.000000
predicted=15.400487, expected=16.000000
predicted=14.233521, expected=16.000000
predicted=12.426754, expected=4.000000
predicted=9.091474, expected=4.000000
predicted=10.150583, expected=16.000000
predicted=14.374103, expected=24.000000
predicted=16.926375, expected=16.000000
predicted=14.765901, expected=20.000000
predicted=14.183156, expected=28.000000
predicted=19.066151, expected=24.000000
predicted=21.606347, expected=20.000000
predicted=21.647873, expected=12.000000
predicted=17.114736, expected=12.000000
predicted=16.963333, expected=8.000000
predicted=15.944204, expected=24.000000
predicted=19.398407, expected=8.000000
predicted=13.631251, expected=12.000000
predicted=11.847408, expected=16.000000
predicted=14.009083, expected=8.000000
predicted=10.740315, expected=8.000000
predicted=12.569464, expected=32.000000
predicted=18.104684, expected=16.000000
predicted=15.829675, expected=16.000000
predicted=15.641262, expected=12.000000
predicted=13.488484, expected=16.000000
predicted=14.952076, expected=16.000000
predicted=19.362775, expected=24.000000
predicted=18.563126, expected=16.000000
predicted=16.697365, expected=32.000000
predicted=21.608382, expected=24.000000
predicted=21.954987, expected=28.000000
predicted=23.401290, expected=16.000000
predicted=21.647016, expected=8.000000
predicted=15.982985, expected=16.000000
predicted=20.450072, expected=32.000000
predicted=24.314686, expected=20.000000
predicted=21.628127, expected=12.000000
predicted=15.440540, expected=12.000000
predicted=13.965450, expected=20.000000
predicted=18.440642, expected=20.000000
predicted=21.352136, expected=20.000000
predicted=18.445981, expected=8.000000
predicted=12.906864, expected=16.000000
predicted=15.005158, expected=8.000000
predicted=14.073786, expected=16.000000
predicted=15.321624, expected=24.000000
predicted=18.615999, expected=20.000000
predicted=15.862864, expected=12.000000
predicted=14.852195, expected=24.000000
predicted=17.671621, expected=12.000000
predicted=16.357804, expected=16.000000
predicted=17.782892, expected=16.000000
predicted=17.073583, expected=20.000000
predicted=16.807482, expected=12.000000
predicted=16.514618, expected=20.000000
predicted=16.263297, expected=28.000000
predicted=21.120519, expected=24.000000
predicted=20.788751, expected=16.000000
predicted=18.884895, expected=12.000000
predicted=15.678015, expected=12.000000
predicted=16.711908, expected=16.000000
predicted=18.622385, expected=24.000000
predicted=20.133643, expected=28.000000
predicted=20.782522, expected=8.000000
predicted=13.830665, expected=16.000000
predicted=15.623280, expected=20.000000
predicted=18.827101, expected=24.000000
predicted=21.566963, expected=16.000000
predicted=19.405772, expected=12.000000
predicted=13.577969, expected=20.000000
predicted=18.118450, expected=20.000000
predicted=19.331170, expected=16.000000
predicted=18.201045, expected=20.000000
predicted=17.811136, expected=4.000000
predicted=11.837158, expected=8.000000
predicted=12.931668, expected=12.000000
predicted=13.898276, expected=8.000000
predicted=10.959032, expected=16.000000
predicted=13.646227, expected=16.000000
predicted=11.481663, expected=20.000000
predicted=14.420626, expected=20.000000
predicted=16.360366, expected=24.000000
predicted=17.930354, expected=28.000000
predicted=22.240377, expected=20.000000
predicted=20.397165, expected=24.000000
predicted=22.455426, expected=8.000000
predicted=17.173887, expected=16.000000
predicted=18.761922, expected=20.000000
predicted=20.844690, expected=24.000000
predicted=20.302483, expected=16.000000
predicted=18.451715, expected=8.000000
predicted=12.082898, expected=8.000000
predicted=13.066752, expected=20.000000
predicted=17.477034, expected=8.000000
predicted=13.927990, expected=24.000000
predicted=16.618107, expected=8.000000
predicted=11.355194, expected=16.000000
predicted=13.090157, expected=12.000000
predicted=14.966539, expected=20.000000
predicted=14.922119, expected=20.000000
predicted=18.855571, expected=20.000000
predicted=16.003721, expected=8.000000
predicted=13.849600, expected=24.000000
predicted=17.972669, expected=24.000000
predicted=21.185074, expected=4.000000
predicted=13.557332, expected=20.000000
predicted=17.444700, expected=12.000000
predicted=13.872351, expected=20.000000
predicted=18.475246, expected=16.000000
predicted=17.413628, expected=20.000000
predicted=14.889110, expected=28.000000
predicted=21.939399, expected=16.000000
Test MSE: 79.378
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947])]
predicted=6.543489, expected=4.000000
predicted=5.634108, expected=8.000000
predicted=6.775214, expected=4.000000
predicted=5.602755, expected=16.000000
predicted=8.629323, expected=4.000000
predicted=6.510906, expected=16.000000
predicted=9.271614, expected=4.000000
predicted=7.800811, expected=4.000000
predicted=7.863820, expected=4.000000
predicted=7.857156, expected=4.000000
predicted=5.856108, expected=4.000000
predicted=5.935480, expected=4.000000
predicted=3.861440, expected=12.000000
predicted=5.687261, expected=4.000000
predicted=4.747122, expected=4.000000
predicted=5.199855, expected=4.000000
predicted=5.141619, expected=8.000000
predicted=6.104366, expected=8.000000
predicted=6.599599, expected=40.000000
predicted=13.192704, expected=8.000000
predicted=10.074368, expected=4.000000
predicted=11.616586, expected=4.000000
predicted=11.654131, expected=4.000000
predicted=11.189360, expected=8.000000
predicted=11.725178, expected=4.000000
predicted=5.001384, expected=16.000000
predicted=7.270687, expected=8.000000
predicted=6.747895, expected=4.000000
predicted=6.969330, expected=4.000000
predicted=7.136596, expected=8.000000
predicted=7.409367, expected=4.000000
predicted=7.057803, expected=4.000000
predicted=5.225213, expected=4.000000
predicted=4.503171, expected=8.000000
predicted=5.443386, expected=4.000000
predicted=5.004072, expected=4.000000
predicted=4.531311, expected=8.000000
predicted=5.418049, expected=8.000000
predicted=5.887498, expected=8.000000
predicted=6.583899, expected=8.000000
predicted=6.527796, expected=8.000000
predicted=7.191594, expected=4.000000
predicted=6.971892, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=6.528346, expected=4.000000
predicted=5.863020, expected=4.000000
predicted=5.225270, expected=4.000000
predicted=4.562101, expected=8.000000
predicted=4.782452, expected=4.000000
predicted=4.311877, expected=4.000000
predicted=4.533687, expected=8.000000
predicted=5.420539, expected=4.000000
predicted=4.975532, expected=4.000000
predicted=5.229039, expected=4.000000
predicted=4.506738, expected=8.000000
predicted=5.446571, expected=4.000000
predicted=5.007490, expected=12.000000
predicted=6.362585, expected=4.000000
predicted=5.395780, expected=4.000000
predicted=5.863293, expected=4.000000
predicted=5.841108, expected=8.000000
predicted=6.109385, expected=8.000000
predicted=6.618160, expected=8.000000
predicted=5.892781, expected=8.000000
predicted=6.531116, expected=16.000000
predicted=9.022507, expected=4.000000
predicted=7.864663, expected=4.000000
predicted=7.862624, expected=4.000000
predicted=7.144271, expected=4.000000
predicted=6.554193, expected=8.000000
predicted=6.871537, expected=4.000000
predicted=4.316163, expected=8.000000
predicted=5.450677, expected=4.000000
predicted=4.954616, expected=4.000000
predicted=5.200075, expected=4.000000
predicted=5.205305, expected=8.000000
predicted=5.449226, expected=8.000000
predicted=5.925888, expected=12.000000
predicted=6.809744, expected=12.000000
predicted=7.893180, expected=16.000000
predicted=10.136941, expected=4.000000
predicted=9.168884, expected=16.000000
predicted=11.900933, expected=8.000000
predicted=10.753763, expected=4.000000
predicted=9.688892, expected=16.000000
predicted=11.273175, expected=28.000000
predicted=13.310172, expected=12.000000
predicted=13.107831, expected=4.000000
predicted=11.361027, expected=12.000000
predicted=12.857075, expected=12.000000
predicted=13.920482, expected=4.000000
predicted=11.586913, expected=16.000000
predicted=10.627610, expected=4.000000
predicted=7.797224, expected=4.000000
predicted=8.589421, expected=8.000000
predicted=8.103940, expected=16.000000
predicted=9.031373, expected=4.000000
predicted=7.963071, expected=8.000000
predicted=7.429467, expected=4.000000
predicted=6.897801, expected=8.000000
predicted=8.126019, expected=8.000000
predicted=7.970998, expected=16.000000
predicted=8.377905, expected=16.000000
predicted=9.948394, expected=4.000000
predicted=8.491784, expected=8.000000
predicted=10.066916, expected=12.000000
predicted=10.739239, expected=8.000000
predicted=10.409070, expected=12.000000
predicted=10.218942, expected=12.000000
predicted=9.188224, expected=4.000000
predicted=8.744880, expected=8.000000
predicted=9.463787, expected=16.000000
predicted=10.352663, expected=20.000000
predicted=12.232744, expected=20.000000
predicted=13.332905, expected=8.000000
predicted=11.783585, expected=12.000000
predicted=14.040622, expected=16.000000
predicted=15.461795, expected=8.000000
predicted=13.515321, expected=4.000000
predicted=11.054750, expected=8.000000
predicted=9.396671, expected=12.000000
predicted=10.160022, expected=16.000000
predicted=10.925923, expected=12.000000
predicted=9.697024, expected=4.000000
predicted=8.688947, expected=8.000000
predicted=10.064719, expected=8.000000
predicted=9.889574, expected=4.000000
predicted=8.398147, expected=4.000000
predicted=6.586149, expected=12.000000
predicted=7.011625, expected=16.000000
predicted=8.863570, expected=8.000000
predicted=8.138748, expected=4.000000
predicted=7.595530, expected=4.000000
predicted=7.784952, expected=8.000000
predicted=8.812801, expected=4.000000
predicted=7.074181, expected=12.000000
predicted=7.081467, expected=8.000000
predicted=6.314042, expected=4.000000
predicted=6.304470, expected=4.000000
predicted=6.530097, expected=20.000000
predicted=9.504110, expected=8.000000
predicted=8.600848, expected=8.000000
predicted=8.594866, expected=4.000000
predicted=7.555553, expected=4.000000
predicted=7.815138, expected=12.000000
predicted=9.820932, expected=16.000000
predicted=8.862796, expected=4.000000
predicted=7.216643, expected=4.000000
predicted=7.159353, expected=4.000000
predicted=7.127123, expected=4.000000
predicted=7.262395, expected=12.000000
predicted=7.826990, expected=12.000000
predicted=6.585027, expected=8.000000
predicted=6.993712, expected=16.000000
predicted=9.678026, expected=8.000000
predicted=9.365035, expected=12.000000
predicted=11.504683, expected=4.000000
predicted=9.406699, expected=20.000000
predicted=12.185867, expected=8.000000
predicted=10.601984, expected=28.000000
predicted=14.452520, expected=24.000000
predicted=15.733533, expected=8.000000
predicted=14.222614, expected=4.000000
predicted=14.958455, expected=12.000000
predicted=14.232143, expected=12.000000
predicted=14.756132, expected=4.000000
predicted=10.258868, expected=8.000000
predicted=8.116259, expected=4.000000
predicted=6.917361, expected=4.000000
predicted=7.264181, expected=4.000000
predicted=5.938039, expected=4.000000
predicted=4.540665, expected=20.000000
predicted=8.262243, expected=8.000000
predicted=6.551563, expected=12.000000
predicted=8.801270, expected=8.000000
predicted=8.910438, expected=16.000000
predicted=11.656473, expected=8.000000
predicted=11.535572, expected=20.000000
predicted=12.622292, expected=8.000000
predicted=11.218597, expected=4.000000
predicted=10.270152, expected=12.000000
predicted=11.723317, expected=16.000000
predicted=11.473461, expected=8.000000
predicted=10.911830, expected=4.000000
predicted=8.300021, expected=16.000000
predicted=10.538355, expected=20.000000
predicted=12.874899, expected=8.000000
predicted=11.292948, expected=8.000000
predicted=10.530701, expected=8.000000
predicted=10.450282, expected=12.000000
predicted=12.185557, expected=4.000000
predicted=9.532760, expected=16.000000
predicted=9.960218, expected=8.000000
predicted=8.767161, expected=8.000000
predicted=9.228005, expected=8.000000
predicted=9.256515, expected=4.000000
predicted=7.589725, expected=20.000000
predicted=11.617901, expected=20.000000
predicted=11.300211, expected=16.000000
predicted=12.378290, expected=12.000000
predicted=12.962008, expected=20.000000
predicted=15.609419, expected=8.000000
predicted=15.238151, expected=12.000000
predicted=14.864134, expected=4.000000
predicted=11.429709, expected=8.000000
predicted=10.781479, expected=16.000000
predicted=11.837444, expected=12.000000
predicted=9.702448, expected=8.000000
predicted=9.714528, expected=4.000000
predicted=8.241800, expected=8.000000
predicted=9.421883, expected=8.000000
predicted=9.305705, expected=8.000000
predicted=7.962090, expected=4.000000
predicted=6.338562, expected=8.000000
predicted=6.768088, expected=8.000000
predicted=7.248794, expected=12.000000
predicted=8.176719, expected=4.000000
predicted=6.776574, expected=8.000000
predicted=7.426837, expected=12.000000
predicted=8.814677, expected=4.000000
predicted=7.432036, expected=12.000000
predicted=9.096512, expected=24.000000
predicted=11.297550, expected=8.000000
predicted=10.315741, expected=20.000000
predicted=13.997319, expected=8.000000
predicted=11.760904, expected=12.000000
predicted=14.114171, expected=12.000000
predicted=14.015898, expected=20.000000
predicted=13.702847, expected=8.000000
predicted=12.648908, expected=4.000000
predicted=10.270603, expected=4.000000
predicted=9.855487, expected=8.000000
predicted=9.469342, expected=4.000000
predicted=7.798723, expected=4.000000
predicted=5.256208, expected=8.000000
predicted=5.459156, expected=8.000000
predicted=5.899550, expected=16.000000
predicted=8.444841, expected=4.000000
predicted=6.519978, expected=8.000000
predicted=8.084417, expected=4.000000
predicted=7.634030, expected=4.000000
predicted=7.206968, expected=12.000000
predicted=8.482952, expected=8.000000
predicted=6.341686, expected=4.000000
predicted=6.354492, expected=12.000000
predicted=7.679900, expected=4.000000
predicted=6.724639, expected=8.000000
predicted=8.185752, expected=4.000000
predicted=6.334166, expected=12.000000
predicted=7.684656, expected=16.000000
predicted=9.574122, expected=12.000000
predicted=9.014519, expected=8.000000
predicted=9.662875, expected=16.000000
predicted=11.643951, expected=40.000000
predicted=18.782449, expected=4.000000
predicted=13.884704, expected=16.000000
predicted=16.585755, expected=4.000000
predicted=13.751594, expected=12.000000
predicted=15.666607, expected=4.000000
predicted=13.064305, expected=4.000000
predicted=7.158684, expected=4.000000
predicted=7.295077, expected=8.000000
predicted=6.108334, expected=4.000000
predicted=5.738286, expected=4.000000
predicted=4.554446, expected=8.000000
predicted=5.464757, expected=8.000000
predicted=5.905673, expected=8.000000
predicted=6.610949, expected=8.000000
predicted=6.567645, expected=8.000000
predicted=7.216136, expected=8.000000
predicted=7.913042, expected=4.000000
predicted=6.999604, expected=4.000000
predicted=6.553723, expected=16.000000
predicted=8.637707, expected=4.000000
predicted=6.581645, expected=8.000000
predicted=7.479530, expected=8.000000
predicted=7.217846, expected=4.000000
predicted=6.948715, expected=4.000000
predicted=7.302063, expected=4.000000
predicted=5.201069, expected=8.000000
predicted=6.157731, expected=4.000000
predicted=5.042492, expected=4.000000
predicted=4.557138, expected=4.000000
predicted=4.553269, expected=4.000000
predicted=4.548672, expected=4.000000
predicted=4.596899, expected=4.000000
predicted=3.900315, expected=12.000000
predicted=5.725600, expected=8.000000
predicted=5.705093, expected=16.000000
predicted=8.400696, expected=4.000000
predicted=7.204834, expected=4.000000
predicted=7.820225, expected=8.000000
predicted=8.814639, expected=4.000000
predicted=6.990836, expected=8.000000
predicted=7.559920, expected=4.000000
predicted=5.000788, expected=4.000000
predicted=5.207396, expected=4.000000
predicted=5.249668, expected=8.000000
predicted=5.463265, expected=4.000000
predicted=5.044859, expected=4.000000
predicted=4.558406, expected=8.000000
predicted=5.466841, expected=8.000000
predicted=5.910476, expected=8.000000
predicted=6.614351, expected=12.000000
predicted=7.484097, expected=4.000000
predicted=6.754464, expected=12.000000
predicted=9.037618, expected=8.000000
predicted=8.359498, expected=8.000000
predicted=8.569994, expected=4.000000
predicted=7.704317, expected=4.000000
predicted=6.509856, expected=16.000000
predicted=9.331607, expected=16.000000
predicted=9.326912, expected=8.000000
predicted=8.819811, expected=8.000000
predicted=9.189116, expected=8.000000
predicted=9.826668, expected=8.000000
predicted=10.608914, expected=8.000000
predicted=9.308541, expected=20.000000
predicted=10.655138, expected=4.000000
predicted=8.345661, expected=8.000000
predicted=9.439564, expected=12.000000
predicted=10.129265, expected=8.000000
predicted=9.660842, expected=4.000000
predicted=9.107832, expected=4.000000
predicted=6.515712, expected=8.000000
predicted=7.463858, expected=4.000000
predicted=6.392413, expected=4.000000
predicted=5.257934, expected=4.000000
predicted=4.557470, expected=16.000000
predicted=7.288778, expected=8.000000
predicted=6.850900, expected=4.000000
predicted=6.321920, expected=12.000000
predicted=8.347037, expected=8.000000
predicted=8.307420, expected=8.000000
predicted=9.314869, expected=8.000000
predicted=7.923507, expected=8.000000
predicted=7.871641, expected=12.000000
predicted=9.525740, expected=16.000000
predicted=10.188365, expected=4.000000
predicted=8.556371, expected=4.000000
predicted=8.532315, expected=4.000000
predicted=7.860523, expected=4.000000
predicted=7.244565, expected=4.000000
predicted=5.993204, expected=8.000000
predicted=4.818489, expected=4.000000
predicted=4.351454, expected=4.000000
predicted=4.563935, expected=8.000000
predicted=5.471695, expected=4.000000
predicted=4.999973, expected=4.000000
predicted=5.260715, expected=4.000000
predicted=4.559474, expected=4.000000
predicted=4.554857, expected=8.000000
predicted=5.515135, expected=4.000000
predicted=4.352083, expected=8.000000
predicted=5.477035, expected=4.000000
predicted=5.005498, expected=4.000000
predicted=5.213521, expected=4.000000
predicted=5.256136, expected=4.000000
Test MSE: 30.726
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627])]
predicted=86.380517, expected=56.000000
predicted=83.472412, expected=112.000000
predicted=92.125621, expected=120.000000
predicted=97.761188, expected=56.000000
predicted=81.291639, expected=32.000000
predicted=57.647511, expected=52.000000
predicted=61.038043, expected=72.000000
predicted=78.252579, expected=112.000000
predicted=91.118521, expected=120.000000
predicted=83.408486, expected=128.000000
predicted=88.532728, expected=88.000000
predicted=87.446443, expected=92.000000
predicted=93.756789, expected=108.000000
predicted=107.243714, expected=68.000000
predicted=96.522690, expected=52.000000
predicted=86.805053, expected=72.000000
predicted=77.415252, expected=68.000000
predicted=76.310826, expected=44.000000
predicted=69.932591, expected=84.000000
predicted=68.987550, expected=80.000000
predicted=67.190437, expected=64.000000
predicted=69.262075, expected=84.000000
predicted=73.294036, expected=120.000000
predicted=82.436053, expected=124.000000
predicted=100.240026, expected=64.000000
predicted=83.996385, expected=76.000000
predicted=80.677647, expected=76.000000
predicted=83.824103, expected=80.000000
predicted=91.920225, expected=72.000000
predicted=87.010985, expected=80.000000
predicted=73.961966, expected=96.000000
predicted=82.951839, expected=108.000000
predicted=89.686193, expected=80.000000
predicted=84.780371, expected=104.000000
predicted=90.289074, expected=48.000000
predicted=75.825506, expected=76.000000
predicted=83.585857, expected=96.000000
predicted=90.397137, expected=120.000000
predicted=94.275121, expected=92.000000
predicted=94.618712, expected=44.000000
predicted=66.321941, expected=80.000000
predicted=80.051932, expected=116.000000
predicted=96.315309, expected=104.000000
predicted=101.175946, expected=100.000000
predicted=93.948720, expected=116.000000
predicted=90.551030, expected=52.000000
predicted=82.263326, expected=80.000000
predicted=93.718045, expected=104.000000
predicted=95.649817, expected=52.000000
predicted=79.764749, expected=64.000000
predicted=81.330320, expected=88.000000
predicted=71.611917, expected=76.000000
predicted=77.400629, expected=40.000000
predicted=70.033141, expected=56.000000
predicted=58.337027, expected=60.000000
predicted=61.541281, expected=52.000000
predicted=63.850099, expected=24.000000
predicted=49.210779, expected=128.000000
predicted=71.186773, expected=52.000000
predicted=59.734364, expected=80.000000
predicted=69.840875, expected=52.000000
predicted=59.714011, expected=44.000000
predicted=50.691242, expected=68.000000
predicted=78.801639, expected=48.000000
predicted=53.871864, expected=132.000000
predicted=86.072056, expected=68.000000
predicted=67.761420, expected=40.000000
predicted=58.308165, expected=68.000000
predicted=67.677645, expected=108.000000
predicted=77.529446, expected=52.000000
predicted=82.535219, expected=60.000000
predicted=65.790966, expected=100.000000
predicted=71.294913, expected=108.000000
predicted=85.698239, expected=76.000000
predicted=87.952514, expected=40.000000
predicted=62.565400, expected=68.000000
predicted=69.508825, expected=92.000000
predicted=84.691386, expected=80.000000
predicted=83.246186, expected=108.000000
predicted=85.114864, expected=124.000000
predicted=87.397095, expected=72.000000
predicted=83.854683, expected=104.000000
predicted=97.804413, expected=48.000000
predicted=77.694232, expected=84.000000
predicted=90.303966, expected=56.000000
predicted=81.899263, expected=64.000000
predicted=69.091655, expected=84.000000
predicted=80.342026, expected=76.000000
predicted=67.047153, expected=56.000000
predicted=69.755634, expected=56.000000
predicted=61.367771, expected=96.000000
predicted=75.007939, expected=24.000000
predicted=59.485243, expected=52.000000
predicted=60.556972, expected=64.000000
predicted=57.602569, expected=52.000000
predicted=55.398969, expected=36.000000
predicted=57.398044, expected=48.000000
predicted=42.277251, expected=56.000000
predicted=51.606865, expected=72.000000
predicted=60.003363, expected=116.000000
predicted=74.073655, expected=104.000000
predicted=75.259231, expected=84.000000
predicted=77.708792, expected=68.000000
predicted=75.678641, expected=72.000000
predicted=79.117973, expected=48.000000
predicted=78.547904, expected=60.000000
predicted=73.796050, expected=100.000000
predicted=79.537226, expected=56.000000
predicted=65.575651, expected=60.000000
predicted=66.428393, expected=80.000000
predicted=66.287873, expected=52.000000
predicted=62.481029, expected=60.000000
predicted=71.476893, expected=76.000000
predicted=64.802720, expected=80.000000
predicted=69.276150, expected=108.000000
predicted=84.755911, expected=32.000000
predicted=58.522092, expected=36.000000
predicted=57.331294, expected=88.000000
predicted=72.534653, expected=16.000000
predicted=52.705102, expected=72.000000
predicted=69.974501, expected=56.000000
predicted=47.629401, expected=72.000000
predicted=57.017763, expected=84.000000
predicted=73.279475, expected=60.000000
predicted=53.771077, expected=68.000000
predicted=69.201614, expected=60.000000
predicted=62.851361, expected=32.000000
predicted=56.890114, expected=52.000000
predicted=60.467824, expected=140.000000
predicted=81.918884, expected=40.000000
predicted=62.411316, expected=100.000000
predicted=77.133149, expected=92.000000
predicted=71.209140, expected=88.000000
predicted=80.940705, expected=56.000000
predicted=89.056374, expected=88.000000
predicted=72.467396, expected=184.000000
predicted=118.052705, expected=64.000000
predicted=91.043626, expected=40.000000
predicted=79.847707, expected=72.000000
predicted=74.221261, expected=68.000000
predicted=79.276281, expected=72.000000
predicted=96.482028, expected=68.000000
predicted=65.342101, expected=100.000000
predicted=71.923407, expected=76.000000
predicted=75.768462, expected=36.000000
predicted=63.254539, expected=76.000000
predicted=71.510187, expected=68.000000
predicted=67.991314, expected=56.000000
predicted=70.948455, expected=140.000000
predicted=89.327167, expected=136.000000
predicted=89.343321, expected=52.000000
predicted=81.695512, expected=64.000000
predicted=79.445982, expected=80.000000
predicted=77.998939, expected=84.000000
predicted=96.566527, expected=48.000000
predicted=80.625181, expected=92.000000
predicted=72.146991, expected=80.000000
predicted=73.202604, expected=40.000000
predicted=66.121215, expected=32.000000
predicted=59.448641, expected=60.000000
predicted=55.170362, expected=68.000000
predicted=66.444295, expected=68.000000
predicted=64.256875, expected=132.000000
predicted=77.856839, expected=88.000000
predicted=71.903906, expected=92.000000
predicted=84.779613, expected=52.000000
predicted=74.130571, expected=56.000000
predicted=72.151776, expected=84.000000
predicted=89.692481, expected=92.000000
predicted=81.478969, expected=100.000000
predicted=87.072797, expected=112.000000
predicted=85.569627, expected=64.000000
predicted=76.351677, expected=48.000000
predicted=75.729290, expected=40.000000
predicted=68.492531, expected=68.000000
predicted=73.348951, expected=72.000000
predicted=74.796140, expected=92.000000
predicted=71.132945, expected=88.000000
predicted=70.385543, expected=84.000000
predicted=71.723314, expected=44.000000
predicted=66.948463, expected=92.000000
predicted=79.694533, expected=56.000000
predicted=72.864970, expected=44.000000
predicted=66.173068, expected=56.000000
predicted=64.004749, expected=88.000000
predicted=64.280986, expected=64.000000
predicted=70.559591, expected=20.000000
predicted=48.349974, expected=96.000000
predicted=65.540803, expected=28.000000
predicted=49.792049, expected=60.000000
predicted=64.931356, expected=44.000000
predicted=51.703100, expected=64.000000
predicted=48.569471, expected=88.000000
predicted=74.056757, expected=128.000000
predicted=76.035623, expected=48.000000
predicted=66.995667, expected=76.000000
predicted=71.235062, expected=44.000000
predicted=64.406301, expected=88.000000
predicted=80.322596, expected=100.000000
predicted=92.481106, expected=28.000000
predicted=54.855749, expected=44.000000
predicted=61.636917, expected=48.000000
predicted=51.611002, expected=40.000000
predicted=57.420111, expected=60.000000
predicted=62.226476, expected=88.000000
predicted=55.531821, expected=88.000000
predicted=65.362062, expected=72.000000
predicted=66.107187, expected=36.000000
predicted=54.531225, expected=96.000000
predicted=74.914326, expected=52.000000
predicted=69.060117, expected=76.000000
predicted=74.784612, expected=100.000000
predicted=78.013756, expected=88.000000
predicted=71.665947, expected=92.000000
predicted=88.967204, expected=56.000000
predicted=68.968215, expected=64.000000
predicted=74.754455, expected=76.000000
predicted=80.429769, expected=40.000000
predicted=65.362473, expected=48.000000
predicted=63.966943, expected=88.000000
predicted=65.454040, expected=40.000000
predicted=55.778929, expected=64.000000
predicted=63.942731, expected=80.000000
predicted=60.394713, expected=20.000000
predicted=47.455008, expected=72.000000
predicted=67.509332, expected=60.000000
predicted=52.740183, expected=128.000000
predicted=82.232661, expected=80.000000
predicted=77.618883, expected=48.000000
predicted=58.275577, expected=88.000000
predicted=79.008590, expected=108.000000
predicted=84.407721, expected=48.000000
predicted=83.700938, expected=64.000000
predicted=72.925863, expected=64.000000
predicted=63.574052, expected=68.000000
predicted=73.436229, expected=68.000000
predicted=75.533669, expected=84.000000
predicted=67.179244, expected=76.000000
predicted=71.019662, expected=48.000000
predicted=63.655487, expected=88.000000
predicted=74.375721, expected=84.000000
predicted=74.677956, expected=108.000000
predicted=88.166205, expected=64.000000
predicted=75.871721, expected=128.000000
predicted=89.761250, expected=28.000000
predicted=72.612958, expected=104.000000
predicted=88.758990, expected=72.000000
predicted=84.342406, expected=88.000000
predicted=79.123460, expected=104.000000
predicted=97.796205, expected=112.000000
predicted=81.692906, expected=56.000000
predicted=86.177153, expected=84.000000
predicted=83.089402, expected=144.000000
predicted=104.066656, expected=140.000000
predicted=113.578655, expected=52.000000
predicted=93.990768, expected=132.000000
predicted=100.983422, expected=60.000000
predicted=88.589451, expected=88.000000
predicted=105.330779, expected=112.000000
predicted=106.732815, expected=116.000000
predicted=90.678688, expected=64.000000
predicted=96.959144, expected=60.000000
predicted=75.101059, expected=48.000000
predicted=73.574378, expected=56.000000
predicted=75.425192, expected=36.000000
predicted=65.344939, expected=120.000000
predicted=74.529328, expected=64.000000
predicted=64.384610, expected=52.000000
predicted=59.980197, expected=108.000000
predicted=77.047343, expected=68.000000
predicted=65.801269, expected=56.000000
predicted=81.629669, expected=36.000000
predicted=58.261680, expected=76.000000
predicted=63.380687, expected=84.000000
predicted=78.828209, expected=64.000000
predicted=65.693961, expected=80.000000
predicted=68.459465, expected=56.000000
predicted=59.016107, expected=44.000000
predicted=63.560329, expected=36.000000
predicted=58.516815, expected=76.000000
predicted=61.717527, expected=76.000000
predicted=66.958314, expected=88.000000
predicted=67.994330, expected=64.000000
predicted=62.347765, expected=96.000000
predicted=71.594585, expected=64.000000
predicted=74.401972, expected=116.000000
predicted=88.895841, expected=68.000000
predicted=81.392919, expected=28.000000
predicted=62.717465, expected=72.000000
predicted=75.837772, expected=52.000000
predicted=60.741031, expected=80.000000
predicted=78.666612, expected=36.000000
predicted=54.933423, expected=52.000000
predicted=48.801933, expected=68.000000
predicted=62.549661, expected=104.000000
predicted=70.277707, expected=68.000000
predicted=71.575628, expected=108.000000
predicted=75.281537, expected=116.000000
predicted=87.249435, expected=52.000000
predicted=77.311379, expected=64.000000
predicted=84.417493, expected=80.000000
predicted=76.684693, expected=88.000000
predicted=87.417581, expected=52.000000
predicted=78.039287, expected=60.000000
predicted=62.878362, expected=76.000000
predicted=69.067536, expected=36.000000
predicted=61.029686, expected=36.000000
predicted=58.252454, expected=72.000000
predicted=56.783458, expected=104.000000
predicted=70.369447, expected=52.000000
predicted=64.493919, expected=76.000000
predicted=63.005174, expected=84.000000
predicted=67.388783, expected=52.000000
predicted=68.103334, expected=44.000000
predicted=69.710788, expected=100.000000
predicted=70.544065, expected=128.000000
predicted=88.599350, expected=76.000000
predicted=82.616371, expected=20.000000
predicted=59.765616, expected=48.000000
predicted=59.639014, expected=48.000000
predicted=66.333622, expected=68.000000
predicted=73.784155, expected=68.000000
predicted=61.637692, expected=96.000000
predicted=60.545615, expected=60.000000
predicted=62.192819, expected=80.000000
predicted=69.213315, expected=56.000000
predicted=67.584610, expected=44.000000
predicted=61.752129, expected=28.000000
predicted=58.950169, expected=64.000000
predicted=56.046366, expected=92.000000
predicted=69.248537, expected=76.000000
predicted=63.651369, expected=48.000000
predicted=56.318703, expected=48.000000
predicted=52.220440, expected=60.000000
predicted=61.889613, expected=12.000000
predicted=51.497894, expected=76.000000
predicted=61.080387, expected=68.000000
predicted=53.897473, expected=60.000000
predicted=54.701202, expected=28.000000
predicted=49.409748, expected=88.000000
predicted=54.022602, expected=64.000000
predicted=64.967063, expected=56.000000
predicted=61.434035, expected=144.000000
predicted=86.696438, expected=108.000000
predicted=78.211631, expected=56.000000
predicted=83.038306, expected=48.000000
predicted=72.044475, expected=60.000000
predicted=67.731894, expected=52.000000
predicted=80.707995, expected=24.000000
predicted=58.562859, expected=72.000000
predicted=56.450157, expected=48.000000
predicted=48.639096, expected=40.000000
predicted=49.411283, expected=32.000000
predicted=43.993132, expected=72.000000
predicted=47.629643, expected=56.000000
predicted=56.395389, expected=40.000000
predicted=47.287563, expected=108.000000
predicted=66.258224, expected=112.000000
predicted=72.154389, expected=116.000000
predicted=91.021979, expected=72.000000
predicted=80.379878, expected=76.000000
predicted=77.593330, expected=72.000000
predicted=89.078801, expected=36.000000
predicted=74.109273, expected=128.000000
predicted=97.103109, expected=68.000000
predicted=72.753741, expected=24.000000
predicted=61.349832, expected=32.000000
predicted=56.882212, expected=96.000000
predicted=61.980047, expected=56.000000
predicted=73.025363, expected=72.000000
predicted=64.815852, expected=76.000000
predicted=58.707470, expected=112.000000
predicted=74.312552, expected=92.000000
predicted=88.630839, expected=72.000000
predicted=76.121850, expected=88.000000
predicted=84.552849, expected=44.000000
predicted=70.733985, expected=64.000000
predicted=79.833626, expected=96.000000
predicted=81.620189, expected=32.000000
predicted=58.893935, expected=44.000000
predicted=63.268317, expected=68.000000
predicted=56.787979, expected=48.000000
predicted=54.914807, expected=48.000000
predicted=61.542995, expected=44.000000
predicted=44.494547, expected=80.000000
predicted=57.690907, expected=92.000000
predicted=69.985127, expected=72.000000
predicted=64.581322, expected=44.000000
predicted=58.894491, expected=64.000000
predicted=61.796280, expected=64.000000
predicted=67.834956, expected=64.000000
predicted=69.263935, expected=64.000000
predicted=64.669885, expected=92.000000
predicted=67.639365, expected=48.000000
predicted=62.082127, expected=44.000000
predicted=59.682380, expected=48.000000
predicted=57.476542, expected=36.000000
predicted=50.326370, expected=68.000000
predicted=63.571225, expected=52.000000
predicted=49.486474, expected=40.000000
predicted=46.230265, expected=68.000000
predicted=55.289249, expected=72.000000
predicted=55.258171, expected=108.000000
predicted=76.856223, expected=28.000000
predicted=54.661165, expected=80.000000
predicted=65.938717, expected=76.000000
predicted=71.018087, expected=68.000000
predicted=69.545309, expected=68.000000
predicted=77.957808, expected=40.000000
predicted=50.780008, expected=44.000000
predicted=60.646459, expected=20.000000
predicted=48.059104, expected=68.000000
predicted=55.702320, expected=68.000000
predicted=56.609022, expected=72.000000
predicted=55.083983, expected=60.000000
predicted=56.660695, expected=28.000000
predicted=42.860520, expected=100.000000
predicted=72.531451, expected=44.000000
predicted=57.991847, expected=52.000000
predicted=60.484468, expected=104.000000
predicted=72.636510, expected=64.000000
predicted=58.147420, expected=60.000000
predicted=74.674275, expected=80.000000
predicted=67.012039, expected=60.000000
predicted=63.716643, expected=32.000000
predicted=65.366633, expected=80.000000
predicted=66.033210, expected=92.000000
predicted=69.497363, expected=76.000000
predicted=73.404375, expected=52.000000
predicted=64.204881, expected=16.000000
predicted=45.400777, expected=56.000000
predicted=61.440993, expected=60.000000
Test MSE: 811.163
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289])]
predicted=43.738490, expected=64.000000
predicted=50.577718, expected=36.000000
predicted=49.157662, expected=56.000000
predicted=55.318294, expected=52.000000
predicted=53.064151, expected=72.000000
predicted=56.768786, expected=60.000000
predicted=57.071034, expected=40.000000
predicted=46.663102, expected=52.000000
predicted=55.632630, expected=72.000000
predicted=61.529460, expected=20.000000
predicted=45.694139, expected=44.000000
predicted=49.486037, expected=88.000000
predicted=61.036070, expected=24.000000
predicted=41.322976, expected=36.000000
predicted=47.791589, expected=56.000000
predicted=45.996903, expected=48.000000
predicted=47.956256, expected=68.000000
predicted=60.355396, expected=44.000000
predicted=41.363110, expected=80.000000
predicted=59.038185, expected=100.000000
predicted=72.066582, expected=52.000000
predicted=57.231670, expected=36.000000
predicted=57.493688, expected=24.000000
predicted=49.474755, expected=16.000000
predicted=48.855002, expected=32.000000
predicted=49.122459, expected=36.000000
predicted=35.707137, expected=96.000000
predicted=52.531716, expected=36.000000
predicted=33.078099, expected=32.000000
predicted=34.999605, expected=24.000000
predicted=38.462048, expected=48.000000
predicted=46.806697, expected=64.000000
predicted=58.684238, expected=100.000000
predicted=59.028329, expected=84.000000
predicted=58.104623, expected=72.000000
predicted=59.765148, expected=56.000000
predicted=64.401609, expected=76.000000
predicted=75.828499, expected=52.000000
predicted=71.638263, expected=44.000000
predicted=61.871508, expected=56.000000
predicted=61.272516, expected=84.000000
predicted=66.768866, expected=52.000000
predicted=58.533038, expected=48.000000
predicted=52.986449, expected=64.000000
predicted=58.885788, expected=52.000000
predicted=57.118040, expected=32.000000
predicted=52.840214, expected=24.000000
predicted=41.858123, expected=52.000000
predicted=49.031742, expected=80.000000
predicted=59.340799, expected=36.000000
predicted=41.225842, expected=112.000000
predicted=66.821327, expected=28.000000
predicted=42.544251, expected=68.000000
predicted=62.979125, expected=84.000000
predicted=74.375432, expected=48.000000
predicted=54.813255, expected=44.000000
predicted=64.984828, expected=60.000000
predicted=54.522049, expected=48.000000
predicted=57.508765, expected=44.000000
predicted=55.493054, expected=36.000000
predicted=44.457527, expected=68.000000
predicted=54.400047, expected=88.000000
predicted=64.230270, expected=64.000000
predicted=55.637341, expected=44.000000
predicted=51.401826, expected=72.000000
predicted=62.778761, expected=64.000000
predicted=66.451391, expected=68.000000
predicted=68.996103, expected=68.000000
predicted=64.034523, expected=80.000000
predicted=66.540470, expected=32.000000
predicted=56.368633, expected=36.000000
predicted=54.785120, expected=92.000000
predicted=72.651183, expected=100.000000
predicted=74.095876, expected=36.000000
predicted=54.575512, expected=56.000000
predicted=55.921024, expected=56.000000
predicted=59.819742, expected=80.000000
predicted=75.601936, expected=52.000000
predicted=63.495671, expected=32.000000
predicted=44.940218, expected=28.000000
predicted=47.673524, expected=52.000000
predicted=53.142844, expected=40.000000
predicted=48.967595, expected=92.000000
predicted=59.392803, expected=68.000000
predicted=50.758410, expected=52.000000
predicted=49.333470, expected=32.000000
predicted=50.401263, expected=20.000000
predicted=44.000088, expected=56.000000
predicted=61.053876, expected=76.000000
predicted=58.480605, expected=72.000000
predicted=53.598982, expected=24.000000
predicted=37.015852, expected=36.000000
predicted=42.984218, expected=48.000000
predicted=53.787429, expected=88.000000
predicted=67.179271, expected=52.000000
predicted=52.149123, expected=68.000000
predicted=51.650080, expected=28.000000
predicted=45.068527, expected=76.000000
predicted=64.148962, expected=24.000000
predicted=52.085596, expected=24.000000
predicted=41.336197, expected=84.000000
predicted=62.918766, expected=56.000000
predicted=45.884014, expected=60.000000
predicted=55.925870, expected=32.000000
predicted=39.984001, expected=40.000000
predicted=45.571486, expected=72.000000
predicted=65.402853, expected=48.000000
predicted=49.623770, expected=32.000000
predicted=44.053006, expected=96.000000
predicted=62.247815, expected=64.000000
predicted=55.778176, expected=64.000000
predicted=62.226038, expected=44.000000
predicted=53.515896, expected=40.000000
predicted=51.304639, expected=68.000000
predicted=69.492343, expected=52.000000
predicted=54.860335, expected=76.000000
predicted=61.728323, expected=24.000000
predicted=42.309463, expected=72.000000
predicted=58.795024, expected=48.000000
predicted=56.136542, expected=52.000000
predicted=52.773833, expected=80.000000
predicted=65.650690, expected=52.000000
predicted=49.233015, expected=64.000000
predicted=62.680340, expected=48.000000
predicted=54.195291, expected=76.000000
predicted=64.853329, expected=52.000000
predicted=61.021316, expected=100.000000
predicted=71.598255, expected=116.000000
predicted=82.328423, expected=44.000000
predicted=59.819363, expected=92.000000
predicted=83.333263, expected=60.000000
predicted=71.818315, expected=64.000000
predicted=79.111690, expected=80.000000
predicted=81.910124, expected=32.000000
predicted=52.965524, expected=80.000000
predicted=74.585068, expected=28.000000
predicted=50.998571, expected=72.000000
predicted=63.687479, expected=64.000000
predicted=62.124777, expected=116.000000
predicted=72.268005, expected=64.000000
predicted=67.071187, expected=24.000000
predicted=48.296742, expected=52.000000
predicted=66.211760, expected=36.000000
predicted=57.517926, expected=56.000000
predicted=64.414554, expected=48.000000
predicted=47.896165, expected=84.000000
predicted=54.301015, expected=44.000000
predicted=49.241075, expected=52.000000
predicted=50.699496, expected=32.000000
predicted=49.144617, expected=48.000000
predicted=51.742813, expected=64.000000
predicted=59.840756, expected=68.000000
predicted=53.167677, expected=84.000000
predicted=61.429309, expected=60.000000
predicted=54.812207, expected=16.000000
predicted=46.184042, expected=84.000000
predicted=70.303712, expected=88.000000
predicted=72.160632, expected=84.000000
predicted=71.411107, expected=96.000000
predicted=73.073633, expected=72.000000
predicted=65.941928, expected=104.000000
predicted=91.582263, expected=56.000000
predicted=77.405103, expected=52.000000
predicted=73.242837, expected=24.000000
predicted=62.570181, expected=124.000000
predicted=86.607853, expected=52.000000
predicted=66.927627, expected=48.000000
predicted=53.971681, expected=48.000000
predicted=56.426462, expected=56.000000
predicted=56.610822, expected=76.000000
predicted=75.309242, expected=32.000000
predicted=46.146215, expected=60.000000
predicted=54.342772, expected=68.000000
predicted=59.060790, expected=100.000000
predicted=71.266784, expected=60.000000
predicted=62.915200, expected=48.000000
predicted=54.468785, expected=64.000000
predicted=67.288059, expected=60.000000
predicted=66.754957, expected=72.000000
predicted=71.294823, expected=56.000000
predicted=58.232832, expected=88.000000
predicted=67.953416, expected=52.000000
predicted=61.527517, expected=64.000000
predicted=64.324728, expected=52.000000
predicted=62.906512, expected=28.000000
predicted=51.162402, expected=80.000000
predicted=68.961086, expected=76.000000
predicted=61.493926, expected=28.000000
predicted=47.414132, expected=48.000000
predicted=51.444823, expected=44.000000
predicted=49.077651, expected=44.000000
predicted=54.588165, expected=56.000000
predicted=53.019820, expected=128.000000
predicted=69.564819, expected=72.000000
predicted=61.063344, expected=84.000000
predicted=68.420062, expected=60.000000
predicted=68.255973, expected=68.000000
predicted=75.421823, expected=76.000000
predicted=86.026207, expected=68.000000
predicted=70.601772, expected=44.000000
predicted=63.056353, expected=44.000000
predicted=57.582273, expected=76.000000
predicted=67.850864, expected=80.000000
predicted=68.677224, expected=56.000000
predicted=58.592433, expected=60.000000
predicted=57.841622, expected=32.000000
predicted=51.918763, expected=72.000000
predicted=67.735688, expected=80.000000
predicted=68.709881, expected=40.000000
predicted=50.936508, expected=88.000000
predicted=67.049492, expected=44.000000
predicted=53.351518, expected=84.000000
predicted=71.867508, expected=20.000000
predicted=52.723130, expected=56.000000
predicted=55.061418, expected=56.000000
predicted=61.993085, expected=76.000000
predicted=58.727982, expected=60.000000
predicted=59.546618, expected=56.000000
predicted=50.051334, expected=36.000000
predicted=52.601918, expected=32.000000
predicted=50.034932, expected=64.000000
predicted=59.905641, expected=76.000000
predicted=58.973625, expected=88.000000
predicted=62.169424, expected=40.000000
predicted=47.995257, expected=44.000000
predicted=52.259084, expected=52.000000
predicted=61.681424, expected=52.000000
predicted=60.131367, expected=52.000000
predicted=56.851084, expected=68.000000
predicted=53.275366, expected=48.000000
predicted=50.039456, expected=64.000000
predicted=56.855012, expected=44.000000
predicted=52.167715, expected=96.000000
predicted=68.407863, expected=44.000000
predicted=56.782809, expected=120.000000
predicted=76.484932, expected=72.000000
predicted=71.263819, expected=180.000000
predicted=103.244946, expected=124.000000
predicted=106.914309, expected=136.000000
predicted=106.134052, expected=128.000000
predicted=126.671164, expected=200.000000
predicted=146.343851, expected=104.000000
predicted=139.448831, expected=84.000000
predicted=117.382454, expected=68.000000
predicted=115.928911, expected=84.000000
predicted=110.821256, expected=132.000000
predicted=126.720813, expected=196.000000
predicted=127.307392, expected=84.000000
predicted=95.114199, expected=104.000000
predicted=102.276263, expected=104.000000
predicted=116.139107, expected=56.000000
predicted=104.239169, expected=104.000000
predicted=118.142894, expected=68.000000
predicted=84.268637, expected=84.000000
predicted=87.040889, expected=36.000000
predicted=70.814078, expected=76.000000
predicted=70.910191, expected=72.000000
predicted=78.109116, expected=64.000000
predicted=64.942954, expected=68.000000
predicted=68.236650, expected=56.000000
predicted=58.330772, expected=52.000000
predicted=63.306867, expected=96.000000
predicted=75.004025, expected=56.000000
predicted=62.807464, expected=44.000000
predicted=57.021367, expected=40.000000
predicted=55.046361, expected=68.000000
predicted=62.022270, expected=48.000000
predicted=60.330056, expected=56.000000
predicted=51.959873, expected=64.000000
predicted=54.874638, expected=68.000000
predicted=57.414769, expected=52.000000
predicted=57.887617, expected=60.000000
predicted=57.140801, expected=36.000000
predicted=52.383016, expected=84.000000
predicted=66.197506, expected=80.000000
predicted=67.593925, expected=48.000000
predicted=54.224397, expected=100.000000
predicted=73.545462, expected=88.000000
predicted=72.793834, expected=48.000000
predicted=67.957743, expected=92.000000
predicted=80.108191, expected=24.000000
predicted=57.477986, expected=80.000000
predicted=76.293499, expected=72.000000
predicted=72.256982, expected=16.000000
predicted=45.210085, expected=52.000000
predicted=58.918929, expected=64.000000
predicted=53.555011, expected=72.000000
predicted=63.212134, expected=24.000000
predicted=45.072163, expected=44.000000
predicted=42.092366, expected=76.000000
predicted=61.254450, expected=68.000000
predicted=59.949357, expected=64.000000
predicted=58.336156, expected=52.000000
predicted=50.604605, expected=64.000000
predicted=60.737834, expected=40.000000
predicted=58.477181, expected=56.000000
predicted=58.169088, expected=56.000000
predicted=56.998288, expected=80.000000
predicted=61.457624, expected=36.000000
predicted=51.281173, expected=24.000000
predicted=42.163131, expected=72.000000
predicted=59.995260, expected=44.000000
predicted=51.456088, expected=72.000000
predicted=58.736225, expected=72.000000
predicted=54.990107, expected=64.000000
predicted=54.772841, expected=56.000000
predicted=62.085378, expected=88.000000
predicted=68.771952, expected=52.000000
predicted=64.635792, expected=32.000000
predicted=55.074294, expected=92.000000
predicted=71.258256, expected=68.000000
predicted=65.073645, expected=60.000000
predicted=64.162802, expected=36.000000
predicted=51.979422, expected=60.000000
predicted=57.264164, expected=68.000000
predicted=68.627786, expected=36.000000
predicted=51.177365, expected=44.000000
predicted=49.822662, expected=72.000000
predicted=56.235945, expected=84.000000
predicted=64.882127, expected=28.000000
predicted=48.866604, expected=60.000000
predicted=53.279062, expected=56.000000
predicted=57.841302, expected=28.000000
predicted=50.554101, expected=60.000000
predicted=57.341969, expected=48.000000
predicted=45.847637, expected=60.000000
predicted=53.425636, expected=56.000000
predicted=52.236464, expected=48.000000
predicted=46.985706, expected=16.000000
predicted=42.817208, expected=52.000000
predicted=49.073221, expected=40.000000
predicted=46.787851, expected=36.000000
predicted=40.608775, expected=56.000000
predicted=44.705776, expected=56.000000
predicted=42.516849, expected=48.000000
predicted=47.243956, expected=60.000000
predicted=50.118600, expected=36.000000
predicted=44.895822, expected=48.000000
predicted=50.648259, expected=60.000000
predicted=54.207226, expected=72.000000
predicted=56.491049, expected=64.000000
predicted=57.118439, expected=48.000000
predicted=50.553043, expected=48.000000
predicted=54.507281, expected=16.000000
predicted=46.124093, expected=32.000000
predicted=47.320975, expected=44.000000
predicted=45.937735, expected=76.000000
predicted=50.310158, expected=20.000000
predicted=34.383344, expected=20.000000
predicted=28.870848, expected=44.000000
predicted=41.830603, expected=96.000000
predicted=59.247649, expected=76.000000
predicted=58.716493, expected=36.000000
predicted=39.841946, expected=60.000000
predicted=53.637490, expected=28.000000
predicted=51.820793, expected=52.000000
predicted=60.937741, expected=16.000000
predicted=42.627405, expected=20.000000
predicted=32.408280, expected=72.000000
predicted=50.604253, expected=72.000000
predicted=46.778598, expected=36.000000
predicted=40.268193, expected=28.000000
predicted=35.194450, expected=16.000000
predicted=35.921810, expected=28.000000
predicted=43.750938, expected=32.000000
predicted=38.746463, expected=56.000000
predicted=37.033742, expected=56.000000
predicted=37.929725, expected=52.000000
predicted=38.351320, expected=44.000000
predicted=42.237222, expected=32.000000
predicted=41.611293, expected=28.000000
predicted=43.172853, expected=48.000000
predicted=46.454889, expected=84.000000
predicted=55.663405, expected=72.000000
predicted=52.657533, expected=36.000000
predicted=42.782257, expected=48.000000
predicted=49.877921, expected=28.000000
predicted=49.240235, expected=32.000000
predicted=50.395514, expected=60.000000
predicted=52.204864, expected=48.000000
predicted=42.027552, expected=24.000000
predicted=35.921510, expected=28.000000
predicted=34.493028, expected=36.000000
predicted=38.496389, expected=36.000000
predicted=40.330691, expected=64.000000
predicted=44.553799, expected=8.000000
predicted=25.636925, expected=56.000000
predicted=40.221034, expected=40.000000
predicted=40.876451, expected=108.000000
predicted=60.423647, expected=56.000000
predicted=54.400804, expected=12.000000
predicted=33.148851, expected=32.000000
predicted=49.921842, expected=60.000000
predicted=55.548746, expected=36.000000
predicted=52.551157, expected=32.000000
predicted=36.798603, expected=24.000000
predicted=29.605073, expected=12.000000
predicted=29.365212, expected=40.000000
predicted=38.596772, expected=52.000000
predicted=36.968992, expected=16.000000
predicted=24.943890, expected=64.000000
predicted=38.811329, expected=28.000000
predicted=32.035142, expected=44.000000
predicted=40.023629, expected=48.000000
predicted=44.609459, expected=24.000000
predicted=32.293371, expected=24.000000
predicted=38.063791, expected=12.000000
predicted=27.423626, expected=96.000000
predicted=53.325049, expected=28.000000
predicted=35.927055, expected=16.000000
predicted=25.661712, expected=20.000000
predicted=31.507503, expected=20.000000
predicted=30.120678, expected=36.000000
predicted=41.784919, expected=24.000000
predicted=23.655396, expected=68.000000
predicted=35.744550, expected=36.000000
predicted=32.044360, expected=28.000000
predicted=30.646402, expected=28.000000
predicted=35.745383, expected=12.000000
predicted=29.047128, expected=48.000000
predicted=42.410854, expected=24.000000
predicted=28.839706, expected=20.000000
predicted=24.123457, expected=56.000000
predicted=36.236070, expected=44.000000
predicted=33.735335, expected=12.000000
predicted=29.036798, expected=40.000000
predicted=33.682826, expected=20.000000
predicted=29.961240, expected=16.000000
Test MSE: 615.044
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031])]
predicted=16.741911, expected=8.000000
predicted=13.513390, expected=16.000000
predicted=13.979718, expected=16.000000
predicted=12.958139, expected=4.000000
predicted=8.633667, expected=16.000000
predicted=10.600546, expected=12.000000
predicted=11.730770, expected=8.000000
predicted=11.159025, expected=4.000000
predicted=10.200973, expected=68.000000
predicted=21.935571, expected=20.000000
predicted=21.488706, expected=52.000000
predicted=26.924796, expected=40.000000
predicted=34.626614, expected=4.000000
predicted=23.951498, expected=20.000000
predicted=36.222555, expected=16.000000
predicted=23.196803, expected=16.000000
predicted=24.821232, expected=36.000000
predicted=25.654198, expected=8.000000
predicted=15.078774, expected=20.000000
predicted=18.782768, expected=20.000000
predicted=19.593275, expected=12.000000
predicted=16.866265, expected=24.000000
predicted=21.856617, expected=24.000000
predicted=17.813998, expected=16.000000
predicted=18.931968, expected=16.000000
predicted=18.580658, expected=44.000000
predicted=23.491837, expected=32.000000
predicted=26.955291, expected=4.000000
predicted=21.081660, expected=16.000000
predicted=20.328242, expected=16.000000
predicted=19.605721, expected=68.000000
predicted=34.009899, expected=8.000000
predicted=24.941096, expected=8.000000
predicted=16.535045, expected=12.000000
predicted=21.683881, expected=12.000000
predicted=18.097429, expected=16.000000
predicted=23.767189, expected=28.000000
predicted=14.765206, expected=12.000000
predicted=14.015573, expected=8.000000
predicted=13.538367, expected=16.000000
predicted=15.233425, expected=4.000000
predicted=12.924336, expected=24.000000
predicted=16.602586, expected=8.000000
predicted=12.129944, expected=24.000000
predicted=13.558481, expected=8.000000
predicted=14.398100, expected=12.000000
predicted=11.603621, expected=32.000000
predicted=19.889926, expected=20.000000
predicted=16.779296, expected=16.000000
predicted=18.586849, expected=12.000000
predicted=15.894545, expected=4.000000
predicted=14.276788, expected=24.000000
predicted=19.184714, expected=20.000000
predicted=16.835044, expected=32.000000
predicted=18.570423, expected=12.000000
predicted=17.031762, expected=8.000000
predicted=14.354967, expected=12.000000
predicted=18.083072, expected=20.000000
predicted=17.399077, expected=48.000000
predicted=24.876894, expected=16.000000
predicted=18.898661, expected=20.000000
predicted=18.779947, expected=4.000000
predicted=18.735558, expected=4.000000
predicted=16.830746, expected=12.000000
predicted=19.445818, expected=36.000000
predicted=16.998808, expected=8.000000
predicted=14.332359, expected=28.000000
predicted=14.455797, expected=12.000000
predicted=16.010635, expected=8.000000
predicted=15.188328, expected=12.000000
predicted=18.719709, expected=48.000000
predicted=20.305686, expected=24.000000
predicted=23.359020, expected=28.000000
predicted=20.613605, expected=28.000000
predicted=24.002022, expected=8.000000
predicted=21.645763, expected=20.000000
predicted=27.258988, expected=28.000000
predicted=23.531504, expected=28.000000
predicted=23.991929, expected=8.000000
predicted=19.835940, expected=4.000000
predicted=13.752181, expected=20.000000
predicted=18.365703, expected=8.000000
predicted=16.531962, expected=36.000000
predicted=19.351785, expected=36.000000
predicted=19.777000, expected=48.000000
predicted=24.862778, expected=8.000000
predicted=24.414945, expected=12.000000
predicted=20.597053, expected=12.000000
predicted=25.829500, expected=16.000000
predicted=22.389864, expected=12.000000
predicted=20.692008, expected=40.000000
predicted=17.617953, expected=8.000000
predicted=16.117250, expected=28.000000
predicted=18.020789, expected=12.000000
predicted=19.409233, expected=20.000000
predicted=17.889484, expected=24.000000
predicted=24.733156, expected=8.000000
predicted=14.748112, expected=8.000000
predicted=16.631781, expected=20.000000
predicted=15.363565, expected=8.000000
predicted=14.700736, expected=8.000000
predicted=12.974493, expected=8.000000
predicted=9.663654, expected=28.000000
predicted=13.720398, expected=8.000000
predicted=14.083698, expected=44.000000
predicted=17.720337, expected=48.000000
predicted=25.953242, expected=16.000000
predicted=22.318596, expected=12.000000
predicted=24.533782, expected=8.000000
predicted=19.495004, expected=20.000000
predicted=25.799419, expected=12.000000
predicted=22.036595, expected=16.000000
predicted=13.957348, expected=36.000000
predicted=18.778923, expected=8.000000
predicted=15.307847, expected=16.000000
predicted=17.120690, expected=8.000000
predicted=15.249319, expected=4.000000
predicted=12.984779, expected=28.000000
predicted=19.698226, expected=4.000000
predicted=10.883113, expected=20.000000
predicted=13.258359, expected=12.000000
predicted=12.772678, expected=8.000000
predicted=10.705971, expected=8.000000
predicted=14.297786, expected=20.000000
predicted=11.622145, expected=20.000000
predicted=15.958111, expected=24.000000
predicted=15.678598, expected=4.000000
predicted=12.612244, expected=12.000000
predicted=12.913834, expected=4.000000
predicted=13.918847, expected=12.000000
predicted=12.769802, expected=32.000000
predicted=17.467077, expected=28.000000
predicted=15.772587, expected=4.000000
predicted=13.735075, expected=24.000000
predicted=15.740236, expected=36.000000
predicted=23.204093, expected=16.000000
predicted=23.627066, expected=12.000000
predicted=19.738993, expected=20.000000
predicted=17.155010, expected=24.000000
predicted=22.275478, expected=20.000000
predicted=22.743302, expected=36.000000
predicted=22.006640, expected=24.000000
predicted=22.059409, expected=12.000000
predicted=20.919496, expected=56.000000
predicted=30.364812, expected=108.000000
predicted=48.247081, expected=4.000000
predicted=36.473063, expected=20.000000
predicted=34.260300, expected=24.000000
predicted=35.651205, expected=28.000000
predicted=39.181490, expected=8.000000
predicted=39.210738, expected=8.000000
predicted=13.398988, expected=8.000000
predicted=15.749948, expected=48.000000
predicted=23.062527, expected=16.000000
predicted=19.898566, expected=20.000000
predicted=16.491391, expected=8.000000
predicted=17.570783, expected=36.000000
predicted=21.435235, expected=24.000000
predicted=27.656433, expected=8.000000
predicted=16.484836, expected=12.000000
predicted=18.498561, expected=24.000000
predicted=18.110329, expected=16.000000
predicted=20.404535, expected=12.000000
predicted=16.094325, expected=8.000000
predicted=12.758258, expected=8.000000
predicted=12.442153, expected=4.000000
predicted=12.100363, expected=16.000000
predicted=11.384339, expected=12.000000
predicted=10.312761, expected=12.000000
predicted=9.538058, expected=20.000000
predicted=12.719025, expected=12.000000
predicted=11.625026, expected=24.000000
predicted=16.498407, expected=16.000000
predicted=15.950291, expected=36.000000
predicted=20.280228, expected=8.000000
predicted=18.822535, expected=16.000000
predicted=17.077930, expected=20.000000
predicted=21.379911, expected=28.000000
predicted=19.883412, expected=24.000000
predicted=23.470958, expected=36.000000
predicted=21.992178, expected=8.000000
predicted=20.457031, expected=28.000000
predicted=23.495559, expected=8.000000
predicted=22.186787, expected=36.000000
predicted=23.044823, expected=4.000000
predicted=21.251954, expected=12.000000
predicted=13.423054, expected=8.000000
predicted=17.855788, expected=12.000000
predicted=11.412588, expected=16.000000
predicted=16.866036, expected=4.000000
predicted=8.131122, expected=28.000000
predicted=14.295910, expected=16.000000
predicted=14.129134, expected=12.000000
predicted=13.195701, expected=4.000000
predicted=13.585838, expected=4.000000
predicted=9.629264, expected=8.000000
predicted=12.872741, expected=20.000000
predicted=11.582902, expected=16.000000
predicted=11.138593, expected=8.000000
predicted=9.043747, expected=48.000000
predicted=19.149883, expected=16.000000
predicted=18.445766, expected=16.000000
predicted=18.938848, expected=8.000000
predicted=19.293813, expected=12.000000
predicted=15.526032, expected=24.000000
predicted=23.247514, expected=4.000000
predicted=12.461937, expected=8.000000
predicted=11.557099, expected=8.000000
predicted=10.871539, expected=16.000000
predicted=11.568217, expected=4.000000
predicted=11.169843, expected=12.000000
predicted=8.202687, expected=4.000000
predicted=8.636357, expected=4.000000
predicted=6.956893, expected=8.000000
predicted=8.841082, expected=8.000000
predicted=6.244222, expected=16.000000
predicted=9.315587, expected=4.000000
predicted=6.869462, expected=4.000000
predicted=6.410668, expected=4.000000
predicted=7.426382, expected=4.000000
predicted=6.062629, expected=4.000000
predicted=6.430366, expected=16.000000
predicted=6.537428, expected=4.000000
predicted=5.661247, expected=8.000000
predicted=6.098180, expected=16.000000
predicted=9.397729, expected=44.000000
predicted=16.479823, expected=16.000000
predicted=17.266545, expected=16.000000
predicted=15.582062, expected=12.000000
predicted=18.624313, expected=12.000000
predicted=17.507435, expected=8.000000
predicted=19.077715, expected=20.000000
predicted=14.398912, expected=12.000000
predicted=13.511053, expected=4.000000
predicted=10.208092, expected=8.000000
predicted=10.858342, expected=4.000000
predicted=8.582095, expected=16.000000
predicted=11.349677, expected=8.000000
predicted=9.052665, expected=8.000000
predicted=7.143541, expected=8.000000
predicted=8.947884, expected=12.000000
predicted=8.795720, expected=4.000000
predicted=9.291118, expected=8.000000
predicted=7.714196, expected=4.000000
predicted=7.277841, expected=8.000000
predicted=6.945413, expected=8.000000
predicted=7.847700, expected=4.000000
predicted=5.344480, expected=20.000000
predicted=9.542116, expected=4.000000
predicted=7.479725, expected=4.000000
predicted=6.950339, expected=4.000000
predicted=7.751805, expected=8.000000
predicted=6.524294, expected=8.000000
predicted=8.804493, expected=4.000000
predicted=4.908348, expected=8.000000
predicted=5.967015, expected=24.000000
predicted=10.187789, expected=24.000000
predicted=13.172924, expected=4.000000
predicted=10.712340, expected=12.000000
predicted=12.171096, expected=16.000000
predicted=14.658669, expected=24.000000
predicted=17.567520, expected=8.000000
predicted=14.895156, expected=20.000000
predicted=13.512970, expected=12.000000
predicted=15.397655, expected=12.000000
predicted=14.188208, expected=16.000000
predicted=16.454036, expected=192.000000
predicted=53.558856, expected=12.000000
predicted=42.000705, expected=4.000000
predicted=33.927821, expected=4.000000
predicted=49.825341, expected=16.000000
predicted=34.360155, expected=12.000000
predicted=57.051258, expected=12.000000
predicted=9.838271, expected=4.000000
predicted=8.330277, expected=8.000000
predicted=8.621074, expected=4.000000
predicted=9.522770, expected=4.000000
predicted=6.938533, expected=4.000000
predicted=6.391929, expected=12.000000
predicted=6.056518, expected=4.000000
predicted=5.841958, expected=4.000000
predicted=4.781350, expected=16.000000
predicted=8.104261, expected=4.000000
predicted=6.432206, expected=4.000000
predicted=6.976844, expected=8.000000
predicted=7.162498, expected=4.000000
predicted=5.758601, expected=8.000000
predicted=7.787186, expected=4.000000
predicted=5.228829, expected=4.000000
predicted=4.771901, expected=12.000000
predicted=7.277734, expected=12.000000
predicted=7.174760, expected=8.000000
predicted=7.643966, expected=4.000000
predicted=6.965477, expected=12.000000
predicted=8.587567, expected=8.000000
predicted=9.281184, expected=4.000000
predicted=7.520343, expected=24.000000
predicted=11.168384, expected=4.000000
predicted=8.365218, expected=4.000000
predicted=8.379097, expected=16.000000
Test MSE: 294.854
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687])]
predicted=31.070560, expected=16.000000
predicted=29.090830, expected=16.000000
predicted=21.144633, expected=48.000000
predicted=29.656786, expected=24.000000
predicted=29.579596, expected=20.000000
predicted=28.490925, expected=24.000000
predicted=23.615222, expected=16.000000
predicted=22.677983, expected=16.000000
predicted=24.291928, expected=28.000000
predicted=21.900812, expected=8.000000
predicted=17.911708, expected=16.000000
predicted=17.300673, expected=16.000000
predicted=16.330577, expected=28.000000
predicted=19.392228, expected=24.000000
predicted=21.657999, expected=36.000000
predicted=22.610694, expected=40.000000
predicted=28.523311, expected=16.000000
predicted=25.511829, expected=24.000000
predicted=26.510048, expected=20.000000
predicted=25.190504, expected=16.000000
predicted=24.210537, expected=12.000000
predicted=20.808669, expected=16.000000
predicted=16.482250, expected=16.000000
predicted=17.345747, expected=12.000000
predicted=15.129353, expected=24.000000
predicted=16.706227, expected=4.000000
predicted=13.155764, expected=4.000000
predicted=10.917850, expected=16.000000
predicted=12.482177, expected=24.000000
predicted=15.194010, expected=28.000000
predicted=19.293554, expected=16.000000
predicted=15.653361, expected=20.000000
predicted=17.137683, expected=16.000000
predicted=19.041925, expected=12.000000
predicted=18.230106, expected=20.000000
predicted=18.852570, expected=8.000000
predicted=14.584822, expected=28.000000
predicted=18.164004, expected=8.000000
predicted=15.264668, expected=40.000000
predicted=20.667516, expected=20.000000
predicted=22.073010, expected=8.000000
predicted=16.580079, expected=24.000000
predicted=20.972336, expected=20.000000
predicted=19.321444, expected=4.000000
predicted=18.640545, expected=8.000000
predicted=12.708995, expected=20.000000
predicted=13.711188, expected=4.000000
predicted=13.124921, expected=28.000000
predicted=15.481830, expected=28.000000
predicted=17.171535, expected=8.000000
predicted=15.320775, expected=20.000000
predicted=17.641188, expected=40.000000
predicted=22.310645, expected=40.000000
predicted=30.014354, expected=32.000000
predicted=29.681139, expected=44.000000
predicted=31.213738, expected=36.000000
predicted=34.992028, expected=36.000000
predicted=37.718797, expected=40.000000
predicted=38.258007, expected=40.000000
predicted=37.949898, expected=36.000000
predicted=38.778954, expected=56.000000
predicted=42.132670, expected=32.000000
predicted=39.864766, expected=24.000000
predicted=35.866345, expected=4.000000
predicted=27.853259, expected=12.000000
predicted=23.475755, expected=20.000000
predicted=24.794015, expected=24.000000
predicted=20.766873, expected=28.000000
predicted=20.884327, expected=56.000000
predicted=27.719233, expected=20.000000
predicted=27.131252, expected=20.000000
predicted=25.811824, expected=8.000000
predicted=22.503640, expected=20.000000
predicted=22.916369, expected=12.000000
predicted=23.164499, expected=36.000000
predicted=21.158980, expected=28.000000
predicted=23.023079, expected=40.000000
predicted=25.584679, expected=8.000000
predicted=22.779235, expected=16.000000
predicted=19.878242, expected=48.000000
predicted=31.301049, expected=28.000000
predicted=29.447616, expected=4.000000
predicted=22.886444, expected=32.000000
predicted=21.502634, expected=20.000000
predicted=23.353685, expected=32.000000
predicted=28.939069, expected=32.000000
predicted=26.716782, expected=28.000000
predicted=24.079677, expected=72.000000
predicted=40.409928, expected=28.000000
predicted=36.174423, expected=12.000000
predicted=30.625440, expected=64.000000
predicted=39.977967, expected=24.000000
predicted=36.644039, expected=12.000000
predicted=34.785718, expected=16.000000
predicted=23.661058, expected=12.000000
predicted=19.603827, expected=4.000000
predicted=21.447133, expected=8.000000
predicted=11.967781, expected=16.000000
predicted=11.452453, expected=16.000000
predicted=12.992636, expected=24.000000
predicted=15.102551, expected=24.000000
predicted=16.511679, expected=24.000000
predicted=19.210737, expected=28.000000
predicted=22.677485, expected=20.000000
predicted=22.173058, expected=32.000000
predicted=25.816217, expected=32.000000
predicted=27.513967, expected=28.000000
predicted=27.637467, expected=12.000000
predicted=23.914822, expected=52.000000
predicted=30.468054, expected=44.000000
predicted=35.755154, expected=16.000000
predicted=30.196165, expected=16.000000
predicted=25.933051, expected=28.000000
predicted=25.322815, expected=44.000000
predicted=35.131915, expected=32.000000
predicted=32.289527, expected=56.000000
predicted=34.895996, expected=24.000000
predicted=32.519974, expected=12.000000
predicted=29.012381, expected=8.000000
predicted=25.744406, expected=20.000000
predicted=22.948355, expected=12.000000
predicted=22.370778, expected=8.000000
predicted=13.689711, expected=8.000000
predicted=10.592847, expected=12.000000
predicted=10.635185, expected=32.000000
predicted=17.702526, expected=40.000000
predicted=22.406353, expected=12.000000
predicted=18.845837, expected=28.000000
predicted=21.675244, expected=28.000000
predicted=24.586076, expected=4.000000
predicted=21.604154, expected=76.000000
predicted=36.487514, expected=16.000000
predicted=27.880056, expected=24.000000
predicted=28.747655, expected=4.000000
predicted=22.300085, expected=52.000000
predicted=27.761070, expected=32.000000
predicted=37.698602, expected=52.000000
predicted=32.401321, expected=36.000000
predicted=35.009547, expected=28.000000
predicted=31.134242, expected=16.000000
predicted=33.892070, expected=44.000000
predicted=33.880372, expected=24.000000
predicted=33.978828, expected=20.000000
predicted=27.300513, expected=28.000000
predicted=26.600811, expected=32.000000
predicted=26.708865, expected=24.000000
predicted=29.404378, expected=20.000000
predicted=24.072298, expected=24.000000
predicted=23.777819, expected=24.000000
predicted=24.975224, expected=40.000000
predicted=29.070243, expected=20.000000
predicted=25.660938, expected=60.000000
predicted=33.642612, expected=84.000000
predicted=48.109004, expected=28.000000
predicted=42.696051, expected=32.000000
predicted=42.101161, expected=36.000000
predicted=39.410907, expected=20.000000
predicted=39.764774, expected=40.000000
predicted=41.975115, expected=68.000000
predicted=40.871837, expected=40.000000
predicted=40.984649, expected=60.000000
predicted=46.261876, expected=24.000000
predicted=39.015629, expected=36.000000
predicted=41.327106, expected=20.000000
predicted=39.886815, expected=40.000000
predicted=35.607028, expected=36.000000
predicted=38.311448, expected=88.000000
predicted=45.592660, expected=8.000000
predicted=38.316193, expected=20.000000
predicted=30.179335, expected=52.000000
predicted=40.258707, expected=12.000000
predicted=32.750999, expected=8.000000
predicted=33.037934, expected=40.000000
predicted=22.716975, expected=48.000000
predicted=31.022935, expected=8.000000
predicted=29.613095, expected=16.000000
predicted=20.421322, expected=32.000000
predicted=23.221225, expected=16.000000
predicted=25.667353, expected=36.000000
predicted=29.277934, expected=24.000000
predicted=21.965716, expected=16.000000
predicted=21.695080, expected=28.000000
predicted=25.894177, expected=16.000000
predicted=20.904807, expected=24.000000
predicted=24.545707, expected=16.000000
predicted=20.546332, expected=44.000000
predicted=25.152037, expected=52.000000
predicted=33.736272, expected=32.000000
predicted=31.424973, expected=16.000000
predicted=29.151352, expected=16.000000
predicted=25.130958, expected=16.000000
predicted=26.962561, expected=24.000000
predicted=26.926595, expected=28.000000
predicted=23.811494, expected=12.000000
predicted=18.252076, expected=20.000000
predicted=18.870347, expected=20.000000
predicted=19.286514, expected=20.000000
predicted=20.502765, expected=28.000000
predicted=22.914385, expected=20.000000
predicted=19.735761, expected=4.000000
predicted=16.985240, expected=52.000000
predicted=26.011953, expected=12.000000
predicted=22.313009, expected=8.000000
predicted=19.825501, expected=24.000000
predicted=19.985697, expected=36.000000
predicted=21.419085, expected=44.000000
predicted=33.950479, expected=44.000000
predicted=30.431136, expected=24.000000
predicted=28.578160, expected=20.000000
predicted=29.317441, expected=24.000000
predicted=30.001198, expected=48.000000
predicted=35.525356, expected=20.000000
predicted=31.029637, expected=36.000000
predicted=29.282321, expected=24.000000
predicted=27.677819, expected=20.000000
predicted=26.373911, expected=8.000000
predicted=25.355426, expected=80.000000
predicted=34.547122, expected=12.000000
predicted=31.226390, expected=24.000000
predicted=27.391691, expected=40.000000
predicted=30.821198, expected=44.000000
predicted=31.529379, expected=20.000000
predicted=40.177241, expected=12.000000
predicted=22.731666, expected=24.000000
predicted=25.217873, expected=32.000000
predicted=28.777927, expected=16.000000
predicted=25.718950, expected=48.000000
predicted=27.637603, expected=20.000000
predicted=24.633450, expected=8.000000
predicted=22.484526, expected=20.000000
predicted=23.676083, expected=16.000000
predicted=18.753731, expected=16.000000
predicted=22.685355, expected=16.000000
predicted=16.601539, expected=16.000000
predicted=14.545527, expected=32.000000
predicted=20.680763, expected=44.000000
predicted=25.679989, expected=20.000000
predicted=24.280268, expected=64.000000
predicted=34.593440, expected=44.000000
predicted=37.134618, expected=56.000000
predicted=44.259969, expected=28.000000
predicted=42.912744, expected=44.000000
predicted=39.398964, expected=28.000000
predicted=43.590020, expected=48.000000
predicted=40.884334, expected=32.000000
predicted=40.740501, expected=44.000000
predicted=36.807291, expected=20.000000
predicted=35.657777, expected=28.000000
predicted=30.918685, expected=32.000000
predicted=34.502243, expected=28.000000
predicted=29.803297, expected=36.000000
predicted=33.230320, expected=36.000000
predicted=30.230448, expected=36.000000
predicted=32.887367, expected=24.000000
predicted=31.534007, expected=12.000000
predicted=26.146166, expected=16.000000
predicted=24.854704, expected=24.000000
predicted=24.271962, expected=12.000000
predicted=20.807798, expected=32.000000
predicted=21.619978, expected=48.000000
predicted=26.422558, expected=40.000000
predicted=30.272108, expected=20.000000
predicted=29.447988, expected=4.000000
predicted=21.712389, expected=4.000000
predicted=20.421004, expected=8.000000
predicted=19.326178, expected=32.000000
predicted=20.769206, expected=52.000000
predicted=25.274535, expected=16.000000
predicted=20.088394, expected=16.000000
predicted=19.599360, expected=24.000000
predicted=22.097239, expected=4.000000
predicted=20.841994, expected=60.000000
predicted=33.751277, expected=40.000000
predicted=29.326581, expected=28.000000
predicted=28.573466, expected=12.000000
predicted=26.605958, expected=16.000000
predicted=20.954794, expected=24.000000
predicted=30.813451, expected=20.000000
predicted=24.268800, expected=12.000000
predicted=19.030428, expected=40.000000
predicted=21.848862, expected=24.000000
predicted=22.959905, expected=36.000000
predicted=27.278245, expected=20.000000
predicted=25.209782, expected=12.000000
predicted=20.572263, expected=20.000000
predicted=25.231238, expected=24.000000
predicted=22.148041, expected=20.000000
predicted=23.220237, expected=44.000000
predicted=25.781842, expected=36.000000
predicted=27.064196, expected=16.000000
predicted=25.450413, expected=4.000000
predicted=21.168778, expected=20.000000
predicted=20.565439, expected=28.000000
predicted=26.103769, expected=44.000000
predicted=28.719585, expected=28.000000
predicted=25.018073, expected=20.000000
predicted=21.916874, expected=16.000000
predicted=23.641392, expected=56.000000
predicted=33.223047, expected=44.000000
predicted=38.018350, expected=24.000000
predicted=31.242215, expected=36.000000
predicted=32.032219, expected=64.000000
predicted=39.784005, expected=24.000000
predicted=41.539369, expected=12.000000
predicted=32.376306, expected=12.000000
predicted=25.103850, expected=12.000000
predicted=23.321520, expected=12.000000
predicted=24.452453, expected=36.000000
predicted=20.732366, expected=28.000000
predicted=20.211109, expected=24.000000
predicted=20.995877, expected=8.000000
predicted=18.206085, expected=24.000000
predicted=19.998724, expected=12.000000
predicted=21.775528, expected=12.000000
predicted=17.584519, expected=32.000000
predicted=20.928251, expected=28.000000
predicted=19.625496, expected=20.000000
predicted=22.122166, expected=20.000000
predicted=20.074933, expected=20.000000
predicted=20.184333, expected=12.000000
predicted=21.250097, expected=24.000000
predicted=21.359342, expected=24.000000
predicted=20.588659, expected=8.000000
predicted=17.058281, expected=16.000000
predicted=17.189735, expected=24.000000
predicted=17.703139, expected=16.000000
predicted=18.755387, expected=24.000000
predicted=20.172864, expected=52.000000
predicted=25.783523, expected=24.000000
predicted=25.972773, expected=4.000000
predicted=21.925474, expected=16.000000
predicted=20.260422, expected=36.000000
predicted=25.301937, expected=16.000000
predicted=26.566776, expected=20.000000
predicted=20.490222, expected=24.000000
predicted=18.585574, expected=12.000000
predicted=18.430727, expected=8.000000
predicted=19.332892, expected=16.000000
predicted=15.396458, expected=12.000000
predicted=14.829141, expected=8.000000
predicted=13.614346, expected=20.000000
predicted=13.494874, expected=24.000000
predicted=15.231688, expected=24.000000
predicted=18.515200, expected=28.000000
predicted=20.450094, expected=8.000000
predicted=16.542073, expected=4.000000
predicted=15.695300, expected=28.000000
predicted=19.944260, expected=20.000000
predicted=19.086444, expected=28.000000
predicted=21.834357, expected=16.000000
predicted=17.268223, expected=16.000000
predicted=16.326676, expected=12.000000
predicted=19.521156, expected=20.000000
predicted=18.167520, expected=8.000000
predicted=16.726889, expected=8.000000
predicted=12.520026, expected=20.000000
predicted=14.713695, expected=32.000000
predicted=18.011343, expected=32.000000
predicted=22.520473, expected=20.000000
predicted=19.871585, expected=40.000000
predicted=25.606500, expected=12.000000
predicted=23.810871, expected=8.000000
predicted=21.886846, expected=40.000000
predicted=27.320170, expected=20.000000
predicted=22.243575, expected=4.000000
predicted=20.947857, expected=28.000000
predicted=19.133493, expected=40.000000
predicted=23.023508, expected=12.000000
predicted=24.777540, expected=32.000000
predicted=24.320141, expected=32.000000
predicted=23.459531, expected=16.000000
predicted=24.918519, expected=20.000000
predicted=26.544145, expected=36.000000
predicted=24.131356, expected=28.000000
predicted=27.784676, expected=12.000000
predicted=23.925238, expected=16.000000
predicted=19.929848, expected=28.000000
predicted=22.485979, expected=8.000000
predicted=20.804629, expected=4.000000
predicted=15.682774, expected=4.000000
predicted=10.399149, expected=4.000000
predicted=8.963141, expected=4.000000
predicted=9.674588, expected=20.000000
predicted=8.954527, expected=28.000000
predicted=12.754963, expected=28.000000
predicted=16.371627, expected=24.000000
predicted=18.597943, expected=36.000000
predicted=23.339104, expected=24.000000
predicted=25.838488, expected=28.000000
predicted=27.907461, expected=36.000000
predicted=30.249235, expected=12.000000
predicted=24.244391, expected=8.000000
predicted=22.759822, expected=24.000000
predicted=21.466068, expected=24.000000
predicted=21.849830, expected=24.000000
predicted=23.705025, expected=20.000000
predicted=18.999495, expected=28.000000
predicted=20.691843, expected=24.000000
predicted=24.032283, expected=12.000000
predicted=20.842591, expected=28.000000
predicted=23.262979, expected=32.000000
predicted=24.354231, expected=8.000000
predicted=20.967912, expected=28.000000
predicted=23.192392, expected=16.000000
predicted=18.812086, expected=20.000000
predicted=21.540458, expected=12.000000
predicted=20.204662, expected=4.000000
predicted=11.762111, expected=16.000000
predicted=16.623059, expected=12.000000
predicted=12.909501, expected=8.000000
predicted=12.205090, expected=20.000000
predicted=13.290623, expected=36.000000
predicted=17.414348, expected=20.000000
predicted=19.496890, expected=20.000000
predicted=19.573976, expected=4.000000
predicted=15.127464, expected=28.000000
Test MSE: 210.693
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364])]
predicted=46.016195, expected=48.000000
predicted=47.400624, expected=40.000000
predicted=49.655374, expected=40.000000
predicted=53.286538, expected=68.000000
predicted=52.772150, expected=132.000000
predicted=76.504790, expected=60.000000
predicted=61.053392, expected=92.000000
predicted=73.555143, expected=80.000000
predicted=72.569142, expected=36.000000
predicted=64.419507, expected=52.000000
predicted=82.543186, expected=52.000000
predicted=57.142435, expected=52.000000
predicted=63.292217, expected=28.000000
predicted=51.510244, expected=64.000000
predicted=48.761393, expected=84.000000
predicted=60.516641, expected=52.000000
predicted=54.255903, expected=56.000000
predicted=57.824987, expected=52.000000
predicted=49.584166, expected=88.000000
predicted=69.169576, expected=44.000000
predicted=62.711811, expected=36.000000
predicted=51.017643, expected=48.000000
predicted=53.291660, expected=28.000000
predicted=42.436931, expected=56.000000
predicted=58.225765, expected=40.000000
predicted=41.838966, expected=88.000000
predicted=55.499377, expected=100.000000
predicted=68.159890, expected=48.000000
predicted=52.750930, expected=80.000000
predicted=71.645617, expected=40.000000
predicted=54.438602, expected=84.000000
predicted=76.758591, expected=32.000000
predicted=63.863892, expected=48.000000
predicted=51.683764, expected=52.000000
predicted=59.388550, expected=84.000000
predicted=57.863048, expected=60.000000
predicted=65.423627, expected=72.000000
predicted=57.812634, expected=76.000000
predicted=65.699210, expected=204.000000
predicted=109.293599, expected=112.000000
predicted=104.057760, expected=128.000000
predicted=108.904198, expected=64.000000
predicted=98.538669, expected=88.000000
predicted=94.588671, expected=88.000000
predicted=123.075727, expected=116.000000
predicted=102.455479, expected=136.000000
predicted=117.073395, expected=80.000000
predicted=88.423043, expected=4.000000
predicted=67.954288, expected=32.000000
predicted=66.003474, expected=40.000000
predicted=65.934998, expected=72.000000
predicted=74.187865, expected=40.000000
predicted=51.682920, expected=60.000000
predicted=39.881586, expected=36.000000
predicted=42.988429, expected=16.000000
predicted=34.888143, expected=40.000000
predicted=47.629141, expected=4.000000
predicted=25.943172, expected=60.000000
predicted=44.212106, expected=56.000000
predicted=42.008104, expected=56.000000
predicted=38.686380, expected=64.000000
predicted=52.061328, expected=48.000000
predicted=40.892967, expected=64.000000
predicted=59.512075, expected=12.000000
predicted=42.385786, expected=44.000000
predicted=46.413472, expected=36.000000
predicted=45.983406, expected=60.000000
predicted=46.712448, expected=60.000000
predicted=54.084931, expected=80.000000
predicted=50.521407, expected=48.000000
predicted=53.135601, expected=44.000000
predicted=48.565754, expected=48.000000
predicted=55.044547, expected=56.000000
predicted=55.302248, expected=68.000000
predicted=63.787718, expected=44.000000
predicted=49.845995, expected=48.000000
predicted=49.222512, expected=40.000000
predicted=47.739301, expected=28.000000
predicted=42.930854, expected=72.000000
predicted=57.658335, expected=56.000000
predicted=50.077676, expected=80.000000
predicted=59.301681, expected=52.000000
predicted=53.935894, expected=60.000000
predicted=52.651220, expected=80.000000
predicted=71.212292, expected=52.000000
predicted=59.408635, expected=56.000000
predicted=64.137680, expected=100.000000
predicted=72.364692, expected=152.000000
predicted=96.878304, expected=128.000000
predicted=103.800485, expected=68.000000
predicted=82.142177, expected=140.000000
predicted=107.722706, expected=144.000000
predicted=123.821770, expected=68.000000
predicted=109.445748, expected=72.000000
predicted=101.870516, expected=108.000000
predicted=96.043641, expected=116.000000
predicted=111.429984, expected=112.000000
predicted=112.438255, expected=88.000000
predicted=90.944170, expected=64.000000
predicted=83.253801, expected=100.000000
predicted=99.252518, expected=112.000000
predicted=103.483231, expected=132.000000
predicted=110.086720, expected=72.000000
predicted=90.261862, expected=88.000000
predicted=89.112270, expected=48.000000
predicted=83.092437, expected=44.000000
predicted=74.211822, expected=28.000000
predicted=67.347823, expected=16.000000
predicted=41.231275, expected=60.000000
predicted=55.234970, expected=48.000000
predicted=43.323970, expected=52.000000
predicted=44.373904, expected=68.000000
predicted=50.895305, expected=48.000000
predicted=44.038347, expected=36.000000
predicted=49.041080, expected=56.000000
predicted=52.253616, expected=40.000000
predicted=46.862106, expected=28.000000
predicted=43.754522, expected=8.000000
predicted=30.650621, expected=8.000000
predicted=23.094650, expected=8.000000
predicted=23.224716, expected=28.000000
predicted=23.614261, expected=72.000000
predicted=38.414508, expected=56.000000
predicted=35.282218, expected=64.000000
predicted=43.412787, expected=24.000000
predicted=34.529975, expected=52.000000
predicted=45.640244, expected=48.000000
predicted=54.199612, expected=44.000000
predicted=46.530886, expected=68.000000
predicted=57.801360, expected=92.000000
predicted=60.903649, expected=120.000000
predicted=82.847938, expected=116.000000
predicted=89.381698, expected=104.000000
predicted=90.404388, expected=140.000000
predicted=112.547608, expected=84.000000
predicted=100.847207, expected=140.000000
predicted=122.648806, expected=196.000000
predicted=148.621015, expected=100.000000
predicted=117.844991, expected=48.000000
predicted=104.472957, expected=40.000000
predicted=81.177356, expected=8.000000
predicted=64.753778, expected=20.000000
predicted=66.132342, expected=32.000000
predicted=44.025899, expected=44.000000
predicted=36.796193, expected=28.000000
predicted=31.400114, expected=28.000000
predicted=25.425107, expected=40.000000
predicted=33.028139, expected=24.000000
predicted=29.277657, expected=8.000000
predicted=23.889219, expected=24.000000
predicted=24.607996, expected=40.000000
predicted=30.259456, expected=52.000000
predicted=39.190885, expected=68.000000
predicted=46.759637, expected=56.000000
predicted=43.945762, expected=44.000000
predicted=44.389636, expected=36.000000
predicted=43.884775, expected=36.000000
predicted=43.500669, expected=28.000000
predicted=41.105183, expected=44.000000
predicted=42.856140, expected=52.000000
predicted=44.532377, expected=16.000000
predicted=29.694007, expected=20.000000
predicted=29.008641, expected=16.000000
predicted=23.818661, expected=20.000000
predicted=25.291101, expected=20.000000
predicted=26.279814, expected=12.000000
predicted=15.303109, expected=36.000000
predicted=25.380785, expected=36.000000
predicted=26.914085, expected=40.000000
predicted=31.066546, expected=40.000000
predicted=33.850619, expected=24.000000
predicted=26.736064, expected=24.000000
predicted=30.265559, expected=40.000000
predicted=35.416028, expected=52.000000
predicted=41.623197, expected=32.000000
predicted=35.898477, expected=28.000000
predicted=31.184254, expected=36.000000
predicted=33.802859, expected=16.000000
predicted=27.829966, expected=36.000000
predicted=35.865869, expected=48.000000
predicted=37.723586, expected=36.000000
predicted=33.642675, expected=4.000000
predicted=23.197263, expected=40.000000
predicted=30.533767, expected=52.000000
predicted=40.172738, expected=40.000000
predicted=39.153338, expected=56.000000
predicted=45.744209, expected=48.000000
predicted=38.774133, expected=88.000000
predicted=63.030491, expected=44.000000
predicted=52.883341, expected=40.000000
predicted=46.929278, expected=12.000000
predicted=37.727309, expected=40.000000
predicted=40.238910, expected=24.000000
predicted=40.930837, expected=36.000000
predicted=33.998748, expected=52.000000
predicted=41.875763, expected=44.000000
predicted=35.015658, expected=32.000000
predicted=37.396394, expected=24.000000
predicted=30.449490, expected=24.000000
predicted=30.447732, expected=40.000000
predicted=38.145821, expected=32.000000
predicted=33.854721, expected=52.000000
predicted=39.915416, expected=20.000000
predicted=28.432731, expected=24.000000
predicted=27.646393, expected=52.000000
predicted=41.902865, expected=12.000000
predicted=24.864481, expected=56.000000
predicted=44.195189, expected=24.000000
predicted=29.123443, expected=44.000000
predicted=35.102811, expected=16.000000
predicted=32.372332, expected=24.000000
predicted=23.507518, expected=44.000000
predicted=40.234391, expected=24.000000
predicted=26.571787, expected=16.000000
predicted=26.546962, expected=44.000000
predicted=31.504290, expected=56.000000
predicted=39.670326, expected=36.000000
predicted=38.444833, expected=32.000000
predicted=33.913473, expected=12.000000
predicted=23.891545, expected=16.000000
predicted=26.672235, expected=16.000000
predicted=26.472112, expected=8.000000
predicted=17.011316, expected=32.000000
predicted=24.609669, expected=40.000000
predicted=26.242737, expected=20.000000
predicted=21.473964, expected=60.000000
predicted=38.324670, expected=36.000000
predicted=31.925491, expected=24.000000
predicted=31.108142, expected=116.000000
predicted=69.574361, expected=32.000000
predicted=41.727543, expected=48.000000
predicted=52.815305, expected=60.000000
predicted=54.125377, expected=56.000000
predicted=49.276857, expected=24.000000
predicted=54.637927, expected=36.000000
predicted=38.623705, expected=36.000000
predicted=40.176024, expected=44.000000
predicted=43.830467, expected=28.000000
predicted=37.538139, expected=60.000000
predicted=42.843157, expected=16.000000
predicted=31.248970, expected=48.000000
predicted=40.051014, expected=44.000000
predicted=42.480894, expected=56.000000
predicted=43.545039, expected=48.000000
predicted=49.945584, expected=72.000000
predicted=51.222916, expected=60.000000
predicted=56.850178, expected=88.000000
predicted=67.723002, expected=52.000000
predicted=60.797793, expected=72.000000
predicted=64.545251, expected=32.000000
predicted=55.332015, expected=64.000000
predicted=58.930046, expected=32.000000
predicted=53.656747, expected=24.000000
predicted=37.760761, expected=32.000000
predicted=42.661922, expected=44.000000
predicted=36.988267, expected=64.000000
predicted=52.375661, expected=44.000000
predicted=42.374042, expected=24.000000
predicted=33.431535, expected=48.000000
predicted=42.273934, expected=24.000000
predicted=35.263482, expected=28.000000
predicted=37.219072, expected=104.000000
predicted=62.989806, expected=68.000000
predicted=54.199336, expected=36.000000
predicted=49.204632, expected=44.000000
predicted=46.799999, expected=36.000000
predicted=41.173039, expected=32.000000
predicted=51.154081, expected=28.000000
predicted=39.901578, expected=36.000000
predicted=34.677591, expected=40.000000
predicted=37.989707, expected=52.000000
predicted=41.941015, expected=28.000000
predicted=34.331166, expected=44.000000
predicted=38.438878, expected=16.000000
predicted=30.093758, expected=56.000000
predicted=42.457739, expected=36.000000
predicted=40.718519, expected=28.000000
predicted=31.416334, expected=36.000000
predicted=37.889617, expected=32.000000
predicted=29.963342, expected=60.000000
predicted=48.310229, expected=44.000000
predicted=41.855144, expected=20.000000
predicted=31.243463, expected=60.000000
predicted=46.333374, expected=64.000000
predicted=49.622705, expected=56.000000
predicted=54.211046, expected=44.000000
predicted=48.610957, expected=32.000000
predicted=38.202642, expected=24.000000
predicted=39.789650, expected=64.000000
predicted=52.500397, expected=68.000000
predicted=55.461221, expected=44.000000
predicted=46.928439, expected=44.000000
predicted=45.299717, expected=44.000000
predicted=43.061385, expected=28.000000
predicted=42.896130, expected=24.000000
predicted=38.929846, expected=16.000000
predicted=28.311289, expected=44.000000
predicted=36.211879, expected=48.000000
predicted=39.819472, expected=68.000000
predicted=46.971360, expected=36.000000
predicted=39.214442, expected=48.000000
predicted=41.437132, expected=44.000000
predicted=46.374956, expected=44.000000
predicted=45.375614, expected=48.000000
predicted=50.788034, expected=56.000000
predicted=47.765626, expected=44.000000
predicted=46.957341, expected=28.000000
predicted=39.322828, expected=28.000000
predicted=36.784912, expected=28.000000
predicted=34.993421, expected=40.000000
predicted=39.331709, expected=48.000000
predicted=41.011455, expected=20.000000
predicted=28.847963, expected=88.000000
predicted=53.906130, expected=24.000000
predicted=36.835533, expected=28.000000
predicted=36.348223, expected=12.000000
predicted=31.536108, expected=28.000000
predicted=25.907357, expected=28.000000
predicted=38.941552, expected=40.000000
predicted=30.124386, expected=32.000000
predicted=30.612226, expected=36.000000
predicted=29.496234, expected=16.000000
predicted=26.068734, expected=28.000000
predicted=27.925895, expected=40.000000
predicted=34.989279, expected=12.000000
predicted=23.336778, expected=40.000000
predicted=32.776882, expected=24.000000
predicted=25.152064, expected=16.000000
predicted=22.754594, expected=44.000000
predicted=35.144143, expected=36.000000
predicted=28.817749, expected=56.000000
predicted=42.908934, expected=76.000000
predicted=52.009112, expected=88.000000
predicted=60.593696, expected=40.000000
predicted=53.122614, expected=44.000000
predicted=50.048902, expected=36.000000
predicted=48.783782, expected=8.000000
predicted=36.778053, expected=28.000000
predicted=40.795815, expected=36.000000
predicted=33.005639, expected=60.000000
predicted=43.607713, expected=32.000000
predicted=36.014357, expected=44.000000
predicted=34.706854, expected=56.000000
predicted=45.360018, expected=16.000000
predicted=32.394705, expected=36.000000
predicted=40.903842, expected=28.000000
predicted=32.119904, expected=56.000000
predicted=43.204071, expected=112.000000
predicted=71.748650, expected=40.000000
predicted=45.831408, expected=48.000000
predicted=50.905864, expected=32.000000
predicted=43.100232, expected=32.000000
predicted=43.291860, expected=40.000000
predicted=54.095003, expected=32.000000
predicted=35.606401, expected=40.000000
predicted=39.325116, expected=16.000000
predicted=27.588231, expected=40.000000
predicted=33.934168, expected=12.000000
predicted=26.061953, expected=28.000000
predicted=27.053670, expected=64.000000
predicted=43.500529, expected=76.000000
predicted=48.866373, expected=44.000000
predicted=46.927192, expected=32.000000
predicted=36.893195, expected=52.000000
predicted=46.054421, expected=40.000000
predicted=48.084877, expected=48.000000
predicted=51.404113, expected=44.000000
predicted=44.347737, expected=28.000000
predicted=35.554751, expected=56.000000
predicted=48.218582, expected=28.000000
predicted=37.145901, expected=56.000000
predicted=46.872615, expected=24.000000
predicted=36.639745, expected=20.000000
predicted=28.513169, expected=4.000000
predicted=25.414296, expected=52.000000
predicted=33.918922, expected=60.000000
predicted=46.624213, expected=40.000000
predicted=36.294478, expected=32.000000
predicted=34.016446, expected=16.000000
predicted=24.310598, expected=16.000000
predicted=29.685196, expected=32.000000
predicted=34.287814, expected=56.000000
predicted=39.990334, expected=48.000000
predicted=39.459418, expected=28.000000
predicted=30.897567, expected=24.000000
predicted=28.720727, expected=24.000000
predicted=30.011615, expected=28.000000
predicted=33.947506, expected=44.000000
predicted=37.748421, expected=32.000000
predicted=31.281187, expected=28.000000
predicted=29.060577, expected=128.000000
predicted=68.511027, expected=64.000000
predicted=58.027550, expected=24.000000
predicted=45.621909, expected=28.000000
predicted=41.744354, expected=28.000000
predicted=36.269883, expected=60.000000
predicted=63.473119, expected=40.000000
predicted=44.511593, expected=24.000000
predicted=30.509963, expected=24.000000
predicted=30.165031, expected=16.000000
predicted=25.274606, expected=32.000000
predicted=34.381718, expected=28.000000
predicted=29.149413, expected=44.000000
predicted=32.441247, expected=32.000000
predicted=30.649589, expected=24.000000
predicted=26.303521, expected=52.000000
predicted=39.646859, expected=24.000000
predicted=30.717990, expected=28.000000
predicted=33.003904, expected=48.000000
predicted=38.317028, expected=40.000000
predicted=35.727212, expected=16.000000
predicted=31.738531, expected=32.000000
predicted=30.182425, expected=32.000000
predicted=31.178470, expected=36.000000
predicted=35.774719, expected=32.000000
predicted=33.243124, expected=52.000000
predicted=36.923138, expected=56.000000
predicted=44.642345, expected=40.000000
predicted=40.802649, expected=36.000000
predicted=39.928596, expected=28.000000
predicted=35.267705, expected=8.000000
Test MSE: 607.468
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531])]
predicted=144.123813, expected=128.000000
predicted=107.663082, expected=244.000000
predicted=150.295177, expected=120.000000
predicted=127.131596, expected=68.000000
predicted=143.575664, expected=48.000000
predicted=111.609559, expected=68.000000
predicted=104.928215, expected=76.000000
predicted=125.556262, expected=52.000000
predicted=77.273460, expected=140.000000
predicted=85.736484, expected=144.000000
predicted=89.205105, expected=140.000000
predicted=102.282543, expected=76.000000
predicted=96.873083, expected=88.000000
predicted=93.416182, expected=48.000000
predicted=102.391517, expected=116.000000
predicted=111.209780, expected=88.000000
predicted=101.049858, expected=56.000000
predicted=73.328312, expected=48.000000
predicted=74.501069, expected=68.000000
predicted=64.830614, expected=64.000000
predicted=78.915808, expected=8.000000
predicted=53.207991, expected=116.000000
predicted=69.834785, expected=184.000000
predicted=91.536629, expected=64.000000
predicted=75.082551, expected=36.000000
predicted=73.028350, expected=40.000000
predicted=57.781952, expected=64.000000
predicted=83.164338, expected=188.000000
predicted=128.545937, expected=88.000000
predicted=76.692918, expected=168.000000
predicted=99.050459, expected=56.000000
predicted=84.049948, expected=56.000000
predicted=85.719651, expected=76.000000
predicted=119.048306, expected=120.000000
predicted=94.172561, expected=24.000000
predicted=89.483996, expected=80.000000
predicted=69.417157, expected=164.000000
predicted=94.768124, expected=60.000000
predicted=76.727210, expected=24.000000
predicted=80.190473, expected=148.000000
predicted=85.625370, expected=64.000000
predicted=78.836302, expected=88.000000
predicted=105.284890, expected=116.000000
predicted=87.693020, expected=96.000000
predicted=74.525752, expected=68.000000
predicted=103.106794, expected=32.000000
predicted=68.073214, expected=24.000000
predicted=65.824593, expected=24.000000
predicted=63.993926, expected=40.000000
predicted=54.438231, expected=100.000000
predicted=60.428382, expected=172.000000
predicted=76.708095, expected=132.000000
predicted=79.156132, expected=24.000000
predicted=62.286543, expected=92.000000
predicted=85.840743, expected=40.000000
predicted=83.158844, expected=56.000000
predicted=95.413609, expected=52.000000
predicted=78.560044, expected=8.000000
predicted=32.793571, expected=68.000000
predicted=63.956966, expected=52.000000
predicted=44.881245, expected=12.000000
predicted=37.885504, expected=152.000000
predicted=74.906059, expected=60.000000
predicted=46.748260, expected=52.000000
predicted=64.190252, expected=176.000000
predicted=97.325808, expected=8.000000
predicted=48.261567, expected=68.000000
predicted=98.324961, expected=88.000000
predicted=75.949375, expected=36.000000
predicted=57.279790, expected=20.000000
predicted=82.214120, expected=68.000000
predicted=43.604053, expected=40.000000
predicted=51.780487, expected=16.000000
predicted=48.413202, expected=52.000000
predicted=41.566045, expected=20.000000
predicted=28.572964, expected=12.000000
predicted=37.131260, expected=60.000000
predicted=39.783591, expected=104.000000
predicted=47.124594, expected=36.000000
predicted=45.990121, expected=20.000000
predicted=36.177062, expected=40.000000
predicted=38.485421, expected=92.000000
predicted=62.224354, expected=60.000000
predicted=66.886115, expected=100.000000
predicted=62.081817, expected=96.000000
predicted=64.096476, expected=40.000000
predicted=59.175924, expected=20.000000
predicted=66.165405, expected=76.000000
predicted=65.640172, expected=32.000000
predicted=61.059573, expected=40.000000
predicted=58.089644, expected=40.000000
predicted=41.862246, expected=148.000000
predicted=65.387734, expected=32.000000
predicted=58.342254, expected=88.000000
predicted=63.297946, expected=28.000000
predicted=54.073359, expected=36.000000
predicted=50.501623, expected=28.000000
predicted=73.187710, expected=76.000000
predicted=47.660254, expected=72.000000
predicted=63.951777, expected=160.000000
predicted=75.078093, expected=60.000000
predicted=63.523327, expected=84.000000
predicted=71.628285, expected=28.000000
predicted=72.053185, expected=20.000000
predicted=59.568134, expected=24.000000
predicted=75.854267, expected=36.000000
predicted=42.473973, expected=60.000000
predicted=53.122691, expected=40.000000
predicted=34.198300, expected=104.000000
predicted=52.268805, expected=76.000000
predicted=53.609986, expected=108.000000
predicted=70.377487, expected=76.000000
predicted=75.278923, expected=32.000000
predicted=58.628629, expected=8.000000
predicted=65.142362, expected=76.000000
predicted=66.127443, expected=24.000000
predicted=57.486471, expected=44.000000
predicted=50.105429, expected=16.000000
predicted=31.446085, expected=68.000000
predicted=36.433296, expected=64.000000
predicted=56.817150, expected=44.000000
predicted=39.129071, expected=44.000000
predicted=47.315982, expected=36.000000
predicted=37.332438, expected=104.000000
predicted=68.505607, expected=100.000000
predicted=70.661540, expected=208.000000
predicted=101.759696, expected=32.000000
predicted=71.099634, expected=68.000000
predicted=77.755765, expected=224.000000
predicted=137.691668, expected=8.000000
predicted=83.169408, expected=88.000000
predicted=127.129995, expected=216.000000
predicted=110.122855, expected=180.000000
predicted=119.538242, expected=136.000000
predicted=162.600568, expected=12.000000
predicted=75.533540, expected=44.000000
predicted=96.133728, expected=40.000000
predicted=112.390856, expected=64.000000
predicted=92.835307, expected=72.000000
predicted=78.200658, expected=128.000000
predicted=62.494567, expected=156.000000
predicted=89.378818, expected=276.000000
predicted=135.579447, expected=80.000000
predicted=110.002108, expected=12.000000
predicted=95.784681, expected=4.000000
predicted=95.556734, expected=76.000000
predicted=100.530218, expected=112.000000
predicted=130.442115, expected=24.000000
predicted=52.031235, expected=52.000000
predicted=44.058442, expected=40.000000
predicted=40.038477, expected=20.000000
predicted=49.710194, expected=80.000000
predicted=70.879972, expected=208.000000
predicted=85.772806, expected=176.000000
predicted=101.771296, expected=188.000000
predicted=120.548527, expected=4.000000
predicted=77.431716, expected=216.000000
predicted=145.772122, expected=20.000000
predicted=127.416220, expected=100.000000
predicted=122.142370, expected=80.000000
predicted=119.012031, expected=64.000000
predicted=57.907670, expected=28.000000
predicted=101.859653, expected=44.000000
predicted=46.033893, expected=100.000000
predicted=79.463513, expected=52.000000
predicted=62.226851, expected=56.000000
predicted=59.472535, expected=116.000000
predicted=68.938276, expected=136.000000
predicted=84.479614, expected=52.000000
predicted=83.129167, expected=8.000000
predicted=57.674381, expected=36.000000
predicted=59.072412, expected=76.000000
predicted=76.702530, expected=48.000000
predicted=70.287649, expected=100.000000
predicted=62.831527, expected=112.000000
predicted=62.781578, expected=12.000000
predicted=49.094736, expected=72.000000
predicted=73.301091, expected=24.000000
predicted=51.123901, expected=12.000000
predicted=53.270976, expected=8.000000
predicted=48.767606, expected=296.000000
predicted=97.882229, expected=200.000000
predicted=114.023986, expected=20.000000
predicted=69.454206, expected=28.000000
predicted=75.860278, expected=32.000000
predicted=63.511797, expected=4.000000
predicted=112.551459, expected=32.000000
predicted=77.443030, expected=16.000000
predicted=19.980732, expected=56.000000
predicted=32.536239, expected=160.000000
predicted=68.287688, expected=264.000000
predicted=107.248677, expected=96.000000
predicted=91.070905, expected=176.000000
predicted=122.177915, expected=60.000000
predicted=107.095596, expected=52.000000
predicted=118.155341, expected=244.000000
predicted=190.689376, expected=52.000000
predicted=94.787599, expected=180.000000
predicted=148.898950, expected=12.000000
predicted=80.279878, expected=8.000000
predicted=64.816842, expected=20.000000
predicted=103.464627, expected=92.000000
predicted=60.138875, expected=136.000000
predicted=105.699806, expected=92.000000
predicted=58.797615, expected=20.000000
predicted=46.015472, expected=80.000000
predicted=65.130815, expected=64.000000
predicted=77.757627, expected=76.000000
predicted=86.988925, expected=100.000000
predicted=82.157510, expected=92.000000
predicted=66.169777, expected=88.000000
predicted=84.203069, expected=156.000000
predicted=101.988081, expected=32.000000
predicted=77.202715, expected=28.000000
predicted=75.931591, expected=24.000000
predicted=65.289362, expected=76.000000
predicted=69.428522, expected=44.000000
predicted=74.411536, expected=124.000000
predicted=63.893421, expected=32.000000
predicted=46.842933, expected=44.000000
predicted=48.411469, expected=8.000000
predicted=50.674022, expected=4.000000
predicted=33.057350, expected=96.000000
predicted=72.645215, expected=128.000000
predicted=62.057960, expected=52.000000
predicted=53.799373, expected=12.000000
predicted=37.269030, expected=84.000000
predicted=55.501195, expected=8.000000
predicted=56.818499, expected=104.000000
predicted=83.205233, expected=56.000000
predicted=54.405840, expected=24.000000
predicted=35.930915, expected=84.000000
predicted=70.266196, expected=52.000000
predicted=44.260880, expected=56.000000
predicted=68.820268, expected=64.000000
predicted=58.392874, expected=36.000000
predicted=43.588546, expected=136.000000
predicted=85.549298, expected=28.000000
predicted=54.283285, expected=64.000000
predicted=62.558794, expected=12.000000
predicted=50.880588, expected=20.000000
predicted=39.163129, expected=24.000000
predicted=59.203381, expected=52.000000
predicted=34.572743, expected=64.000000
predicted=48.593108, expected=240.000000
predicted=90.531306, expected=84.000000
predicted=72.364074, expected=44.000000
predicted=67.619159, expected=284.000000
predicted=144.003375, expected=144.000000
predicted=125.703240, expected=132.000000
predicted=169.184457, expected=56.000000
predicted=108.311938, expected=232.000000
predicted=141.120801, expected=116.000000
predicted=174.026856, expected=8.000000
predicted=100.881133, expected=124.000000
predicted=120.360467, expected=132.000000
predicted=100.951084, expected=60.000000
predicted=121.737306, expected=36.000000
predicted=81.303598, expected=96.000000
predicted=67.515297, expected=40.000000
predicted=78.435900, expected=76.000000
predicted=83.760298, expected=192.000000
predicted=99.871510, expected=100.000000
predicted=81.341449, expected=52.000000
predicted=88.979820, expected=68.000000
predicted=78.565182, expected=20.000000
predicted=67.980334, expected=16.000000
predicted=82.879904, expected=40.000000
predicted=55.836006, expected=92.000000
predicted=55.005827, expected=112.000000
predicted=69.744934, expected=40.000000
predicted=46.646713, expected=44.000000
predicted=49.769729, expected=12.000000
predicted=45.037854, expected=28.000000
predicted=53.964971, expected=76.000000
predicted=66.184031, expected=132.000000
predicted=65.940256, expected=56.000000
predicted=56.277733, expected=20.000000
predicted=42.763306, expected=84.000000
predicted=63.337673, expected=84.000000
predicted=74.044855, expected=36.000000
predicted=73.369415, expected=92.000000
predicted=68.491865, expected=4.000000
predicted=37.644392, expected=44.000000
predicted=58.973285, expected=180.000000
predicted=94.791154, expected=24.000000
predicted=49.094333, expected=36.000000
predicted=67.187801, expected=80.000000
predicted=56.161292, expected=208.000000
predicted=102.143614, expected=40.000000
predicted=99.841938, expected=48.000000
predicted=63.981798, expected=16.000000
predicted=57.432171, expected=76.000000
predicted=73.030038, expected=92.000000
predicted=103.426885, expected=224.000000
predicted=100.286854, expected=4.000000
predicted=60.016281, expected=4.000000
predicted=51.386848, expected=64.000000
predicted=76.972605, expected=32.000000
predicted=60.047858, expected=4.000000
predicted=76.650368, expected=40.000000
predicted=25.428167, expected=112.000000
predicted=46.687814, expected=52.000000
predicted=51.984484, expected=40.000000
predicted=45.118721, expected=160.000000
predicted=75.223484, expected=16.000000
predicted=52.042164, expected=24.000000
predicted=69.545586, expected=80.000000
predicted=65.674784, expected=160.000000
predicted=81.941164, expected=84.000000
predicted=99.506598, expected=28.000000
predicted=53.374308, expected=44.000000
predicted=60.014528, expected=20.000000
predicted=59.153667, expected=60.000000
predicted=79.747302, expected=80.000000
predicted=62.833850, expected=160.000000
predicted=75.179347, expected=28.000000
predicted=55.520120, expected=68.000000
predicted=63.030095, expected=156.000000
predicted=99.009938, expected=272.000000
predicted=140.292826, expected=24.000000
predicted=109.086217, expected=64.000000
predicted=89.582872, expected=156.000000
predicted=122.327579, expected=44.000000
predicted=102.222573, expected=8.000000
predicted=114.019009, expected=76.000000
predicted=61.371036, expected=32.000000
predicted=51.956299, expected=56.000000
predicted=76.790685, expected=68.000000
predicted=52.317777, expected=72.000000
predicted=46.239230, expected=52.000000
predicted=61.760085, expected=24.000000
predicted=43.387211, expected=88.000000
predicted=64.750595, expected=76.000000
predicted=64.314355, expected=72.000000
predicted=66.317655, expected=112.000000
predicted=77.366021, expected=60.000000
predicted=60.463397, expected=64.000000
predicted=78.600003, expected=176.000000
predicted=106.327785, expected=100.000000
predicted=89.659301, expected=64.000000
predicted=95.385136, expected=48.000000
predicted=78.687703, expected=132.000000
predicted=94.976256, expected=48.000000
predicted=97.263953, expected=36.000000
predicted=71.274596, expected=72.000000
predicted=70.104247, expected=140.000000
predicted=80.755435, expected=32.000000
predicted=76.573816, expected=32.000000
predicted=56.825361, expected=112.000000
predicted=74.281218, expected=64.000000
predicted=66.653509, expected=72.000000
predicted=87.139940, expected=20.000000
predicted=47.863762, expected=12.000000
predicted=40.486746, expected=60.000000
predicted=66.655116, expected=88.000000
predicted=57.712937, expected=80.000000
predicted=61.864737, expected=44.000000
predicted=46.442790, expected=64.000000
predicted=53.066532, expected=64.000000
predicted=64.104867, expected=20.000000
predicted=56.125670, expected=52.000000
predicted=59.611208, expected=96.000000
predicted=60.614958, expected=108.000000
predicted=71.538557, expected=36.000000
predicted=59.311441, expected=68.000000
predicted=60.136020, expected=32.000000
predicted=56.524840, expected=28.000000
predicted=59.107090, expected=40.000000
predicted=60.383805, expected=84.000000
predicted=50.606486, expected=32.000000
predicted=46.989204, expected=68.000000
predicted=50.114743, expected=24.000000
predicted=39.706509, expected=140.000000
predicted=72.763768, expected=32.000000
predicted=60.306892, expected=88.000000
predicted=63.520951, expected=80.000000
predicted=75.965562, expected=136.000000
predicted=78.436946, expected=68.000000
predicted=96.389350, expected=48.000000
predicted=64.348697, expected=76.000000
predicted=84.807542, expected=56.000000
predicted=70.474681, expected=112.000000
predicted=96.481623, expected=60.000000
predicted=67.910566, expected=60.000000
predicted=64.016008, expected=236.000000
predicted=122.040512, expected=64.000000
predicted=79.693821, expected=8.000000
predicted=83.893332, expected=20.000000
predicted=70.266237, expected=104.000000
predicted=74.730872, expected=132.000000
predicted=120.286900, expected=116.000000
predicted=79.618305, expected=248.000000
predicted=118.064231, expected=300.000000
predicted=157.485050, expected=136.000000
predicted=154.059176, expected=36.000000
predicted=142.729534, expected=104.000000
predicted=144.207200, expected=80.000000
predicted=145.028643, expected=148.000000
predicted=161.274510, expected=52.000000
predicted=93.604946, expected=212.000000
predicted=114.853429, expected=84.000000
predicted=106.231853, expected=76.000000
predicted=96.848069, expected=44.000000
predicted=106.118725, expected=36.000000
predicted=64.631727, expected=220.000000
predicted=147.862250, expected=60.000000
predicted=76.716992, expected=64.000000
predicted=82.009414, expected=12.000000
predicted=64.038047, expected=80.000000
predicted=66.762444, expected=116.000000
predicted=115.298658, expected=20.000000
predicted=49.244469, expected=208.000000
predicted=106.802431, expected=176.000000
predicted=99.087582, expected=36.000000
predicted=87.126322, expected=48.000000
predicted=103.622039, expected=24.000000
predicted=62.487564, expected=100.000000
predicted=111.295745, expected=120.000000
predicted=103.491764, expected=64.000000
predicted=59.361830, expected=72.000000
predicted=71.662760, expected=24.000000
predicted=53.404965, expected=64.000000
predicted=75.213856, expected=140.000000
Test MSE: 3901.901
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606])]
predicted=84.321409, expected=56.000000
predicted=63.752504, expected=80.000000
predicted=82.928046, expected=48.000000
predicted=65.870122, expected=108.000000
predicted=108.082394, expected=112.000000
predicted=97.934721, expected=132.000000
predicted=97.853247, expected=92.000000
predicted=88.251959, expected=92.000000
predicted=82.304976, expected=44.000000
predicted=76.452046, expected=52.000000
predicted=80.762579, expected=68.000000
predicted=89.387541, expected=100.000000
predicted=89.780407, expected=80.000000
predicted=79.641908, expected=100.000000
predicted=77.465938, expected=88.000000
predicted=74.636594, expected=72.000000
predicted=74.231249, expected=60.000000
predicted=78.432097, expected=48.000000
predicted=64.552489, expected=132.000000
predicted=110.385031, expected=136.000000
predicted=105.377268, expected=96.000000
predicted=86.611596, expected=60.000000
predicted=69.400317, expected=60.000000
predicted=65.709466, expected=72.000000
predicted=94.845378, expected=60.000000
predicted=86.565814, expected=116.000000
predicted=100.471702, expected=108.000000
predicted=83.448230, expected=76.000000
predicted=72.565887, expected=36.000000
predicted=58.923916, expected=88.000000
predicted=79.863175, expected=40.000000
predicted=69.159776, expected=72.000000
predicted=83.779970, expected=128.000000
predicted=97.196058, expected=140.000000
predicted=91.318885, expected=100.000000
predicted=94.089852, expected=60.000000
predicted=63.550697, expected=104.000000
predicted=95.899605, expected=44.000000
predicted=79.631478, expected=100.000000
predicted=112.058873, expected=64.000000
predicted=76.021185, expected=84.000000
predicted=75.567116, expected=72.000000
predicted=82.347504, expected=72.000000
predicted=63.806002, expected=60.000000
predicted=75.676147, expected=56.000000
predicted=61.626170, expected=100.000000
predicted=88.552250, expected=124.000000
predicted=95.046330, expected=104.000000
predicted=88.192106, expected=64.000000
predicted=68.882886, expected=68.000000
predicted=71.032058, expected=80.000000
predicted=88.210352, expected=44.000000
predicted=75.901486, expected=108.000000
predicted=100.578729, expected=72.000000
predicted=66.682726, expected=92.000000
predicted=81.942304, expected=72.000000
predicted=75.290728, expected=72.000000
predicted=65.239407, expected=64.000000
predicted=81.107374, expected=32.000000
predicted=52.880319, expected=52.000000
predicted=68.122847, expected=76.000000
predicted=69.884346, expected=108.000000
predicted=85.134478, expected=68.000000
predicted=64.560340, expected=64.000000
predicted=56.736683, expected=112.000000
predicted=86.408061, expected=64.000000
predicted=69.433370, expected=100.000000
predicted=100.416008, expected=112.000000
predicted=90.994491, expected=104.000000
predicted=88.042752, expected=112.000000
predicted=109.310636, expected=36.000000
predicted=57.334620, expected=108.000000
predicted=105.538694, expected=40.000000
predicted=70.166118, expected=52.000000
predicted=75.423541, expected=96.000000
predicted=94.404265, expected=108.000000
predicted=75.222805, expected=64.000000
predicted=79.571432, expected=36.000000
predicted=46.958270, expected=44.000000
predicted=53.683642, expected=76.000000
predicted=79.761572, expected=52.000000
predicted=69.291427, expected=124.000000
predicted=91.576018, expected=96.000000
predicted=68.638268, expected=76.000000
predicted=67.715561, expected=80.000000
predicted=80.939925, expected=76.000000
predicted=70.769517, expected=52.000000
predicted=81.354083, expected=68.000000
predicted=78.743172, expected=88.000000
predicted=79.678051, expected=104.000000
predicted=88.717550, expected=56.000000
predicted=65.581509, expected=68.000000
predicted=66.450459, expected=92.000000
predicted=81.139177, expected=52.000000
predicted=67.470435, expected=56.000000
predicted=75.525358, expected=108.000000
predicted=83.016742, expected=100.000000
predicted=82.275747, expected=88.000000
predicted=87.620030, expected=76.000000
predicted=70.634229, expected=44.000000
predicted=57.057535, expected=68.000000
predicted=84.271642, expected=76.000000
predicted=81.546589, expected=80.000000
predicted=79.282167, expected=52.000000
predicted=62.288249, expected=76.000000
predicted=64.989517, expected=56.000000
predicted=61.469069, expected=92.000000
predicted=82.333319, expected=40.000000
predicted=56.959741, expected=84.000000
predicted=71.661084, expected=124.000000
predicted=96.006601, expected=100.000000
predicted=79.979364, expected=48.000000
predicted=70.622695, expected=40.000000
predicted=51.221333, expected=72.000000
predicted=77.480335, expected=52.000000
predicted=76.501185, expected=84.000000
predicted=84.191450, expected=84.000000
predicted=66.457251, expected=88.000000
predicted=68.593665, expected=72.000000
predicted=72.602285, expected=60.000000
predicted=61.683421, expected=56.000000
predicted=69.372417, expected=44.000000
predicted=61.765941, expected=100.000000
predicted=88.675688, expected=112.000000
predicted=87.361688, expected=84.000000
predicted=73.600211, expected=68.000000
predicted=68.208370, expected=76.000000
predicted=68.663426, expected=92.000000
predicted=92.814112, expected=48.000000
predicted=74.046943, expected=68.000000
predicted=75.611528, expected=120.000000
predicted=92.961953, expected=116.000000
predicted=93.420029, expected=72.000000
predicted=81.244990, expected=48.000000
predicted=58.370403, expected=48.000000
predicted=63.264165, expected=40.000000
predicted=72.027337, expected=80.000000
predicted=87.092836, expected=100.000000
predicted=80.277752, expected=112.000000
predicted=80.947477, expected=68.000000
predicted=63.098856, expected=52.000000
predicted=56.496803, expected=64.000000
predicted=73.680130, expected=52.000000
predicted=71.079539, expected=76.000000
predicted=85.239758, expected=124.000000
predicted=92.798708, expected=96.000000
predicted=75.342370, expected=60.000000
predicted=66.899540, expected=72.000000
predicted=70.183767, expected=44.000000
predicted=61.787533, expected=80.000000
predicted=93.614397, expected=60.000000
predicted=71.110992, expected=68.000000
predicted=64.833184, expected=88.000000
predicted=77.851119, expected=84.000000
predicted=67.368243, expected=84.000000
predicted=80.880471, expected=56.000000
predicted=61.590091, expected=88.000000
predicted=80.567873, expected=68.000000
predicted=74.937100, expected=140.000000
predicted=109.759246, expected=100.000000
predicted=89.247629, expected=112.000000
predicted=91.735020, expected=60.000000
predicted=77.451833, expected=76.000000
predicted=79.858776, expected=56.000000
predicted=89.503500, expected=76.000000
predicted=84.282713, expected=92.000000
predicted=93.477438, expected=92.000000
predicted=76.917976, expected=36.000000
predicted=56.842586, expected=56.000000
predicted=61.483264, expected=44.000000
predicted=58.541145, expected=68.000000
predicted=73.882206, expected=52.000000
predicted=64.244549, expected=88.000000
predicted=64.622302, expected=156.000000
predicted=104.323938, expected=76.000000
predicted=64.154584, expected=44.000000
predicted=63.778621, expected=56.000000
predicted=63.127911, expected=52.000000
predicted=68.624610, expected=72.000000
predicted=97.438340, expected=88.000000
predicted=77.215844, expected=88.000000
predicted=68.219993, expected=68.000000
predicted=64.877082, expected=52.000000
predicted=57.462507, expected=48.000000
predicted=61.302357, expected=60.000000
predicted=70.096334, expected=80.000000
predicted=77.786290, expected=112.000000
predicted=86.695170, expected=68.000000
predicted=61.964193, expected=40.000000
predicted=51.240624, expected=108.000000
predicted=87.552296, expected=84.000000
predicted=78.898021, expected=76.000000
predicted=88.145888, expected=56.000000
predicted=64.480543, expected=88.000000
predicted=71.119908, expected=92.000000
predicted=92.996874, expected=40.000000
predicted=60.690318, expected=68.000000
predicted=73.197295, expected=88.000000
predicted=73.300677, expected=36.000000
predicted=58.142805, expected=44.000000
predicted=64.865356, expected=140.000000
predicted=91.742445, expected=144.000000
predicted=101.121547, expected=56.000000
predicted=71.625686, expected=68.000000
predicted=67.127512, expected=64.000000
predicted=63.941944, expected=52.000000
predicted=86.369100, expected=56.000000
predicted=87.009892, expected=128.000000
predicted=91.344400, expected=204.000000
predicted=131.838766, expected=72.000000
predicted=70.769060, expected=44.000000
predicted=65.698594, expected=72.000000
predicted=77.070430, expected=56.000000
predicted=85.054906, expected=84.000000
predicted=121.112036, expected=72.000000
predicted=69.210067, expected=80.000000
predicted=66.208524, expected=56.000000
predicted=64.030200, expected=80.000000
predicted=71.528394, expected=52.000000
predicted=65.066216, expected=36.000000
predicted=54.285525, expected=120.000000
predicted=96.483088, expected=96.000000
predicted=73.332178, expected=148.000000
predicted=112.495923, expected=80.000000
predicted=72.079629, expected=80.000000
predicted=73.167850, expected=216.000000
predicted=164.201367, expected=52.000000
predicted=73.879526, expected=60.000000
predicted=105.751009, expected=84.000000
predicted=87.235564, expected=104.000000
predicted=93.785106, expected=40.000000
predicted=103.730197, expected=72.000000
predicted=68.556738, expected=124.000000
predicted=92.435042, expected=72.000000
predicted=74.556283, expected=72.000000
predicted=85.930282, expected=108.000000
predicted=81.812926, expected=192.000000
predicted=131.587319, expected=88.000000
predicted=98.950465, expected=168.000000
predicted=131.322549, expected=196.000000
predicted=141.607122, expected=152.000000
predicted=135.827722, expected=120.000000
predicted=152.851328, expected=56.000000
predicted=88.290324, expected=52.000000
predicted=108.031578, expected=76.000000
predicted=118.972156, expected=88.000000
predicted=104.451004, expected=68.000000
predicted=83.749390, expected=96.000000
predicted=79.327349, expected=64.000000
predicted=62.003272, expected=76.000000
predicted=77.651893, expected=80.000000
predicted=81.469811, expected=80.000000
predicted=75.054443, expected=36.000000
predicted=62.682765, expected=76.000000
predicted=72.732043, expected=84.000000
predicted=76.275043, expected=96.000000
predicted=84.277687, expected=88.000000
predicted=82.089537, expected=48.000000
predicted=51.452499, expected=64.000000
predicted=72.829285, expected=52.000000
predicted=65.631168, expected=52.000000
predicted=68.196293, expected=56.000000
predicted=65.958693, expected=108.000000
predicted=78.091829, expected=52.000000
predicted=55.669182, expected=28.000000
predicted=45.565327, expected=48.000000
predicted=53.730480, expected=44.000000
predicted=48.902749, expected=32.000000
predicted=58.294319, expected=88.000000
predicted=67.464096, expected=96.000000
predicted=62.477249, expected=36.000000
predicted=44.119812, expected=52.000000
predicted=55.048045, expected=16.000000
predicted=30.245199, expected=24.000000
predicted=50.641000, expected=40.000000
predicted=56.447765, expected=80.000000
predicted=55.176368, expected=124.000000
predicted=82.451890, expected=72.000000
predicted=50.020548, expected=60.000000
predicted=54.445413, expected=56.000000
predicted=57.159384, expected=44.000000
predicted=61.564586, expected=48.000000
predicted=74.982299, expected=44.000000
predicted=54.132746, expected=60.000000
predicted=57.529183, expected=64.000000
predicted=57.518098, expected=84.000000
predicted=64.750869, expected=56.000000
predicted=53.499168, expected=44.000000
predicted=49.221823, expected=52.000000
predicted=57.209076, expected=60.000000
predicted=60.180904, expected=88.000000
predicted=79.330803, expected=56.000000
predicted=55.191730, expected=80.000000
predicted=66.631043, expected=44.000000
predicted=50.607542, expected=36.000000
predicted=50.750753, expected=64.000000
predicted=70.578551, expected=36.000000
predicted=44.166883, expected=88.000000
predicted=78.270616, expected=72.000000
predicted=57.302462, expected=52.000000
predicted=49.242757, expected=40.000000
predicted=53.291172, expected=40.000000
predicted=43.330766, expected=44.000000
predicted=59.237588, expected=92.000000
predicted=75.880939, expected=80.000000
predicted=63.184314, expected=52.000000
predicted=50.431242, expected=60.000000
predicted=56.491068, expected=88.000000
predicted=69.870358, expected=56.000000
predicted=68.330488, expected=60.000000
predicted=68.616369, expected=120.000000
predicted=87.696313, expected=148.000000
predicted=103.096612, expected=32.000000
predicted=60.183273, expected=40.000000
predicted=61.213842, expected=76.000000
predicted=72.896814, expected=40.000000
predicted=68.911171, expected=64.000000
predicted=90.011542, expected=60.000000
predicted=48.912190, expected=84.000000
predicted=64.580690, expected=52.000000
predicted=60.402800, expected=60.000000
predicted=55.728395, expected=40.000000
predicted=52.084012, expected=48.000000
predicted=54.376784, expected=60.000000
predicted=65.448220, expected=72.000000
predicted=60.513953, expected=68.000000
predicted=62.041125, expected=40.000000
predicted=44.115272, expected=36.000000
predicted=45.828717, expected=48.000000
predicted=53.109520, expected=36.000000
predicted=48.728617, expected=48.000000
predicted=53.259322, expected=40.000000
predicted=39.605757, expected=56.000000
predicted=46.967055, expected=44.000000
predicted=44.490353, expected=44.000000
predicted=42.116247, expected=32.000000
predicted=39.786649, expected=44.000000
predicted=42.908459, expected=76.000000
predicted=62.048801, expected=92.000000
predicted=66.063423, expected=112.000000
predicted=79.161553, expected=72.000000
predicted=59.568274, expected=52.000000
predicted=58.121560, expected=64.000000
predicted=72.636369, expected=64.000000
predicted=73.979364, expected=60.000000
predicted=76.955436, expected=88.000000
predicted=77.683375, expected=136.000000
predicted=94.462652, expected=68.000000
predicted=67.135029, expected=76.000000
predicted=77.894793, expected=88.000000
predicted=79.927616, expected=68.000000
predicted=77.294491, expected=40.000000
predicted=78.796167, expected=72.000000
predicted=71.524063, expected=96.000000
predicted=82.001624, expected=72.000000
predicted=74.568891, expected=72.000000
predicted=71.705865, expected=60.000000
predicted=57.001122, expected=28.000000
predicted=51.183282, expected=52.000000
predicted=69.097342, expected=68.000000
predicted=64.963647, expected=88.000000
predicted=74.448130, expected=56.000000
predicted=56.691158, expected=24.000000
predicted=34.643156, expected=40.000000
predicted=49.406361, expected=32.000000
predicted=46.091697, expected=68.000000
predicted=68.684917, expected=52.000000
predicted=49.199276, expected=80.000000
predicted=56.043909, expected=92.000000
predicted=67.455679, expected=84.000000
predicted=63.733060, expected=72.000000
predicted=72.113375, expected=28.000000
predicted=46.424402, expected=40.000000
predicted=60.587144, expected=76.000000
predicted=76.764024, expected=44.000000
predicted=56.032797, expected=44.000000
predicted=55.109212, expected=68.000000
predicted=52.148477, expected=64.000000
predicted=53.075179, expected=52.000000
predicted=60.194983, expected=56.000000
predicted=52.991199, expected=64.000000
predicted=56.284190, expected=28.000000
predicted=45.885889, expected=52.000000
predicted=57.288716, expected=44.000000
predicted=46.400001, expected=84.000000
predicted=67.602024, expected=56.000000
predicted=55.732340, expected=68.000000
predicted=54.215893, expected=56.000000
predicted=55.755631, expected=84.000000
predicted=67.588993, expected=96.000000
predicted=84.986294, expected=32.000000
predicted=46.779900, expected=76.000000
predicted=75.290301, expected=84.000000
predicted=70.504123, expected=116.000000
predicted=95.647914, expected=72.000000
predicted=79.268189, expected=80.000000
predicted=67.806053, expected=52.000000
predicted=66.641525, expected=88.000000
predicted=85.899030, expected=92.000000
predicted=94.388418, expected=56.000000
predicted=64.287379, expected=80.000000
predicted=80.671090, expected=76.000000
predicted=67.555425, expected=80.000000
predicted=81.239878, expected=48.000000
predicted=66.880490, expected=28.000000
predicted=46.634513, expected=60.000000
predicted=67.251022, expected=60.000000
predicted=61.789866, expected=56.000000
predicted=61.686203, expected=44.000000
predicted=46.944365, expected=96.000000
predicted=66.674372, expected=72.000000
predicted=63.532877, expected=36.000000
predicted=50.173505, expected=88.000000
predicted=75.310332, expected=60.000000
predicted=54.127155, expected=72.000000
predicted=78.750786, expected=84.000000
predicted=76.236816, expected=52.000000
predicted=50.119762, expected=64.000000
predicted=73.916482, expected=68.000000
predicted=64.880119, expected=36.000000
predicted=52.652071, expected=52.000000
predicted=64.526740, expected=44.000000
predicted=47.794423, expected=100.000000
predicted=78.522979, expected=92.000000
predicted=74.654250, expected=56.000000
predicted=52.344974, expected=40.000000
predicted=52.608199, expected=40.000000
predicted=48.267122, expected=28.000000
Test MSE: 841.349
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predicted=241.660686, expected=148.000000
predicted=234.834826, expected=360.000000
predicted=360.346413, expected=608.000000
predicted=403.498670, expected=352.000000
predicted=210.073149, expected=176.000000
predicted=249.861866, expected=136.000000
predicted=173.090214, expected=276.000000
predicted=285.425154, expected=276.000000
predicted=410.118713, expected=412.000000
predicted=395.670956, expected=532.000000
predicted=374.066374, expected=324.000000
predicted=205.544737, expected=288.000000
predicted=319.401454, expected=316.000000
predicted=307.815588, expected=140.000000
predicted=226.807641, expected=184.000000
predicted=376.004045, expected=468.000000
predicted=413.599302, expected=404.000000
predicted=295.053696, expected=364.000000
predicted=363.726506, expected=236.000000
predicted=216.604883, expected=252.000000
predicted=212.579350, expected=456.000000
predicted=468.379088, expected=220.000000
predicted=261.142730, expected=352.000000
predicted=399.033512, expected=344.000000
predicted=298.101323, expected=264.000000
predicted=222.684008, expected=252.000000
predicted=380.798796, expected=100.000000
predicted=144.012440, expected=140.000000
predicted=249.335303, expected=164.000000
predicted=244.939800, expected=368.000000
predicted=310.398509, expected=488.000000
predicted=371.911879, expected=108.000000
predicted=76.682853, expected=256.000000
predicted=270.602910, expected=184.000000
predicted=156.873190, expected=160.000000
predicted=223.354661, expected=132.000000
predicted=329.192670, expected=384.000000
predicted=253.143856, expected=496.000000
predicted=361.230660, expected=316.000000
predicted=234.943137, expected=108.000000
predicted=170.838606, expected=260.000000
predicted=230.824108, expected=136.000000
predicted=206.193128, expected=156.000000
predicted=316.283444, expected=292.000000
predicted=329.137620, expected=420.000000
predicted=245.338997, expected=148.000000
predicted=183.369586, expected=204.000000
predicted=218.724008, expected=224.000000
predicted=192.801633, expected=188.000000
predicted=199.380666, expected=140.000000
predicted=290.639794, expected=332.000000
predicted=258.039072, expected=372.000000
predicted=268.642062, expected=260.000000
predicted=231.677162, expected=320.000000
predicted=296.019771, expected=124.000000
predicted=112.358490, expected=68.000000
predicted=198.001695, expected=204.000000
predicted=304.003432, expected=388.000000
predicted=297.100630, expected=284.000000
predicted=279.656058, expected=240.000000
predicted=212.775741, expected=160.000000
predicted=130.999994, expected=228.000000
predicted=209.511383, expected=124.000000
predicted=235.639064, expected=120.000000
predicted=201.656053, expected=284.000000
predicted=280.403272, expected=308.000000
predicted=207.184174, expected=156.000000
predicted=185.447646, expected=204.000000
predicted=203.050932, expected=208.000000
predicted=156.033591, expected=204.000000
predicted=223.837151, expected=168.000000
predicted=244.050918, expected=248.000000
predicted=210.358666, expected=248.000000
predicted=217.480827, expected=260.000000
predicted=232.705876, expected=108.000000
predicted=155.360246, expected=176.000000
predicted=188.475046, expected=104.000000
predicted=161.573436, expected=132.000000
predicted=178.591543, expected=216.000000
predicted=250.169194, expected=184.000000
predicted=126.896219, expected=112.000000
predicted=148.721376, expected=84.000000
predicted=107.494661, expected=148.000000
predicted=138.577964, expected=212.000000
predicted=202.512217, expected=148.000000
predicted=154.941517, expected=204.000000
predicted=178.202815, expected=316.000000
predicted=209.288090, expected=116.000000
predicted=100.784619, expected=120.000000
predicted=194.866349, expected=140.000000
predicted=152.503055, expected=140.000000
predicted=141.416530, expected=128.000000
predicted=224.236457, expected=104.000000
predicted=111.517007, expected=196.000000
predicted=165.484692, expected=156.000000
predicted=134.788779, expected=112.000000
predicted=125.823577, expected=132.000000
predicted=146.068740, expected=116.000000
predicted=98.866696, expected=184.000000
predicted=190.710252, expected=252.000000
predicted=205.578311, expected=224.000000
predicted=160.356653, expected=152.000000
predicted=150.854499, expected=108.000000
predicted=122.146553, expected=136.000000
predicted=158.225913, expected=140.000000
predicted=182.383017, expected=100.000000
predicted=153.869812, expected=136.000000
predicted=153.735358, expected=188.000000
predicted=147.290760, expected=152.000000
predicted=132.571903, expected=132.000000
predicted=144.304020, expected=144.000000
predicted=129.691248, expected=116.000000
predicted=116.466249, expected=184.000000
predicted=190.732518, expected=156.000000
predicted=146.914709, expected=300.000000
predicted=226.773949, expected=120.000000
predicted=116.323844, expected=112.000000
predicted=128.169211, expected=160.000000
predicted=189.470384, expected=164.000000
predicted=129.744005, expected=92.000000
predicted=192.402508, expected=188.000000
predicted=172.984929, expected=264.000000
predicted=182.865323, expected=140.000000
predicted=128.257899, expected=96.000000
predicted=153.368291, expected=188.000000
predicted=155.023816, expected=112.000000
predicted=117.296659, expected=196.000000
predicted=240.005382, expected=240.000000
predicted=196.283915, expected=404.000000
predicted=249.417204, expected=312.000000
predicted=244.582061, expected=232.000000
predicted=185.032007, expected=312.000000
predicted=285.518127, expected=140.000000
predicted=154.355049, expected=200.000000
predicted=312.346339, expected=384.000000
predicted=361.133491, expected=368.000000
predicted=262.162760, expected=204.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=264.603630, expected=176.000000
predicted=193.665820, expected=196.000000
predicted=192.015280, expected=104.000000
predicted=212.063332, expected=140.000000
predicted=261.784718, expected=252.000000
predicted=232.334123, expected=380.000000
predicted=266.754819, expected=196.000000
predicted=182.386728, expected=92.000000
predicted=125.242227, expected=220.000000
predicted=207.861521, expected=116.000000
predicted=135.094092, expected=196.000000
predicted=293.833791, expected=296.000000
predicted=260.948674, expected=496.000000
predicted=287.797266, expected=108.000000
predicted=136.817463, expected=232.000000
predicted=233.229007, expected=208.000000
predicted=204.743336, expected=128.000000
predicted=155.673504, expected=172.000000
predicted=365.105166, expected=248.000000
predicted=171.826164, expected=432.000000
predicted=329.101391, expected=200.000000
predicted=183.396444, expected=192.000000
predicted=194.803130, expected=256.000000
predicted=235.890302, expected=260.000000
predicted=214.865294, expected=208.000000
predicted=318.910321, expected=324.000000
predicted=283.029904, expected=428.000000
predicted=306.030193, expected=56.000000
predicted=120.132226, expected=240.000000
predicted=312.749215, expected=208.000000
predicted=191.879985, expected=140.000000
predicted=184.284900, expected=336.000000
predicted=425.656244, expected=368.000000
predicted=189.494266, expected=356.000000
predicted=293.216877, expected=188.000000
predicted=217.095271, expected=140.000000
predicted=153.998612, expected=112.000000
predicted=218.272296, expected=112.000000
predicted=217.408490, expected=188.000000
predicted=269.242529, expected=296.000000
predicted=238.770820, expected=552.000000
predicted=357.719053, expected=168.000000
predicted=110.693951, expected=164.000000
predicted=191.597373, expected=152.000000
predicted=189.737400, expected=132.000000
predicted=160.738163, expected=164.000000
predicted=362.425849, expected=360.000000
predicted=270.519463, expected=412.000000
predicted=274.735817, expected=236.000000
predicted=191.040405, expected=96.000000
predicted=146.863596, expected=204.000000
predicted=201.084398, expected=140.000000
predicted=208.548566, expected=124.000000
predicted=258.036956, expected=228.000000
predicted=252.309751, expected=172.000000
predicted=112.432552, expected=228.000000
predicted=225.642843, expected=468.000000
predicted=326.479597, expected=224.000000
predicted=134.727888, expected=176.000000
predicted=235.655847, expected=188.000000
predicted=206.461097, expected=360.000000
predicted=267.459621, expected=596.000000
predicted=527.636077, expected=128.000000
predicted=137.781306, expected=220.000000
predicted=273.468645, expected=112.000000
predicted=153.334200, expected=148.000000
predicted=208.290130, expected=176.000000
predicted=389.909074, expected=340.000000
predicted=227.896318, expected=516.000000
predicted=369.959273, expected=252.000000
predicted=163.922943, expected=208.000000
predicted=224.711191, expected=256.000000
predicted=237.157127, expected=160.000000
predicted=207.192303, expected=144.000000
predicted=329.753513, expected=344.000000
predicted=312.015922, expected=472.000000
predicted=318.909439, expected=236.000000
predicted=227.480212, expected=132.000000
predicted=189.969959, expected=192.000000
predicted=189.772585, expected=176.000000
predicted=220.735256, expected=132.000000
predicted=286.840968, expected=336.000000
predicted=307.275356, expected=416.000000
predicted=258.868943, expected=248.000000
predicted=205.683887, expected=312.000000
predicted=291.027522, expected=160.000000
predicted=138.006613, expected=188.000000
predicted=256.751579, expected=248.000000
predicted=334.295042, expected=320.000000
predicted=264.956753, expected=528.000000
predicted=430.994907, expected=392.000000
predicted=263.009023, expected=184.000000
predicted=202.888250, expected=180.000000
predicted=252.609582, expected=152.000000
predicted=211.354859, expected=152.000000
predicted=314.261948, expected=252.000000
predicted=324.022679, expected=484.000000
predicted=336.440767, expected=308.000000
predicted=219.401956, expected=156.000000
predicted=180.629031, expected=124.000000
predicted=171.434054, expected=152.000000
predicted=179.471630, expected=96.000000
predicted=262.585467, expected=148.000000
predicted=230.913376, expected=248.000000
predicted=204.960079, expected=140.000000
predicted=112.498708, expected=136.000000
predicted=162.171760, expected=68.000000
predicted=86.821181, expected=64.000000
predicted=97.164401, expected=116.000000
predicted=180.877625, expected=148.000000
predicted=132.521651, expected=132.000000
predicted=131.187712, expected=88.000000
predicted=84.101554, expected=212.000000
predicted=152.454426, expected=72.000000
predicted=72.159347, expected=284.000000
predicted=237.542254, expected=532.000000
predicted=340.871528, expected=320.000000
predicted=164.150273, expected=260.000000
predicted=285.610132, expected=356.000000
predicted=249.315508, expected=160.000000
predicted=174.973538, expected=92.000000
predicted=317.561374, expected=304.000000
predicted=332.890579, expected=364.000000
predicted=271.874172, expected=144.000000
predicted=231.334844, expected=192.000000
predicted=226.021976, expected=152.000000
predicted=114.821617, expected=208.000000
predicted=236.345678, expected=144.000000
predicted=248.087878, expected=300.000000
predicted=233.916375, expected=500.000000
predicted=351.278762, expected=236.000000
predicted=161.487900, expected=232.000000
predicted=269.571358, expected=180.000000
predicted=174.361318, expected=100.000000
predicted=166.270217, expected=128.000000
predicted=316.038969, expected=256.000000
predicted=240.977327, expected=420.000000
predicted=317.497543, expected=224.000000
predicted=186.210410, expected=180.000000
predicted=176.756003, expected=288.000000
predicted=231.523639, expected=120.000000
predicted=143.110657, expected=148.000000
predicted=296.014809, expected=144.000000
predicted=186.599188, expected=380.000000
predicted=275.147843, expected=308.000000
predicted=277.579226, expected=152.000000
predicted=142.791886, expected=172.000000
predicted=200.539033, expected=100.000000
predicted=101.846320, expected=180.000000
predicted=269.854367, expected=216.000000
predicted=254.849763, expected=100.000000
predicted=110.649999, expected=136.000000
predicted=175.740966, expected=148.000000
predicted=121.983914, expected=180.000000
predicted=167.967503, expected=120.000000
predicted=164.924487, expected=128.000000
predicted=122.442719, expected=196.000000
predicted=170.747048, expected=348.000000
predicted=245.336120, expected=248.000000
predicted=199.585679, expected=140.000000
predicted=147.209199, expected=272.000000
predicted=232.734268, expected=152.000000
predicted=140.534517, expected=180.000000
predicted=265.286296, expected=300.000000
predicted=288.460747, expected=488.000000
predicted=304.477040, expected=152.000000
predicted=185.003309, expected=204.000000
predicted=232.173128, expected=104.000000
predicted=143.268895, expected=156.000000
predicted=199.018054, expected=180.000000
predicted=329.301842, expected=300.000000
predicted=220.916713, expected=484.000000
predicted=352.993661, expected=268.000000
predicted=168.811605, expected=96.000000
predicted=156.410920, expected=224.000000
predicted=238.730637, expected=164.000000
predicted=185.106710, expected=224.000000
predicted=342.550094, expected=316.000000
predicted=303.951630, expected=372.000000
predicted=227.253329, expected=312.000000
predicted=271.551191, expected=212.000000
predicted=202.075828, expected=112.000000
predicted=175.208136, expected=132.000000
predicted=220.931209, expected=108.000000
predicted=217.971661, expected=376.000000
predicted=348.648190, expected=424.000000
predicted=301.240136, expected=260.000000
predicted=181.820424, expected=140.000000
predicted=176.943958, expected=168.000000
predicted=150.889626, expected=112.000000
predicted=212.572624, expected=180.000000
predicted=294.148887, expected=300.000000
predicted=281.750327, expected=180.000000
predicted=139.730046, expected=24.000000
predicted=108.603204, expected=128.000000
predicted=148.764587, expected=148.000000
predicted=136.084345, expected=228.000000
predicted=250.454692, expected=184.000000
predicted=184.950204, expected=160.000000
predicted=101.128094, expected=264.000000
predicted=212.616451, expected=172.000000
predicted=140.727088, expected=292.000000
predicted=275.122199, expected=212.000000
predicted=192.797352, expected=160.000000
predicted=158.165796, expected=260.000000
predicted=281.892491, expected=544.000000
predicted=357.026444, expected=372.000000
predicted=296.456329, expected=272.000000
predicted=274.004234, expected=172.000000
predicted=197.945876, expected=284.000000
predicted=264.725961, expected=148.000000
predicted=309.687691, expected=148.000000
predicted=260.257817, expected=292.000000
predicted=297.863613, expected=420.000000
predicted=277.027507, expected=124.000000
predicted=180.068117, expected=260.000000
predicted=259.673218, expected=184.000000
predicted=157.297602, expected=120.000000
predicted=176.329932, expected=128.000000
predicted=290.122283, expected=316.000000
predicted=219.332588, expected=360.000000
predicted=289.288767, expected=208.000000
predicted=191.473994, expected=164.000000
predicted=177.800140, expected=192.000000
predicted=167.001158, expected=136.000000
predicted=198.812457, expected=152.000000
predicted=254.330127, expected=340.000000
predicted=284.975943, expected=404.000000
predicted=267.217366, expected=148.000000
predicted=158.378273, expected=100.000000
predicted=162.758104, expected=196.000000
predicted=183.836198, expected=52.000000
predicted=143.983562, expected=160.000000
predicted=294.786727, expected=272.000000
predicted=214.192017, expected=456.000000
predicted=267.387317, expected=300.000000
predicted=241.696184, expected=212.000000
predicted=162.187033, expected=232.000000
predicted=223.404016, expected=156.000000
predicted=184.945370, expected=248.000000
predicted=350.964274, expected=416.000000
predicted=360.136762, expected=268.000000
predicted=211.740409, expected=300.000000
predicted=298.049642, expected=152.000000
predicted=159.323320, expected=216.000000
predicted=231.069410, expected=156.000000
predicted=273.879403, expected=196.000000
predicted=222.309888, expected=308.000000
predicted=311.847291, expected=484.000000
predicted=315.214070, expected=224.000000
predicted=199.850999, expected=176.000000
predicted=205.338323, expected=276.000000
predicted=259.646913, expected=140.000000
predicted=173.462366, expected=132.000000
predicted=313.287171, expected=288.000000
predicted=272.985178, expected=420.000000
predicted=276.957572, expected=152.000000
predicted=191.332713, expected=104.000000
predicted=166.099207, expected=116.000000
predicted=136.338375, expected=176.000000
predicted=198.348848, expected=272.000000
predicted=338.703246, expected=344.000000
predicted=248.357376, expected=416.000000
predicted=271.198423, expected=216.000000
predicted=163.858554, expected=156.000000
predicted=191.029884, expected=224.000000
predicted=259.082186, expected=236.000000
predicted=257.299188, expected=176.000000
predicted=284.056310, expected=468.000000
predicted=374.083839, expected=180.000000
predicted=127.614966, expected=156.000000
predicted=214.846649, expected=204.000000
predicted=251.130671, expected=172.000000
predicted=132.171154, expected=108.000000
predicted=283.385365, expected=232.000000
predicted=222.860249, expected=256.000000
predicted=191.198102, expected=428.000000
predicted=320.867287, expected=256.000000
predicted=207.264801, expected=184.000000
predicted=165.956458, expected=204.000000
predicted=240.489714, expected=152.000000
predicted=175.621223, expected=192.000000
predicted=306.168337, expected=200.000000
predicted=224.952164, expected=264.000000
predicted=222.122394, expected=148.000000
predicted=169.151862, expected=188.000000
predicted=185.083842, expected=120.000000
predicted=152.515760, expected=116.000000
predicted=149.796395, expected=108.000000
predicted=186.839137, expected=284.000000
predicted=217.969153, expected=272.000000
predicted=214.330404, expected=128.000000
predicted=122.210608, expected=124.000000
predicted=152.989518, expected=72.000000
predicted=81.268019, expected=96.000000
Test MSE: 9924.880
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879])]
predicted=108.379433, expected=216.000000
predicted=127.774172, expected=152.000000
predicted=116.063309, expected=56.000000
predicted=94.211317, expected=84.000000
predicted=105.193882, expected=76.000000
predicted=123.253193, expected=88.000000
predicted=123.703252, expected=68.000000
predicted=95.743519, expected=100.000000
predicted=80.747692, expected=88.000000
predicted=85.258829, expected=40.000000
predicted=63.576262, expected=56.000000
predicted=75.436741, expected=36.000000
predicted=58.570275, expected=60.000000
predicted=69.023680, expected=136.000000
predicted=94.228682, expected=172.000000
predicted=95.740931, expected=112.000000
predicted=86.142334, expected=116.000000
predicted=97.063354, expected=80.000000
predicted=95.955152, expected=48.000000
predicted=96.966318, expected=40.000000
predicted=98.205135, expected=88.000000
predicted=91.327244, expected=188.000000
predicted=125.816990, expected=96.000000
predicted=81.332118, expected=100.000000
predicted=85.739444, expected=112.000000
predicted=100.932229, expected=20.000000
predicted=69.652319, expected=64.000000
predicted=110.874560, expected=172.000000
predicted=122.596200, expected=56.000000
predicted=69.937205, expected=76.000000
predicted=89.104288, expected=44.000000
predicted=59.942657, expected=48.000000
predicted=63.073244, expected=68.000000
predicted=97.598062, expected=52.000000
predicted=53.490919, expected=108.000000
predicted=81.139808, expected=196.000000
predicted=109.938944, expected=100.000000
predicted=78.391766, expected=56.000000
predicted=79.294258, expected=72.000000
predicted=89.355855, expected=28.000000
predicted=75.801959, expected=20.000000
predicted=86.867181, expected=132.000000
predicted=98.858626, expected=144.000000
predicted=86.291597, expected=148.000000
predicted=98.383297, expected=104.000000
predicted=84.972463, expected=16.000000
predicted=54.321578, expected=52.000000
predicted=99.070100, expected=72.000000
predicted=98.486169, expected=156.000000
predicted=120.998827, expected=176.000000
predicted=119.238104, expected=132.000000
predicted=85.913762, expected=108.000000
predicted=101.415108, expected=24.000000
predicted=77.658744, expected=48.000000
predicted=104.615663, expected=8.000000
predicted=82.782181, expected=8.000000
predicted=56.088285, expected=36.000000
predicted=56.224856, expected=68.000000
predicted=40.115890, expected=40.000000
predicted=36.628527, expected=8.000000
predicted=16.884950, expected=8.000000
predicted=20.159299, expected=8.000000
predicted=24.127118, expected=4.000000
predicted=26.168561, expected=4.000000
predicted=15.847427, expected=32.000000
predicted=17.331249, expected=80.000000
predicted=37.191497, expected=68.000000
predicted=35.245958, expected=36.000000
predicted=27.906907, expected=40.000000
predicted=36.224484, expected=24.000000
predicted=36.756958, expected=28.000000
predicted=47.701666, expected=12.000000
predicted=35.314957, expected=16.000000
predicted=25.080765, expected=16.000000
predicted=25.003244, expected=12.000000
predicted=16.728953, expected=16.000000
predicted=19.230449, expected=20.000000
predicted=16.066206, expected=4.000000
predicted=10.489105, expected=8.000000
predicted=12.383294, expected=12.000000
predicted=12.568805, expected=8.000000
predicted=10.447823, expected=16.000000
predicted=14.882358, expected=4.000000
predicted=5.783293, expected=16.000000
predicted=11.847136, expected=28.000000
predicted=18.388757, expected=8.000000
predicted=8.788574, expected=32.000000
predicted=22.530111, expected=12.000000
predicted=12.171218, expected=32.000000
predicted=23.017133, expected=36.000000
predicted=29.751667, expected=108.000000
predicted=53.332264, expected=84.000000
predicted=54.686567, expected=48.000000
predicted=39.739427, expected=44.000000
predicted=51.966827, expected=56.000000
predicted=55.809450, expected=96.000000
predicted=87.757612, expected=76.000000
predicted=71.632115, expected=52.000000
predicted=54.668273, expected=24.000000
predicted=46.216902, expected=112.000000
predicted=83.101602, expected=4.000000
predicted=46.538840, expected=68.000000
predicted=64.576111, expected=108.000000
predicted=79.119173, expected=64.000000
predicted=47.429403, expected=60.000000
predicted=77.532615, expected=40.000000
predicted=42.574452, expected=64.000000
predicted=66.767475, expected=60.000000
predicted=73.370404, expected=96.000000
predicted=73.456816, expected=92.000000
predicted=73.644582, expected=32.000000
predicted=46.263050, expected=68.000000
predicted=71.174746, expected=116.000000
predicted=87.670729, expected=12.000000
predicted=51.223584, expected=24.000000
predicted=57.643370, expected=164.000000
predicted=97.679447, expected=80.000000
predicted=66.089315, expected=92.000000
predicted=91.253097, expected=84.000000
predicted=70.253675, expected=64.000000
predicted=62.116272, expected=84.000000
predicted=108.819020, expected=80.000000
predicted=80.201965, expected=104.000000
predicted=91.810450, expected=80.000000
predicted=81.626444, expected=56.000000
predicted=67.725687, expected=60.000000
predicted=76.023803, expected=92.000000
predicted=83.975882, expected=36.000000
predicted=64.937535, expected=24.000000
predicted=53.258786, expected=100.000000
predicted=76.794514, expected=96.000000
predicted=71.028835, expected=84.000000
predicted=77.147034, expected=36.000000
predicted=50.185843, expected=40.000000
predicted=49.779890, expected=60.000000
predicted=75.130616, expected=88.000000
predicted=78.628250, expected=76.000000
predicted=70.245325, expected=52.000000
predicted=51.074100, expected=112.000000
predicted=80.223096, expected=84.000000
predicted=74.117613, expected=72.000000
predicted=77.787855, expected=24.000000
predicted=59.388937, expected=64.000000
predicted=65.742887, expected=72.000000
predicted=80.802038, expected=144.000000
predicted=97.450612, expected=32.000000
predicted=53.865533, expected=8.000000
predicted=36.121317, expected=44.000000
predicted=64.400616, expected=80.000000
predicted=68.054367, expected=76.000000
predicted=81.778729, expected=36.000000
predicted=38.555392, expected=28.000000
predicted=34.420332, expected=48.000000
predicted=51.485912, expected=112.000000
predicted=81.762841, expected=20.000000
predicted=42.660904, expected=88.000000
predicted=63.702904, expected=104.000000
predicted=72.646194, expected=92.000000
predicted=69.539951, expected=108.000000
predicted=100.697368, expected=20.000000
predicted=43.940240, expected=28.000000
predicted=65.753484, expected=4.000000
predicted=55.567465, expected=144.000000
predicted=96.620845, expected=84.000000
predicted=74.484708, expected=84.000000
predicted=54.296147, expected=72.000000
predicted=66.782761, expected=124.000000
predicted=79.787707, expected=32.000000
predicted=81.372646, expected=80.000000
predicted=82.421207, expected=28.000000
predicted=63.414707, expected=68.000000
predicted=66.706314, expected=148.000000
predicted=113.428905, expected=120.000000
predicted=74.844591, expected=92.000000
predicted=86.060913, expected=40.000000
predicted=61.371062, expected=20.000000
predicted=62.494170, expected=64.000000
predicted=93.888170, expected=144.000000
predicted=107.940263, expected=60.000000
predicted=64.690674, expected=100.000000
predicted=74.177850, expected=64.000000
predicted=63.483495, expected=76.000000
predicted=75.684144, expected=36.000000
predicted=82.431981, expected=108.000000
predicted=82.563483, expected=52.000000
predicted=71.262539, expected=24.000000
predicted=47.458840, expected=112.000000
predicted=89.730533, expected=176.000000
predicted=99.206405, expected=12.000000
predicted=56.156927, expected=8.000000
predicted=50.813601, expected=96.000000
predicted=79.676388, expected=88.000000
predicted=82.273708, expected=52.000000
predicted=84.694935, expected=80.000000
predicted=58.498409, expected=212.000000
predicted=111.088247, expected=68.000000
predicted=78.028975, expected=60.000000
predicted=83.853189, expected=32.000000
predicted=72.862145, expected=20.000000
predicted=58.419554, expected=60.000000
predicted=103.765213, expected=88.000000
predicted=66.070037, expected=80.000000
predicted=60.769537, expected=36.000000
predicted=42.557102, expected=56.000000
predicted=52.065673, expected=40.000000
predicted=54.703826, expected=12.000000
predicted=45.909486, expected=40.000000
predicted=54.013205, expected=56.000000
predicted=43.746794, expected=16.000000
predicted=31.056061, expected=52.000000
predicted=44.348512, expected=44.000000
predicted=33.928258, expected=76.000000
predicted=52.350939, expected=4.000000
predicted=32.164976, expected=36.000000
predicted=34.604269, expected=8.000000
predicted=33.981290, expected=72.000000
predicted=48.976946, expected=52.000000
predicted=51.431422, expected=32.000000
predicted=23.263123, expected=72.000000
predicted=55.879658, expected=152.000000
predicted=78.357440, expected=64.000000
predicted=62.812608, expected=100.000000
predicted=81.519098, expected=72.000000
predicted=72.795129, expected=28.000000
predicted=59.253147, expected=124.000000
predicted=120.180528, expected=60.000000
predicted=63.907454, expected=168.000000
predicted=115.003158, expected=104.000000
predicted=91.952952, expected=24.000000
predicted=49.425475, expected=88.000000
predicted=109.494855, expected=28.000000
predicted=58.543672, expected=68.000000
predicted=93.867055, expected=36.000000
predicted=63.362605, expected=116.000000
predicted=67.973531, expected=92.000000
predicted=79.785063, expected=24.000000
predicted=38.745371, expected=56.000000
predicted=69.523558, expected=64.000000
predicted=59.933545, expected=88.000000
predicted=83.677796, expected=24.000000
predicted=53.593904, expected=68.000000
predicted=54.298154, expected=64.000000
predicted=62.376718, expected=120.000000
predicted=81.467135, expected=68.000000
predicted=72.361899, expected=52.000000
predicted=52.500452, expected=28.000000
predicted=59.947937, expected=60.000000
predicted=64.694265, expected=48.000000
predicted=69.676413, expected=104.000000
predicted=73.721020, expected=24.000000
predicted=42.146079, expected=144.000000
predicted=83.343133, expected=40.000000
predicted=58.848944, expected=40.000000
predicted=51.428128, expected=96.000000
predicted=95.509496, expected=40.000000
predicted=43.837093, expected=48.000000
predicted=77.818749, expected=40.000000
predicted=48.881578, expected=72.000000
predicted=56.507062, expected=84.000000
predicted=75.389654, expected=48.000000
predicted=47.555197, expected=68.000000
predicted=61.647149, expected=88.000000
predicted=68.824934, expected=64.000000
predicted=66.368554, expected=72.000000
predicted=74.365689, expected=120.000000
predicted=85.106442, expected=60.000000
predicted=67.782961, expected=72.000000
predicted=79.611022, expected=80.000000
predicted=79.270073, expected=216.000000
predicted=128.653139, expected=120.000000
predicted=109.028172, expected=60.000000
predicted=78.047137, expected=92.000000
predicted=106.374125, expected=84.000000
predicted=95.652434, expected=60.000000
predicted=112.422320, expected=144.000000
predicted=116.539897, expected=68.000000
predicted=71.606342, expected=84.000000
predicted=87.017469, expected=56.000000
predicted=80.047619, expected=72.000000
predicted=73.096361, expected=40.000000
predicted=81.268467, expected=92.000000
predicted=75.731000, expected=92.000000
predicted=80.348785, expected=128.000000
predicted=85.972945, expected=60.000000
predicted=72.116283, expected=8.000000
predicted=46.739489, expected=16.000000
predicted=63.628251, expected=80.000000
predicted=76.040761, expected=48.000000
predicted=64.493868, expected=140.000000
predicted=81.501422, expected=92.000000
predicted=59.015741, expected=124.000000
predicted=77.997915, expected=96.000000
predicted=96.112516, expected=60.000000
predicted=72.622625, expected=76.000000
predicted=104.251635, expected=64.000000
predicted=81.125634, expected=128.000000
predicted=108.353195, expected=264.000000
predicted=154.123243, expected=76.000000
predicted=79.941841, expected=8.000000
predicted=71.908968, expected=76.000000
predicted=103.043976, expected=88.000000
predicted=103.314203, expected=56.000000
predicted=114.275832, expected=88.000000
predicted=76.830157, expected=80.000000
predicted=58.173634, expected=72.000000
predicted=73.317147, expected=64.000000
predicted=75.873658, expected=40.000000
predicted=57.169737, expected=44.000000
predicted=65.059620, expected=56.000000
predicted=63.754954, expected=76.000000
predicted=65.505950, expected=144.000000
predicted=89.879786, expected=96.000000
predicted=69.980597, expected=84.000000
predicted=74.440674, expected=60.000000
predicted=76.349487, expected=56.000000
predicted=75.992444, expected=32.000000
predicted=79.930934, expected=100.000000
predicted=86.474730, expected=104.000000
predicted=82.423907, expected=120.000000
predicted=82.989078, expected=76.000000
predicted=74.585620, expected=76.000000
predicted=72.255261, expected=72.000000
predicted=90.190046, expected=40.000000
predicted=73.151106, expected=120.000000
predicted=104.727879, expected=192.000000
predicted=118.666704, expected=96.000000
predicted=84.607625, expected=52.000000
predicted=79.785034, expected=92.000000
predicted=93.010024, expected=24.000000
predicted=77.939335, expected=56.000000
predicted=100.842738, expected=96.000000
predicted=86.140490, expected=60.000000
predicted=54.818351, expected=140.000000
predicted=100.504323, expected=56.000000
predicted=55.154425, expected=92.000000
predicted=79.632121, expected=40.000000
predicted=75.842621, expected=60.000000
predicted=66.427759, expected=48.000000
predicted=82.353095, expected=108.000000
predicted=75.852232, expected=64.000000
predicted=70.531643, expected=96.000000
predicted=69.828847, expected=76.000000
predicted=74.118009, expected=92.000000
predicted=75.518849, expected=40.000000
predicted=74.799173, expected=84.000000
predicted=76.818147, expected=136.000000
predicted=104.965741, expected=60.000000
predicted=68.081256, expected=108.000000
predicted=96.217524, expected=96.000000
predicted=82.200270, expected=72.000000
predicted=81.490110, expected=76.000000
predicted=99.357320, expected=24.000000
predicted=56.230894, expected=132.000000
predicted=105.821806, expected=116.000000
predicted=94.822966, expected=24.000000
predicted=53.258526, expected=128.000000
predicted=102.006660, expected=48.000000
predicted=57.394433, expected=36.000000
predicted=76.331402, expected=84.000000
predicted=91.251073, expected=104.000000
predicted=67.582941, expected=112.000000
predicted=99.023744, expected=40.000000
predicted=56.170728, expected=96.000000
predicted=78.125636, expected=80.000000
predicted=84.905528, expected=76.000000
predicted=83.481132, expected=60.000000
predicted=81.464412, expected=112.000000
predicted=80.365763, expected=92.000000
predicted=88.246733, expected=60.000000
predicted=72.483894, expected=44.000000
predicted=69.027554, expected=112.000000
predicted=87.299200, expected=80.000000
predicted=85.595176, expected=84.000000
predicted=81.141916, expected=16.000000
predicted=52.652579, expected=52.000000
predicted=59.320821, expected=140.000000
predicted=106.427293, expected=76.000000
predicted=69.099739, expected=36.000000
predicted=61.026362, expected=32.000000
predicted=48.594174, expected=96.000000
predicted=76.435779, expected=76.000000
predicted=85.784455, expected=132.000000
predicted=89.225540, expected=152.000000
predicted=94.576623, expected=48.000000
Test MSE: 1738.929
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predicted=25.450501, expected=32.000000
predicted=25.689056, expected=28.000000
predicted=27.768107, expected=4.000000
predicted=22.779238, expected=28.000000
predicted=25.376161, expected=32.000000
predicted=27.582125, expected=36.000000
predicted=28.513110, expected=44.000000
predicted=31.057068, expected=36.000000
predicted=28.375638, expected=12.000000
predicted=27.078904, expected=28.000000
predicted=30.648157, expected=52.000000
predicted=38.777907, expected=32.000000
predicted=34.635230, expected=32.000000
predicted=31.496778, expected=16.000000
predicted=24.848086, expected=24.000000
predicted=29.258478, expected=20.000000
predicted=30.399778, expected=16.000000
predicted=22.722126, expected=24.000000
predicted=23.298420, expected=12.000000
predicted=17.287998, expected=48.000000
predicted=28.038441, expected=16.000000
predicted=21.673138, expected=28.000000
predicted=22.754963, expected=12.000000
predicted=21.887339, expected=16.000000
predicted=19.740025, expected=4.000000
predicted=20.683903, expected=8.000000
predicted=12.917829, expected=16.000000
predicted=15.942080, expected=44.000000
predicted=21.177716, expected=16.000000
predicted=16.929772, expected=16.000000
predicted=14.521504, expected=24.000000
predicted=20.370361, expected=24.000000
predicted=22.978700, expected=8.000000
predicted=21.425605, expected=24.000000
predicted=19.049685, expected=28.000000
predicted=21.999221, expected=32.000000
predicted=24.653126, expected=20.000000
predicted=22.074165, expected=20.000000
predicted=19.889116, expected=16.000000
predicted=22.281085, expected=12.000000
predicted=20.276652, expected=36.000000
predicted=26.035523, expected=28.000000
predicted=23.180542, expected=24.000000
predicted=21.895122, expected=4.000000
predicted=16.583909, expected=8.000000
predicted=15.935967, expected=20.000000
predicted=22.200614, expected=8.000000
predicted=15.363459, expected=16.000000
predicted=14.321926, expected=20.000000
predicted=13.302542, expected=24.000000
predicted=16.476313, expected=28.000000
predicted=20.769370, expected=12.000000
predicted=15.705738, expected=12.000000
predicted=16.797055, expected=20.000000
predicted=19.836730, expected=40.000000
predicted=26.123154, expected=28.000000
predicted=24.532613, expected=24.000000
predicted=21.010925, expected=16.000000
predicted=20.895748, expected=36.000000
predicted=28.293719, expected=32.000000
predicted=31.275746, expected=24.000000
predicted=25.702530, expected=24.000000
predicted=25.250633, expected=24.000000
predicted=24.868134, expected=16.000000
predicted=25.186722, expected=12.000000
predicted=21.021378, expected=20.000000
predicted=20.521878, expected=24.000000
predicted=21.302268, expected=4.000000
predicted=14.806792, expected=36.000000
predicted=21.113044, expected=60.000000
predicted=31.596466, expected=48.000000
predicted=33.163381, expected=56.000000
predicted=39.109378, expected=20.000000
predicted=30.933358, expected=8.000000
predicted=31.606864, expected=28.000000
predicted=38.242675, expected=8.000000
predicted=26.955335, expected=28.000000
predicted=27.802055, expected=20.000000
predicted=19.487293, expected=16.000000
predicted=16.191463, expected=16.000000
predicted=19.385201, expected=12.000000
predicted=15.014034, expected=16.000000
predicted=18.498471, expected=24.000000
predicted=18.939713, expected=32.000000
predicted=21.431820, expected=28.000000
predicted=21.898985, expected=16.000000
predicted=18.973705, expected=24.000000
predicted=22.537890, expected=12.000000
predicted=21.092484, expected=48.000000
predicted=31.023932, expected=20.000000
predicted=24.743157, expected=12.000000
predicted=18.351009, expected=8.000000
predicted=18.671813, expected=4.000000
predicted=14.698451, expected=56.000000
predicted=32.932980, expected=20.000000
predicted=20.727163, expected=8.000000
predicted=13.697840, expected=28.000000
predicted=20.681724, expected=36.000000
predicted=26.470370, expected=16.000000
predicted=27.494769, expected=24.000000
predicted=21.440047, expected=20.000000
predicted=20.785732, expected=24.000000
predicted=24.846594, expected=12.000000
predicted=21.367127, expected=24.000000
predicted=20.160322, expected=28.000000
predicted=23.591512, expected=28.000000
predicted=23.211842, expected=24.000000
predicted=23.157358, expected=12.000000
predicted=18.596551, expected=16.000000
predicted=21.034384, expected=28.000000
predicted=24.519053, expected=28.000000
predicted=24.224367, expected=32.000000
predicted=24.521113, expected=36.000000
predicted=25.889482, expected=16.000000
predicted=23.074866, expected=12.000000
predicted=22.721202, expected=4.000000
predicted=19.105936, expected=16.000000
predicted=20.182721, expected=24.000000
predicted=21.114896, expected=16.000000
predicted=14.786557, expected=12.000000
predicted=12.850581, expected=12.000000
predicted=12.678502, expected=20.000000
predicted=17.399733, expected=8.000000
predicted=14.780484, expected=12.000000
predicted=12.909694, expected=24.000000
predicted=16.334624, expected=20.000000
predicted=16.452863, expected=28.000000
predicted=20.025877, expected=20.000000
predicted=17.838242, expected=20.000000
predicted=19.451161, expected=24.000000
predicted=23.076785, expected=4.000000
predicted=16.594584, expected=36.000000
predicted=24.812848, expected=16.000000
predicted=19.958298, expected=24.000000
predicted=20.406199, expected=8.000000
predicted=17.223498, expected=12.000000
predicted=14.548273, expected=20.000000
predicted=21.231904, expected=16.000000
predicted=16.154549, expected=28.000000
predicted=19.947492, expected=16.000000
predicted=15.774531, expected=24.000000
predicted=19.079601, expected=16.000000
predicted=19.401199, expected=12.000000
predicted=17.041753, expected=12.000000
predicted=17.741705, expected=20.000000
predicted=17.403090, expected=44.000000
predicted=25.841534, expected=44.000000
predicted=27.449830, expected=32.000000
predicted=25.927590, expected=28.000000
predicted=27.412368, expected=16.000000
predicted=27.232247, expected=20.000000
predicted=30.049436, expected=20.000000
predicted=27.374825, expected=24.000000
predicted=24.288337, expected=28.000000
predicted=24.059859, expected=16.000000
predicted=19.224943, expected=24.000000
predicted=21.810108, expected=20.000000
predicted=21.735495, expected=12.000000
predicted=19.215609, expected=24.000000
predicted=21.750162, expected=32.000000
predicted=23.243050, expected=16.000000
predicted=20.394752, expected=28.000000
predicted=22.260128, expected=16.000000
predicted=19.847463, expected=4.000000
predicted=17.122777, expected=32.000000
predicted=24.201768, expected=44.000000
predicted=27.340421, expected=36.000000
predicted=28.070930, expected=28.000000
predicted=24.891585, expected=32.000000
predicted=27.377970, expected=12.000000
predicted=27.613235, expected=28.000000
predicted=30.755283, expected=12.000000
predicted=23.904465, expected=8.000000
predicted=18.153341, expected=36.000000
predicted=25.104761, expected=40.000000
predicted=25.615746, expected=28.000000
predicted=25.413032, expected=4.000000
predicted=16.263812, expected=4.000000
predicted=15.781371, expected=28.000000
predicted=26.385362, expected=24.000000
predicted=24.214820, expected=44.000000
predicted=25.966690, expected=16.000000
predicted=17.374907, expected=16.000000
predicted=18.313293, expected=16.000000
predicted=23.214814, expected=24.000000
predicted=24.140284, expected=4.000000
predicted=19.214173, expected=12.000000
predicted=13.769641, expected=32.000000
predicted=20.462573, expected=36.000000
predicted=23.451111, expected=12.000000
predicted=17.956127, expected=28.000000
predicted=19.718516, expected=24.000000
predicted=23.599990, expected=20.000000
predicted=24.844047, expected=16.000000
predicted=22.365545, expected=28.000000
predicted=21.842684, expected=36.000000
predicted=27.877230, expected=28.000000
predicted=25.413483, expected=8.000000
predicted=18.969359, expected=24.000000
predicted=22.712364, expected=16.000000
predicted=23.212274, expected=44.000000
predicted=30.166005, expected=24.000000
predicted=24.448135, expected=20.000000
predicted=19.799302, expected=8.000000
predicted=20.022823, expected=8.000000
predicted=17.742901, expected=20.000000
predicted=23.194546, expected=16.000000
predicted=17.012003, expected=12.000000
predicted=13.645885, expected=40.000000
predicted=20.568168, expected=36.000000
predicted=23.725863, expected=4.000000
predicted=16.912360, expected=8.000000
predicted=16.173687, expected=16.000000
predicted=19.136024, expected=28.000000
predicted=25.392895, expected=24.000000
predicted=21.419816, expected=24.000000
predicted=16.652778, expected=32.000000
predicted=22.450530, expected=12.000000
predicted=20.021802, expected=16.000000
predicted=21.464580, expected=24.000000
predicted=23.073711, expected=36.000000
predicted=26.577183, expected=28.000000
predicted=25.630454, expected=20.000000
predicted=20.434719, expected=16.000000
predicted=21.162766, expected=4.000000
predicted=18.597669, expected=4.000000
predicted=17.180607, expected=12.000000
predicted=15.378637, expected=16.000000
predicted=13.751107, expected=36.000000
predicted=18.662169, expected=36.000000
predicted=19.939156, expected=36.000000
predicted=23.186607, expected=16.000000
predicted=21.688999, expected=20.000000
predicted=24.118545, expected=16.000000
predicted=26.106930, expected=28.000000
predicted=27.122451, expected=12.000000
predicted=20.972212, expected=48.000000
predicted=27.003988, expected=20.000000
predicted=23.377832, expected=20.000000
predicted=21.213535, expected=20.000000
predicted=24.286786, expected=16.000000
predicted=20.762292, expected=24.000000
predicted=26.778993, expected=28.000000
predicted=22.661866, expected=32.000000
predicted=24.515016, expected=32.000000
predicted=25.822737, expected=12.000000
predicted=20.544928, expected=40.000000
predicted=29.668761, expected=40.000000
predicted=33.109651, expected=24.000000
predicted=28.453898, expected=16.000000
predicted=24.843776, expected=20.000000
predicted=23.404317, expected=24.000000
predicted=28.508858, expected=24.000000
predicted=26.044502, expected=4.000000
predicted=15.985914, expected=12.000000
predicted=15.389848, expected=32.000000
predicted=22.593146, expected=20.000000
predicted=20.073133, expected=12.000000
predicted=15.918486, expected=12.000000
predicted=13.501013, expected=16.000000
predicted=17.011760, expected=16.000000
predicted=19.048956, expected=12.000000
predicted=14.420417, expected=28.000000
predicted=17.821068, expected=16.000000
predicted=16.232985, expected=16.000000
predicted=16.320665, expected=16.000000
predicted=16.984115, expected=20.000000
predicted=17.984613, expected=4.000000
predicted=15.196340, expected=36.000000
predicted=21.041748, expected=20.000000
predicted=19.261947, expected=36.000000
predicted=23.164217, expected=16.000000
predicted=20.682857, expected=24.000000
predicted=20.621790, expected=4.000000
predicted=20.793510, expected=20.000000
predicted=19.813157, expected=40.000000
predicted=28.480830, expected=4.000000
predicted=14.986779, expected=12.000000
predicted=15.649941, expected=12.000000
predicted=14.464147, expected=24.000000
predicted=20.142318, expected=16.000000
predicted=19.582643, expected=52.000000
predicted=24.021805, expected=40.000000
predicted=27.664411, expected=24.000000
predicted=24.384869, expected=4.000000
predicted=21.618348, expected=4.000000
predicted=19.343927, expected=16.000000
predicted=25.770238, expected=16.000000
predicted=19.730955, expected=8.000000
predicted=11.885247, expected=12.000000
predicted=9.443405, expected=12.000000
predicted=10.962564, expected=8.000000
predicted=11.506314, expected=12.000000
predicted=11.743659, expected=24.000000
predicted=14.548985, expected=16.000000
predicted=14.137582, expected=24.000000
predicted=16.572893, expected=16.000000
predicted=15.743451, expected=8.000000
predicted=14.185637, expected=16.000000
predicted=17.744740, expected=12.000000
predicted=15.136712, expected=16.000000
predicted=16.080224, expected=28.000000
predicted=18.356810, expected=68.000000
predicted=31.770655, expected=56.000000
predicted=35.733459, expected=40.000000
predicted=33.232513, expected=72.000000
predicted=48.730897, expected=92.000000
predicted=64.439234, expected=60.000000
predicted=63.395443, expected=144.000000
predicted=88.364355, expected=64.000000
predicted=74.427044, expected=16.000000
predicted=60.491571, expected=12.000000
predicted=56.735559, expected=8.000000
predicted=43.672151, expected=48.000000
predicted=59.293520, expected=24.000000
predicted=31.553732, expected=28.000000
predicted=22.169594, expected=20.000000
predicted=21.442657, expected=8.000000
predicted=18.126321, expected=20.000000
predicted=25.339909, expected=36.000000
predicted=26.399926, expected=84.000000
predicted=44.667060, expected=84.000000
predicted=50.925347, expected=28.000000
predicted=35.047098, expected=72.000000
predicted=53.448172, expected=40.000000
predicted=53.300079, expected=56.000000
predicted=61.242028, expected=96.000000
predicted=72.173588, expected=24.000000
predicted=45.890993, expected=52.000000
predicted=54.384765, expected=28.000000
predicted=44.252564, expected=28.000000
predicted=45.089143, expected=72.000000
predicted=57.614461, expected=20.000000
predicted=34.793572, expected=16.000000
predicted=31.075078, expected=40.000000
predicted=33.523645, expected=84.000000
predicted=53.742161, expected=64.000000
predicted=54.614174, expected=72.000000
predicted=50.438851, expected=24.000000
predicted=40.587622, expected=12.000000
predicted=39.990389, expected=8.000000
predicted=39.041919, expected=8.000000
predicted=30.186636, expected=32.000000
predicted=31.342197, expected=8.000000
predicted=14.942259, expected=8.000000
predicted=10.535850, expected=20.000000
predicted=14.248178, expected=16.000000
predicted=16.168664, expected=12.000000
predicted=15.859965, expected=8.000000
predicted=10.185283, expected=12.000000
predicted=12.220013, expected=20.000000
predicted=16.515853, expected=12.000000
predicted=13.437597, expected=8.000000
predicted=10.528195, expected=20.000000
predicted=14.138026, expected=20.000000
predicted=16.790746, expected=8.000000
predicted=13.408351, expected=16.000000
predicted=13.494866, expected=8.000000
predicted=11.993247, expected=20.000000
predicted=16.844713, expected=12.000000
predicted=13.952016, expected=12.000000
predicted=12.085561, expected=20.000000
predicted=15.555066, expected=16.000000
predicted=14.970868, expected=16.000000
predicted=16.004971, expected=4.000000
predicted=10.727148, expected=20.000000
predicted=15.518674, expected=12.000000
predicted=14.883871, expected=12.000000
predicted=13.201167, expected=12.000000
predicted=12.130496, expected=12.000000
predicted=11.701631, expected=16.000000
predicted=14.793936, expected=4.000000
predicted=9.693720, expected=8.000000
predicted=9.706011, expected=8.000000
predicted=9.678817, expected=8.000000
predicted=9.540329, expected=28.000000
predicted=15.747716, expected=24.000000
predicted=15.619487, expected=20.000000
predicted=15.983099, expected=12.000000
predicted=14.085785, expected=16.000000
predicted=16.817049, expected=4.000000
predicted=15.236901, expected=8.000000
predicted=13.160313, expected=16.000000
predicted=13.954145, expected=8.000000
predicted=10.681863, expected=20.000000
predicted=13.601250, expected=12.000000
predicted=11.003840, expected=12.000000
predicted=12.094269, expected=8.000000
predicted=11.347258, expected=8.000000
predicted=10.469546, expected=12.000000
predicted=12.508099, expected=16.000000
predicted=12.651466, expected=20.000000
predicted=14.315281, expected=16.000000
predicted=13.421146, expected=16.000000
predicted=14.151943, expected=4.000000
predicted=11.347164, expected=36.000000
predicted=21.835586, expected=16.000000
predicted=18.593668, expected=24.000000
predicted=19.225189, expected=20.000000
predicted=18.391952, expected=28.000000
predicted=22.238142, expected=12.000000
predicted=21.016906, expected=4.000000
predicted=13.720547, expected=12.000000
predicted=15.681867, expected=8.000000
predicted=13.864383, expected=16.000000
predicted=14.968117, expected=12.000000
predicted=10.938830, expected=20.000000
predicted=13.202260, expected=32.000000
predicted=19.818815, expected=24.000000
predicted=19.536038, expected=36.000000
predicted=25.101752, expected=16.000000
predicted=20.798913, expected=4.000000
predicted=17.247929, expected=36.000000
predicted=27.165621, expected=12.000000
predicted=21.101360, expected=4.000000
predicted=15.398016, expected=40.000000
predicted=22.086840, expected=24.000000
predicted=21.696621, expected=20.000000
predicted=22.528789, expected=12.000000
predicted=15.272494, expected=12.000000
predicted=16.545131, expected=24.000000
predicted=23.835579, expected=24.000000
Test MSE: 216.529
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929])]
predicted=49.512093, expected=72.000000
predicted=55.838567, expected=100.000000
predicted=67.006950, expected=52.000000
predicted=56.980749, expected=32.000000
predicted=45.949894, expected=56.000000
predicted=54.931009, expected=44.000000
predicted=55.464294, expected=44.000000
predicted=57.620530, expected=56.000000
predicted=49.489511, expected=84.000000
predicted=58.942944, expected=44.000000
predicted=50.966266, expected=60.000000
predicted=57.324613, expected=48.000000
predicted=50.357817, expected=60.000000
predicted=59.876084, expected=28.000000
predicted=48.899232, expected=104.000000
predicted=70.104087, expected=60.000000
predicted=56.625497, expected=136.000000
predicted=90.399859, expected=100.000000
predicted=80.977929, expected=160.000000
predicted=109.831374, expected=36.000000
predicted=82.766089, expected=44.000000
predicted=75.833539, expected=56.000000
predicted=82.846900, expected=84.000000
predicted=82.388607, expected=52.000000
predicted=77.972770, expected=84.000000
predicted=64.243077, expected=72.000000
predicted=63.642056, expected=44.000000
predicted=58.618513, expected=48.000000
predicted=62.456613, expected=36.000000
predicted=48.692137, expected=64.000000
predicted=62.624543, expected=36.000000
predicted=48.311402, expected=44.000000
predicted=45.419365, expected=36.000000
predicted=41.697110, expected=52.000000
predicted=45.202012, expected=68.000000
predicted=56.380355, expected=84.000000
predicted=59.752534, expected=56.000000
predicted=55.378673, expected=44.000000
predicted=51.247499, expected=44.000000
predicted=52.719738, expected=68.000000
predicted=62.736197, expected=28.000000
predicted=50.142393, expected=40.000000
predicted=46.766476, expected=36.000000
predicted=40.392315, expected=52.000000
predicted=46.072704, expected=48.000000
predicted=48.783697, expected=44.000000
predicted=40.599650, expected=140.000000
predicted=79.756801, expected=96.000000
predicted=71.868845, expected=92.000000
predicted=82.197084, expected=176.000000
predicted=115.154617, expected=92.000000
predicted=93.965747, expected=52.000000
predicted=100.580206, expected=48.000000
predicted=78.769245, expected=36.000000
predicted=66.854874, expected=40.000000
predicted=75.516772, expected=44.000000
predicted=53.499387, expected=48.000000
predicted=46.248870, expected=52.000000
predicted=47.342242, expected=48.000000
predicted=44.756323, expected=12.000000
predicted=32.202489, expected=28.000000
predicted=35.812317, expected=40.000000
predicted=37.740633, expected=52.000000
predicted=43.937926, expected=64.000000
predicted=49.209072, expected=88.000000
predicted=55.985452, expected=40.000000
predicted=46.268490, expected=28.000000
predicted=44.610091, expected=56.000000
predicted=52.832593, expected=36.000000
predicted=46.858302, expected=60.000000
predicted=59.335261, expected=36.000000
predicted=39.865695, expected=56.000000
predicted=46.909486, expected=60.000000
predicted=53.311331, expected=76.000000
predicted=58.661918, expected=36.000000
predicted=49.954976, expected=24.000000
predicted=40.069149, expected=52.000000
predicted=50.021136, expected=44.000000
predicted=47.027436, expected=84.000000
predicted=65.648189, expected=28.000000
predicted=38.861191, expected=32.000000
predicted=39.550228, expected=68.000000
predicted=54.352751, expected=16.000000
predicted=35.671444, expected=48.000000
predicted=52.512833, expected=44.000000
predicted=37.374219, expected=56.000000
predicted=46.516249, expected=80.000000
predicted=62.062707, expected=36.000000
predicted=40.588070, expected=60.000000
predicted=56.167168, expected=68.000000
predicted=57.096481, expected=28.000000
predicted=47.613800, expected=84.000000
predicted=69.068216, expected=96.000000
predicted=66.872708, expected=32.000000
predicted=55.045350, expected=60.000000
predicted=63.021019, expected=36.000000
predicted=44.001631, expected=32.000000
predicted=53.304254, expected=56.000000
predicted=56.961191, expected=52.000000
predicted=44.709591, expected=68.000000
predicted=57.663026, expected=80.000000
predicted=59.322300, expected=32.000000
predicted=45.563242, expected=28.000000
predicted=46.663134, expected=48.000000
predicted=47.960120, expected=48.000000
predicted=51.051860, expected=76.000000
predicted=62.847870, expected=56.000000
predicted=48.450906, expected=76.000000
predicted=59.441001, expected=64.000000
predicted=59.716133, expected=68.000000
predicted=64.498936, expected=36.000000
predicted=56.064401, expected=64.000000
predicted=61.003160, expected=100.000000
predicted=76.330710, expected=104.000000
predicted=81.699006, expected=88.000000
predicted=80.891547, expected=52.000000
predicted=63.747174, expected=48.000000
predicted=65.818544, expected=28.000000
predicted=59.365865, expected=76.000000
predicted=72.843170, expected=68.000000
predicted=64.536811, expected=84.000000
predicted=67.630212, expected=72.000000
predicted=63.481398, expected=20.000000
predicted=44.035316, expected=72.000000
predicted=67.841512, expected=32.000000
predicted=49.245005, expected=64.000000
predicted=64.364560, expected=116.000000
predicted=76.981845, expected=72.000000
predicted=61.893542, expected=44.000000
predicted=63.240706, expected=52.000000
predicted=54.116759, expected=44.000000
predicted=57.682111, expected=96.000000
predicted=83.670002, expected=44.000000
predicted=55.597540, expected=76.000000
predicted=64.417041, expected=52.000000
predicted=54.730999, expected=52.000000
predicted=57.742293, expected=56.000000
predicted=63.358188, expected=56.000000
predicted=54.582231, expected=40.000000
predicted=53.480826, expected=76.000000
predicted=60.522820, expected=116.000000
predicted=77.727855, expected=108.000000
predicted=84.123730, expected=32.000000
predicted=59.887228, expected=52.000000
predicted=61.325508, expected=44.000000
predicted=60.929091, expected=52.000000
predicted=69.782014, expected=100.000000
predicted=79.445626, expected=68.000000
predicted=57.969677, expected=60.000000
predicted=62.494210, expected=68.000000
predicted=61.776966, expected=56.000000
predicted=62.063031, expected=72.000000
predicted=74.874699, expected=44.000000
predicted=56.556641, expected=92.000000
predicted=72.823799, expected=52.000000
predicted=59.846455, expected=88.000000
predicted=73.678826, expected=36.000000
predicted=55.481604, expected=24.000000
predicted=47.062497, expected=40.000000
predicted=52.873571, expected=20.000000
predicted=37.564854, expected=44.000000
predicted=48.398953, expected=64.000000
predicted=43.998937, expected=68.000000
predicted=49.098800, expected=36.000000
predicted=42.651107, expected=40.000000
predicted=40.549153, expected=40.000000
predicted=44.168298, expected=28.000000
predicted=43.308996, expected=28.000000
predicted=39.685270, expected=72.000000
predicted=48.211015, expected=36.000000
predicted=39.414952, expected=56.000000
predicted=48.029724, expected=72.000000
predicted=50.842810, expected=64.000000
predicted=55.108674, expected=36.000000
predicted=52.817940, expected=60.000000
predicted=52.784604, expected=64.000000
predicted=58.621406, expected=80.000000
predicted=69.749436, expected=44.000000
predicted=54.884930, expected=56.000000
predicted=54.359188, expected=24.000000
predicted=45.078328, expected=64.000000
predicted=59.064876, expected=56.000000
predicted=56.481400, expected=96.000000
predicted=67.619650, expected=104.000000
predicted=75.665166, expected=84.000000
predicted=70.816854, expected=64.000000
predicted=72.340521, expected=100.000000
predicted=83.920363, expected=44.000000
predicted=72.549506, expected=88.000000
predicted=86.647840, expected=60.000000
predicted=68.927444, expected=80.000000
predicted=75.111944, expected=64.000000
predicted=72.733574, expected=36.000000
predicted=53.191950, expected=44.000000
predicted=59.020104, expected=76.000000
predicted=63.165335, expected=60.000000
predicted=63.149422, expected=84.000000
predicted=68.704784, expected=128.000000
predicted=82.257984, expected=88.000000
predicted=79.356043, expected=24.000000
predicted=63.334093, expected=24.000000
predicted=51.921611, expected=32.000000
predicted=54.142076, expected=36.000000
predicted=59.272811, expected=88.000000
predicted=65.676861, expected=100.000000
predicted=62.053834, expected=68.000000
predicted=58.634631, expected=60.000000
predicted=58.423190, expected=64.000000
predicted=61.444447, expected=48.000000
predicted=66.412120, expected=60.000000
predicted=69.291727, expected=44.000000
predicted=54.193696, expected=72.000000
predicted=62.601216, expected=36.000000
predicted=49.678870, expected=48.000000
predicted=50.559249, expected=68.000000
predicted=57.658547, expected=48.000000
predicted=50.786055, expected=32.000000
predicted=48.779044, expected=52.000000
predicted=45.838501, expected=56.000000
predicted=51.169715, expected=28.000000
predicted=45.409843, expected=28.000000
predicted=37.723221, expected=40.000000
predicted=37.011552, expected=20.000000
predicted=34.197433, expected=52.000000
predicted=44.372433, expected=40.000000
predicted=34.590169, expected=56.000000
predicted=43.781883, expected=76.000000
predicted=54.267053, expected=112.000000
predicted=70.367375, expected=20.000000
predicted=48.313851, expected=148.000000
predicted=90.868386, expected=120.000000
predicted=90.661551, expected=80.000000
predicted=92.550699, expected=144.000000
predicted=114.914996, expected=44.000000
predicted=68.598112, expected=40.000000
predicted=89.639534, expected=36.000000
predicted=64.937966, expected=108.000000
predicted=84.533884, expected=72.000000
predicted=84.370185, expected=56.000000
predicted=59.673346, expected=32.000000
predicted=45.665717, expected=52.000000
predicted=52.617270, expected=40.000000
predicted=59.708176, expected=76.000000
predicted=63.632301, expected=100.000000
predicted=70.384187, expected=60.000000
predicted=58.560776, expected=40.000000
predicted=54.559657, expected=40.000000
predicted=48.593507, expected=84.000000
predicted=71.636394, expected=16.000000
predicted=51.867853, expected=68.000000
predicted=58.011895, expected=100.000000
predicted=64.499214, expected=88.000000
predicted=71.635813, expected=48.000000
predicted=66.044070, expected=48.000000
predicted=50.107006, expected=52.000000
predicted=60.854124, expected=32.000000
predicted=58.089617, expected=64.000000
predicted=62.020753, expected=156.000000
predicted=88.823976, expected=64.000000
predicted=67.774862, expected=76.000000
predicted=75.141357, expected=24.000000
predicted=47.054112, expected=28.000000
predicted=55.715557, expected=68.000000
predicted=79.006683, expected=40.000000
predicted=49.953458, expected=64.000000
predicted=59.013744, expected=60.000000
predicted=46.473256, expected=48.000000
predicted=48.201012, expected=60.000000
predicted=58.622434, expected=68.000000
predicted=56.993888, expected=20.000000
predicted=46.210442, expected=52.000000
predicted=52.112025, expected=68.000000
predicted=54.177008, expected=68.000000
predicted=61.784441, expected=60.000000
predicted=59.592269, expected=20.000000
predicted=35.983450, expected=52.000000
predicted=51.522435, expected=20.000000
predicted=41.387804, expected=64.000000
predicted=55.727724, expected=96.000000
predicted=64.351064, expected=120.000000
predicted=75.287888, expected=60.000000
predicted=65.884238, expected=32.000000
predicted=49.237171, expected=72.000000
predicted=68.520436, expected=60.000000
predicted=72.203340, expected=84.000000
predicted=83.604152, expected=44.000000
predicted=54.387406, expected=80.000000
predicted=63.167863, expected=44.000000
predicted=58.245824, expected=36.000000
predicted=53.159846, expected=24.000000
predicted=46.630130, expected=16.000000
predicted=33.464058, expected=104.000000
predicted=68.761511, expected=176.000000
predicted=96.209809, expected=116.000000
predicted=88.385230, expected=28.000000
predicted=55.831854, expected=56.000000
predicted=61.464016, expected=52.000000
predicted=78.022863, expected=24.000000
predicted=76.680143, expected=64.000000
predicted=66.994217, expected=48.000000
predicted=42.755890, expected=64.000000
predicted=57.248267, expected=44.000000
predicted=47.358978, expected=56.000000
predicted=48.360480, expected=44.000000
predicted=51.267043, expected=36.000000
predicted=45.119260, expected=56.000000
predicted=53.051535, expected=60.000000
predicted=51.563880, expected=64.000000
predicted=57.299383, expected=40.000000
predicted=46.147289, expected=52.000000
predicted=49.052311, expected=64.000000
predicted=57.422025, expected=28.000000
predicted=46.294928, expected=32.000000
predicted=44.726208, expected=48.000000
predicted=42.998543, expected=36.000000
predicted=42.768824, expected=56.000000
predicted=50.815584, expected=48.000000
predicted=40.890821, expected=32.000000
predicted=38.234446, expected=80.000000
predicted=57.840581, expected=96.000000
predicted=65.907305, expected=120.000000
predicted=86.305825, expected=120.000000
predicted=89.727872, expected=104.000000
predicted=88.081568, expected=36.000000
predicted=73.238997, expected=48.000000
predicted=75.027225, expected=76.000000
predicted=84.306731, expected=64.000000
predicted=79.237422, expected=52.000000
predicted=66.692746, expected=52.000000
predicted=50.280836, expected=56.000000
predicted=55.396074, expected=16.000000
predicted=44.768853, expected=56.000000
predicted=53.057155, expected=20.000000
predicted=35.396425, expected=56.000000
predicted=49.243882, expected=36.000000
predicted=39.859073, expected=92.000000
predicted=56.627387, expected=64.000000
predicted=57.324615, expected=72.000000
predicted=57.765907, expected=32.000000
predicted=49.092297, expected=32.000000
predicted=44.495909, expected=68.000000
predicted=65.359529, expected=112.000000
predicted=78.853074, expected=84.000000
predicted=74.830143, expected=60.000000
predicted=59.472207, expected=128.000000
predicted=86.404013, expected=64.000000
predicted=76.727053, expected=52.000000
predicted=80.025758, expected=88.000000
predicted=79.739951, expected=60.000000
predicted=68.303414, expected=120.000000
predicted=103.116850, expected=28.000000
predicted=55.758118, expected=36.000000
predicted=55.027672, expected=64.000000
predicted=64.437064, expected=40.000000
predicted=54.166734, expected=48.000000
predicted=63.134185, expected=64.000000
predicted=48.050145, expected=120.000000
predicted=76.331295, expected=48.000000
predicted=60.753134, expected=52.000000
predicted=57.112793, expected=68.000000
predicted=61.291564, expected=28.000000
predicted=53.605438, expected=32.000000
predicted=58.862978, expected=36.000000
predicted=40.282676, expected=76.000000
predicted=57.454811, expected=12.000000
predicted=37.389701, expected=68.000000
predicted=48.190338, expected=56.000000
predicted=45.380546, expected=36.000000
predicted=44.665909, expected=88.000000
predicted=66.931805, expected=88.000000
predicted=60.352952, expected=92.000000
predicted=79.349563, expected=28.000000
predicted=52.666960, expected=76.000000
predicted=65.004289, expected=36.000000
predicted=59.402011, expected=40.000000
predicted=59.285840, expected=72.000000
predicted=64.426896, expected=36.000000
predicted=42.578090, expected=68.000000
predicted=62.030334, expected=72.000000
predicted=55.566909, expected=52.000000
predicted=54.679505, expected=40.000000
predicted=53.536556, expected=28.000000
predicted=40.076016, expected=60.000000
predicted=56.368863, expected=64.000000
predicted=58.489525, expected=56.000000
predicted=53.471435, expected=56.000000
predicted=50.620951, expected=44.000000
predicted=45.634889, expected=44.000000
predicted=51.594301, expected=20.000000
predicted=40.934323, expected=64.000000
predicted=52.749486, expected=36.000000
predicted=42.916784, expected=64.000000
predicted=51.923730, expected=52.000000
predicted=46.899859, expected=20.000000
predicted=34.166776, expected=40.000000
predicted=45.222721, expected=84.000000
predicted=56.363422, expected=64.000000
predicted=59.952888, expected=96.000000
predicted=70.412888, expected=24.000000
predicted=40.713768, expected=100.000000
predicted=73.122234, expected=24.000000
predicted=54.945812, expected=36.000000
predicted=53.820296, expected=48.000000
predicted=54.835579, expected=44.000000
predicted=43.443676, expected=60.000000
predicted=60.784459, expected=68.000000
predicted=49.756430, expected=68.000000
predicted=56.456783, expected=44.000000
predicted=51.439038, expected=28.000000
predicted=43.457969, expected=32.000000
Test MSE: 812.272
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866])]
predicted=61.893883, expected=28.000000
predicted=50.826777, expected=52.000000
predicted=62.757143, expected=8.000000
predicted=68.252594, expected=56.000000
predicted=61.100397, expected=140.000000
predicted=84.137712, expected=60.000000
predicted=45.125621, expected=24.000000
predicted=49.210386, expected=52.000000
predicted=45.150228, expected=4.000000
predicted=37.902902, expected=44.000000
predicted=76.478565, expected=52.000000
predicted=48.329233, expected=92.000000
predicted=50.379316, expected=56.000000
predicted=51.791929, expected=76.000000
predicted=46.865401, expected=40.000000
predicted=50.037363, expected=36.000000
predicted=50.081277, expected=44.000000
predicted=64.214532, expected=88.000000
predicted=64.155012, expected=48.000000
predicted=57.474868, expected=76.000000
predicted=57.929000, expected=32.000000
predicted=42.770422, expected=68.000000
predicted=57.264308, expected=16.000000
predicted=53.097679, expected=64.000000
predicted=53.540567, expected=40.000000
predicted=54.218962, expected=92.000000
predicted=56.186031, expected=44.000000
predicted=55.258416, expected=24.000000
predicted=31.312743, expected=44.000000
predicted=55.164516, expected=32.000000
predicted=38.139609, expected=60.000000
predicted=64.285310, expected=76.000000
predicted=53.893507, expected=84.000000
predicted=52.386278, expected=68.000000
predicted=58.241692, expected=32.000000
predicted=43.912562, expected=20.000000
predicted=48.275309, expected=40.000000
predicted=56.054568, expected=16.000000
predicted=45.588147, expected=124.000000
predicted=76.504830, expected=116.000000
predicted=64.583094, expected=92.000000
predicted=59.634558, expected=28.000000
predicted=52.248987, expected=28.000000
predicted=42.175126, expected=28.000000
predicted=73.245939, expected=72.000000
predicted=78.582694, expected=76.000000
predicted=70.400490, expected=120.000000
predicted=66.883867, expected=100.000000
predicted=66.505313, expected=72.000000
predicted=61.546655, expected=88.000000
predicted=85.225761, expected=28.000000
predicted=62.876274, expected=44.000000
predicted=79.987252, expected=132.000000
predicted=100.425629, expected=100.000000
predicted=78.318408, expected=60.000000
predicted=75.466594, expected=32.000000
predicted=48.038291, expected=68.000000
predicted=62.776052, expected=36.000000
predicted=77.165664, expected=16.000000
predicted=55.369712, expected=112.000000
predicted=74.435220, expected=68.000000
predicted=48.371862, expected=52.000000
predicted=59.600861, expected=160.000000
predicted=90.950564, expected=28.000000
predicted=38.469663, expected=28.000000
predicted=75.701173, expected=16.000000
predicted=51.898899, expected=36.000000
predicted=44.465184, expected=84.000000
predicted=95.724545, expected=52.000000
predicted=38.438534, expected=40.000000
predicted=38.557612, expected=24.000000
predicted=30.333282, expected=28.000000
predicted=36.510653, expected=56.000000
predicted=60.110766, expected=44.000000
predicted=43.650345, expected=56.000000
predicted=45.289600, expected=72.000000
predicted=47.429033, expected=40.000000
predicted=39.462167, expected=40.000000
predicted=50.312677, expected=16.000000
predicted=36.371974, expected=52.000000
predicted=50.380584, expected=68.000000
predicted=59.765487, expected=76.000000
predicted=52.811970, expected=76.000000
predicted=56.882602, expected=36.000000
predicted=37.727283, expected=56.000000
predicted=57.803941, expected=36.000000
predicted=54.004188, expected=68.000000
predicted=65.642592, expected=48.000000
predicted=57.963487, expected=92.000000
predicted=60.283888, expected=36.000000
predicted=49.793502, expected=76.000000
predicted=57.810329, expected=52.000000
predicted=60.959586, expected=92.000000
predicted=67.121686, expected=24.000000
predicted=60.103856, expected=20.000000
predicted=37.940891, expected=76.000000
predicted=68.910448, expected=36.000000
predicted=43.585759, expected=28.000000
predicted=54.957116, expected=68.000000
predicted=45.421208, expected=24.000000
predicted=28.330438, expected=32.000000
predicted=50.617763, expected=28.000000
predicted=34.252229, expected=36.000000
predicted=32.490411, expected=48.000000
predicted=49.989774, expected=32.000000
predicted=29.589509, expected=40.000000
predicted=36.254801, expected=24.000000
predicted=29.537176, expected=44.000000
predicted=38.602879, expected=76.000000
predicted=53.788438, expected=16.000000
predicted=28.943862, expected=20.000000
predicted=34.489221, expected=48.000000
predicted=37.181636, expected=40.000000
predicted=39.250312, expected=40.000000
predicted=50.552860, expected=24.000000
predicted=25.138741, expected=68.000000
predicted=42.080128, expected=28.000000
predicted=38.273682, expected=20.000000
predicted=33.230280, expected=40.000000
predicted=39.569883, expected=16.000000
predicted=23.852843, expected=20.000000
predicted=39.224461, expected=72.000000
predicted=42.525513, expected=32.000000
predicted=27.026551, expected=44.000000
predicted=40.761433, expected=12.000000
predicted=22.613757, expected=24.000000
predicted=26.740749, expected=8.000000
predicted=36.698219, expected=16.000000
predicted=22.889414, expected=28.000000
predicted=29.907690, expected=44.000000
predicted=24.367655, expected=56.000000
predicted=34.845378, expected=132.000000
predicted=59.768033, expected=40.000000
predicted=36.862983, expected=36.000000
predicted=44.303569, expected=40.000000
predicted=50.441999, expected=24.000000
predicted=44.096012, expected=136.000000
predicted=105.908425, expected=80.000000
predicted=56.970294, expected=56.000000
predicted=53.510736, expected=48.000000
predicted=54.936443, expected=24.000000
predicted=39.300625, expected=32.000000
predicted=75.357431, expected=48.000000
predicted=56.753029, expected=56.000000
predicted=49.891853, expected=144.000000
predicted=79.378900, expected=24.000000
predicted=35.553371, expected=272.000000
predicted=126.234259, expected=24.000000
predicted=65.079194, expected=52.000000
predicted=72.559743, expected=84.000000
predicted=111.516049, expected=64.000000
predicted=59.760535, expected=80.000000
predicted=141.904194, expected=28.000000
predicted=40.290855, expected=32.000000
predicted=49.227842, expected=32.000000
predicted=55.726746, expected=56.000000
predicted=53.958745, expected=88.000000
predicted=68.432497, expected=52.000000
predicted=43.617331, expected=84.000000
predicted=57.578034, expected=44.000000
predicted=48.214860, expected=40.000000
predicted=54.183717, expected=36.000000
predicted=59.907244, expected=64.000000
predicted=55.173069, expected=108.000000
predicted=79.303121, expected=120.000000
predicted=74.987306, expected=48.000000
predicted=56.509408, expected=36.000000
predicted=52.222803, expected=48.000000
predicted=62.971946, expected=68.000000
predicted=79.640436, expected=64.000000
predicted=78.534533, expected=48.000000
predicted=49.920656, expected=44.000000
predicted=45.452947, expected=56.000000
predicted=53.040113, expected=28.000000
predicted=49.562933, expected=88.000000
predicted=65.343433, expected=64.000000
predicted=54.907820, expected=68.000000
predicted=56.782201, expected=116.000000
predicted=77.884057, expected=40.000000
predicted=49.985016, expected=60.000000
predicted=73.827768, expected=32.000000
predicted=55.452964, expected=24.000000
predicted=51.223174, expected=76.000000
predicted=77.331189, expected=100.000000
predicted=62.078142, expected=56.000000
predicted=58.056762, expected=72.000000
predicted=55.845209, expected=48.000000
predicted=48.606426, expected=36.000000
predicted=60.388514, expected=48.000000
predicted=67.296843, expected=44.000000
predicted=50.087461, expected=40.000000
predicted=52.138980, expected=84.000000
predicted=57.770224, expected=96.000000
predicted=61.492713, expected=52.000000
predicted=55.267676, expected=36.000000
predicted=49.274659, expected=32.000000
predicted=45.809204, expected=56.000000
predicted=64.656264, expected=92.000000
predicted=77.557429, expected=32.000000
predicted=45.886188, expected=72.000000
predicted=53.584420, expected=44.000000
predicted=45.688310, expected=60.000000
predicted=58.566231, expected=28.000000
predicted=57.652076, expected=48.000000
predicted=43.333098, expected=108.000000
predicted=74.745535, expected=36.000000
predicted=46.747000, expected=32.000000
predicted=49.423337, expected=332.000000
predicted=135.905775, expected=20.000000
predicted=65.275668, expected=8.000000
predicted=83.251766, expected=52.000000
predicted=60.209359, expected=88.000000
predicted=70.529909, expected=72.000000
predicted=152.872742, expected=24.000000
predicted=33.839066, expected=24.000000
predicted=31.653595, expected=24.000000
predicted=42.884254, expected=60.000000
predicted=60.510400, expected=68.000000
predicted=56.244384, expected=96.000000
predicted=53.585666, expected=68.000000
predicted=50.872865, expected=36.000000
predicted=45.342868, expected=60.000000
predicted=62.811735, expected=36.000000
predicted=56.264772, expected=72.000000
predicted=72.370987, expected=88.000000
predicted=67.710758, expected=24.000000
predicted=41.749169, expected=8.000000
predicted=42.586561, expected=68.000000
predicted=50.381828, expected=40.000000
predicted=51.926573, expected=156.000000
predicted=91.008676, expected=60.000000
predicted=49.184795, expected=84.000000
predicted=58.727234, expected=32.000000
predicted=62.476378, expected=28.000000
predicted=52.044276, expected=28.000000
predicted=78.647456, expected=32.000000
predicted=44.997388, expected=56.000000
predicted=55.808815, expected=44.000000
predicted=36.765773, expected=76.000000
predicted=47.323812, expected=12.000000
predicted=31.000572, expected=44.000000
predicted=41.526882, expected=28.000000
predicted=42.375909, expected=20.000000
predicted=35.090837, expected=40.000000
predicted=46.709447, expected=12.000000
predicted=19.092996, expected=20.000000
predicted=29.739751, expected=28.000000
predicted=25.814177, expected=36.000000
predicted=26.547233, expected=4.000000
predicted=22.696817, expected=92.000000
predicted=40.605184, expected=88.000000
predicted=47.475381, expected=88.000000
predicted=56.637219, expected=48.000000
predicted=50.987746, expected=64.000000
predicted=49.746139, expected=64.000000
predicted=75.759067, expected=28.000000
predicted=61.165083, expected=60.000000
predicted=66.125265, expected=108.000000
predicted=68.569336, expected=32.000000
predicted=53.860269, expected=44.000000
predicted=55.903359, expected=48.000000
predicted=45.576054, expected=28.000000
predicted=49.036783, expected=20.000000
predicted=55.433949, expected=80.000000
predicted=47.972377, expected=100.000000
predicted=60.962071, expected=60.000000
predicted=54.847083, expected=32.000000
predicted=42.696150, expected=72.000000
predicted=53.482015, expected=56.000000
predicted=66.813060, expected=28.000000
predicted=61.396169, expected=84.000000
predicted=63.152303, expected=92.000000
predicted=60.013600, expected=52.000000
predicted=63.129760, expected=16.000000
predicted=46.648304, expected=48.000000
predicted=46.162053, expected=4.000000
predicted=46.650015, expected=32.000000
predicted=51.395323, expected=88.000000
predicted=53.365807, expected=116.000000
predicted=56.439124, expected=28.000000
predicted=45.666835, expected=44.000000
predicted=39.515170, expected=68.000000
predicted=55.944473, expected=24.000000
predicted=58.512455, expected=64.000000
predicted=73.845808, expected=32.000000
predicted=36.312293, expected=32.000000
predicted=41.392865, expected=24.000000
predicted=43.387556, expected=48.000000
predicted=36.265310, expected=72.000000
predicted=55.532823, expected=64.000000
predicted=45.981634, expected=48.000000
predicted=44.208839, expected=44.000000
predicted=42.378821, expected=28.000000
predicted=44.607321, expected=72.000000
predicted=62.834484, expected=68.000000
predicted=58.945705, expected=72.000000
predicted=57.355998, expected=36.000000
predicted=47.042161, expected=64.000000
predicted=51.613095, expected=20.000000
predicted=50.788529, expected=120.000000
predicted=77.584899, expected=60.000000
predicted=62.956423, expected=36.000000
predicted=47.136274, expected=20.000000
predicted=48.815957, expected=40.000000
predicted=39.739508, expected=32.000000
predicted=63.297145, expected=44.000000
predicted=44.956458, expected=92.000000
predicted=52.742349, expected=12.000000
predicted=28.081609, expected=20.000000
predicted=36.278908, expected=28.000000
predicted=34.002872, expected=80.000000
predicted=52.625492, expected=32.000000
predicted=52.389927, expected=32.000000
predicted=28.570406, expected=52.000000
predicted=38.195961, expected=16.000000
predicted=31.026416, expected=24.000000
predicted=46.053455, expected=8.000000
predicted=23.832239, expected=16.000000
predicted=24.282495, expected=8.000000
predicted=25.109213, expected=32.000000
predicted=20.092891, expected=96.000000
predicted=43.425761, expected=36.000000
predicted=26.502451, expected=104.000000
predicted=53.937519, expected=52.000000
predicted=42.176635, expected=28.000000
predicted=45.188618, expected=24.000000
predicted=59.077086, expected=76.000000
predicted=53.788920, expected=40.000000
predicted=62.300659, expected=12.000000
predicted=36.132346, expected=24.000000
predicted=30.549858, expected=36.000000
predicted=32.155110, expected=28.000000
predicted=43.428044, expected=20.000000
predicted=28.330146, expected=84.000000
predicted=39.937412, expected=44.000000
predicted=35.807286, expected=24.000000
predicted=35.390341, expected=28.000000
predicted=33.625565, expected=84.000000
predicted=48.499390, expected=108.000000
predicted=76.939418, expected=20.000000
predicted=42.072972, expected=96.000000
predicted=60.730664, expected=52.000000
predicted=52.114582, expected=28.000000
predicted=61.075873, expected=24.000000
predicted=61.125061, expected=56.000000
predicted=41.526741, expected=48.000000
predicted=60.253770, expected=32.000000
predicted=41.004498, expected=48.000000
predicted=38.795072, expected=72.000000
predicted=46.552642, expected=40.000000
predicted=48.312378, expected=48.000000
predicted=48.378113, expected=36.000000
predicted=40.268277, expected=40.000000
predicted=45.587718, expected=16.000000
predicted=43.108541, expected=88.000000
predicted=53.311915, expected=72.000000
predicted=53.535951, expected=76.000000
predicted=55.010886, expected=56.000000
predicted=53.625253, expected=32.000000
predicted=41.307002, expected=36.000000
predicted=61.410423, expected=48.000000
predicted=56.215097, expected=68.000000
predicted=61.299752, expected=84.000000
predicted=60.996786, expected=36.000000
predicted=42.674349, expected=16.000000
predicted=38.394122, expected=60.000000
predicted=52.981458, expected=32.000000
predicted=48.889502, expected=8.000000
predicted=43.037812, expected=56.000000
predicted=40.178058, expected=64.000000
predicted=38.292279, expected=32.000000
predicted=43.714315, expected=52.000000
predicted=41.771389, expected=112.000000
predicted=55.715441, expected=28.000000
predicted=49.277190, expected=28.000000
predicted=51.124569, expected=52.000000
predicted=46.649318, expected=32.000000
predicted=45.480024, expected=12.000000
predicted=53.378035, expected=32.000000
predicted=30.563859, expected=28.000000
predicted=28.671329, expected=24.000000
predicted=33.647558, expected=24.000000
predicted=26.674329, expected=84.000000
predicted=39.825329, expected=68.000000
predicted=45.265145, expected=24.000000
predicted=34.762672, expected=24.000000
predicted=34.217830, expected=20.000000
predicted=31.427767, expected=44.000000
predicted=53.081672, expected=4.000000
predicted=33.015743, expected=44.000000
predicted=30.319925, expected=52.000000
predicted=33.704186, expected=12.000000
predicted=22.518512, expected=28.000000
predicted=34.075674, expected=4.000000
predicted=14.160153, expected=8.000000
predicted=25.231557, expected=80.000000
predicted=46.856566, expected=4.000000
predicted=14.491714, expected=64.000000
predicted=38.939246, expected=32.000000
predicted=24.785123, expected=68.000000
predicted=39.709702, expected=32.000000
predicted=51.309780, expected=36.000000
predicted=30.204388, expected=8.000000
predicted=38.578668, expected=56.000000
predicted=40.708444, expected=40.000000
predicted=45.952110, expected=40.000000
predicted=35.440595, expected=32.000000
predicted=35.025509, expected=56.000000
predicted=34.959955, expected=24.000000
predicted=40.508856, expected=24.000000
predicted=34.424637, expected=24.000000
predicted=32.801862, expected=44.000000
predicted=35.214953, expected=20.000000
predicted=34.643705, expected=64.000000
predicted=38.098519, expected=28.000000
predicted=29.774670, expected=8.000000
predicted=24.425204, expected=28.000000
predicted=34.374189, expected=28.000000
predicted=25.900908, expected=32.000000
predicted=38.961010, expected=20.000000
predicted=24.033441, expected=48.000000
predicted=27.267557, expected=36.000000
predicted=31.456169, expected=16.000000
predicted=26.286681, expected=28.000000
predicted=30.327648, expected=28.000000
predicted=26.265748, expected=56.000000
predicted=42.615595, expected=40.000000
predicted=35.471760, expected=32.000000
predicted=28.976248, expected=12.000000
predicted=27.090228, expected=20.000000
Test MSE: 1274.378
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821])]
predicted=9.261920, expected=28.000000
predicted=11.372373, expected=28.000000
predicted=12.176281, expected=4.000000
predicted=12.727875, expected=4.000000
predicted=13.089998, expected=36.000000
predicted=17.548480, expected=20.000000
predicted=19.387545, expected=4.000000
predicted=16.872580, expected=8.000000
predicted=13.140739, expected=20.000000
predicted=14.747427, expected=12.000000
predicted=16.702952, expected=16.000000
predicted=13.746506, expected=4.000000
predicted=10.605418, expected=20.000000
predicted=13.358661, expected=20.000000
predicted=15.098664, expected=16.000000
predicted=14.548927, expected=4.000000
predicted=13.743657, expected=20.000000
predicted=14.017450, expected=56.000000
predicted=22.082311, expected=8.000000
predicted=19.851659, expected=8.000000
predicted=20.184583, expected=8.000000
predicted=17.658322, expected=16.000000
predicted=18.928818, expected=20.000000
predicted=19.816694, expected=24.000000
predicted=13.734971, expected=16.000000
predicted=15.198460, expected=4.000000
predicted=14.861138, expected=4.000000
predicted=14.467120, expected=12.000000
predicted=13.437903, expected=20.000000
predicted=13.223981, expected=8.000000
predicted=10.563049, expected=4.000000
predicted=8.944701, expected=12.000000
predicted=10.080289, expected=36.000000
predicted=14.889394, expected=4.000000
predicted=13.480835, expected=8.000000
predicted=12.808468, expected=4.000000
predicted=11.517367, expected=4.000000
predicted=11.210637, expected=8.000000
predicted=11.213966, expected=12.000000
predicted=6.421584, expected=24.000000
predicted=9.768216, expected=32.000000
predicted=13.498272, expected=16.000000
predicted=15.599628, expected=4.000000
predicted=16.387052, expected=4.000000
predicted=15.754608, expected=4.000000
predicted=14.142723, expected=28.000000
predicted=14.989021, expected=12.000000
predicted=10.817759, expected=12.000000
predicted=10.809764, expected=12.000000
predicted=12.080933, expected=4.000000
predicted=11.732718, expected=8.000000
predicted=13.232477, expected=4.000000
predicted=8.664159, expected=12.000000
predicted=8.754976, expected=28.000000
predicted=11.192095, expected=8.000000
predicted=10.045594, expected=8.000000
predicted=11.752426, expected=8.000000
predicted=11.372887, expected=4.000000
predicted=11.236308, expected=36.000000
predicted=15.726417, expected=12.000000
predicted=11.759013, expected=16.000000
predicted=14.299073, expected=24.000000
predicted=16.644536, expected=4.000000
predicted=15.492170, expected=8.000000
predicted=17.661029, expected=16.000000
predicted=13.325634, expected=8.000000
predicted=12.464454, expected=12.000000
predicted=12.473281, expected=12.000000
predicted=9.815272, expected=8.000000
predicted=10.564955, expected=4.000000
predicted=10.262975, expected=24.000000
predicted=11.353451, expected=20.000000
predicted=12.786579, expected=32.000000
predicted=16.596815, expected=20.000000
predicted=17.606014, expected=4.000000
predicted=17.288989, expected=24.000000
predicted=21.295865, expected=12.000000
predicted=18.267797, expected=16.000000
predicted=18.557380, expected=40.000000
predicted=19.359890, expected=8.000000
predicted=16.412396, expected=28.000000
predicted=22.178687, expected=4.000000
predicted=17.613593, expected=4.000000
predicted=17.236977, expected=8.000000
predicted=16.043780, expected=8.000000
predicted=9.833027, expected=16.000000
predicted=11.703104, expected=4.000000
predicted=7.071453, expected=20.000000
predicted=10.098849, expected=8.000000
predicted=10.284229, expected=28.000000
predicted=14.065680, expected=16.000000
predicted=14.978188, expected=28.000000
predicted=17.259536, expected=28.000000
predicted=21.144578, expected=4.000000
predicted=18.525330, expected=16.000000
predicted=20.751003, expected=16.000000
predicted=17.763387, expected=4.000000
predicted=16.279787, expected=8.000000
predicted=13.266601, expected=4.000000
predicted=8.483192, expected=24.000000
predicted=12.116679, expected=4.000000
predicted=9.720713, expected=4.000000
predicted=8.343033, expected=8.000000
predicted=8.677174, expected=24.000000
predicted=11.040971, expected=12.000000
predicted=12.534248, expected=8.000000
predicted=10.149576, expected=12.000000
predicted=11.338572, expected=8.000000
predicted=11.847457, expected=12.000000
predicted=12.952644, expected=20.000000
predicted=11.905513, expected=4.000000
predicted=10.459262, expected=16.000000
predicted=12.338147, expected=20.000000
predicted=12.990095, expected=8.000000
predicted=13.223606, expected=8.000000
predicted=13.111966, expected=24.000000
predicted=13.148349, expected=4.000000
predicted=13.056317, expected=20.000000
predicted=14.539435, expected=12.000000
predicted=12.281581, expected=20.000000
predicted=14.654471, expected=12.000000
predicted=15.410882, expected=12.000000
predicted=13.332279, expected=16.000000
predicted=15.461257, expected=80.000000
predicted=24.765748, expected=16.000000
predicted=24.597361, expected=24.000000
predicted=27.798391, expected=8.000000
predicted=26.164014, expected=16.000000
predicted=26.827770, expected=12.000000
predicted=27.435695, expected=24.000000
predicted=16.645399, expected=16.000000
predicted=16.700607, expected=16.000000
predicted=15.289631, expected=4.000000
predicted=14.828885, expected=16.000000
predicted=14.799245, expected=8.000000
predicted=14.096382, expected=4.000000
predicted=10.899464, expected=24.000000
predicted=12.183995, expected=4.000000
predicted=9.491446, expected=24.000000
predicted=13.663349, expected=4.000000
predicted=11.069230, expected=16.000000
predicted=12.680851, expected=8.000000
predicted=13.547981, expected=8.000000
predicted=10.569693, expected=20.000000
predicted=13.590500, expected=36.000000
predicted=14.723138, expected=4.000000
predicted=15.166194, expected=20.000000
predicted=16.373368, expected=20.000000
predicted=17.600035, expected=16.000000
predicted=19.256469, expected=8.000000
predicted=18.062146, expected=12.000000
predicted=13.268487, expected=4.000000
predicted=13.490377, expected=8.000000
predicted=11.657806, expected=12.000000
predicted=10.089997, expected=20.000000
predicted=10.427122, expected=24.000000
predicted=13.146895, expected=12.000000
predicted=13.076254, expected=12.000000
predicted=14.773565, expected=48.000000
predicted=21.016861, expected=12.000000
predicted=20.737515, expected=88.000000
predicted=32.366173, expected=8.000000
predicted=29.754931, expected=36.000000
predicted=34.048932, expected=12.000000
predicted=35.391620, expected=4.000000
predicted=26.735659, expected=4.000000
predicted=27.323875, expected=8.000000
predicted=11.677448, expected=16.000000
predicted=13.640981, expected=8.000000
predicted=8.780768, expected=24.000000
predicted=10.478849, expected=24.000000
predicted=13.768347, expected=16.000000
predicted=15.997789, expected=20.000000
predicted=18.112131, expected=8.000000
predicted=16.584620, expected=8.000000
predicted=16.847692, expected=4.000000
predicted=13.517406, expected=28.000000
predicted=13.755369, expected=4.000000
predicted=12.289983, expected=24.000000
predicted=12.578728, expected=16.000000
predicted=13.941849, expected=12.000000
predicted=14.493806, expected=12.000000
predicted=16.381111, expected=16.000000
predicted=13.682103, expected=24.000000
predicted=17.369103, expected=8.000000
predicted=14.879289, expected=4.000000
predicted=12.845004, expected=16.000000
predicted=13.172337, expected=4.000000
predicted=12.016734, expected=12.000000
predicted=11.587528, expected=8.000000
predicted=8.669395, expected=16.000000
predicted=9.774764, expected=8.000000
predicted=10.860173, expected=16.000000
predicted=10.504724, expected=16.000000
predicted=12.645985, expected=36.000000
predicted=16.317861, expected=12.000000
predicted=17.603512, expected=12.000000
predicted=16.739776, expected=8.000000
predicted=16.736061, expected=16.000000
predicted=16.417813, expected=4.000000
predicted=15.173647, expected=12.000000
predicted=10.657727, expected=44.000000
predicted=15.599002, expected=8.000000
predicted=15.431057, expected=16.000000
predicted=17.024891, expected=16.000000
predicted=16.447679, expected=32.000000
predicted=20.746449, expected=20.000000
predicted=23.248182, expected=8.000000
predicted=16.828451, expected=16.000000
predicted=18.060340, expected=8.000000
predicted=16.573307, expected=16.000000
predicted=16.832699, expected=20.000000
predicted=14.716731, expected=20.000000
predicted=14.528708, expected=12.000000
predicted=15.541388, expected=32.000000
predicted=17.712739, expected=8.000000
predicted=18.143665, expected=20.000000
predicted=18.733361, expected=20.000000
predicted=18.716334, expected=8.000000
predicted=16.622423, expected=16.000000
predicted=17.685697, expected=4.000000
predicted=12.639758, expected=8.000000
predicted=12.751105, expected=8.000000
predicted=10.794179, expected=16.000000
predicted=9.792705, expected=36.000000
predicted=14.487089, expected=4.000000
predicted=12.868787, expected=4.000000
predicted=12.924297, expected=16.000000
predicted=13.764332, expected=8.000000
predicted=13.854455, expected=4.000000
predicted=12.563870, expected=32.000000
predicted=10.930527, expected=12.000000
predicted=12.494609, expected=8.000000
predicted=13.712047, expected=8.000000
predicted=12.063087, expected=16.000000
predicted=12.876342, expected=8.000000
predicted=14.381823, expected=16.000000
predicted=11.351897, expected=12.000000
predicted=11.292749, expected=24.000000
predicted=13.754394, expected=28.000000
predicted=17.277897, expected=44.000000
predicted=21.678281, expected=4.000000
predicted=21.792589, expected=64.000000
predicted=28.506198, expected=4.000000
predicted=28.792264, expected=8.000000
predicted=25.775304, expected=4.000000
predicted=22.218814, expected=12.000000
predicted=14.967422, expected=16.000000
predicted=18.913741, expected=8.000000
predicted=8.719933, expected=172.000000
predicted=33.980345, expected=4.000000
predicted=39.571008, expected=12.000000
predicted=40.045766, expected=44.000000
predicted=41.953951, expected=16.000000
predicted=42.275740, expected=4.000000
predicted=47.884950, expected=16.000000
predicted=15.781985, expected=24.000000
predicted=18.195941, expected=4.000000
predicted=18.674793, expected=4.000000
predicted=12.009901, expected=8.000000
predicted=9.607682, expected=16.000000
predicted=11.393382, expected=28.000000
predicted=13.836655, expected=32.000000
predicted=15.320798, expected=4.000000
predicted=16.198009, expected=8.000000
predicted=16.449562, expected=8.000000
predicted=15.497595, expected=24.000000
predicted=16.687154, expected=4.000000
predicted=13.883644, expected=8.000000
predicted=9.701978, expected=8.000000
predicted=9.874763, expected=4.000000
predicted=9.075931, expected=8.000000
predicted=9.508336, expected=8.000000
predicted=6.507559, expected=4.000000
predicted=6.745327, expected=4.000000
predicted=6.120374, expected=12.000000
predicted=6.379413, expected=20.000000
predicted=8.992791, expected=12.000000
predicted=10.222959, expected=4.000000
predicted=9.833759, expected=12.000000
predicted=10.524373, expected=28.000000
predicted=13.936282, expected=12.000000
predicted=14.880707, expected=16.000000
predicted=14.543130, expected=8.000000
predicted=13.406585, expected=32.000000
predicted=17.307550, expected=12.000000
predicted=18.218067, expected=4.000000
predicted=14.667008, expected=8.000000
predicted=13.511235, expected=4.000000
predicted=10.812999, expected=4.000000
predicted=10.782491, expected=12.000000
predicted=7.198996, expected=4.000000
predicted=5.965605, expected=28.000000
predicted=9.709513, expected=16.000000
predicted=11.299595, expected=40.000000
predicted=17.199439, expected=20.000000
predicted=20.482454, expected=24.000000
predicted=22.237112, expected=8.000000
predicted=23.168609, expected=12.000000
predicted=19.678244, expected=8.000000
predicted=18.648876, expected=12.000000
Test MSE: 258.588
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619])]
predicted=292.879423, expected=204.000000
predicted=341.317308, expected=496.000000
predicted=390.393648, expected=396.000000
predicted=276.198733, expected=272.000000
predicted=236.492595, expected=204.000000
predicted=243.322256, expected=376.000000
predicted=295.962265, expected=184.000000
predicted=308.892110, expected=344.000000
predicted=356.827650, expected=244.000000
predicted=266.022758, expected=596.000000
predicted=384.460836, expected=540.000000
predicted=447.692499, expected=400.000000
predicted=314.263200, expected=220.000000
predicted=334.488110, expected=252.000000
predicted=275.024911, expected=192.000000
predicted=361.857786, expected=552.000000
predicted=497.335646, expected=200.000000
predicted=284.861552, expected=288.000000
predicted=271.138535, expected=200.000000
predicted=261.185360, expected=144.000000
predicted=160.254051, expected=164.000000
predicted=334.391287, expected=188.000000
predicted=185.567900, expected=292.000000
predicted=268.159448, expected=428.000000
predicted=302.691189, expected=320.000000
predicted=240.233978, expected=200.000000
predicted=213.058223, expected=144.000000
predicted=198.578845, expected=216.000000
predicted=246.543665, expected=272.000000
predicted=314.605289, expected=496.000000
predicted=379.773378, expected=528.000000
predicted=361.462412, expected=356.000000
predicted=278.218324, expected=180.000000
predicted=249.287991, expected=268.000000
predicted=293.828088, expected=132.000000
predicted=287.853654, expected=332.000000
predicted=389.125529, expected=436.000000
predicted=375.729432, expected=468.000000
predicted=314.986629, expected=320.000000
predicted=317.334443, expected=208.000000
predicted=213.817133, expected=276.000000
predicted=315.014388, expected=176.000000
predicted=285.194902, expected=236.000000
predicted=325.686259, expected=332.000000
predicted=315.666792, expected=384.000000
predicted=284.955842, expected=244.000000
predicted=265.355638, expected=204.000000
predicted=217.203265, expected=292.000000
predicted=273.696375, expected=136.000000
predicted=219.698272, expected=124.000000
predicted=243.827773, expected=452.000000
predicted=339.621534, expected=540.000000
predicted=342.457744, expected=244.000000
predicted=269.748154, expected=416.000000
predicted=330.118136, expected=208.000000
predicted=198.488063, expected=176.000000
predicted=295.547574, expected=140.000000
predicted=332.386528, expected=420.000000
predicted=307.792985, expected=328.000000
predicted=340.568270, expected=316.000000
predicted=267.282337, expected=236.000000
predicted=242.445307, expected=212.000000
predicted=191.051731, expected=200.000000
predicted=298.433145, expected=180.000000
predicted=241.440335, expected=344.000000
predicted=313.695353, expected=420.000000
predicted=314.708697, expected=492.000000
predicted=348.907536, expected=204.000000
predicted=233.076349, expected=440.000000
predicted=339.752477, expected=208.000000
predicted=283.801382, expected=452.000000
predicted=407.320835, expected=488.000000
predicted=480.767938, expected=504.000000
predicted=348.206212, expected=336.000000
predicted=409.389123, expected=260.000000
predicted=270.087918, expected=176.000000
predicted=319.889551, expected=132.000000
predicted=289.197696, expected=148.000000
predicted=297.445271, expected=284.000000
predicted=283.999812, expected=360.000000
predicted=289.806771, expected=248.000000
predicted=216.376117, expected=116.000000
predicted=154.948639, expected=100.000000
predicted=147.132841, expected=160.000000
predicted=206.281556, expected=280.000000
predicted=284.429160, expected=364.000000
predicted=287.156155, expected=428.000000
predicted=278.383659, expected=256.000000
predicted=206.539293, expected=192.000000
predicted=207.590192, expected=312.000000
predicted=304.466120, expected=124.000000
predicted=225.525281, expected=208.000000
predicted=300.603299, expected=244.000000
predicted=250.518256, expected=336.000000
predicted=246.470097, expected=240.000000
predicted=272.751193, expected=112.000000
predicted=140.449312, expected=124.000000
predicted=181.836452, expected=256.000000
predicted=235.099610, expected=192.000000
predicted=235.346444, expected=452.000000
predicted=333.766817, expected=528.000000
predicted=327.389818, expected=344.000000
predicted=249.449265, expected=292.000000
predicted=314.789546, expected=252.000000
predicted=251.531747, expected=284.000000
predicted=347.071504, expected=228.000000
predicted=353.550546, expected=244.000000
predicted=285.608688, expected=320.000000
predicted=301.920847, expected=324.000000
predicted=281.123990, expected=276.000000
predicted=281.316606, expected=232.000000
predicted=244.841600, expected=244.000000
predicted=250.168124, expected=428.000000
predicted=359.908754, expected=596.000000
predicted=440.340883, expected=496.000000
predicted=389.345901, expected=276.000000
predicted=296.317384, expected=336.000000
predicted=331.403324, expected=344.000000
predicted=377.168173, expected=320.000000
predicted=420.395727, expected=288.000000
predicted=382.447002, expected=400.000000
predicted=341.503970, expected=468.000000
predicted=393.346074, expected=344.000000
predicted=343.028681, expected=280.000000
predicted=321.011846, expected=308.000000
predicted=314.438077, expected=272.000000
predicted=322.020633, expected=176.000000
predicted=305.745965, expected=448.000000
predicted=388.119338, expected=400.000000
predicted=327.410283, expected=212.000000
predicted=259.589722, expected=368.000000
predicted=349.873471, expected=352.000000
predicted=270.021074, expected=432.000000
predicted=412.750535, expected=316.000000
predicted=363.859971, expected=600.000000
predicted=415.948883, expected=576.000000
predicted=471.147260, expected=324.000000
predicted=347.354371, expected=192.000000
predicted=353.127236, expected=316.000000
predicted=329.564528, expected=244.000000
predicted=376.238258, expected=212.000000
predicted=358.837964, expected=512.000000
predicted=414.895984, expected=692.000000
predicted=429.127080, expected=448.000000
predicted=383.760579, expected=220.000000
predicted=292.490623, expected=404.000000
predicted=355.112569, expected=412.000000
predicted=427.188703, expected=488.000000
predicted=539.528872, expected=452.000000
predicted=456.119484, expected=580.000000
predicted=419.328539, expected=292.000000
predicted=361.819759, expected=232.000000
predicted=338.262611, expected=332.000000
predicted=415.208693, expected=328.000000
predicted=352.927809, expected=336.000000
predicted=427.252421, expected=696.000000
predicted=495.921582, expected=612.000000
predicted=421.733955, expected=456.000000
predicted=414.940954, expected=344.000000
predicted=394.340255, expected=444.000000
predicted=403.925271, expected=212.000000
predicted=421.041106, expected=232.000000
predicted=401.614493, expected=436.000000
predicted=438.191664, expected=572.000000
predicted=424.158340, expected=304.000000
predicted=366.762155, expected=244.000000
predicted=275.118796, expected=348.000000
predicted=317.699192, expected=256.000000
predicted=312.195487, expected=316.000000
predicted=418.139145, expected=396.000000
predicted=354.150195, expected=416.000000
predicted=324.359074, expected=300.000000
predicted=330.055587, expected=76.000000
predicted=190.814360, expected=208.000000
predicted=271.647954, expected=140.000000
predicted=239.757073, expected=248.000000
predicted=292.834959, expected=324.000000
predicted=306.081991, expected=380.000000
predicted=229.734433, expected=292.000000
predicted=263.645482, expected=200.000000
predicted=196.636607, expected=228.000000
predicted=251.395447, expected=216.000000
predicted=256.585791, expected=252.000000
predicted=295.070579, expected=520.000000
predicted=397.098970, expected=352.000000
predicted=272.882313, expected=136.000000
predicted=205.124753, expected=192.000000
predicted=246.519966, expected=236.000000
predicted=229.635698, expected=148.000000
predicted=289.216034, expected=240.000000
predicted=289.352462, expected=232.000000
predicted=188.862296, expected=240.000000
predicted=209.632685, expected=380.000000
predicted=311.903552, expected=356.000000
predicted=254.970059, expected=400.000000
predicted=326.458503, expected=148.000000
predicted=213.444179, expected=168.000000
predicted=220.440301, expected=472.000000
predicted=415.432184, expected=468.000000
predicted=368.875121, expected=284.000000
predicted=338.424978, expected=328.000000
predicted=291.200099, expected=256.000000
predicted=229.574164, expected=232.000000
predicted=327.932387, expected=148.000000
predicted=297.857467, expected=412.000000
predicted=338.306960, expected=684.000000
predicted=481.746085, expected=288.000000
predicted=263.481557, expected=280.000000
predicted=313.262886, expected=312.000000
predicted=278.563088, expected=204.000000
predicted=270.975717, expected=248.000000
predicted=435.855931, expected=396.000000
predicted=338.240560, expected=524.000000
predicted=383.405198, expected=268.000000
predicted=292.450902, expected=264.000000
predicted=274.004032, expected=180.000000
predicted=237.392202, expected=328.000000
predicted=334.445924, expected=120.000000
predicted=294.660106, expected=300.000000
predicted=280.169981, expected=440.000000
predicted=351.568138, expected=388.000000
predicted=267.129812, expected=284.000000
predicted=324.733332, expected=264.000000
predicted=230.382371, expected=248.000000
predicted=274.693724, expected=236.000000
predicted=317.413296, expected=280.000000
predicted=321.148955, expected=476.000000
predicted=371.277996, expected=276.000000
predicted=264.525327, expected=188.000000
predicted=239.035801, expected=92.000000
predicted=194.329098, expected=108.000000
predicted=179.085093, expected=252.000000
predicted=327.639066, expected=360.000000
predicted=290.105981, expected=316.000000
predicted=248.326824, expected=140.000000
predicted=146.359583, expected=172.000000
predicted=172.075251, expected=212.000000
predicted=226.140614, expected=164.000000
predicted=231.646623, expected=340.000000
predicted=318.674313, expected=348.000000
predicted=244.449541, expected=376.000000
predicted=275.662635, expected=228.000000
predicted=243.743254, expected=152.000000
predicted=180.541085, expected=260.000000
predicted=300.680135, expected=160.000000
predicted=228.572278, expected=172.000000
predicted=256.929496, expected=140.000000
predicted=189.833998, expected=116.000000
predicted=129.231026, expected=284.000000
predicted=262.333113, expected=304.000000
predicted=221.056082, expected=224.000000
predicted=197.860729, expected=296.000000
predicted=243.660619, expected=416.000000
predicted=276.453654, expected=344.000000
predicted=303.130734, expected=280.000000
predicted=303.822026, expected=336.000000
predicted=303.241925, expected=176.000000
predicted=232.681792, expected=200.000000
predicted=298.968923, expected=216.000000
predicted=275.583876, expected=428.000000
predicted=332.082366, expected=244.000000
predicted=275.870156, expected=188.000000
predicted=200.991301, expected=132.000000
predicted=195.158318, expected=296.000000
predicted=243.350501, expected=192.000000
predicted=279.214838, expected=328.000000
predicted=280.051969, expected=292.000000
predicted=252.439453, expected=216.000000
predicted=178.766840, expected=244.000000
predicted=282.641430, expected=172.000000
predicted=184.984229, expected=152.000000
predicted=228.571712, expected=188.000000
predicted=234.914290, expected=288.000000
predicted=239.830871, expected=352.000000
predicted=285.873058, expected=144.000000
predicted=165.619696, expected=172.000000
predicted=188.942447, expected=160.000000
predicted=183.587771, expected=220.000000
predicted=227.944840, expected=112.000000
predicted=217.016867, expected=228.000000
predicted=190.332767, expected=508.000000
predicted=336.883787, expected=264.000000
predicted=198.156457, expected=240.000000
predicted=257.372449, expected=220.000000
predicted=210.792935, expected=88.000000
predicted=145.860654, expected=224.000000
predicted=343.049722, expected=292.000000
predicted=262.140030, expected=172.000000
predicted=188.311402, expected=212.000000
predicted=230.953916, expected=204.000000
predicted=161.936093, expected=264.000000
predicted=232.335421, expected=264.000000
predicted=271.002377, expected=144.000000
predicted=163.844809, expected=204.000000
predicted=219.297228, expected=396.000000
predicted=295.832421, expected=272.000000
predicted=246.863486, expected=248.000000
predicted=266.278746, expected=200.000000
predicted=203.056779, expected=180.000000
predicted=190.811131, expected=196.000000
predicted=279.820166, expected=380.000000
predicted=312.556002, expected=424.000000
predicted=322.325011, expected=180.000000
predicted=198.948733, expected=164.000000
predicted=211.493917, expected=132.000000
predicted=178.513938, expected=164.000000
predicted=238.950714, expected=168.000000
predicted=269.579454, expected=272.000000
predicted=219.012138, expected=420.000000
predicted=288.549840, expected=224.000000
predicted=182.267678, expected=340.000000
predicted=278.660753, expected=224.000000
predicted=217.622370, expected=68.000000
predicted=163.535775, expected=220.000000
predicted=319.026372, expected=236.000000
predicted=210.987068, expected=324.000000
predicted=302.262753, expected=272.000000
predicted=255.087833, expected=224.000000
predicted=167.256884, expected=172.000000
predicted=210.662249, expected=108.000000
predicted=172.416873, expected=84.000000
predicted=192.227501, expected=284.000000
predicted=261.325764, expected=280.000000
predicted=229.920074, expected=192.000000
predicted=181.312434, expected=172.000000
predicted=170.415216, expected=196.000000
predicted=153.577155, expected=144.000000
predicted=199.269981, expected=220.000000
predicted=240.595317, expected=232.000000
predicted=208.717380, expected=336.000000
predicted=249.109276, expected=212.000000
predicted=209.108564, expected=104.000000
predicted=141.633809, expected=264.000000
predicted=255.132374, expected=104.000000
predicted=151.016485, expected=228.000000
predicted=264.404119, expected=164.000000
predicted=192.602280, expected=288.000000
predicted=190.676479, expected=156.000000
predicted=209.622241, expected=148.000000
predicted=136.127207, expected=172.000000
predicted=207.408125, expected=156.000000
predicted=150.030941, expected=300.000000
predicted=279.893403, expected=352.000000
predicted=250.303684, expected=360.000000
predicted=257.169243, expected=200.000000
predicted=209.795431, expected=240.000000
predicted=223.305017, expected=216.000000
predicted=256.692935, expected=104.000000
predicted=208.564142, expected=184.000000
predicted=264.996911, expected=240.000000
predicted=211.863496, expected=364.000000
predicted=282.391143, expected=128.000000
predicted=175.206656, expected=208.000000
predicted=182.283206, expected=100.000000
predicted=155.420697, expected=236.000000
predicted=217.664869, expected=184.000000
predicted=257.205720, expected=364.000000
predicted=240.119095, expected=1480.000000
predicted=841.195258, expected=1140.000000
predicted=610.763857, expected=1460.000000
predicted=960.804274, expected=1384.000000
predicted=990.872685, expected=40.000000
predicted=266.436606, expected=1392.000000
predicted=1395.203536, expected=1968.000000
predicted=1423.288525, expected=772.000000
predicted=1077.337293, expected=504.000000
predicted=1106.130265, expected=376.000000
predicted=399.332776, expected=460.000000
predicted=839.726654, expected=304.000000
predicted=894.242331, expected=392.000000
predicted=524.767413, expected=452.000000
predicted=450.971019, expected=880.000000
predicted=628.932358, expected=584.000000
predicted=507.103746, expected=376.000000
predicted=417.822198, expected=240.000000
predicted=371.443754, expected=184.000000
predicted=321.775083, expected=252.000000
predicted=464.263194, expected=412.000000
predicted=432.008645, expected=200.000000
predicted=256.550726, expected=180.000000
predicted=232.696871, expected=132.000000
predicted=173.786602, expected=184.000000
predicted=208.390047, expected=144.000000
predicted=229.316328, expected=144.000000
predicted=165.964103, expected=300.000000
predicted=237.422209, expected=444.000000
predicted=289.807670, expected=296.000000
predicted=246.463657, expected=156.000000
predicted=193.880472, expected=352.000000
predicted=289.239517, expected=160.000000
predicted=208.567420, expected=268.000000
predicted=330.843399, expected=388.000000
predicted=329.041528, expected=376.000000
predicted=277.736397, expected=268.000000
predicted=306.977483, expected=208.000000
predicted=223.907402, expected=260.000000
predicted=272.666072, expected=268.000000
predicted=299.245139, expected=328.000000
predicted=328.361859, expected=432.000000
predicted=349.539192, expected=540.000000
predicted=391.615543, expected=420.000000
predicted=360.963488, expected=472.000000
predicted=414.084400, expected=344.000000
predicted=357.908004, expected=280.000000
predicted=361.233111, expected=340.000000
predicted=414.677534, expected=480.000000
predicted=430.659776, expected=656.000000
predicted=537.601030, expected=352.000000
predicted=356.662415, expected=380.000000
predicted=390.118765, expected=272.000000
predicted=326.089024, expected=300.000000
predicted=373.555906, expected=312.000000
predicted=422.106912, expected=336.000000
predicted=333.383000, expected=480.000000
predicted=418.435755, expected=256.000000
predicted=269.214902, expected=276.000000
predicted=313.870946, expected=260.000000
predicted=289.672728, expected=168.000000
predicted=240.046821, expected=240.000000
predicted=323.161705, expected=260.000000
predicted=247.433191, expected=276.000000
predicted=264.969611, expected=204.000000
predicted=228.901265, expected=192.000000
predicted=198.845268, expected=172.000000
predicted=203.826240, expected=200.000000
predicted=219.230566, expected=172.000000
predicted=205.553389, expected=304.000000
predicted=253.211243, expected=368.000000
predicted=277.073050, expected=252.000000
predicted=224.749605, expected=208.000000
predicted=230.020121, expected=144.000000
predicted=179.291157, expected=224.000000
Test MSE: 26852.377
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569])]
predicted=16.776238, expected=8.000000
predicted=14.373029, expected=16.000000
predicted=16.428276, expected=4.000000
predicted=10.626280, expected=4.000000
predicted=8.368478, expected=36.000000
predicted=19.545626, expected=40.000000
predicted=22.309246, expected=4.000000
predicted=13.953682, expected=12.000000
predicted=11.982582, expected=12.000000
predicted=15.104093, expected=12.000000
predicted=21.141823, expected=32.000000
predicted=24.058397, expected=32.000000
predicted=18.812015, expected=4.000000
predicted=13.423925, expected=8.000000
predicted=12.853767, expected=24.000000
predicted=19.133025, expected=12.000000
predicted=20.248837, expected=4.000000
predicted=13.822911, expected=20.000000
predicted=11.888976, expected=12.000000
predicted=12.875653, expected=16.000000
predicted=16.123862, expected=12.000000
predicted=11.921514, expected=8.000000
predicted=10.041281, expected=8.000000
predicted=12.444907, expected=12.000000
predicted=11.605096, expected=8.000000
predicted=10.916416, expected=8.000000
predicted=9.181157, expected=24.000000
predicted=13.299450, expected=16.000000
predicted=12.944714, expected=28.000000
predicted=17.552637, expected=32.000000
predicted=20.057726, expected=4.000000
predicted=14.152597, expected=20.000000
predicted=20.024431, expected=4.000000
predicted=14.621566, expected=4.000000
predicted=15.172427, expected=4.000000
predicted=12.169797, expected=8.000000
predicted=7.377560, expected=8.000000
predicted=9.613021, expected=24.000000
predicted=11.077709, expected=8.000000
predicted=8.312410, expected=8.000000
predicted=8.173879, expected=12.000000
predicted=10.454678, expected=12.000000
predicted=11.890696, expected=20.000000
predicted=16.532530, expected=24.000000
predicted=15.153983, expected=16.000000
predicted=14.327577, expected=12.000000
predicted=14.027186, expected=12.000000
predicted=14.317531, expected=12.000000
predicted=15.898969, expected=12.000000
predicted=15.442536, expected=16.000000
predicted=14.153569, expected=8.000000
predicted=11.093645, expected=20.000000
predicted=14.252957, expected=4.000000
predicted=10.330802, expected=12.000000
predicted=11.744508, expected=32.000000
predicted=18.677956, expected=12.000000
predicted=13.882021, expected=12.000000
predicted=14.430876, expected=12.000000
predicted=11.491535, expected=8.000000
predicted=13.440546, expected=8.000000
predicted=15.111789, expected=24.000000
predicted=14.853445, expected=24.000000
predicted=16.551281, expected=12.000000
predicted=13.497280, expected=24.000000
predicted=16.114451, expected=4.000000
predicted=12.492633, expected=4.000000
predicted=14.062839, expected=12.000000
predicted=14.178916, expected=8.000000
predicted=10.975923, expected=12.000000
predicted=12.633984, expected=20.000000
predicted=10.927430, expected=20.000000
predicted=13.097970, expected=40.000000
predicted=21.987376, expected=40.000000
predicted=24.777256, expected=12.000000
predicted=19.536663, expected=16.000000
predicted=20.871146, expected=28.000000
predicted=25.672033, expected=12.000000
predicted=25.208200, expected=12.000000
predicted=20.644494, expected=8.000000
predicted=12.397106, expected=24.000000
predicted=18.470920, expected=20.000000
predicted=19.612358, expected=12.000000
predicted=13.597748, expected=16.000000
predicted=14.266954, expected=16.000000
predicted=14.980305, expected=12.000000
predicted=16.827651, expected=20.000000
predicted=17.124010, expected=16.000000
predicted=15.041484, expected=8.000000
predicted=13.336814, expected=28.000000
predicted=18.520397, expected=8.000000
predicted=13.678356, expected=16.000000
predicted=16.306149, expected=8.000000
predicted=12.461166, expected=28.000000
predicted=17.737497, expected=20.000000
predicted=19.888870, expected=8.000000
predicted=12.233171, expected=16.000000
predicted=15.084787, expected=20.000000
predicted=16.482496, expected=4.000000
predicted=15.449559, expected=4.000000
predicted=10.775870, expected=28.000000
predicted=15.506232, expected=20.000000
predicted=17.153401, expected=40.000000
predicted=23.523582, expected=12.000000
predicted=14.303930, expected=4.000000
predicted=12.637132, expected=8.000000
predicted=16.991700, expected=24.000000
predicted=20.464810, expected=16.000000
predicted=20.677888, expected=12.000000
predicted=11.962307, expected=28.000000
predicted=15.792133, expected=20.000000
predicted=17.427897, expected=24.000000
predicted=21.668115, expected=20.000000
predicted=18.959421, expected=12.000000
predicted=16.812692, expected=24.000000
predicted=22.511526, expected=16.000000
predicted=18.984999, expected=12.000000
predicted=17.533245, expected=12.000000
predicted=15.203369, expected=12.000000
predicted=13.886840, expected=16.000000
predicted=16.699312, expected=44.000000
predicted=23.644310, expected=4.000000
predicted=13.692575, expected=4.000000
predicted=11.497866, expected=8.000000
predicted=12.116238, expected=12.000000
predicted=15.532093, expected=8.000000
predicted=16.481105, expected=16.000000
predicted=9.211399, expected=24.000000
predicted=13.303267, expected=8.000000
predicted=11.103374, expected=24.000000
predicted=16.047444, expected=32.000000
predicted=19.946736, expected=4.000000
predicted=15.217389, expected=20.000000
predicted=18.693602, expected=28.000000
predicted=19.501951, expected=24.000000
predicted=23.506312, expected=28.000000
predicted=24.471204, expected=24.000000
predicted=19.172871, expected=12.000000
predicted=20.016920, expected=20.000000
predicted=22.514330, expected=12.000000
predicted=19.066912, expected=12.000000
predicted=18.290993, expected=20.000000
predicted=18.089832, expected=16.000000
predicted=15.246126, expected=20.000000
predicted=17.664171, expected=24.000000
predicted=17.701556, expected=20.000000
predicted=18.072372, expected=20.000000
predicted=19.724117, expected=20.000000
predicted=19.228426, expected=48.000000
predicted=29.397636, expected=8.000000
predicted=20.599288, expected=8.000000
predicted=17.242418, expected=8.000000
predicted=15.829989, expected=16.000000
predicted=18.966555, expected=24.000000
predicted=23.961190, expected=12.000000
predicted=11.833926, expected=20.000000
predicted=14.297734, expected=20.000000
predicted=15.965847, expected=24.000000
predicted=20.093764, expected=4.000000
predicted=15.196921, expected=28.000000
predicted=18.836905, expected=44.000000
predicted=27.371275, expected=16.000000
predicted=21.521474, expected=24.000000
predicted=22.382341, expected=20.000000
predicted=19.172428, expected=4.000000
predicted=20.245998, expected=12.000000
predicted=21.192879, expected=12.000000
predicted=14.436975, expected=12.000000
predicted=15.323725, expected=24.000000
predicted=16.575988, expected=28.000000
predicted=16.450920, expected=8.000000
predicted=13.693469, expected=8.000000
predicted=12.618502, expected=8.000000
predicted=12.703515, expected=12.000000
predicted=15.916871, expected=24.000000
predicted=18.454567, expected=28.000000
predicted=16.558404, expected=8.000000
predicted=12.103729, expected=4.000000
predicted=10.316671, expected=36.000000
predicted=21.150618, expected=8.000000
predicted=17.629086, expected=20.000000
predicted=19.078210, expected=12.000000
predicted=12.304021, expected=24.000000
predicted=17.404318, expected=16.000000
predicted=20.738044, expected=20.000000
predicted=16.132344, expected=16.000000
predicted=17.502340, expected=20.000000
predicted=17.639155, expected=8.000000
predicted=16.208684, expected=20.000000
predicted=17.114636, expected=4.000000
predicted=13.203287, expected=16.000000
predicted=14.682507, expected=20.000000
predicted=16.270419, expected=20.000000
predicted=15.174364, expected=16.000000
predicted=16.128850, expected=8.000000
predicted=11.075956, expected=40.000000
predicted=23.341049, expected=16.000000
predicted=19.649521, expected=4.000000
predicted=14.773152, expected=32.000000
predicted=20.342060, expected=4.000000
predicted=14.282244, expected=4.000000
predicted=17.379695, expected=76.000000
predicted=31.206467, expected=12.000000
predicted=18.760893, expected=4.000000
predicted=20.187131, expected=4.000000
predicted=10.281527, expected=28.000000
predicted=21.651898, expected=20.000000
predicted=31.279676, expected=32.000000
predicted=18.779315, expected=20.000000
predicted=15.623825, expected=12.000000
predicted=15.673049, expected=24.000000
predicted=23.290206, expected=8.000000
predicted=17.548275, expected=4.000000
predicted=16.558959, expected=8.000000
predicted=12.391345, expected=32.000000
predicted=17.946643, expected=16.000000
predicted=16.863058, expected=12.000000
predicted=11.997538, expected=8.000000
predicted=10.178577, expected=8.000000
predicted=12.242952, expected=12.000000
predicted=16.742930, expected=24.000000
predicted=15.808758, expected=20.000000
predicted=14.799243, expected=16.000000
predicted=13.689230, expected=16.000000
predicted=14.374035, expected=16.000000
predicted=16.287277, expected=4.000000
predicted=14.883024, expected=32.000000
predicted=20.415996, expected=8.000000
predicted=14.074290, expected=32.000000
predicted=20.406979, expected=24.000000
predicted=19.069836, expected=4.000000
predicted=13.312677, expected=8.000000
predicted=17.375065, expected=12.000000
predicted=13.279066, expected=24.000000
predicted=21.289318, expected=20.000000
predicted=17.373770, expected=8.000000
predicted=10.226542, expected=40.000000
predicted=20.635979, expected=16.000000
predicted=18.265820, expected=20.000000
predicted=21.603517, expected=4.000000
predicted=14.751368, expected=20.000000
predicted=17.337863, expected=4.000000
predicted=18.145355, expected=12.000000
predicted=13.206039, expected=20.000000
predicted=15.113068, expected=16.000000
predicted=12.370028, expected=4.000000
predicted=11.794204, expected=20.000000
predicted=12.354516, expected=24.000000
predicted=17.015305, expected=16.000000
predicted=17.263879, expected=36.000000
predicted=21.431539, expected=20.000000
predicted=17.575426, expected=8.000000
predicted=18.225483, expected=8.000000
predicted=16.778321, expected=20.000000
predicted=18.372814, expected=76.000000
predicted=38.646208, expected=20.000000
predicted=23.659670, expected=4.000000
predicted=16.194786, expected=12.000000
predicted=17.670349, expected=4.000000
predicted=20.695603, expected=4.000000
predicted=25.728335, expected=12.000000
predicted=11.075066, expected=8.000000
predicted=7.094607, expected=16.000000
predicted=10.822831, expected=12.000000
predicted=8.747829, expected=16.000000
predicted=11.121221, expected=16.000000
predicted=13.335717, expected=8.000000
predicted=11.104126, expected=16.000000
predicted=14.434952, expected=36.000000
predicted=20.054112, expected=16.000000
predicted=17.464242, expected=4.000000
predicted=13.303165, expected=4.000000
predicted=10.655428, expected=12.000000
predicted=14.912661, expected=16.000000
predicted=18.261281, expected=16.000000
predicted=12.736244, expected=16.000000
predicted=10.794111, expected=8.000000
predicted=9.857678, expected=12.000000
predicted=12.786065, expected=28.000000
predicted=18.234191, expected=4.000000
predicted=12.504170, expected=16.000000
predicted=14.364814, expected=16.000000
predicted=13.069328, expected=16.000000
predicted=15.518645, expected=20.000000
predicted=18.479055, expected=16.000000
predicted=13.286537, expected=8.000000
predicted=13.929939, expected=20.000000
predicted=16.566801, expected=20.000000
predicted=17.265619, expected=12.000000
predicted=15.899961, expected=28.000000
predicted=18.704285, expected=12.000000
predicted=14.486983, expected=20.000000
predicted=19.181225, expected=16.000000
predicted=17.432629, expected=20.000000
predicted=17.858020, expected=32.000000
predicted=23.984445, expected=20.000000
predicted=18.876525, expected=20.000000
predicted=20.631004, expected=8.000000
predicted=16.352800, expected=8.000000
predicted=16.699039, expected=20.000000
predicted=20.363279, expected=16.000000
predicted=16.410188, expected=24.000000
predicted=17.909455, expected=16.000000
predicted=13.959905, expected=32.000000
predicted=20.082073, expected=4.000000
predicted=15.874356, expected=12.000000
predicted=16.184345, expected=4.000000
predicted=14.054893, expected=20.000000
predicted=16.534764, expected=24.000000
predicted=19.532025, expected=8.000000
predicted=10.172539, expected=8.000000
predicted=11.049787, expected=16.000000
predicted=12.377464, expected=12.000000
predicted=15.346949, expected=12.000000
predicted=14.449576, expected=16.000000
predicted=11.845464, expected=8.000000
predicted=10.713805, expected=28.000000
predicted=17.641765, expected=16.000000
predicted=14.843217, expected=24.000000
predicted=17.824607, expected=20.000000
predicted=17.915372, expected=8.000000
predicted=14.528695, expected=32.000000
predicted=23.893493, expected=36.000000
predicted=24.345615, expected=16.000000
predicted=21.800912, expected=12.000000
predicted=18.092416, expected=20.000000
predicted=18.694045, expected=16.000000
predicted=22.907065, expected=8.000000
predicted=18.677137, expected=20.000000
predicted=15.976436, expected=12.000000
predicted=13.877017, expected=16.000000
predicted=16.197672, expected=4.000000
predicted=11.116844, expected=4.000000
predicted=9.178698, expected=4.000000
predicted=10.139970, expected=20.000000
predicted=12.397018, expected=24.000000
predicted=14.689621, expected=36.000000
predicted=17.401244, expected=20.000000
predicted=15.792554, expected=20.000000
predicted=17.883882, expected=28.000000
predicted=24.294801, expected=8.000000
predicted=20.550824, expected=4.000000
predicted=18.661138, expected=4.000000
predicted=12.696507, expected=20.000000
predicted=16.509820, expected=16.000000
predicted=15.944106, expected=12.000000
predicted=10.348827, expected=16.000000
predicted=11.072948, expected=12.000000
predicted=11.827289, expected=32.000000
predicted=20.933486, expected=12.000000
predicted=15.544835, expected=12.000000
predicted=14.589110, expected=28.000000
predicted=19.462472, expected=12.000000
predicted=16.602036, expected=12.000000
predicted=18.638952, expected=12.000000
predicted=13.295764, expected=8.000000
predicted=13.000276, expected=32.000000
predicted=21.449113, expected=4.000000
predicted=11.380549, expected=16.000000
predicted=13.968396, expected=4.000000
predicted=10.290966, expected=16.000000
predicted=13.801242, expected=12.000000
predicted=15.694460, expected=8.000000
predicted=9.028809, expected=32.000000
predicted=17.552646, expected=4.000000
predicted=10.058706, expected=8.000000
predicted=12.566463, expected=8.000000
predicted=10.534645, expected=12.000000
predicted=12.281091, expected=8.000000
predicted=13.713271, expected=16.000000
predicted=9.698389, expected=8.000000
predicted=9.178324, expected=12.000000
predicted=10.517755, expected=16.000000
predicted=12.421028, expected=24.000000
predicted=15.181443, expected=12.000000
predicted=14.140686, expected=28.000000
predicted=17.277856, expected=12.000000
predicted=15.431267, expected=16.000000
predicted=17.537181, expected=8.000000
predicted=15.582791, expected=8.000000
predicted=13.009801, expected=24.000000
predicted=18.874802, expected=8.000000
predicted=11.964642, expected=4.000000
predicted=10.393072, expected=16.000000
predicted=11.176533, expected=12.000000
predicted=11.950611, expected=16.000000
predicted=15.195436, expected=4.000000
predicted=8.190927, expected=4.000000
predicted=7.637820, expected=8.000000
predicted=10.258401, expected=20.000000
predicted=12.838158, expected=20.000000
predicted=13.890615, expected=16.000000
predicted=11.367023, expected=12.000000
predicted=11.353688, expected=20.000000
predicted=15.598146, expected=24.000000
predicted=19.910354, expected=8.000000
predicted=15.549326, expected=12.000000
predicted=14.403268, expected=20.000000
predicted=16.088944, expected=24.000000
predicted=19.790487, expected=12.000000
predicted=16.522482, expected=12.000000
predicted=12.915291, expected=8.000000
predicted=12.973583, expected=12.000000
predicted=15.183179, expected=24.000000
predicted=17.986248, expected=16.000000
predicted=14.135392, expected=20.000000
predicted=15.424720, expected=16.000000
predicted=14.531261, expected=16.000000
predicted=16.548387, expected=12.000000
predicted=17.054496, expected=16.000000
predicted=16.042177, expected=8.000000
predicted=14.105923, expected=4.000000
predicted=11.066737, expected=8.000000
predicted=10.693043, expected=20.000000
predicted=13.197743, expected=16.000000
predicted=13.281638, expected=12.000000
predicted=10.697046, expected=8.000000
predicted=9.294810, expected=16.000000
predicted=13.186596, expected=8.000000
Test MSE: 111.255
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962])]
predicted=20.692788, expected=16.000000
predicted=17.640441, expected=12.000000
predicted=16.924511, expected=28.000000
predicted=18.514947, expected=20.000000
predicted=17.650286, expected=12.000000
predicted=19.977901, expected=16.000000
predicted=17.657240, expected=28.000000
predicted=19.234582, expected=8.000000
predicted=17.730879, expected=32.000000
predicted=20.769844, expected=40.000000
predicted=23.166481, expected=28.000000
predicted=25.056987, expected=12.000000
predicted=25.146875, expected=8.000000
predicted=20.394563, expected=16.000000
predicted=21.721829, expected=8.000000
predicted=17.500213, expected=40.000000
predicted=20.526822, expected=24.000000
predicted=17.885587, expected=32.000000
predicted=22.336053, expected=100.000000
predicted=42.200845, expected=16.000000
predicted=34.190277, expected=12.000000
predicted=40.257461, expected=4.000000
predicted=28.902230, expected=24.000000
predicted=28.790339, expected=4.000000
predicted=26.516888, expected=52.000000
predicted=21.620401, expected=16.000000
predicted=18.319048, expected=4.000000
predicted=16.341592, expected=24.000000
predicted=21.796463, expected=8.000000
predicted=14.487630, expected=24.000000
predicted=23.479178, expected=12.000000
predicted=14.592365, expected=16.000000
predicted=14.212294, expected=12.000000
predicted=16.168133, expected=4.000000
predicted=11.446346, expected=12.000000
predicted=13.660432, expected=28.000000
predicted=14.473826, expected=16.000000
predicted=14.759705, expected=4.000000
predicted=12.766506, expected=4.000000
predicted=10.510350, expected=12.000000
predicted=11.718894, expected=12.000000
predicted=12.865389, expected=24.000000
predicted=13.331487, expected=28.000000
predicted=14.780224, expected=4.000000
predicted=12.985388, expected=24.000000
predicted=18.123916, expected=28.000000
predicted=19.409512, expected=20.000000
predicted=21.194892, expected=20.000000
predicted=21.802261, expected=8.000000
predicted=15.765900, expected=24.000000
predicted=20.856680, expected=8.000000
predicted=17.224371, expected=28.000000
predicted=18.966190, expected=12.000000
predicted=16.408084, expected=4.000000
predicted=13.113816, expected=12.000000
predicted=14.992567, expected=24.000000
predicted=14.179385, expected=8.000000
predicted=14.720243, expected=12.000000
predicted=12.644351, expected=8.000000
predicted=10.533208, expected=12.000000
predicted=12.137544, expected=16.000000
predicted=13.969311, expected=16.000000
predicted=12.007733, expected=16.000000
predicted=13.655152, expected=8.000000
predicted=12.158706, expected=16.000000
predicted=14.023030, expected=4.000000
predicted=11.853050, expected=40.000000
predicted=18.226831, expected=12.000000
predicted=15.499461, expected=28.000000
predicted=18.833547, expected=16.000000
predicted=19.277429, expected=4.000000
predicted=15.378467, expected=16.000000
predicted=20.200525, expected=36.000000
predicted=18.686963, expected=24.000000
predicted=21.207438, expected=8.000000
predicted=17.531458, expected=20.000000
predicted=17.714367, expected=8.000000
predicted=16.914429, expected=36.000000
predicted=23.518290, expected=16.000000
predicted=18.689865, expected=24.000000
predicted=18.819461, expected=32.000000
predicted=23.328765, expected=20.000000
predicted=21.402103, expected=4.000000
predicted=22.052791, expected=12.000000
predicted=17.417810, expected=8.000000
predicted=15.611836, expected=20.000000
predicted=16.822045, expected=40.000000
predicted=19.086914, expected=16.000000
predicted=16.006600, expected=44.000000
predicted=25.001279, expected=16.000000
predicted=22.526602, expected=20.000000
predicted=25.404867, expected=8.000000
predicted=23.796548, expected=8.000000
predicted=17.030763, expected=28.000000
predicted=22.074375, expected=8.000000
predicted=14.056617, expected=16.000000
predicted=15.475734, expected=24.000000
predicted=15.379666, expected=24.000000
predicted=17.667326, expected=12.000000
predicted=19.112731, expected=12.000000
predicted=15.456570, expected=16.000000
predicted=16.758256, expected=20.000000
predicted=18.083626, expected=12.000000
predicted=16.204703, expected=4.000000
predicted=12.194934, expected=60.000000
predicted=22.470597, expected=8.000000
predicted=18.893061, expected=40.000000
predicted=25.797879, expected=24.000000
predicted=24.213847, expected=72.000000
predicted=33.924585, expected=8.000000
predicted=37.549250, expected=16.000000
predicted=26.503875, expected=48.000000
predicted=35.547229, expected=16.000000
predicted=28.025478, expected=16.000000
predicted=31.419352, expected=20.000000
predicted=20.566227, expected=12.000000
predicted=19.500433, expected=16.000000
predicted=21.861467, expected=4.000000
predicted=13.532624, expected=24.000000
predicted=15.273242, expected=36.000000
predicted=19.246255, expected=12.000000
predicted=17.299812, expected=4.000000
predicted=16.567644, expected=12.000000
predicted=14.569003, expected=12.000000
predicted=15.416709, expected=20.000000
predicted=16.488880, expected=20.000000
predicted=13.876288, expected=48.000000
predicted=20.419092, expected=12.000000
predicted=20.690919, expected=24.000000
predicted=23.061244, expected=8.000000
predicted=21.496104, expected=8.000000
predicted=18.225353, expected=12.000000
predicted=19.065101, expected=8.000000
predicted=11.144952, expected=28.000000
predicted=15.468421, expected=24.000000
predicted=15.141856, expected=8.000000
predicted=14.683659, expected=8.000000
predicted=14.723478, expected=20.000000
predicted=15.201388, expected=12.000000
predicted=16.202935, expected=16.000000
predicted=15.238236, expected=36.000000
predicted=17.469238, expected=8.000000
predicted=16.078150, expected=16.000000
predicted=18.515348, expected=28.000000
predicted=19.301235, expected=4.000000
predicted=16.650885, expected=12.000000
predicted=18.180283, expected=16.000000
predicted=13.478870, expected=16.000000
predicted=14.695342, expected=12.000000
predicted=15.387706, expected=12.000000
predicted=11.833509, expected=20.000000
predicted=14.599404, expected=16.000000
predicted=15.249222, expected=16.000000
predicted=15.602901, expected=28.000000
predicted=17.755052, expected=88.000000
predicted=32.338671, expected=8.000000
predicted=29.407784, expected=16.000000
predicted=30.173451, expected=28.000000
predicted=30.013880, expected=8.000000
predicted=25.662346, expected=32.000000
predicted=32.628968, expected=16.000000
predicted=17.485368, expected=12.000000
predicted=18.490884, expected=20.000000
predicted=19.684939, expected=16.000000
predicted=16.379496, expected=8.000000
predicted=17.449212, expected=24.000000
predicted=16.296555, expected=8.000000
predicted=13.970178, expected=8.000000
predicted=14.150581, expected=20.000000
predicted=14.097044, expected=20.000000
predicted=14.139949, expected=4.000000
predicted=14.355497, expected=16.000000
predicted=12.954052, expected=20.000000
predicted=14.029989, expected=16.000000
predicted=15.977034, expected=32.000000
predicted=19.077447, expected=28.000000
predicted=19.303314, expected=24.000000
predicted=23.051785, expected=16.000000
predicted=22.740587, expected=12.000000
predicted=20.454486, expected=32.000000
predicted=23.966570, expected=20.000000
predicted=21.718338, expected=40.000000
predicted=25.155016, expected=28.000000
predicted=24.914297, expected=24.000000
predicted=25.895121, expected=16.000000
predicted=26.603314, expected=20.000000
predicted=23.696455, expected=36.000000
predicted=27.543525, expected=36.000000
predicted=27.050074, expected=8.000000
predicted=23.547638, expected=20.000000
predicted=22.772872, expected=28.000000
predicted=23.637075, expected=16.000000
predicted=23.577801, expected=28.000000
predicted=23.863181, expected=40.000000
predicted=23.305652, expected=12.000000
predicted=23.555101, expected=32.000000
predicted=27.047772, expected=12.000000
predicted=22.100087, expected=32.000000
predicted=25.965434, expected=28.000000
predicted=26.458434, expected=36.000000
predicted=25.333564, expected=28.000000
predicted=28.702190, expected=32.000000
predicted=27.761066, expected=12.000000
predicted=27.612462, expected=28.000000
predicted=27.097777, expected=8.000000
predicted=23.357829, expected=4.000000
predicted=18.181592, expected=24.000000
predicted=18.286162, expected=16.000000
predicted=14.496756, expected=24.000000
predicted=18.495123, expected=8.000000
predicted=14.012290, expected=20.000000
predicted=15.623513, expected=28.000000
predicted=20.054629, expected=32.000000
predicted=21.526494, expected=12.000000
predicted=21.238496, expected=20.000000
predicted=19.893368, expected=12.000000
predicted=19.742066, expected=12.000000
predicted=18.869817, expected=24.000000
predicted=19.161995, expected=16.000000
predicted=15.673916, expected=28.000000
predicted=19.394203, expected=24.000000
predicted=19.438555, expected=28.000000
predicted=22.072947, expected=20.000000
predicted=23.519245, expected=24.000000
predicted=23.066744, expected=20.000000
predicted=23.817042, expected=32.000000
predicted=24.720550, expected=24.000000
predicted=24.836866, expected=20.000000
predicted=23.384038, expected=44.000000
predicted=27.807434, expected=28.000000
predicted=27.569714, expected=16.000000
predicted=27.835392, expected=8.000000
predicted=22.883353, expected=12.000000
predicted=19.818825, expected=4.000000
predicted=18.098537, expected=16.000000
predicted=14.227125, expected=32.000000
predicted=15.277525, expected=52.000000
predicted=22.111704, expected=32.000000
predicted=26.048796, expected=28.000000
predicted=27.770548, expected=48.000000
predicted=34.560128, expected=16.000000
predicted=33.067502, expected=4.000000
predicted=29.796359, expected=12.000000
predicted=21.946454, expected=16.000000
predicted=18.741144, expected=8.000000
predicted=17.663361, expected=12.000000
predicted=11.887627, expected=20.000000
predicted=11.990281, expected=16.000000
predicted=14.009300, expected=12.000000
predicted=14.446942, expected=24.000000
predicted=15.657033, expected=4.000000
predicted=13.745840, expected=12.000000
predicted=14.748016, expected=4.000000
predicted=11.195510, expected=12.000000
predicted=10.700364, expected=20.000000
predicted=13.438683, expected=4.000000
predicted=9.049940, expected=52.000000
predicted=19.504005, expected=12.000000
predicted=17.168521, expected=4.000000
predicted=17.761228, expected=20.000000
predicted=18.395168, expected=16.000000
predicted=15.602033, expected=12.000000
predicted=20.305957, expected=12.000000
predicted=12.966470, expected=4.000000
predicted=10.317849, expected=24.000000
predicted=14.901987, expected=8.000000
predicted=12.367913, expected=4.000000
predicted=10.817575, expected=36.000000
predicted=15.453133, expected=4.000000
predicted=12.289765, expected=12.000000
predicted=15.880568, expected=8.000000
predicted=11.298946, expected=4.000000
predicted=9.858471, expected=24.000000
predicted=15.477852, expected=8.000000
predicted=9.699447, expected=16.000000
predicted=12.848657, expected=4.000000
predicted=10.266023, expected=4.000000
predicted=9.210676, expected=8.000000
predicted=10.342453, expected=12.000000
predicted=8.351974, expected=8.000000
predicted=9.007075, expected=12.000000
predicted=8.348634, expected=12.000000
predicted=9.286413, expected=8.000000
predicted=9.894127, expected=24.000000
predicted=13.181315, expected=8.000000
predicted=11.761537, expected=12.000000
predicted=13.062070, expected=16.000000
predicted=13.127244, expected=4.000000
predicted=11.236692, expected=12.000000
predicted=12.956596, expected=8.000000
predicted=9.414413, expected=28.000000
predicted=13.822120, expected=4.000000
predicted=12.133715, expected=12.000000
predicted=11.740138, expected=8.000000
predicted=11.314418, expected=8.000000
predicted=10.566067, expected=24.000000
predicted=14.645412, expected=4.000000
predicted=9.771673, expected=28.000000
predicted=14.983647, expected=32.000000
predicted=17.621271, expected=4.000000
predicted=16.801094, expected=4.000000
predicted=16.220005, expected=40.000000
predicted=17.736209, expected=4.000000
predicted=17.745301, expected=12.000000
predicted=17.743869, expected=20.000000
predicted=13.370520, expected=24.000000
predicted=16.418135, expected=8.000000
predicted=18.886416, expected=4.000000
predicted=11.891631, expected=8.000000
predicted=11.615389, expected=4.000000
predicted=10.295742, expected=24.000000
predicted=12.602551, expected=16.000000
predicted=10.962250, expected=16.000000
predicted=12.855596, expected=12.000000
predicted=13.484428, expected=4.000000
predicted=11.767903, expected=4.000000
predicted=12.145044, expected=12.000000
predicted=10.133258, expected=8.000000
predicted=9.140996, expected=12.000000
predicted=9.205935, expected=8.000000
predicted=8.004366, expected=12.000000
predicted=9.294108, expected=8.000000
predicted=9.886923, expected=4.000000
predicted=8.430699, expected=20.000000
predicted=10.854812, expected=16.000000
predicted=11.232610, expected=16.000000
predicted=13.455264, expected=8.000000
predicted=12.123278, expected=24.000000
predicted=14.509575, expected=16.000000
predicted=16.428861, expected=4.000000
predicted=14.114225, expected=16.000000
predicted=14.079443, expected=8.000000
predicted=11.507136, expected=12.000000
predicted=13.527490, expected=20.000000
predicted=13.014899, expected=8.000000
predicted=11.060425, expected=8.000000
predicted=12.334822, expected=36.000000
predicted=15.524171, expected=8.000000
predicted=14.860136, expected=4.000000
predicted=15.044294, expected=4.000000
predicted=10.393534, expected=4.000000
predicted=8.966368, expected=4.000000
predicted=10.049859, expected=8.000000
predicted=5.412435, expected=8.000000
predicted=5.391098, expected=12.000000
predicted=6.992260, expected=16.000000
predicted=9.019414, expected=8.000000
predicted=9.419288, expected=8.000000
predicted=10.125921, expected=4.000000
predicted=8.728096, expected=8.000000
predicted=8.894792, expected=8.000000
predicted=8.532906, expected=12.000000
predicted=8.169564, expected=16.000000
predicted=9.727034, expected=12.000000
predicted=10.203476, expected=20.000000
predicted=13.169599, expected=12.000000
predicted=13.171392, expected=20.000000
predicted=15.621273, expected=8.000000
predicted=14.354426, expected=12.000000
predicted=13.824404, expected=4.000000
predicted=12.082393, expected=4.000000
predicted=9.370972, expected=4.000000
predicted=8.304439, expected=36.000000
predicted=11.849049, expected=8.000000
predicted=11.647077, expected=20.000000
predicted=14.211650, expected=24.000000
predicted=15.846461, expected=36.000000
predicted=21.117103, expected=8.000000
predicted=22.739102, expected=16.000000
predicted=18.800146, expected=4.000000
predicted=16.442690, expected=4.000000
Test MSE: 168.731
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026])]
predicted=199.048488, expected=368.000000
predicted=225.925406, expected=324.000000
predicted=205.364800, expected=240.000000
predicted=213.517343, expected=200.000000
predicted=231.609694, expected=164.000000
predicted=236.320415, expected=84.000000
predicted=229.443939, expected=204.000000
predicted=214.930044, expected=200.000000
predicted=193.113760, expected=184.000000
predicted=178.464306, expected=160.000000
predicted=162.063126, expected=212.000000
predicted=168.285109, expected=268.000000
predicted=213.112512, expected=148.000000
predicted=192.080598, expected=80.000000
predicted=161.996807, expected=88.000000
predicted=148.615750, expected=124.000000
predicted=158.625282, expected=136.000000
predicted=155.247256, expected=188.000000
predicted=136.190659, expected=132.000000
predicted=120.707783, expected=132.000000
predicted=126.825589, expected=188.000000
predicted=150.284697, expected=176.000000
predicted=160.361779, expected=144.000000
predicted=160.693127, expected=180.000000
predicted=156.349646, expected=212.000000
predicted=173.218853, expected=112.000000
predicted=165.340649, expected=124.000000
predicted=153.189685, expected=100.000000
predicted=139.242296, expected=380.000000
predicted=208.021509, expected=228.000000
predicted=203.511203, expected=304.000000
predicted=206.287447, expected=144.000000
predicted=191.951072, expected=236.000000
predicted=218.529216, expected=116.000000
predicted=237.526881, expected=192.000000
predicted=205.057456, expected=248.000000
predicted=221.598820, expected=216.000000
predicted=193.166819, expected=588.000000
predicted=297.702012, expected=212.000000
predicted=249.357834, expected=92.000000
predicted=225.461859, expected=108.000000
predicted=218.773476, expected=204.000000
predicted=241.153383, expected=200.000000
predicted=273.061530, expected=164.000000
predicted=167.459941, expected=112.000000
predicted=133.862574, expected=200.000000
predicted=162.031496, expected=192.000000
predicted=185.468469, expected=152.000000
predicted=171.541267, expected=200.000000
predicted=169.907257, expected=204.000000
predicted=174.455595, expected=168.000000
predicted=186.110336, expected=88.000000
predicted=158.677671, expected=192.000000
predicted=166.978597, expected=56.000000
predicted=148.273658, expected=180.000000
predicted=155.810039, expected=140.000000
predicted=141.119469, expected=268.000000
predicted=161.816363, expected=88.000000
predicted=150.472003, expected=276.000000
predicted=164.734628, expected=160.000000
predicted=184.177746, expected=112.000000
predicted=164.001544, expected=108.000000
predicted=167.445687, expected=192.000000
predicted=155.121935, expected=140.000000
predicted=176.166381, expected=180.000000
predicted=151.842038, expected=160.000000
predicted=145.323677, expected=276.000000
predicted=180.566884, expected=36.000000
predicted=154.573087, expected=88.000000
predicted=133.738601, expected=172.000000
predicted=156.635908, expected=196.000000
predicted=165.807908, expected=236.000000
predicted=185.500139, expected=156.000000
predicted=135.599542, expected=172.000000
predicted=159.203272, expected=116.000000
predicted=167.561786, expected=100.000000
predicted=159.172045, expected=212.000000
predicted=177.335051, expected=156.000000
predicted=156.341627, expected=116.000000
predicted=143.264961, expected=184.000000
predicted=145.035302, expected=532.000000
predicted=243.266901, expected=116.000000
predicted=215.024835, expected=140.000000
predicted=183.962939, expected=188.000000
predicted=196.356756, expected=192.000000
predicted=225.510800, expected=116.000000
predicted=236.353298, expected=172.000000
predicted=149.781755, expected=168.000000
predicted=162.041704, expected=96.000000
predicted=152.722576, expected=256.000000
predicted=176.896793, expected=164.000000
predicted=160.565414, expected=264.000000
predicted=192.374636, expected=184.000000
predicted=185.882203, expected=208.000000
predicted=185.946644, expected=208.000000
predicted=216.965432, expected=184.000000
predicted=197.254516, expected=200.000000
predicted=212.047939, expected=96.000000
predicted=171.472860, expected=120.000000
predicted=165.935601, expected=132.000000
predicted=159.516846, expected=152.000000
predicted=153.062522, expected=576.000000
predicted=251.818997, expected=144.000000
predicted=194.222135, expected=144.000000
predicted=184.489194, expected=296.000000
predicted=229.326472, expected=196.000000
predicted=245.799851, expected=280.000000
predicted=302.499174, expected=188.000000
predicted=198.541336, expected=152.000000
predicted=197.199081, expected=144.000000
predicted=209.018688, expected=152.000000
predicted=184.602729, expected=184.000000
predicted=193.605606, expected=364.000000
predicted=214.718217, expected=256.000000
predicted=210.976875, expected=308.000000
predicted=230.626484, expected=120.000000
predicted=208.883591, expected=128.000000
predicted=210.498492, expected=92.000000
predicted=213.549664, expected=176.000000
predicted=190.168465, expected=168.000000
predicted=181.534676, expected=232.000000
predicted=158.204044, expected=228.000000
predicted=172.236370, expected=132.000000
predicted=158.776192, expected=136.000000
predicted=170.371006, expected=88.000000
predicted=156.207841, expected=240.000000
predicted=189.586788, expected=200.000000
predicted=182.826286, expected=200.000000
predicted=165.879347, expected=136.000000
predicted=157.021810, expected=180.000000
predicted=165.231177, expected=120.000000
predicted=180.077949, expected=96.000000
predicted=153.101103, expected=128.000000
predicted=145.959856, expected=136.000000
predicted=135.031609, expected=216.000000
predicted=157.560460, expected=140.000000
predicted=138.220771, expected=148.000000
predicted=137.346485, expected=60.000000
predicted=126.886267, expected=220.000000
predicted=158.285279, expected=128.000000
predicted=159.297846, expected=140.000000
predicted=138.550700, expected=100.000000
predicted=127.776430, expected=144.000000
predicted=126.601535, expected=200.000000
predicted=167.416091, expected=108.000000
predicted=134.274324, expected=144.000000
predicted=136.631017, expected=148.000000
predicted=137.069083, expected=220.000000
predicted=167.093430, expected=112.000000
predicted=155.747579, expected=136.000000
predicted=137.201142, expected=224.000000
predicted=167.809666, expected=204.000000
predicted=178.417186, expected=192.000000
predicted=185.038859, expected=148.000000
predicted=159.247572, expected=268.000000
predicted=196.840202, expected=288.000000
predicted=231.244240, expected=88.000000
predicted=187.442425, expected=284.000000
predicted=210.811038, expected=104.000000
predicted=186.548381, expected=888.000000
predicted=367.972279, expected=164.000000
predicted=310.972819, expected=160.000000
predicted=232.606490, expected=216.000000
predicted=285.187819, expected=84.000000
predicted=261.104193, expected=156.000000
predicted=321.756317, expected=104.000000
predicted=145.783307, expected=148.000000
predicted=147.474965, expected=132.000000
predicted=144.735203, expected=112.000000
predicted=119.006615, expected=128.000000
predicted=130.069277, expected=96.000000
predicted=117.218737, expected=272.000000
predicted=158.385065, expected=104.000000
predicted=141.002257, expected=236.000000
predicted=156.347715, expected=204.000000
predicted=172.462231, expected=72.000000
predicted=153.334686, expected=128.000000
predicted=166.897062, expected=120.000000
predicted=141.465666, expected=148.000000
predicted=160.365411, expected=116.000000
predicted=134.742254, expected=216.000000
predicted=134.756366, expected=204.000000
predicted=159.523197, expected=144.000000
predicted=153.714307, expected=140.000000
predicted=154.179840, expected=76.000000
predicted=140.491662, expected=112.000000
predicted=150.247442, expected=96.000000
predicted=132.700623, expected=92.000000
predicted=111.715319, expected=96.000000
predicted=103.094421, expected=92.000000
predicted=92.559474, expected=164.000000
predicted=113.488645, expected=176.000000
predicted=124.224585, expected=312.000000
predicted=164.699553, expected=224.000000
predicted=177.408362, expected=184.000000
predicted=180.332158, expected=64.000000
predicted=169.886467, expected=16.000000
predicted=148.623304, expected=68.000000
predicted=150.197645, expected=136.000000
predicted=130.250805, expected=176.000000
predicted=122.822605, expected=48.000000
predicted=78.811982, expected=184.000000
predicted=99.184507, expected=160.000000
predicted=130.061816, expected=4.000000
predicted=110.545025, expected=236.000000
predicted=139.051500, expected=140.000000
predicted=130.749945, expected=4.000000
predicted=116.225254, expected=80.000000
predicted=96.350502, expected=80.000000
predicted=86.893500, expected=104.000000
predicted=120.231875, expected=132.000000
predicted=96.348803, expected=104.000000
predicted=79.884595, expected=88.000000
predicted=93.856290, expected=136.000000
predicted=106.360007, expected=96.000000
predicted=109.966586, expected=76.000000
predicted=103.601813, expected=120.000000
predicted=102.848153, expected=116.000000
predicted=106.856220, expected=140.000000
predicted=118.250483, expected=96.000000
predicted=104.659166, expected=204.000000
predicted=127.310335, expected=180.000000
predicted=146.724823, expected=184.000000
predicted=153.469934, expected=136.000000
predicted=150.767132, expected=248.000000
predicted=174.380256, expected=116.000000
predicted=177.415747, expected=156.000000
predicted=166.658899, expected=208.000000
predicted=176.911346, expected=76.000000
predicted=152.077759, expected=76.000000
predicted=143.230426, expected=44.000000
predicted=104.804635, expected=140.000000
predicted=123.812918, expected=216.000000
predicted=144.049587, expected=200.000000
predicted=131.252300, expected=52.000000
predicted=108.006607, expected=4.000000
predicted=87.607508, expected=28.000000
predicted=100.738236, expected=76.000000
predicted=107.956471, expected=108.000000
predicted=92.934437, expected=108.000000
predicted=65.952395, expected=56.000000
predicted=56.058464, expected=48.000000
predicted=62.231948, expected=116.000000
predicted=86.968328, expected=104.000000
predicted=95.719216, expected=120.000000
predicted=95.380486, expected=92.000000
predicted=85.237094, expected=108.000000
predicted=94.035557, expected=76.000000
predicted=100.931670, expected=120.000000
predicted=104.423511, expected=40.000000
predicted=90.358909, expected=92.000000
predicted=86.748827, expected=36.000000
predicted=77.035786, expected=116.000000
predicted=83.016895, expected=180.000000
predicted=107.853462, expected=112.000000
predicted=95.810605, expected=76.000000
predicted=94.214248, expected=124.000000
predicted=100.251852, expected=124.000000
predicted=124.609904, expected=124.000000
predicted=128.568505, expected=68.000000
predicted=100.176658, expected=92.000000
predicted=96.446815, expected=152.000000
predicted=118.961378, expected=112.000000
predicted=115.756110, expected=124.000000
predicted=111.950430, expected=76.000000
predicted=96.967141, expected=84.000000
predicted=102.625093, expected=116.000000
predicted=114.219745, expected=100.000000
predicted=104.408186, expected=140.000000
predicted=110.217631, expected=92.000000
predicted=98.409814, expected=92.000000
predicted=99.875567, expected=92.000000
predicted=103.654471, expected=24.000000
predicted=85.329574, expected=68.000000
predicted=85.171819, expected=112.000000
predicted=85.027759, expected=204.000000
predicted=110.903622, expected=88.000000
predicted=97.553834, expected=236.000000
predicted=120.135724, expected=92.000000
predicted=126.101287, expected=112.000000
predicted=133.863467, expected=60.000000
predicted=127.815432, expected=104.000000
predicted=113.757015, expected=76.000000
predicted=120.318680, expected=112.000000
predicted=94.502834, expected=104.000000
predicted=96.657180, expected=52.000000
predicted=79.543495, expected=76.000000
predicted=84.754316, expected=184.000000
predicted=107.341710, expected=144.000000
predicted=119.288626, expected=92.000000
predicted=104.420203, expected=108.000000
predicted=100.082880, expected=60.000000
predicted=104.200329, expected=56.000000
predicted=108.147581, expected=84.000000
predicted=93.547256, expected=96.000000
predicted=86.360815, expected=92.000000
predicted=85.676663, expected=60.000000
predicted=70.805380, expected=12.000000
predicted=58.793448, expected=168.000000
predicted=91.538961, expected=52.000000
predicted=83.733408, expected=144.000000
predicted=90.799380, expected=136.000000
predicted=95.042052, expected=96.000000
predicted=95.768590, expected=136.000000
predicted=123.310649, expected=136.000000
predicted=114.445825, expected=68.000000
predicted=117.118870, expected=52.000000
predicted=98.233169, expected=72.000000
predicted=90.707207, expected=136.000000
predicted=108.382910, expected=164.000000
predicted=114.948504, expected=240.000000
predicted=129.131581, expected=312.000000
predicted=169.268306, expected=124.000000
predicted=162.717050, expected=52.000000
predicted=148.692719, expected=160.000000
predicted=168.998017, expected=124.000000
predicted=178.062481, expected=92.000000
predicted=153.197391, expected=116.000000
predicted=108.999560, expected=76.000000
predicted=97.650613, expected=96.000000
predicted=112.513588, expected=164.000000
predicted=117.394462, expected=124.000000
predicted=113.756907, expected=60.000000
predicted=100.226343, expected=144.000000
predicted=107.290958, expected=896.000000
predicted=305.629908, expected=148.000000
predicted=259.982865, expected=204.000000
predicted=224.220532, expected=84.000000
predicted=212.394819, expected=68.000000
predicted=246.985069, expected=124.000000
predicted=296.816967, expected=128.000000
predicted=132.105200, expected=84.000000
predicted=119.326166, expected=136.000000
predicted=102.754368, expected=16.000000
predicted=84.225292, expected=212.000000
predicted=123.694050, expected=84.000000
predicted=113.428824, expected=128.000000
predicted=108.250916, expected=148.000000
predicted=121.135648, expected=140.000000
predicted=118.294606, expected=88.000000
predicted=133.569683, expected=188.000000
predicted=129.250788, expected=92.000000
predicted=129.715840, expected=84.000000
predicted=119.422981, expected=156.000000
predicted=126.145762, expected=164.000000
predicted=133.036638, expected=56.000000
predicted=122.101845, expected=24.000000
predicted=83.422844, expected=52.000000
predicted=83.684830, expected=172.000000
predicted=117.719660, expected=120.000000
predicted=109.302587, expected=112.000000
predicted=86.373238, expected=156.000000
predicted=101.360021, expected=48.000000
predicted=101.547907, expected=992.000000
predicted=323.012882, expected=244.000000
predicted=294.559602, expected=88.000000
predicted=226.870967, expected=140.000000
predicted=232.967010, expected=232.000000
predicted=291.837625, expected=144.000000
predicted=352.801160, expected=108.000000
predicted=156.300078, expected=136.000000
predicted=134.972955, expected=152.000000
predicted=153.788182, expected=152.000000
predicted=159.630412, expected=156.000000
predicted=141.997191, expected=108.000000
predicted=130.621002, expected=128.000000
predicted=136.206664, expected=200.000000
predicted=154.671889, expected=112.000000
predicted=142.802350, expected=104.000000
predicted=130.181209, expected=144.000000
predicted=130.743281, expected=156.000000
predicted=143.887910, expected=76.000000
predicted=131.192818, expected=152.000000
predicted=122.884473, expected=128.000000
predicted=127.024602, expected=96.000000
predicted=124.298426, expected=124.000000
predicted=121.978389, expected=60.000000
predicted=100.879649, expected=116.000000
predicted=114.293497, expected=192.000000
predicted=127.339536, expected=80.000000
predicted=109.930657, expected=92.000000
predicted=105.465160, expected=76.000000
predicted=96.503362, expected=20.000000
predicted=91.946565, expected=32.000000
Test MSE: 11085.524
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471])]
predicted=57.613442, expected=140.000000
predicted=87.495886, expected=80.000000
predicted=75.112263, expected=52.000000
predicted=81.010571, expected=64.000000
predicted=72.956030, expected=80.000000
predicted=74.227391, expected=60.000000
predicted=80.232195, expected=16.000000
predicted=56.886151, expected=60.000000
predicted=56.587588, expected=32.000000
predicted=48.723500, expected=72.000000
predicted=56.148464, expected=144.000000
predicted=71.964069, expected=116.000000
predicted=73.319215, expected=64.000000
predicted=81.625552, expected=120.000000
predicted=93.829421, expected=76.000000
predicted=92.261003, expected=60.000000
predicted=95.979381, expected=164.000000
predicted=108.797520, expected=72.000000
predicted=85.810466, expected=56.000000
predicted=93.455377, expected=108.000000
predicted=92.154084, expected=116.000000
predicted=91.220885, expected=32.000000
predicted=91.359308, expected=52.000000
predicted=74.674127, expected=52.000000
predicted=64.827277, expected=76.000000
predicted=72.528274, expected=64.000000
predicted=68.900506, expected=72.000000
predicted=58.632471, expected=100.000000
predicted=71.972863, expected=204.000000
predicted=102.899334, expected=40.000000
predicted=86.066547, expected=104.000000
predicted=102.758559, expected=112.000000
predicted=103.430876, expected=44.000000
predicted=90.477573, expected=4.000000
predicted=89.281417, expected=72.000000
predicted=61.113072, expected=56.000000
predicted=61.066877, expected=64.000000
predicted=63.129455, expected=72.000000
predicted=56.449571, expected=64.000000
predicted=52.361308, expected=68.000000
predicted=67.521173, expected=80.000000
predicted=68.138184, expected=32.000000
predicted=59.867370, expected=60.000000
predicted=64.442930, expected=32.000000
predicted=52.748406, expected=40.000000
predicted=50.736756, expected=60.000000
predicted=53.896118, expected=92.000000
predicted=53.984095, expected=68.000000
predicted=60.481937, expected=120.000000
predicted=74.302855, expected=136.000000
predicted=88.933485, expected=84.000000
predicted=90.982904, expected=172.000000
predicted=121.505549, expected=40.000000
predicted=93.324702, expected=68.000000
predicted=103.091595, expected=20.000000
predicted=82.191061, expected=48.000000
predicted=64.342116, expected=92.000000
predicted=80.582756, expected=8.000000
predicted=40.529971, expected=92.000000
predicted=62.636085, expected=124.000000
predicted=66.141884, expected=16.000000
predicted=57.542207, expected=36.000000
predicted=67.010962, expected=48.000000
predicted=47.615729, expected=64.000000
predicted=60.394781, expected=72.000000
predicted=65.939217, expected=52.000000
predicted=48.139787, expected=84.000000
predicted=62.094847, expected=56.000000
predicted=60.708017, expected=24.000000
predicted=56.186255, expected=24.000000
predicted=50.705319, expected=48.000000
predicted=45.445957, expected=64.000000
predicted=51.438895, expected=60.000000
predicted=48.930476, expected=56.000000
predicted=47.903579, expected=52.000000
predicted=50.198348, expected=72.000000
predicted=59.283908, expected=88.000000
predicted=67.229635, expected=68.000000
predicted=66.626118, expected=36.000000
predicted=60.944680, expected=80.000000
predicted=67.047122, expected=52.000000
predicted=62.286612, expected=28.000000
predicted=57.622758, expected=36.000000
predicted=50.579829, expected=52.000000
predicted=44.832033, expected=12.000000
predicted=40.922723, expected=32.000000
predicted=37.217285, expected=40.000000
predicted=32.626472, expected=84.000000
predicted=45.508737, expected=28.000000
predicted=41.551062, expected=64.000000
predicted=46.766865, expected=24.000000
predicted=42.114692, expected=48.000000
predicted=46.616897, expected=56.000000
predicted=52.809242, expected=60.000000
predicted=46.149657, expected=28.000000
predicted=47.237226, expected=28.000000
predicted=39.381166, expected=52.000000
predicted=45.001983, expected=28.000000
predicted=39.490035, expected=20.000000
predicted=36.748691, expected=32.000000
predicted=31.476734, expected=52.000000
predicted=35.031700, expected=28.000000
predicted=35.373106, expected=28.000000
predicted=32.502114, expected=20.000000
predicted=28.486505, expected=76.000000
predicted=41.552040, expected=36.000000
predicted=39.454616, expected=12.000000
predicted=33.227194, expected=36.000000
predicted=35.899017, expected=32.000000
predicted=31.016302, expected=28.000000
predicted=37.450690, expected=56.000000
predicted=36.866720, expected=56.000000
predicted=36.881597, expected=36.000000
predicted=41.003670, expected=24.000000
predicted=38.496160, expected=80.000000
predicted=48.460646, expected=28.000000
predicted=43.261781, expected=12.000000
predicted=39.649980, expected=4.000000
predicted=29.093833, expected=36.000000
predicted=27.542196, expected=44.000000
predicted=35.718180, expected=56.000000
predicted=33.401947, expected=28.000000
predicted=30.810473, expected=32.000000
predicted=32.961018, expected=92.000000
predicted=51.421011, expected=60.000000
predicted=50.633974, expected=44.000000
predicted=54.431664, expected=80.000000
predicted=59.233007, expected=12.000000
predicted=45.569494, expected=24.000000
predicted=52.507035, expected=28.000000
predicted=39.721596, expected=44.000000
predicted=36.416788, expected=44.000000
predicted=41.837296, expected=88.000000
predicted=44.528615, expected=20.000000
predicted=38.795546, expected=48.000000
predicted=47.232885, expected=112.000000
predicted=63.112605, expected=20.000000
predicted=48.425323, expected=16.000000
predicted=54.487949, expected=36.000000
predicted=39.718137, expected=56.000000
predicted=43.614464, expected=48.000000
predicted=51.563804, expected=44.000000
predicted=38.631338, expected=28.000000
predicted=36.712542, expected=24.000000
predicted=37.249447, expected=36.000000
predicted=38.988523, expected=44.000000
predicted=37.406851, expected=88.000000
predicted=48.745540, expected=40.000000
predicted=42.722439, expected=20.000000
predicted=41.729632, expected=12.000000
predicted=37.473813, expected=64.000000
predicted=43.544066, expected=64.000000
predicted=49.697474, expected=24.000000
predicted=37.719661, expected=44.000000
predicted=40.913543, expected=48.000000
predicted=39.934956, expected=44.000000
predicted=47.143753, expected=20.000000
predicted=40.936855, expected=104.000000
predicted=52.306147, expected=44.000000
predicted=47.423517, expected=24.000000
predicted=48.031267, expected=20.000000
predicted=42.831873, expected=52.000000
predicted=39.872193, expected=72.000000
predicted=55.548229, expected=60.000000
predicted=47.421058, expected=36.000000
predicted=44.736467, expected=20.000000
predicted=40.809697, expected=52.000000
predicted=48.087755, expected=36.000000
predicted=44.074437, expected=60.000000
predicted=47.039363, expected=20.000000
predicted=36.185200, expected=36.000000
predicted=37.059191, expected=52.000000
predicted=43.625586, expected=56.000000
predicted=42.616354, expected=16.000000
predicted=39.888573, expected=56.000000
predicted=41.642573, expected=16.000000
predicted=34.515764, expected=88.000000
predicted=51.529016, expected=4.000000
predicted=36.531178, expected=32.000000
predicted=35.669162, expected=60.000000
predicted=45.304527, expected=60.000000
predicted=39.936988, expected=104.000000
predicted=66.097558, expected=80.000000
predicted=57.237030, expected=40.000000
predicted=60.936508, expected=16.000000
predicted=57.671687, expected=40.000000
predicted=53.233203, expected=20.000000
predicted=46.768646, expected=80.000000
predicted=51.122998, expected=64.000000
predicted=44.912397, expected=32.000000
predicted=40.939194, expected=60.000000
predicted=52.624356, expected=96.000000
predicted=58.221847, expected=48.000000
predicted=61.704616, expected=36.000000
predicted=57.764163, expected=40.000000
predicted=50.152305, expected=84.000000
predicted=60.331499, expected=100.000000
predicted=71.042059, expected=36.000000
predicted=56.055148, expected=64.000000
predicted=62.888179, expected=60.000000
predicted=60.874967, expected=44.000000
predicted=61.704671, expected=76.000000
predicted=67.937180, expected=52.000000
predicted=52.925978, expected=20.000000
predicted=50.778531, expected=52.000000
predicted=52.600768, expected=20.000000
predicted=39.088209, expected=32.000000
predicted=42.846035, expected=44.000000
predicted=38.402930, expected=56.000000
predicted=37.046722, expected=60.000000
predicted=46.735833, expected=28.000000
predicted=38.698225, expected=140.000000
predicted=67.654191, expected=76.000000
predicted=64.571777, expected=48.000000
predicted=68.867582, expected=64.000000
predicted=72.044439, expected=48.000000
predicted=59.687596, expected=112.000000
predicted=86.603718, expected=72.000000
predicted=69.655487, expected=40.000000
predicted=63.128740, expected=40.000000
predicted=62.731580, expected=160.000000
predicted=82.461125, expected=108.000000
predicted=87.741829, expected=32.000000
predicted=75.389300, expected=84.000000
predicted=82.342306, expected=64.000000
predicted=72.923052, expected=68.000000
predicted=86.219826, expected=60.000000
predicted=71.706424, expected=28.000000
predicted=52.067632, expected=44.000000
predicted=58.530065, expected=76.000000
predicted=57.339036, expected=32.000000
predicted=48.498231, expected=80.000000
predicted=58.648001, expected=24.000000
predicted=43.603042, expected=80.000000
predicted=58.451725, expected=76.000000
predicted=62.531300, expected=140.000000
predicted=75.855924, expected=56.000000
predicted=75.410633, expected=68.000000
predicted=74.807108, expected=144.000000
predicted=98.547675, expected=60.000000
predicted=82.654541, expected=104.000000
predicted=102.195393, expected=68.000000
predicted=81.344528, expected=64.000000
predicted=81.103005, expected=40.000000
predicted=79.855845, expected=20.000000
predicted=54.896578, expected=16.000000
predicted=49.942950, expected=56.000000
predicted=44.361386, expected=116.000000
predicted=56.547308, expected=136.000000
predicted=69.985095, expected=68.000000
predicted=69.734276, expected=52.000000
predicted=74.101838, expected=56.000000
predicted=76.912873, expected=88.000000
predicted=84.455464, expected=60.000000
predicted=76.152266, expected=40.000000
predicted=60.494857, expected=72.000000
predicted=63.156527, expected=64.000000
predicted=60.988110, expected=28.000000
predicted=56.916380, expected=12.000000
predicted=45.002087, expected=4.000000
predicted=32.644166, expected=24.000000
predicted=32.590563, expected=20.000000
predicted=24.780009, expected=28.000000
predicted=20.720968, expected=44.000000
predicted=24.416051, expected=32.000000
predicted=25.014384, expected=28.000000
predicted=29.992143, expected=32.000000
predicted=30.871788, expected=40.000000
predicted=33.757348, expected=24.000000
predicted=32.521433, expected=64.000000
predicted=39.986341, expected=52.000000
predicted=39.960366, expected=24.000000
predicted=38.185724, expected=12.000000
predicted=35.589158, expected=20.000000
predicted=30.145230, expected=80.000000
predicted=45.078758, expected=132.000000
predicted=60.096998, expected=28.000000
predicted=46.602574, expected=60.000000
predicted=60.095704, expected=60.000000
predicted=60.519092, expected=44.000000
predicted=62.355341, expected=24.000000
predicted=58.791907, expected=44.000000
predicted=42.983788, expected=108.000000
predicted=60.680490, expected=52.000000
predicted=53.383050, expected=24.000000
predicted=50.074901, expected=60.000000
predicted=53.940672, expected=48.000000
predicted=51.217166, expected=12.000000
predicted=48.632599, expected=32.000000
predicted=39.921034, expected=56.000000
predicted=38.226191, expected=64.000000
predicted=46.205694, expected=108.000000
predicted=60.157956, expected=28.000000
predicted=46.472292, expected=44.000000
predicted=56.676421, expected=20.000000
predicted=49.613899, expected=16.000000
predicted=41.938020, expected=60.000000
predicted=49.871246, expected=48.000000
predicted=34.977663, expected=32.000000
predicted=37.549485, expected=32.000000
predicted=35.633398, expected=56.000000
predicted=40.664380, expected=20.000000
predicted=38.595195, expected=32.000000
predicted=37.984288, expected=36.000000
predicted=34.549412, expected=60.000000
predicted=40.083479, expected=4.000000
predicted=32.193809, expected=12.000000
predicted=27.485120, expected=84.000000
predicted=42.134152, expected=76.000000
predicted=44.438755, expected=40.000000
predicted=47.852378, expected=88.000000
predicted=56.627097, expected=56.000000
predicted=55.050513, expected=48.000000
predicted=64.743810, expected=116.000000
predicted=77.083946, expected=24.000000
predicted=54.274742, expected=44.000000
predicted=65.446971, expected=28.000000
predicted=50.248764, expected=44.000000
predicted=47.317752, expected=32.000000
predicted=48.757495, expected=24.000000
predicted=31.550326, expected=12.000000
predicted=29.695124, expected=24.000000
predicted=26.637689, expected=76.000000
predicted=38.977099, expected=4.000000
predicted=24.766701, expected=20.000000
predicted=29.371292, expected=36.000000
predicted=28.770217, expected=24.000000
predicted=26.994934, expected=20.000000
predicted=31.761577, expected=40.000000
predicted=25.396210, expected=20.000000
predicted=24.689821, expected=64.000000
predicted=37.951825, expected=40.000000
predicted=34.066342, expected=40.000000
predicted=37.936685, expected=20.000000
predicted=36.801689, expected=84.000000
predicted=47.416333, expected=76.000000
predicted=54.559848, expected=24.000000
predicted=45.663991, expected=36.000000
predicted=49.079043, expected=60.000000
predicted=48.335094, expected=44.000000
predicted=51.616083, expected=72.000000
predicted=56.290658, expected=28.000000
predicted=41.614272, expected=20.000000
predicted=41.963584, expected=24.000000
predicted=40.531280, expected=40.000000
predicted=36.478691, expected=56.000000
predicted=42.054163, expected=52.000000
predicted=38.020592, expected=88.000000
predicted=51.147467, expected=24.000000
predicted=43.810195, expected=32.000000
predicted=49.037973, expected=60.000000
predicted=52.751273, expected=40.000000
predicted=45.584687, expected=56.000000
predicted=53.365856, expected=60.000000
predicted=46.317668, expected=12.000000
predicted=39.323011, expected=48.000000
predicted=48.670952, expected=32.000000
predicted=38.510770, expected=48.000000
predicted=43.159668, expected=24.000000
predicted=37.322120, expected=52.000000
predicted=37.189711, expected=60.000000
predicted=45.109832, expected=72.000000
predicted=49.461528, expected=16.000000
predicted=43.415267, expected=12.000000
predicted=38.097013, expected=88.000000
predicted=53.331993, expected=48.000000
predicted=45.358645, expected=40.000000
predicted=48.829050, expected=88.000000
predicted=53.691262, expected=52.000000
predicted=50.015602, expected=8.000000
predicted=52.482190, expected=80.000000
predicted=57.554098, expected=56.000000
predicted=49.276616, expected=16.000000
predicted=48.796393, expected=12.000000
predicted=38.813108, expected=44.000000
predicted=34.084421, expected=12.000000
predicted=33.167333, expected=8.000000
predicted=25.642028, expected=40.000000
predicted=24.223640, expected=32.000000
predicted=22.575374, expected=60.000000
predicted=36.661077, expected=32.000000
predicted=30.401145, expected=20.000000
predicted=31.106216, expected=48.000000
predicted=40.487030, expected=28.000000
predicted=33.423152, expected=16.000000
predicted=33.907585, expected=32.000000
predicted=30.693254, expected=28.000000
predicted=26.726089, expected=40.000000
predicted=33.390681, expected=28.000000
predicted=28.753904, expected=36.000000
predicted=30.592260, expected=12.000000
predicted=27.644415, expected=8.000000
predicted=24.097882, expected=20.000000
predicted=24.013488, expected=28.000000
predicted=21.386867, expected=8.000000
predicted=18.060818, expected=96.000000
predicted=36.042875, expected=8.000000
predicted=22.609281, expected=32.000000
predicted=35.418471, expected=40.000000
predicted=36.221095, expected=32.000000
predicted=31.437877, expected=52.000000
predicted=47.450450, expected=4.000000
predicted=24.566563, expected=8.000000
predicted=27.748461, expected=24.000000
predicted=26.335017, expected=16.000000
predicted=20.106606, expected=16.000000
predicted=21.417172, expected=64.000000
predicted=25.857632, expected=44.000000
predicted=27.770014, expected=24.000000
predicted=32.133217, expected=52.000000
predicted=38.834972, expected=8.000000
predicted=29.356680, expected=32.000000
predicted=38.943956, expected=8.000000
predicted=25.892152, expected=28.000000
predicted=25.093271, expected=24.000000
predicted=25.864846, expected=40.000000
predicted=24.088326, expected=52.000000
predicted=33.031035, expected=16.000000
predicted=26.076201, expected=60.000000
predicted=40.560271, expected=24.000000
predicted=32.808541, expected=20.000000
predicted=34.760220, expected=60.000000
predicted=42.022114, expected=20.000000
predicted=28.937438, expected=12.000000
predicted=33.617065, expected=4.000000
predicted=22.167415, expected=8.000000
Test MSE: 927.067
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504])]
predicted=18.839915, expected=12.000000
predicted=13.260827, expected=16.000000
predicted=20.941545, expected=4.000000
predicted=10.195527, expected=12.000000
predicted=11.719862, expected=36.000000
predicted=22.710324, expected=212.000000
predicted=113.756735, expected=36.000000
predicted=71.543377, expected=28.000000
predicted=35.838637, expected=20.000000
predicted=35.625656, expected=28.000000
predicted=72.123317, expected=52.000000
predicted=31.838300, expected=44.000000
predicted=40.622591, expected=92.000000
predicted=61.103128, expected=56.000000
predicted=58.933990, expected=24.000000
predicted=42.394900, expected=12.000000
predicted=26.322594, expected=8.000000
predicted=30.842745, expected=8.000000
predicted=16.712658, expected=12.000000
predicted=11.674096, expected=12.000000
predicted=11.021190, expected=20.000000
predicted=14.549611, expected=8.000000
predicted=11.197737, expected=56.000000
predicted=32.260291, expected=16.000000
predicted=24.741037, expected=4.000000
predicted=12.866522, expected=20.000000
predicted=14.469204, expected=20.000000
predicted=28.575759, expected=20.000000
predicted=16.575506, expected=8.000000
predicted=10.528646, expected=16.000000
predicted=15.909508, expected=12.000000
predicted=14.687832, expected=20.000000
predicted=17.313991, expected=4.000000
predicted=8.921171, expected=4.000000
predicted=7.747956, expected=16.000000
predicted=11.684962, expected=24.000000
predicted=19.852561, expected=12.000000
predicted=12.326814, expected=20.000000
predicted=14.810510, expected=4.000000
predicted=12.008873, expected=12.000000
predicted=13.122380, expected=184.000000
predicted=92.453803, expected=28.000000
predicted=63.170388, expected=4.000000
predicted=17.950228, expected=16.000000
predicted=20.713744, expected=24.000000
predicted=61.652084, expected=28.000000
predicted=18.338644, expected=8.000000
predicted=11.972383, expected=12.000000
predicted=13.664849, expected=20.000000
predicted=18.992000, expected=8.000000
predicted=15.187530, expected=12.000000
predicted=9.658644, expected=8.000000
predicted=10.422086, expected=52.000000
predicted=31.480648, expected=32.000000
predicted=29.335573, expected=28.000000
predicted=26.173729, expected=4.000000
predicted=13.871924, expected=8.000000
predicted=19.881452, expected=8.000000
predicted=12.557169, expected=12.000000
predicted=13.440673, expected=16.000000
predicted=10.737301, expected=24.000000
predicted=17.710648, expected=4.000000
predicted=10.464499, expected=12.000000
predicted=10.971105, expected=8.000000
predicted=11.219638, expected=16.000000
predicted=15.252164, expected=4.000000
predicted=6.452401, expected=36.000000
predicted=21.616446, expected=4.000000
predicted=12.778413, expected=8.000000
predicted=10.102850, expected=4.000000
predicted=5.824794, expected=40.000000
predicted=28.786947, expected=24.000000
predicted=20.657060, expected=16.000000
predicted=17.038087, expected=20.000000
predicted=16.752073, expected=4.000000
predicted=18.105343, expected=8.000000
predicted=10.412686, expected=40.000000
predicted=24.499827, expected=12.000000
predicted=19.873743, expected=24.000000
predicted=16.395525, expected=12.000000
predicted=15.502274, expected=32.000000
predicted=28.901903, expected=8.000000
predicted=14.199484, expected=8.000000
predicted=13.015991, expected=12.000000
predicted=11.196596, expected=12.000000
predicted=16.458858, expected=4.000000
predicted=6.151342, expected=4.000000
predicted=5.485329, expected=8.000000
predicted=7.946362, expected=8.000000
predicted=8.351756, expected=8.000000
predicted=6.586711, expected=28.000000
predicted=16.467975, expected=4.000000
predicted=11.045250, expected=12.000000
predicted=9.803230, expected=12.000000
predicted=11.508369, expected=16.000000
predicted=17.525153, expected=16.000000
predicted=12.103123, expected=16.000000
predicted=15.317539, expected=12.000000
predicted=13.284864, expected=24.000000
predicted=18.903230, expected=16.000000
predicted=17.681505, expected=4.000000
predicted=10.550724, expected=8.000000
predicted=8.737556, expected=8.000000
predicted=11.854325, expected=8.000000
predicted=8.992806, expected=4.000000
predicted=4.733359, expected=16.000000
predicted=10.883309, expected=28.000000
predicted=18.995544, expected=16.000000
predicted=16.665312, expected=12.000000
predicted=12.085618, expected=8.000000
predicted=12.357945, expected=8.000000
predicted=13.042100, expected=12.000000
predicted=11.060939, expected=4.000000
predicted=7.650699, expected=8.000000
predicted=6.989720, expected=20.000000
predicted=13.530332, expected=4.000000
predicted=9.736919, expected=28.000000
predicted=15.729897, expected=12.000000
predicted=15.152382, expected=36.000000
predicted=25.668100, expected=32.000000
predicted=25.485299, expected=4.000000
predicted=18.449781, expected=28.000000
predicted=18.868549, expected=12.000000
predicted=22.220194, expected=24.000000
predicted=21.772393, expected=12.000000
predicted=12.729492, expected=8.000000
predicted=14.937272, expected=4.000000
predicted=7.102991, expected=20.000000
predicted=16.498068, expected=16.000000
predicted=14.625028, expected=12.000000
predicted=11.936316, expected=12.000000
predicted=10.733630, expected=20.000000
predicted=18.178901, expected=8.000000
predicted=12.626613, expected=4.000000
predicted=7.462117, expected=16.000000
predicted=12.071399, expected=4.000000
predicted=10.559228, expected=20.000000
predicted=12.234051, expected=4.000000
predicted=8.160328, expected=20.000000
predicted=15.094050, expected=16.000000
predicted=13.588781, expected=20.000000
predicted=18.958962, expected=8.000000
predicted=10.263766, expected=16.000000
predicted=15.734519, expected=12.000000
predicted=13.717585, expected=4.000000
predicted=10.001087, expected=20.000000
predicted=12.604527, expected=24.000000
predicted=20.232431, expected=16.000000
predicted=16.527384, expected=4.000000
predicted=8.179706, expected=4.000000
predicted=9.366641, expected=16.000000
predicted=14.272464, expected=12.000000
predicted=12.589470, expected=20.000000
predicted=13.353961, expected=8.000000
predicted=10.591805, expected=12.000000
predicted=12.703691, expected=16.000000
predicted=13.818984, expected=12.000000
predicted=14.676875, expected=16.000000
predicted=12.669551, expected=8.000000
predicted=11.411121, expected=12.000000
predicted=12.156692, expected=20.000000
predicted=15.493640, expected=4.000000
predicted=10.932604, expected=12.000000
predicted=9.252545, expected=12.000000
predicted=12.116404, expected=20.000000
predicted=17.254356, expected=8.000000
predicted=9.693619, expected=16.000000
predicted=13.589386, expected=40.000000
predicted=26.141367, expected=4.000000
predicted=16.917441, expected=12.000000
predicted=10.238744, expected=4.000000
predicted=10.316383, expected=24.000000
predicted=21.908093, expected=24.000000
predicted=16.830223, expected=4.000000
predicted=11.663406, expected=36.000000
predicted=20.388102, expected=20.000000
predicted=24.922588, expected=16.000000
predicted=18.926545, expected=28.000000
predicted=19.386745, expected=32.000000
predicted=31.910803, expected=4.000000
predicted=14.898473, expected=16.000000
predicted=14.249653, expected=12.000000
predicted=17.201075, expected=8.000000
predicted=14.085686, expected=12.000000
predicted=8.336938, expected=12.000000
predicted=13.082557, expected=20.000000
predicted=15.304690, expected=12.000000
predicted=12.892955, expected=4.000000
predicted=8.794335, expected=4.000000
predicted=6.682147, expected=20.000000
predicted=15.312519, expected=24.000000
predicted=18.329279, expected=16.000000
predicted=14.748150, expected=12.000000
predicted=12.274633, expected=12.000000
predicted=15.024236, expected=4.000000
predicted=10.995466, expected=16.000000
predicted=12.336885, expected=8.000000
predicted=10.479567, expected=16.000000
predicted=12.665307, expected=12.000000
predicted=10.947788, expected=12.000000
predicted=13.285763, expected=8.000000
predicted=9.123077, expected=12.000000
predicted=12.142206, expected=8.000000
predicted=9.715571, expected=20.000000
predicted=14.520432, expected=12.000000
predicted=12.697803, expected=24.000000
predicted=17.909506, expected=16.000000
predicted=16.096405, expected=16.000000
predicted=17.489321, expected=4.000000
predicted=9.602148, expected=4.000000
predicted=9.622151, expected=28.000000
predicted=17.719697, expected=16.000000
predicted=17.685279, expected=56.000000
predicted=31.645908, expected=44.000000
predicted=36.771226, expected=64.000000
predicted=50.449331, expected=60.000000
predicted=50.727067, expected=72.000000
predicted=66.063542, expected=116.000000
predicted=85.523670, expected=100.000000
predicted=94.508841, expected=92.000000
predicted=87.732323, expected=212.000000
predicted=146.257090, expected=156.000000
predicted=158.097021, expected=184.000000
predicted=157.475308, expected=164.000000
predicted=156.454671, expected=164.000000
predicted=179.972820, expected=228.000000
predicted=190.810733, expected=356.000000
predicted=275.408236, expected=376.000000
predicted=313.739941, expected=528.000000
predicted=405.738533, expected=416.000000
predicted=409.800345, expected=32.000000
predicted=223.341537, expected=28.000000
predicted=131.789651, expected=32.000000
predicted=154.559119, expected=20.000000
predicted=103.969266, expected=20.000000
predicted=9.633953, expected=24.000000
predicted=23.727914, expected=12.000000
predicted=19.044181, expected=20.000000
predicted=17.916472, expected=20.000000
predicted=19.778158, expected=48.000000
predicted=35.729776, expected=16.000000
predicted=22.196926, expected=36.000000
predicted=28.776345, expected=12.000000
predicted=19.628334, expected=32.000000
predicted=31.342101, expected=4.000000
predicted=12.357791, expected=24.000000
predicted=22.465125, expected=16.000000
predicted=16.135152, expected=24.000000
predicted=24.010852, expected=16.000000
predicted=14.705301, expected=12.000000
predicted=16.251785, expected=8.000000
predicted=10.670125, expected=20.000000
predicted=17.967431, expected=16.000000
predicted=16.299983, expected=12.000000
predicted=12.914807, expected=28.000000
predicted=19.863175, expected=4.000000
predicted=13.292041, expected=4.000000
predicted=7.023755, expected=8.000000
predicted=7.906223, expected=24.000000
predicted=20.674689, expected=4.000000
predicted=7.836297, expected=24.000000
predicted=15.310657, expected=20.000000
predicted=18.244511, expected=28.000000
predicted=25.364801, expected=8.000000
predicted=11.727297, expected=28.000000
predicted=23.166479, expected=8.000000
predicted=15.022207, expected=8.000000
predicted=12.685498, expected=24.000000
predicted=16.216594, expected=12.000000
predicted=18.190961, expected=4.000000
predicted=6.604326, expected=24.000000
predicted=15.980889, expected=4.000000
predicted=12.964164, expected=12.000000
predicted=10.019822, expected=28.000000
predicted=18.649978, expected=68.000000
predicted=48.260733, expected=8.000000
predicted=20.848341, expected=84.000000
predicted=51.627535, expected=68.000000
predicted=62.550770, expected=12.000000
predicted=38.999298, expected=8.000000
predicted=10.379326, expected=16.000000
predicted=30.264357, expected=4.000000
predicted=18.839483, expected=8.000000
predicted=6.491062, expected=8.000000
predicted=7.837284, expected=16.000000
predicted=13.912481, expected=8.000000
predicted=8.645788, expected=8.000000
predicted=8.327947, expected=20.000000
predicted=14.476294, expected=12.000000
predicted=14.563099, expected=4.000000
predicted=6.895729, expected=4.000000
predicted=5.251143, expected=16.000000
predicted=13.895517, expected=12.000000
predicted=12.230772, expected=8.000000
predicted=8.053247, expected=12.000000
predicted=9.578090, expected=24.000000
predicted=19.326819, expected=12.000000
predicted=14.487241, expected=92.000000
predicted=54.062503, expected=24.000000
predicted=36.817349, expected=16.000000
predicted=22.148222, expected=16.000000
predicted=16.418424, expected=12.000000
predicted=30.907625, expected=8.000000
predicted=10.481222, expected=12.000000
predicted=11.672209, expected=12.000000
predicted=12.594748, expected=12.000000
predicted=11.779274, expected=4.000000
predicted=6.821303, expected=16.000000
predicted=12.382002, expected=16.000000
predicted=14.720790, expected=12.000000
predicted=12.861242, expected=8.000000
predicted=8.269801, expected=12.000000
predicted=12.221155, expected=12.000000
predicted=12.594810, expected=8.000000
predicted=9.652462, expected=4.000000
predicted=5.916262, expected=12.000000
predicted=10.121195, expected=8.000000
predicted=9.492945, expected=28.000000
predicted=18.540106, expected=16.000000
predicted=15.919815, expected=20.000000
predicted=17.805480, expected=12.000000
predicted=13.296752, expected=8.000000
predicted=13.804782, expected=48.000000
predicted=30.767079, expected=20.000000
predicted=25.887583, expected=12.000000
predicted=14.697481, expected=8.000000
predicted=9.835883, expected=8.000000
predicted=17.120976, expected=24.000000
predicted=18.067312, expected=12.000000
predicted=14.249355, expected=4.000000
predicted=7.158335, expected=40.000000
predicted=24.458756, expected=8.000000
predicted=18.664212, expected=12.000000
predicted=11.540843, expected=12.000000
predicted=10.529324, expected=4.000000
predicted=14.047324, expected=8.000000
predicted=6.367329, expected=4.000000
predicted=6.640023, expected=32.000000
predicted=20.499023, expected=4.000000
predicted=10.133499, expected=4.000000
predicted=5.782989, expected=8.000000
predicted=6.432374, expected=32.000000
predicted=25.898854, expected=8.000000
predicted=11.774061, expected=8.000000
predicted=7.999292, expected=4.000000
predicted=6.356888, expected=12.000000
predicted=14.460788, expected=8.000000
predicted=8.059943, expected=8.000000
predicted=8.017501, expected=44.000000
predicted=26.251061, expected=16.000000
predicted=21.342676, expected=8.000000
predicted=10.887927, expected=24.000000
predicted=17.345595, expected=20.000000
predicted=26.011846, expected=8.000000
predicted=11.999508, expected=48.000000
predicted=29.648437, expected=148.000000
predicted=95.166860, expected=92.000000
predicted=87.717306, expected=12.000000
predicted=34.158340, expected=20.000000
predicted=29.736082, expected=12.000000
predicted=44.232070, expected=24.000000
predicted=32.665091, expected=12.000000
predicted=12.653327, expected=4.000000
predicted=9.874548, expected=16.000000
predicted=12.330137, expected=4.000000
predicted=10.929646, expected=12.000000
predicted=9.851275, expected=24.000000
predicted=16.392109, expected=48.000000
predicted=34.750584, expected=4.000000
predicted=14.256909, expected=36.000000
predicted=24.682943, expected=4.000000
predicted=16.079081, expected=8.000000
predicted=16.308462, expected=20.000000
predicted=12.802922, expected=4.000000
predicted=14.656063, expected=8.000000
predicted=5.874954, expected=24.000000
predicted=16.656822, expected=4.000000
predicted=11.933644, expected=20.000000
predicted=12.830394, expected=4.000000
predicted=8.758001, expected=124.000000
predicted=72.570143, expected=4.000000
predicted=30.798960, expected=8.000000
predicted=13.840619, expected=4.000000
predicted=6.901732, expected=16.000000
predicted=36.617277, expected=16.000000
predicted=10.053349, expected=8.000000
predicted=10.042486, expected=32.000000
predicted=20.234537, expected=16.000000
predicted=19.578651, expected=16.000000
predicted=16.358919, expected=20.000000
predicted=16.690097, expected=12.000000
predicted=18.423898, expected=28.000000
predicted=21.153158, expected=28.000000
predicted=24.951237, expected=32.000000
predicted=28.328979, expected=8.000000
predicted=15.035770, expected=20.000000
predicted=19.815013, expected=20.000000
predicted=21.345533, expected=8.000000
predicted=15.773461, expected=40.000000
predicted=24.947730, expected=12.000000
predicted=20.115847, expected=16.000000
predicted=16.516864, expected=20.000000
Test MSE: 1291.334
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363])]
predicted=84.642049, expected=72.000000
predicted=88.448465, expected=156.000000
predicted=101.744993, expected=144.000000
predicted=128.038921, expected=60.000000
predicted=83.705327, expected=44.000000
predicted=78.283653, expected=72.000000
predicted=76.967035, expected=52.000000
predicted=89.441332, expected=60.000000
predicted=84.570402, expected=144.000000
predicted=89.010055, expected=96.000000
predicted=77.105089, expected=92.000000
predicted=87.010820, expected=104.000000
predicted=88.107937, expected=80.000000
predicted=81.029784, expected=72.000000
predicted=101.135635, expected=136.000000
predicted=106.084075, expected=96.000000
predicted=95.948971, expected=96.000000
predicted=99.689579, expected=36.000000
predicted=73.290631, expected=60.000000
predicted=69.694912, expected=68.000000
predicted=88.699729, expected=60.000000
predicted=70.808472, expected=84.000000
predicted=79.593605, expected=148.000000
predicted=86.670634, expected=88.000000
predicted=82.848581, expected=104.000000
predicted=91.906389, expected=56.000000
predicted=75.534319, expected=60.000000
predicted=76.116292, expected=152.000000
predicted=124.143649, expected=88.000000
predicted=90.568202, expected=52.000000
predicted=83.163113, expected=108.000000
predicted=85.655734, expected=44.000000
predicted=64.737866, expected=116.000000
predicted=110.917678, expected=124.000000
predicted=100.074718, expected=108.000000
predicted=87.340674, expected=68.000000
predicted=94.480642, expected=180.000000
predicted=109.284107, expected=140.000000
predicted=126.852338, expected=72.000000
predicted=108.077681, expected=40.000000
predicted=89.185005, expected=88.000000
predicted=82.132157, expected=68.000000
predicted=105.204182, expected=148.000000
predicted=117.721474, expected=96.000000
predicted=89.469477, expected=124.000000
predicted=89.995402, expected=24.000000
predicted=76.454529, expected=28.000000
predicted=59.051292, expected=120.000000
predicted=108.488766, expected=72.000000
predicted=78.033570, expected=72.000000
predicted=87.277377, expected=72.000000
predicted=59.911341, expected=88.000000
predicted=65.072267, expected=84.000000
predicted=93.000347, expected=48.000000
predicted=66.640309, expected=108.000000
predicted=84.089936, expected=68.000000
predicted=74.194711, expected=120.000000
predicted=94.378371, expected=164.000000
predicted=115.237885, expected=84.000000
predicted=85.132706, expected=44.000000
predicted=88.550038, expected=44.000000
predicted=69.301419, expected=92.000000
predicted=92.268795, expected=80.000000
predicted=100.846407, expected=48.000000
predicted=66.526991, expected=64.000000
predicted=59.365060, expected=136.000000
predicted=83.443763, expected=24.000000
predicted=66.292025, expected=68.000000
predicted=72.176000, expected=92.000000
predicted=72.015063, expected=80.000000
predicted=71.427477, expected=148.000000
predicted=118.555064, expected=96.000000
predicted=76.776484, expected=48.000000
predicted=74.453922, expected=120.000000
predicted=101.659569, expected=56.000000
predicted=77.411723, expected=112.000000
predicted=110.641253, expected=96.000000
predicted=94.166546, expected=76.000000
predicted=73.263835, expected=104.000000
predicted=103.479804, expected=108.000000
predicted=87.307109, expected=84.000000
predicted=97.254317, expected=116.000000
predicted=102.436393, expected=68.000000
predicted=83.008894, expected=56.000000
predicted=83.037535, expected=140.000000
predicted=108.165914, expected=88.000000
predicted=88.994377, expected=116.000000
predicted=107.588318, expected=72.000000
predicted=83.192522, expected=72.000000
predicted=75.986780, expected=60.000000
predicted=93.604520, expected=84.000000
predicted=81.356010, expected=48.000000
predicted=77.634861, expected=76.000000
predicted=70.440519, expected=96.000000
predicted=78.562207, expected=88.000000
predicted=75.209224, expected=52.000000
predicted=72.602516, expected=80.000000
predicted=68.787164, expected=60.000000
predicted=70.534641, expected=60.000000
predicted=73.486309, expected=172.000000
predicted=107.552878, expected=84.000000
predicted=79.827090, expected=40.000000
predicted=73.954860, expected=28.000000
predicted=59.493333, expected=100.000000
predicted=74.637862, expected=44.000000
predicted=89.937783, expected=120.000000
predicted=85.654220, expected=104.000000
predicted=76.223636, expected=104.000000
predicted=76.045939, expected=68.000000
predicted=89.804243, expected=48.000000
predicted=62.885396, expected=52.000000
predicted=81.267678, expected=80.000000
predicted=80.740066, expected=88.000000
predicted=83.800998, expected=60.000000
predicted=66.457917, expected=92.000000
predicted=71.190346, expected=96.000000
predicted=76.708058, expected=44.000000
predicted=69.461885, expected=84.000000
predicted=81.390371, expected=64.000000
predicted=67.134533, expected=80.000000
predicted=79.471489, expected=36.000000
predicted=67.489531, expected=92.000000
predicted=66.010724, expected=88.000000
predicted=80.180648, expected=28.000000
predicted=55.622665, expected=92.000000
predicted=77.772783, expected=76.000000
predicted=62.197772, expected=52.000000
predicted=70.607761, expected=52.000000
predicted=68.284141, expected=140.000000
predicted=77.445329, expected=68.000000
predicted=81.139241, expected=64.000000
predicted=74.409310, expected=92.000000
predicted=76.600737, expected=44.000000
predicted=60.199955, expected=124.000000
predicted=108.158123, expected=136.000000
predicted=96.605207, expected=8.000000
predicted=59.736254, expected=20.000000
predicted=64.073167, expected=56.000000
predicted=53.127918, expected=72.000000
predicted=77.690411, expected=40.000000
predicted=71.984130, expected=48.000000
predicted=36.546609, expected=108.000000
predicted=60.805782, expected=76.000000
predicted=66.716312, expected=64.000000
predicted=69.924270, expected=44.000000
predicted=54.649272, expected=84.000000
predicted=66.302221, expected=24.000000
predicted=64.922606, expected=16.000000
predicted=47.246584, expected=112.000000
predicted=71.066546, expected=88.000000
predicted=62.726762, expected=64.000000
predicted=71.713174, expected=104.000000
predicted=70.060968, expected=116.000000
predicted=75.063912, expected=56.000000
predicted=87.346281, expected=28.000000
predicted=68.096244, expected=40.000000
predicted=57.611083, expected=84.000000
predicted=77.583850, expected=64.000000
predicted=75.648349, expected=136.000000
predicted=83.898847, expected=84.000000
predicted=68.474047, expected=44.000000
predicted=60.602169, expected=92.000000
predicted=86.433793, expected=52.000000
predicted=65.604436, expected=44.000000
predicted=80.246326, expected=32.000000
predicted=57.718833, expected=68.000000
predicted=53.132737, expected=104.000000
predicted=80.418988, expected=72.000000
predicted=63.836303, expected=60.000000
predicted=60.765018, expected=48.000000
predicted=53.115080, expected=44.000000
predicted=58.590166, expected=48.000000
predicted=66.827996, expected=68.000000
predicted=61.987293, expected=68.000000
predicted=60.077272, expected=40.000000
predicted=49.413055, expected=76.000000
predicted=59.209488, expected=48.000000
predicted=52.816948, expected=52.000000
predicted=58.469956, expected=40.000000
predicted=54.178420, expected=132.000000
predicted=74.030227, expected=116.000000
predicted=88.165867, expected=32.000000
predicted=58.596377, expected=64.000000
predicted=68.167285, expected=64.000000
predicted=60.776807, expected=52.000000
predicted=79.867838, expected=48.000000
predicted=71.975958, expected=80.000000
predicted=56.264036, expected=76.000000
predicted=66.680756, expected=40.000000
predicted=56.867593, expected=52.000000
predicted=55.829609, expected=56.000000
predicted=54.096317, expected=44.000000
predicted=57.988829, expected=36.000000
predicted=52.975195, expected=128.000000
predicted=71.329301, expected=84.000000
predicted=68.389024, expected=56.000000
predicted=64.506860, expected=56.000000
predicted=61.694142, expected=48.000000
predicted=52.554318, expected=68.000000
predicted=82.386459, expected=80.000000
predicted=72.961747, expected=84.000000
predicted=68.383817, expected=120.000000
predicted=83.941708, expected=44.000000
predicted=62.284748, expected=60.000000
predicted=70.479379, expected=156.000000
predicted=103.230879, expected=68.000000
predicted=81.101436, expected=72.000000
predicted=93.724792, expected=48.000000
predicted=62.667959, expected=152.000000
predicted=95.156001, expected=72.000000
predicted=103.576081, expected=112.000000
predicted=90.374531, expected=112.000000
predicted=96.893896, expected=84.000000
predicted=80.512860, expected=64.000000
predicted=103.889884, expected=68.000000
predicted=76.777670, expected=68.000000
predicted=84.334788, expected=32.000000
predicted=69.608844, expected=100.000000
predicted=79.346827, expected=36.000000
predicted=55.526704, expected=80.000000
predicted=68.195022, expected=52.000000
predicted=62.276543, expected=36.000000
predicted=43.831046, expected=48.000000
predicted=65.703102, expected=36.000000
predicted=40.534541, expected=44.000000
predicted=53.883015, expected=40.000000
predicted=44.120158, expected=48.000000
predicted=41.589266, expected=84.000000
predicted=57.933254, expected=20.000000
predicted=37.960104, expected=4.000000
predicted=32.722338, expected=36.000000
predicted=37.070473, expected=28.000000
predicted=33.496382, expected=48.000000
predicted=49.602617, expected=36.000000
predicted=30.010015, expected=108.000000
predicted=50.361712, expected=56.000000
predicted=51.359875, expected=48.000000
predicted=48.180655, expected=44.000000
predicted=53.107048, expected=68.000000
predicted=53.566788, expected=64.000000
predicted=73.498227, expected=64.000000
predicted=59.185229, expected=48.000000
predicted=53.329567, expected=88.000000
predicted=64.106518, expected=72.000000
predicted=68.612767, expected=36.000000
predicted=56.578538, expected=36.000000
predicted=54.274690, expected=52.000000
predicted=50.575787, expected=48.000000
predicted=58.801162, expected=72.000000
predicted=61.799850, expected=52.000000
predicted=48.099181, expected=44.000000
predicted=46.176664, expected=60.000000
predicted=55.520150, expected=68.000000
predicted=56.711913, expected=40.000000
predicted=55.810066, expected=100.000000
predicted=68.684671, expected=20.000000
predicted=44.887317, expected=68.000000
predicted=60.742378, expected=68.000000
predicted=64.660880, expected=80.000000
predicted=59.594727, expected=64.000000
predicted=75.741171, expected=48.000000
predicted=47.634415, expected=52.000000
predicted=61.189503, expected=92.000000
predicted=71.814813, expected=56.000000
predicted=66.249797, expected=40.000000
predicted=56.355961, expected=76.000000
predicted=61.801146, expected=32.000000
predicted=48.699168, expected=56.000000
predicted=64.715530, expected=92.000000
predicted=66.334482, expected=128.000000
predicted=77.008356, expected=24.000000
predicted=62.619869, expected=60.000000
predicted=58.228873, expected=52.000000
predicted=60.438407, expected=72.000000
predicted=71.617573, expected=52.000000
predicted=77.033879, expected=80.000000
predicted=55.025652, expected=84.000000
predicted=70.027326, expected=76.000000
predicted=67.234026, expected=60.000000
predicted=69.839309, expected=36.000000
predicted=54.722004, expected=60.000000
predicted=65.968266, expected=136.000000
predicted=90.072466, expected=56.000000
predicted=69.287708, expected=72.000000
predicted=70.967820, expected=52.000000
predicted=58.968465, expected=56.000000
predicted=61.722656, expected=72.000000
predicted=86.755342, expected=64.000000
predicted=60.496119, expected=60.000000
predicted=64.561074, expected=112.000000
predicted=75.976993, expected=76.000000
predicted=70.582400, expected=56.000000
predicted=70.044859, expected=68.000000
predicted=70.622590, expected=60.000000
predicted=64.181997, expected=40.000000
predicted=70.342711, expected=56.000000
predicted=61.916783, expected=116.000000
predicted=74.578166, expected=76.000000
predicted=71.129758, expected=36.000000
predicted=58.894380, expected=36.000000
predicted=50.967164, expected=112.000000
predicted=74.364562, expected=80.000000
predicted=84.394747, expected=40.000000
predicted=62.645493, expected=96.000000
predicted=69.235042, expected=124.000000
predicted=79.350641, expected=44.000000
predicted=79.979708, expected=44.000000
predicted=69.738906, expected=44.000000
predicted=53.618087, expected=24.000000
predicted=56.160600, expected=40.000000
predicted=64.682525, expected=60.000000
predicted=46.341537, expected=60.000000
predicted=48.090102, expected=84.000000
predicted=59.322314, expected=40.000000
predicted=44.162658, expected=32.000000
predicted=45.268992, expected=52.000000
predicted=54.637206, expected=84.000000
predicted=62.387044, expected=112.000000
predicted=81.996961, expected=92.000000
predicted=70.592893, expected=32.000000
predicted=53.788947, expected=84.000000
predicted=72.827414, expected=36.000000
predicted=64.224294, expected=56.000000
predicted=72.768935, expected=40.000000
predicted=61.419535, expected=108.000000
predicted=62.738081, expected=116.000000
predicted=87.029078, expected=36.000000
predicted=53.722239, expected=60.000000
predicted=67.149242, expected=48.000000
predicted=55.297463, expected=44.000000
predicted=67.511498, expected=68.000000
predicted=75.449421, expected=84.000000
predicted=58.162452, expected=108.000000
predicted=76.882685, expected=48.000000
predicted=60.342975, expected=52.000000
predicted=59.623166, expected=56.000000
predicted=65.075831, expected=24.000000
predicted=54.596182, expected=80.000000
predicted=75.381519, expected=56.000000
predicted=52.149749, expected=60.000000
predicted=55.214847, expected=40.000000
predicted=52.357513, expected=36.000000
predicted=39.381178, expected=28.000000
predicted=50.429649, expected=64.000000
predicted=51.652230, expected=88.000000
predicted=62.390873, expected=116.000000
predicted=71.203631, expected=56.000000
predicted=59.480819, expected=20.000000
predicted=46.107745, expected=40.000000
predicted=57.178459, expected=20.000000
predicted=50.483234, expected=52.000000
predicted=63.309771, expected=88.000000
predicted=58.719314, expected=48.000000
predicted=40.598163, expected=92.000000
predicted=63.701580, expected=60.000000
predicted=52.408773, expected=36.000000
predicted=53.061160, expected=36.000000
predicted=60.880957, expected=64.000000
predicted=53.633759, expected=44.000000
predicted=59.505523, expected=56.000000
predicted=53.748637, expected=128.000000
predicted=72.204597, expected=52.000000
predicted=55.104722, expected=52.000000
predicted=64.299515, expected=60.000000
predicted=60.311577, expected=92.000000
predicted=70.237535, expected=76.000000
predicted=88.104691, expected=100.000000
predicted=75.611078, expected=144.000000
predicted=94.681294, expected=52.000000
predicted=73.700932, expected=28.000000
predicted=72.839729, expected=88.000000
predicted=80.437706, expected=36.000000
predicted=66.025446, expected=40.000000
predicted=76.092653, expected=40.000000
predicted=47.668837, expected=144.000000
predicted=71.919112, expected=28.000000
predicted=61.417140, expected=44.000000
predicted=50.676685, expected=24.000000
predicted=45.122400, expected=88.000000
predicted=56.864626, expected=32.000000
predicted=72.392269, expected=76.000000
predicted=50.845232, expected=68.000000
predicted=57.999090, expected=84.000000
predicted=57.175581, expected=92.000000
predicted=83.210260, expected=88.000000
predicted=68.113827, expected=52.000000
predicted=71.754278, expected=76.000000
predicted=74.403754, expected=148.000000
predicted=101.242080, expected=60.000000
predicted=80.868740, expected=52.000000
predicted=77.487527, expected=56.000000
predicted=65.947979, expected=52.000000
predicted=64.022269, expected=36.000000
predicted=76.730349, expected=60.000000
predicted=55.718098, expected=64.000000
predicted=54.954495, expected=60.000000
predicted=56.058850, expected=56.000000
predicted=55.741668, expected=64.000000
predicted=53.913324, expected=96.000000
predicted=71.828779, expected=72.000000
Test MSE: 1075.044
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792])]
predicted=72.359921, expected=116.000000
predicted=81.638757, expected=60.000000
predicted=79.870037, expected=36.000000
predicted=84.330470, expected=76.000000
predicted=83.998328, expected=84.000000
predicted=91.719473, expected=92.000000
predicted=83.351292, expected=52.000000
predicted=66.621820, expected=76.000000
predicted=65.698132, expected=64.000000
predicted=73.389544, expected=52.000000
predicted=68.831882, expected=60.000000
predicted=68.307601, expected=56.000000
predicted=58.374351, expected=152.000000
predicted=82.985545, expected=92.000000
predicted=82.395350, expected=52.000000
predicted=73.104644, expected=60.000000
predicted=75.515608, expected=44.000000
predicted=68.402782, expected=60.000000
predicted=81.463687, expected=68.000000
predicted=66.575225, expected=72.000000
predicted=59.908414, expected=104.000000
predicted=71.341029, expected=44.000000
predicted=62.751697, expected=52.000000
predicted=63.743452, expected=36.000000
predicted=60.578476, expected=64.000000
predicted=60.958172, expected=44.000000
predicted=61.773719, expected=68.000000
predicted=51.611480, expected=84.000000
predicted=60.917788, expected=116.000000
predicted=70.157132, expected=48.000000
predicted=70.367455, expected=64.000000
predicted=66.483928, expected=44.000000
predicted=67.839264, expected=40.000000
predicted=63.067391, expected=72.000000
predicted=70.041756, expected=116.000000
predicted=67.385670, expected=32.000000
predicted=61.269012, expected=36.000000
predicted=52.934821, expected=64.000000
predicted=57.613344, expected=44.000000
predicted=58.632905, expected=36.000000
predicted=59.751792, expected=64.000000
predicted=46.250595, expected=80.000000
predicted=54.473170, expected=64.000000
predicted=60.770393, expected=52.000000
predicted=55.790927, expected=68.000000
predicted=58.470406, expected=52.000000
predicted=62.076129, expected=36.000000
predicted=58.401955, expected=64.000000
predicted=57.173769, expected=44.000000
predicted=51.748150, expected=48.000000
predicted=52.899658, expected=44.000000
predicted=48.594298, expected=44.000000
predicted=44.564669, expected=32.000000
predicted=46.646515, expected=32.000000
predicted=39.655134, expected=52.000000
predicted=43.171570, expected=120.000000
predicted=59.210716, expected=56.000000
predicted=57.524795, expected=24.000000
predicted=48.296890, expected=76.000000
predicted=58.106315, expected=52.000000
predicted=59.735660, expected=44.000000
predicted=66.132392, expected=88.000000
predicted=60.342087, expected=104.000000
predicted=64.276720, expected=76.000000
predicted=75.395121, expected=40.000000
predicted=64.343799, expected=52.000000
predicted=62.171164, expected=48.000000
predicted=66.802615, expected=32.000000
predicted=60.018619, expected=92.000000
predicted=61.828631, expected=76.000000
predicted=57.983285, expected=96.000000
predicted=67.919381, expected=52.000000
predicted=65.126938, expected=44.000000
predicted=58.395279, expected=36.000000
predicted=65.323617, expected=60.000000
predicted=60.298335, expected=52.000000
predicted=60.795625, expected=36.000000
predicted=46.354852, expected=60.000000
predicted=48.775246, expected=24.000000
predicted=41.841065, expected=60.000000
predicted=49.867259, expected=44.000000
predicted=47.450494, expected=72.000000
predicted=49.196862, expected=28.000000
predicted=49.176354, expected=44.000000
predicted=41.656744, expected=56.000000
predicted=52.454134, expected=64.000000
predicted=51.000054, expected=72.000000
predicted=60.363223, expected=20.000000
predicted=43.615629, expected=68.000000
predicted=53.030392, expected=100.000000
predicted=66.369897, expected=96.000000
predicted=72.331616, expected=52.000000
predicted=69.369606, expected=64.000000
predicted=61.115112, expected=36.000000
predicted=65.279566, expected=52.000000
predicted=66.863622, expected=48.000000
predicted=61.357078, expected=60.000000
predicted=52.071295, expected=48.000000
predicted=53.212943, expected=52.000000
predicted=47.939574, expected=48.000000
predicted=51.322339, expected=52.000000
predicted=50.600875, expected=32.000000
predicted=48.486150, expected=56.000000
predicted=48.055465, expected=80.000000
predicted=56.050910, expected=76.000000
predicted=58.797197, expected=88.000000
predicted=66.342259, expected=56.000000
predicted=61.512788, expected=64.000000
predicted=67.159089, expected=40.000000
predicted=66.026983, expected=68.000000
predicted=65.109185, expected=64.000000
predicted=66.639865, expected=44.000000
predicted=54.682930, expected=52.000000
predicted=56.180011, expected=28.000000
predicted=45.929336, expected=84.000000
predicted=59.181023, expected=64.000000
predicted=59.069827, expected=36.000000
predicted=49.134905, expected=48.000000
predicted=52.118212, expected=72.000000
predicted=52.951697, expected=72.000000
predicted=65.959426, expected=36.000000
predicted=54.959594, expected=48.000000
predicted=49.625593, expected=72.000000
predicted=57.727102, expected=100.000000
predicted=70.205433, expected=192.000000
predicted=97.173402, expected=180.000000
predicted=109.679737, expected=100.000000
predicted=109.773432, expected=120.000000
predicted=121.153625, expected=156.000000
predicted=136.863973, expected=88.000000
predicted=139.062398, expected=132.000000
predicted=134.805592, expected=188.000000
predicted=134.127016, expected=184.000000
predicted=146.873907, expected=120.000000
predicted=146.760673, expected=116.000000
predicted=130.609294, expected=112.000000
predicted=136.231642, expected=120.000000
predicted=140.965394, expected=176.000000
predicted=147.231582, expected=196.000000
predicted=145.701715, expected=208.000000
predicted=158.809424, expected=124.000000
predicted=150.988030, expected=104.000000
predicted=144.145683, expected=132.000000
predicted=154.290715, expected=92.000000
predicted=141.058707, expected=96.000000
predicted=130.958539, expected=168.000000
predicted=125.328743, expected=260.000000
predicted=152.069967, expected=124.000000
predicted=146.730781, expected=92.000000
predicted=129.240056, expected=84.000000
predicted=125.928925, expected=76.000000
predicted=126.096784, expected=52.000000
predicted=123.047551, expected=116.000000
predicted=96.347198, expected=136.000000
predicted=98.888438, expected=68.000000
predicted=87.350817, expected=84.000000
predicted=87.569753, expected=64.000000
predicted=79.445556, expected=56.000000
predicted=84.483118, expected=68.000000
predicted=84.605245, expected=48.000000
predicted=62.568699, expected=116.000000
predicted=78.505779, expected=32.000000
predicted=62.468813, expected=48.000000
predicted=57.651014, expected=64.000000
predicted=64.162768, expected=64.000000
predicted=58.484091, expected=96.000000
predicted=79.439185, expected=80.000000
predicted=63.774851, expected=68.000000
predicted=67.647927, expected=84.000000
predicted=75.937716, expected=48.000000
predicted=69.013506, expected=48.000000
predicted=69.917066, expected=56.000000
predicted=64.545275, expected=84.000000
predicted=66.290302, expected=72.000000
predicted=69.459907, expected=92.000000
predicted=68.158204, expected=76.000000
predicted=70.551890, expected=52.000000
predicted=67.490849, expected=40.000000
predicted=67.198720, expected=68.000000
predicted=65.854746, expected=72.000000
predicted=70.019748, expected=60.000000
predicted=63.411437, expected=100.000000
predicted=68.580612, expected=84.000000
predicted=69.796224, expected=76.000000
predicted=75.836607, expected=80.000000
predicted=78.873658, expected=76.000000
predicted=76.090873, expected=72.000000
predicted=82.231541, expected=100.000000
predicted=83.823013, expected=136.000000
predicted=94.520658, expected=64.000000
predicted=86.208786, expected=60.000000
predicted=80.596377, expected=52.000000
predicted=75.555643, expected=44.000000
predicted=72.190432, expected=60.000000
predicted=75.555118, expected=76.000000
predicted=61.882454, expected=72.000000
predicted=62.649790, expected=68.000000
predicted=62.468373, expected=48.000000
predicted=58.073274, expected=40.000000
predicted=57.261493, expected=48.000000
predicted=58.509761, expected=68.000000
predicted=59.670150, expected=64.000000
predicted=58.985633, expected=96.000000
predicted=64.103296, expected=56.000000
predicted=60.370610, expected=68.000000
predicted=64.095936, expected=96.000000
predicted=76.874111, expected=60.000000
predicted=70.550339, expected=60.000000
predicted=74.080160, expected=68.000000
predicted=66.601310, expected=88.000000
predicted=73.462970, expected=64.000000
predicted=75.373853, expected=44.000000
predicted=61.285001, expected=100.000000
predicted=72.309755, expected=36.000000
predicted=63.670435, expected=60.000000
predicted=66.240957, expected=84.000000
predicted=67.842939, expected=96.000000
predicted=69.162186, expected=108.000000
predicted=88.223164, expected=64.000000
predicted=70.529509, expected=120.000000
predicted=88.438504, expected=48.000000
predicted=83.002922, expected=64.000000
predicted=80.324109, expected=60.000000
predicted=79.449198, expected=76.000000
predicted=69.316983, expected=68.000000
predicted=78.736904, expected=44.000000
predicted=56.822947, expected=96.000000
predicted=70.387072, expected=104.000000
predicted=77.204794, expected=108.000000
predicted=85.882364, expected=124.000000
predicted=94.352580, expected=116.000000
predicted=95.507429, expected=108.000000
predicted=108.184804, expected=88.000000
predicted=105.432433, expected=128.000000
predicted=112.406899, expected=120.000000
predicted=116.530857, expected=52.000000
predicted=98.089264, expected=68.000000
predicted=91.635338, expected=64.000000
predicted=82.456309, expected=40.000000
predicted=77.637329, expected=28.000000
predicted=64.213318, expected=56.000000
predicted=50.650829, expected=52.000000
predicted=52.978649, expected=76.000000
predicted=57.047573, expected=80.000000
predicted=58.339632, expected=76.000000
predicted=60.084233, expected=112.000000
predicted=78.565381, expected=40.000000
predicted=67.753382, expected=28.000000
predicted=63.138203, expected=48.000000
predicted=62.589769, expected=80.000000
predicted=64.941273, expected=40.000000
predicted=63.268043, expected=52.000000
predicted=47.963754, expected=20.000000
predicted=40.155220, expected=44.000000
predicted=44.735539, expected=52.000000
predicted=52.397544, expected=88.000000
predicted=52.746323, expected=76.000000
predicted=59.885149, expected=56.000000
predicted=52.903658, expected=72.000000
predicted=63.550722, expected=44.000000
predicted=60.230889, expected=56.000000
predicted=65.597076, expected=60.000000
predicted=62.513793, expected=64.000000
predicted=58.485249, expected=80.000000
predicted=66.592647, expected=56.000000
predicted=58.551164, expected=28.000000
predicted=53.448764, expected=56.000000
predicted=56.385082, expected=56.000000
predicted=56.635469, expected=56.000000
predicted=58.058297, expected=68.000000
predicted=56.482731, expected=88.000000
predicted=59.171163, expected=76.000000
predicted=67.705763, expected=52.000000
predicted=63.856419, expected=48.000000
predicted=61.233721, expected=64.000000
predicted=64.695124, expected=48.000000
predicted=63.328000, expected=76.000000
predicted=64.117794, expected=52.000000
predicted=56.659653, expected=56.000000
predicted=55.555086, expected=44.000000
predicted=56.430449, expected=48.000000
predicted=51.388957, expected=72.000000
predicted=61.704457, expected=68.000000
predicted=58.036455, expected=104.000000
predicted=69.795469, expected=132.000000
predicted=82.911487, expected=88.000000
predicted=83.476538, expected=76.000000
predicted=87.032106, expected=136.000000
predicted=100.693167, expected=64.000000
predicted=96.216997, expected=88.000000
predicted=99.274541, expected=84.000000
predicted=89.460618, expected=108.000000
predicted=90.609485, expected=92.000000
predicted=101.355564, expected=100.000000
predicted=87.921849, expected=56.000000
predicted=84.885665, expected=44.000000
predicted=74.704932, expected=64.000000
predicted=77.749739, expected=96.000000
predicted=78.504619, expected=144.000000
predicted=94.719069, expected=84.000000
predicted=82.252562, expected=44.000000
predicted=71.504766, expected=88.000000
predicted=82.916919, expected=68.000000
predicted=84.110269, expected=100.000000
predicted=95.269856, expected=108.000000
predicted=87.642840, expected=136.000000
predicted=91.509944, expected=80.000000
predicted=96.129020, expected=80.000000
predicted=89.579913, expected=116.000000
predicted=104.007900, expected=64.000000
predicted=93.744197, expected=76.000000
predicted=94.600224, expected=128.000000
predicted=94.292079, expected=108.000000
predicted=95.431492, expected=44.000000
predicted=88.361651, expected=96.000000
predicted=83.988421, expected=52.000000
predicted=78.166894, expected=56.000000
predicted=81.010203, expected=48.000000
predicted=70.501843, expected=92.000000
predicted=63.805368, expected=92.000000
predicted=79.288870, expected=48.000000
predicted=62.220939, expected=56.000000
predicted=63.335168, expected=96.000000
predicted=71.122686, expected=60.000000
predicted=74.310864, expected=96.000000
predicted=79.786830, expected=64.000000
predicted=68.352831, expected=92.000000
predicted=75.384350, expected=64.000000
predicted=80.306554, expected=68.000000
predicted=70.380843, expected=76.000000
predicted=79.260017, expected=68.000000
predicted=69.945613, expected=96.000000
predicted=81.562187, expected=164.000000
predicted=96.769344, expected=164.000000
predicted=111.969657, expected=60.000000
predicted=98.971915, expected=44.000000
predicted=87.917010, expected=48.000000
predicted=86.425129, expected=44.000000
predicted=86.764134, expected=68.000000
predicted=81.426740, expected=96.000000
predicted=65.558305, expected=124.000000
predicted=76.073968, expected=88.000000
predicted=78.551515, expected=48.000000
predicted=70.719280, expected=52.000000
predicted=73.018812, expected=72.000000
predicted=78.514046, expected=44.000000
predicted=73.443317, expected=68.000000
predicted=65.796640, expected=136.000000
predicted=76.821034, expected=52.000000
predicted=67.973793, expected=32.000000
predicted=63.556930, expected=52.000000
predicted=59.329950, expected=56.000000
predicted=61.767723, expected=36.000000
predicted=66.664354, expected=96.000000
predicted=59.573872, expected=76.000000
predicted=58.709380, expected=56.000000
predicted=60.455908, expected=52.000000
predicted=61.012404, expected=32.000000
predicted=50.270605, expected=76.000000
predicted=68.526579, expected=92.000000
predicted=69.929986, expected=72.000000
predicted=64.747860, expected=112.000000
predicted=76.938640, expected=112.000000
predicted=81.718983, expected=48.000000
predicted=79.797609, expected=116.000000
predicted=94.714908, expected=100.000000
predicted=91.852011, expected=108.000000
predicted=101.386896, expected=136.000000
predicted=111.276859, expected=48.000000
predicted=81.961142, expected=44.000000
predicted=87.039521, expected=68.000000
predicted=82.015335, expected=56.000000
predicted=75.252873, expected=56.000000
predicted=75.162668, expected=36.000000
predicted=49.388649, expected=44.000000
predicted=47.822299, expected=80.000000
predicted=60.799543, expected=56.000000
predicted=55.733505, expected=40.000000
predicted=51.580467, expected=44.000000
predicted=47.512070, expected=44.000000
predicted=48.155163, expected=36.000000
predicted=51.345059, expected=84.000000
predicted=55.655225, expected=88.000000
predicted=59.657087, expected=36.000000
predicted=52.760324, expected=40.000000
predicted=51.618926, expected=56.000000
predicted=52.620410, expected=52.000000
predicted=60.127841, expected=84.000000
predicted=66.755379, expected=80.000000
predicted=59.748894, expected=72.000000
predicted=62.886008, expected=84.000000
predicted=71.991881, expected=84.000000
predicted=74.148233, expected=64.000000
predicted=77.034534, expected=44.000000
predicted=68.583802, expected=84.000000
predicted=72.355658, expected=100.000000
predicted=80.689528, expected=88.000000
predicted=80.736377, expected=40.000000
predicted=66.895122, expected=68.000000
predicted=65.728334, expected=56.000000
predicted=70.821981, expected=48.000000
predicted=67.041109, expected=40.000000
predicted=58.730114, expected=56.000000
predicted=49.588479, expected=92.000000
predicted=65.282750, expected=56.000000
predicted=58.870076, expected=44.000000
predicted=54.003096, expected=88.000000
predicted=63.137446, expected=56.000000
predicted=62.623613, expected=96.000000
predicted=77.662673, expected=88.000000
predicted=73.648560, expected=64.000000
predicted=67.861487, expected=68.000000
predicted=77.441240, expected=36.000000
predicted=61.337355, expected=56.000000
predicted=68.082712, expected=72.000000
predicted=67.828451, expected=48.000000
predicted=56.891645, expected=32.000000
predicted=51.768054, expected=84.000000
predicted=55.622141, expected=44.000000
predicted=54.658451, expected=36.000000
predicted=52.629958, expected=28.000000
predicted=43.726759, expected=56.000000
Test MSE: 817.805
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917])]
predicted=46.454877, expected=40.000000
predicted=47.810944, expected=72.000000
predicted=52.117286, expected=52.000000
predicted=49.226233, expected=60.000000
predicted=57.102921, expected=52.000000
predicted=51.886348, expected=56.000000
predicted=54.169996, expected=56.000000
predicted=58.452232, expected=68.000000
predicted=58.349140, expected=68.000000
predicted=61.309356, expected=92.000000
predicted=68.850220, expected=88.000000
predicted=73.739293, expected=64.000000
predicted=71.520139, expected=56.000000
predicted=71.424423, expected=72.000000
predicted=72.404697, expected=72.000000
predicted=73.107072, expected=68.000000
predicted=70.376555, expected=32.000000
predicted=57.663333, expected=32.000000
predicted=52.165774, expected=60.000000
predicted=56.230721, expected=60.000000
predicted=53.685187, expected=32.000000
predicted=46.440225, expected=52.000000
predicted=46.679281, expected=68.000000
predicted=51.853417, expected=60.000000
predicted=55.153286, expected=96.000000
predicted=67.447590, expected=56.000000
predicted=59.643443, expected=56.000000
predicted=63.575584, expected=36.000000
predicted=59.584051, expected=52.000000
predicted=56.547276, expected=76.000000
predicted=64.703755, expected=52.000000
predicted=53.681576, expected=40.000000
predicted=51.762284, expected=48.000000
predicted=50.541214, expected=64.000000
predicted=55.099168, expected=48.000000
predicted=53.997174, expected=76.000000
predicted=58.277995, expected=84.000000
predicted=63.077234, expected=84.000000
predicted=68.870602, expected=52.000000
predicted=67.188180, expected=40.000000
predicted=60.656939, expected=68.000000
predicted=67.259517, expected=64.000000
predicted=64.033140, expected=56.000000
predicted=60.798742, expected=44.000000
predicted=53.826333, expected=76.000000
predicted=59.689240, expected=48.000000
predicted=57.375206, expected=44.000000
predicted=54.195294, expected=60.000000
predicted=56.493119, expected=28.000000
predicted=45.326826, expected=44.000000
predicted=50.247809, expected=56.000000
predicted=48.092055, expected=124.000000
predicted=66.666996, expected=56.000000
predicted=61.304638, expected=64.000000
predicted=63.211468, expected=68.000000
predicted=69.844640, expected=68.000000
predicted=68.482233, expected=64.000000
predicted=74.799163, expected=52.000000
predicted=60.685207, expected=56.000000
predicted=61.259873, expected=28.000000
predicted=52.091081, expected=56.000000
predicted=54.337985, expected=72.000000
predicted=56.996471, expected=32.000000
predicted=46.142597, expected=68.000000
predicted=56.105436, expected=60.000000
predicted=52.819624, expected=108.000000
predicted=70.344342, expected=28.000000
predicted=58.655038, expected=60.000000
predicted=59.306847, expected=64.000000
predicted=65.599834, expected=72.000000
predicted=62.819197, expected=68.000000
predicted=69.685125, expected=96.000000
predicted=68.209413, expected=72.000000
predicted=71.984621, expected=60.000000
predicted=70.562911, expected=28.000000
predicted=62.047148, expected=84.000000
predicted=68.964640, expected=52.000000
predicted=63.322584, expected=92.000000
predicted=68.033359, expected=60.000000
predicted=64.489698, expected=92.000000
predicted=69.053017, expected=68.000000
predicted=75.671853, expected=28.000000
predicted=58.933093, expected=68.000000
predicted=70.030720, expected=48.000000
predicted=57.135723, expected=60.000000
predicted=60.320181, expected=68.000000
predicted=60.160571, expected=60.000000
predicted=54.388892, expected=48.000000
predicted=58.295465, expected=48.000000
predicted=54.409918, expected=68.000000
predicted=59.406994, expected=60.000000
predicted=58.586064, expected=48.000000
predicted=54.870805, expected=8.000000
predicted=42.363637, expected=52.000000
predicted=47.433991, expected=48.000000
predicted=46.796372, expected=60.000000
predicted=47.071839, expected=68.000000
predicted=52.158808, expected=24.000000
predicted=39.655662, expected=60.000000
predicted=53.794021, expected=64.000000
predicted=54.819583, expected=104.000000
predicted=67.192258, expected=76.000000
predicted=69.158575, expected=40.000000
predicted=58.222186, expected=52.000000
predicted=65.507542, expected=52.000000
predicted=61.276038, expected=64.000000
predicted=64.363217, expected=32.000000
predicted=51.099812, expected=44.000000
predicted=46.897314, expected=52.000000
predicted=49.869585, expected=60.000000
predicted=50.674321, expected=56.000000
predicted=52.948634, expected=28.000000
predicted=43.124782, expected=56.000000
predicted=50.446518, expected=96.000000
predicted=62.357578, expected=88.000000
predicted=66.162332, expected=32.000000
predicted=57.298384, expected=60.000000
predicted=61.127507, expected=92.000000
predicted=72.181176, expected=48.000000
predicted=64.853355, expected=100.000000
predicted=76.315308, expected=104.000000
predicted=76.463968, expected=76.000000
predicted=77.670424, expected=48.000000
predicted=77.056497, expected=52.000000
predicted=68.178498, expected=88.000000
predicted=78.511985, expected=88.000000
predicted=77.072360, expected=64.000000
predicted=69.389042, expected=96.000000
predicted=76.953292, expected=92.000000
predicted=80.515271, expected=60.000000
predicted=78.067464, expected=68.000000
predicted=78.648992, expected=68.000000
predicted=72.997427, expected=16.000000
predicted=59.346921, expected=88.000000
predicted=69.874630, expected=92.000000
predicted=67.699710, expected=80.000000
predicted=68.725409, expected=44.000000
predicted=65.431926, expected=36.000000
predicted=55.237226, expected=96.000000
predicted=75.563676, expected=36.000000
predicted=58.973291, expected=44.000000
predicted=55.805116, expected=24.000000
predicted=45.631974, expected=84.000000
predicted=54.497094, expected=28.000000
predicted=49.767773, expected=52.000000
predicted=45.375405, expected=64.000000
predicted=53.211890, expected=68.000000
predicted=52.058436, expected=52.000000
predicted=59.097794, expected=112.000000
predicted=68.959236, expected=96.000000
predicted=76.062713, expected=64.000000
predicted=74.150228, expected=52.000000
predicted=73.994826, expected=48.000000
predicted=66.248413, expected=52.000000
predicted=67.766375, expected=52.000000
predicted=59.853410, expected=140.000000
predicted=77.462315, expected=92.000000
predicted=74.355434, expected=56.000000
predicted=71.442437, expected=52.000000
predicted=74.403298, expected=44.000000
predicted=65.683114, expected=64.000000
predicted=73.866133, expected=60.000000
predicted=61.796565, expected=100.000000
predicted=67.463973, expected=116.000000
predicted=78.748059, expected=56.000000
predicted=70.068601, expected=64.000000
predicted=76.948688, expected=68.000000
predicted=75.678092, expected=44.000000
predicted=68.699735, expected=60.000000
predicted=69.219416, expected=80.000000
predicted=64.186878, expected=84.000000
predicted=68.004811, expected=48.000000
predicted=62.862071, expected=104.000000
predicted=75.074048, expected=120.000000
predicted=86.648636, expected=76.000000
predicted=82.737879, expected=148.000000
predicted=106.681298, expected=152.000000
predicted=112.051497, expected=120.000000
predicted=118.572544, expected=112.000000
predicted=124.013282, expected=84.000000
predicted=109.479241, expected=128.000000
predicted=124.181098, expected=116.000000
predicted=118.593665, expected=112.000000
predicted=111.812744, expected=136.000000
predicted=119.765628, expected=132.000000
predicted=118.329845, expected=96.000000
predicted=117.252313, expected=80.000000
predicted=109.059096, expected=184.000000
predicted=131.229098, expected=152.000000
predicted=130.731565, expected=228.000000
predicted=157.885392, expected=204.000000
predicted=166.802782, expected=156.000000
predicted=162.662469, expected=120.000000
predicted=169.998895, expected=108.000000
predicted=151.224938, expected=72.000000
predicted=136.407618, expected=80.000000
predicted=117.251176, expected=88.000000
predicted=101.922694, expected=120.000000
predicted=101.026767, expected=128.000000
predicted=105.461677, expected=76.000000
predicted=91.518193, expected=56.000000
predicted=86.675831, expected=56.000000
predicted=81.283794, expected=52.000000
predicted=74.874461, expected=52.000000
predicted=68.258667, expected=60.000000
predicted=59.520734, expected=124.000000
predicted=75.991455, expected=44.000000
predicted=61.472366, expected=56.000000
predicted=64.281564, expected=72.000000
predicted=69.468889, expected=72.000000
predicted=67.256647, expected=92.000000
predicted=82.286630, expected=28.000000
predicted=55.528842, expected=84.000000
predicted=69.867252, expected=80.000000
predicted=72.642516, expected=76.000000
predicted=70.852268, expected=72.000000
predicted=75.472429, expected=112.000000
predicted=79.461532, expected=32.000000
predicted=69.090439, expected=40.000000
predicted=64.762896, expected=56.000000
predicted=63.867694, expected=68.000000
predicted=60.616174, expected=52.000000
predicted=61.638538, expected=92.000000
predicted=62.640081, expected=48.000000
predicted=57.165108, expected=100.000000
predicted=73.769889, expected=92.000000
predicted=79.264104, expected=168.000000
predicted=102.071504, expected=32.000000
predicted=83.337828, expected=48.000000
predicted=74.796173, expected=172.000000
predicted=114.233660, expected=48.000000
predicted=79.937550, expected=48.000000
predicted=87.739393, expected=64.000000
predicted=70.194391, expected=108.000000
predicted=77.464878, expected=64.000000
predicted=84.349713, expected=44.000000
predicted=61.437416, expected=76.000000
predicted=69.669830, expected=84.000000
predicted=71.733214, expected=56.000000
predicted=70.218754, expected=192.000000
predicted=103.731867, expected=148.000000
predicted=105.477257, expected=84.000000
predicted=104.355457, expected=104.000000
predicted=116.398550, expected=88.000000
predicted=102.060854, expected=48.000000
predicted=100.803919, expected=60.000000
predicted=87.044503, expected=24.000000
predicted=59.040195, expected=52.000000
predicted=60.180795, expected=52.000000
predicted=54.392218, expected=52.000000
predicted=47.379765, expected=100.000000
predicted=65.686338, expected=80.000000
predicted=62.294418, expected=60.000000
predicted=66.215009, expected=80.000000
predicted=73.892734, expected=60.000000
predicted=67.541867, expected=100.000000
predicted=83.457708, expected=40.000000
predicted=66.131989, expected=76.000000
predicted=70.145708, expected=76.000000
predicted=73.466152, expected=92.000000
predicted=74.125078, expected=52.000000
predicted=72.526230, expected=64.000000
predicted=65.876150, expected=40.000000
predicted=62.350322, expected=36.000000
predicted=54.435208, expected=60.000000
predicted=58.802498, expected=64.000000
predicted=52.991734, expected=68.000000
predicted=58.312190, expected=36.000000
predicted=49.568744, expected=40.000000
predicted=48.727639, expected=52.000000
predicted=52.530405, expected=56.000000
predicted=51.805765, expected=32.000000
predicted=46.138543, expected=108.000000
predicted=63.027266, expected=84.000000
predicted=64.650614, expected=44.000000
predicted=60.342575, expected=32.000000
predicted=58.581092, expected=64.000000
predicted=57.453192, expected=32.000000
predicted=54.781205, expected=56.000000
predicted=54.023352, expected=60.000000
predicted=50.851322, expected=64.000000
predicted=51.562505, expected=72.000000
predicted=62.226778, expected=40.000000
predicted=51.373265, expected=64.000000
predicted=60.444856, expected=56.000000
predicted=58.334775, expected=32.000000
predicted=50.068015, expected=56.000000
predicted=55.578904, expected=56.000000
predicted=49.938051, expected=20.000000
predicted=42.742788, expected=68.000000
predicted=52.952541, expected=88.000000
predicted=57.157875, expected=40.000000
predicted=51.793205, expected=60.000000
predicted=59.803508, expected=44.000000
predicted=50.246624, expected=36.000000
predicted=50.830459, expected=44.000000
predicted=52.665618, expected=80.000000
predicted=53.823355, expected=44.000000
predicted=50.338569, expected=40.000000
predicted=48.259538, expected=88.000000
predicted=60.977410, expected=112.000000
predicted=72.067533, expected=72.000000
predicted=74.370214, expected=36.000000
predicted=63.623019, expected=64.000000
predicted=67.128161, expected=76.000000
predicted=71.693230, expected=72.000000
predicted=72.126019, expected=60.000000
predicted=65.310094, expected=68.000000
predicted=63.302764, expected=76.000000
predicted=69.659823, expected=60.000000
predicted=67.039347, expected=72.000000
predicted=69.648673, expected=60.000000
predicted=64.827897, expected=60.000000
predicted=64.518222, expected=36.000000
predicted=57.528619, expected=80.000000
predicted=63.655159, expected=128.000000
predicted=81.078967, expected=40.000000
predicted=62.408497, expected=36.000000
predicted=63.362229, expected=52.000000
predicted=59.827505, expected=56.000000
predicted=58.685806, expected=76.000000
predicted=69.047295, expected=56.000000
predicted=53.813299, expected=80.000000
predicted=62.904910, expected=48.000000
predicted=59.408859, expected=28.000000
predicted=52.097313, expected=36.000000
predicted=52.396174, expected=56.000000
predicted=49.159410, expected=80.000000
predicted=58.725847, expected=92.000000
predicted=63.264291, expected=104.000000
predicted=72.999299, expected=136.000000
predicted=93.209491, expected=40.000000
predicted=77.239564, expected=24.000000
predicted=72.000030, expected=28.000000
predicted=63.219286, expected=24.000000
predicted=48.499477, expected=36.000000
predicted=48.473185, expected=56.000000
predicted=38.739119, expected=32.000000
predicted=32.847688, expected=36.000000
predicted=36.551284, expected=36.000000
predicted=36.452719, expected=36.000000
predicted=36.715726, expected=84.000000
predicted=53.873783, expected=68.000000
predicted=51.425738, expected=112.000000
predicted=71.560883, expected=64.000000
predicted=67.547258, expected=32.000000
predicted=59.260322, expected=80.000000
predicted=76.037597, expected=76.000000
predicted=68.649273, expected=36.000000
predicted=62.779826, expected=100.000000
predicted=73.723062, expected=80.000000
predicted=66.486693, expected=52.000000
predicted=67.665832, expected=52.000000
predicted=67.262186, expected=80.000000
predicted=65.541582, expected=40.000000
predicted=62.196930, expected=44.000000
predicted=57.523329, expected=68.000000
predicted=58.293735, expected=92.000000
predicted=65.038650, expected=116.000000
predicted=82.418866, expected=80.000000
predicted=75.516384, expected=44.000000
predicted=69.739419, expected=64.000000
predicted=74.914803, expected=76.000000
predicted=75.396306, expected=60.000000
predicted=71.321268, expected=56.000000
predicted=64.456283, expected=40.000000
predicted=53.364785, expected=80.000000
predicted=64.774191, expected=80.000000
predicted=67.597568, expected=68.000000
predicted=64.955608, expected=52.000000
predicted=62.993130, expected=64.000000
predicted=62.675923, expected=56.000000
predicted=64.077501, expected=36.000000
predicted=55.478747, expected=68.000000
predicted=60.235363, expected=120.000000
predicted=73.935217, expected=32.000000
predicted=56.963944, expected=48.000000
predicted=61.769134, expected=68.000000
predicted=62.224673, expected=40.000000
predicted=53.919543, expected=60.000000
predicted=65.483713, expected=48.000000
predicted=48.569376, expected=68.000000
predicted=56.295900, expected=20.000000
predicted=46.755298, expected=48.000000
predicted=47.228801, expected=52.000000
predicted=49.789501, expected=48.000000
predicted=45.441584, expected=20.000000
predicted=41.621714, expected=36.000000
predicted=36.556087, expected=76.000000
predicted=50.670826, expected=40.000000
predicted=43.282973, expected=36.000000
predicted=44.185107, expected=40.000000
predicted=41.527283, expected=44.000000
predicted=42.321454, expected=40.000000
predicted=46.040531, expected=44.000000
predicted=41.614317, expected=60.000000
predicted=46.592904, expected=52.000000
predicted=47.148474, expected=56.000000
predicted=51.116649, expected=36.000000
predicted=46.272505, expected=52.000000
predicted=49.837971, expected=44.000000
predicted=48.882907, expected=88.000000
predicted=59.764530, expected=56.000000
predicted=56.061834, expected=52.000000
predicted=54.513602, expected=64.000000
predicted=61.600359, expected=48.000000
predicted=54.044698, expected=52.000000
predicted=59.996168, expected=56.000000
predicted=55.180949, expected=12.000000
predicted=40.432614, expected=32.000000
predicted=43.265049, expected=36.000000
predicted=37.786313, expected=52.000000
predicted=40.510540, expected=76.000000
predicted=51.452978, expected=68.000000
predicted=49.169066, expected=28.000000
predicted=46.094748, expected=52.000000
predicted=52.709915, expected=44.000000
predicted=49.732896, expected=60.000000
predicted=54.913276, expected=52.000000
predicted=52.800539, expected=44.000000
predicted=45.470229, expected=68.000000
predicted=56.636094, expected=44.000000
predicted=49.421844, expected=28.000000
predicted=46.419770, expected=68.000000
predicted=54.535090, expected=36.000000
predicted=43.563632, expected=40.000000
predicted=47.411052, expected=64.000000
predicted=50.951179, expected=76.000000
predicted=53.293371, expected=56.000000
predicted=58.054300, expected=40.000000
predicted=51.173375, expected=60.000000
predicted=56.206065, expected=40.000000
Test MSE: 742.969
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492])]
predicted=59.666589, expected=96.000000
predicted=93.130833, expected=80.000000
predicted=102.690452, expected=152.000000
predicted=141.315295, expected=156.000000
predicted=145.803954, expected=100.000000
predicted=72.014883, expected=96.000000
predicted=104.307900, expected=52.000000
predicted=64.819641, expected=64.000000
predicted=101.776249, expected=72.000000
predicted=111.877457, expected=84.000000
predicted=87.163820, expected=112.000000
predicted=106.121318, expected=184.000000
predicted=124.499652, expected=124.000000
predicted=92.092408, expected=84.000000
predicted=79.734950, expected=64.000000
predicted=81.502945, expected=68.000000
predicted=84.102201, expected=116.000000
predicted=146.417989, expected=16.000000
predicted=59.379143, expected=116.000000
predicted=106.518675, expected=112.000000
predicted=92.858669, expected=60.000000
predicted=50.709333, expected=76.000000
predicted=106.069591, expected=48.000000
predicted=32.069515, expected=72.000000
predicted=88.960613, expected=108.000000
predicted=112.021291, expected=132.000000
predicted=95.022488, expected=144.000000
predicted=113.365815, expected=56.000000
predicted=51.762775, expected=48.000000
predicted=63.349756, expected=84.000000
predicted=99.273824, expected=152.000000
predicted=136.089396, expected=212.000000
predicted=178.670167, expected=164.000000
predicted=111.826230, expected=208.000000
predicted=141.349784, expected=68.000000
predicted=76.282012, expected=56.000000
predicted=99.337862, expected=80.000000
predicted=149.315238, expected=124.000000
predicted=131.699233, expected=172.000000
predicted=187.530283, expected=264.000000
predicted=175.747662, expected=224.000000
predicted=145.153521, expected=80.000000
predicted=77.960409, expected=64.000000
predicted=103.425036, expected=164.000000
predicted=171.389948, expected=88.000000
predicted=153.062691, expected=120.000000
predicted=169.392637, expected=148.000000
predicted=126.400893, expected=176.000000
predicted=116.420071, expected=92.000000
predicted=124.514494, expected=72.000000
predicted=82.937176, expected=112.000000
predicted=121.724079, expected=104.000000
predicted=115.824790, expected=148.000000
predicted=160.562032, expected=204.000000
predicted=156.348713, expected=176.000000
predicted=123.364636, expected=52.000000
predicted=79.045613, expected=80.000000
predicted=101.213279, expected=60.000000
predicted=99.040711, expected=116.000000
predicted=148.486771, expected=144.000000
predicted=161.826340, expected=240.000000
predicted=152.016480, expected=108.000000
predicted=91.966908, expected=68.000000
predicted=66.374318, expected=72.000000
predicted=104.827460, expected=80.000000
predicted=98.584702, expected=92.000000
predicted=159.057630, expected=116.000000
predicted=113.189508, expected=172.000000
predicted=125.257864, expected=96.000000
predicted=80.833478, expected=32.000000
predicted=54.951749, expected=24.000000
predicted=63.399185, expected=52.000000
predicted=77.267014, expected=60.000000
predicted=106.886647, expected=120.000000
predicted=110.028242, expected=184.000000
predicted=116.196569, expected=80.000000
predicted=46.934122, expected=44.000000
predicted=52.985722, expected=64.000000
predicted=70.795666, expected=80.000000
predicted=89.651079, expected=48.000000
predicted=107.302634, expected=148.000000
predicted=122.788544, expected=224.000000
predicted=141.838041, expected=156.000000
predicted=102.962405, expected=52.000000
predicted=70.394926, expected=100.000000
predicted=87.705780, expected=40.000000
predicted=81.213821, expected=84.000000
predicted=144.065022, expected=120.000000
predicted=144.021428, expected=124.000000
predicted=82.436605, expected=92.000000
predicted=98.310471, expected=28.000000
predicted=34.186699, expected=60.000000
predicted=74.825850, expected=80.000000
predicted=96.797791, expected=96.000000
predicted=103.142430, expected=208.000000
predicted=161.261141, expected=276.000000
predicted=161.419185, expected=64.000000
predicted=49.434903, expected=84.000000
predicted=97.965439, expected=52.000000
predicted=78.465643, expected=56.000000
predicted=108.770234, expected=80.000000
predicted=178.836589, expected=156.000000
predicted=112.201231, expected=148.000000
predicted=116.034907, expected=84.000000
predicted=67.144648, expected=60.000000
predicted=65.132264, expected=72.000000
predicted=75.994095, expected=80.000000
predicted=110.461887, expected=72.000000
predicted=105.561248, expected=128.000000
predicted=111.271755, expected=132.000000
predicted=97.427219, expected=92.000000
predicted=78.942724, expected=60.000000
predicted=73.960274, expected=88.000000
predicted=82.646118, expected=104.000000
predicted=112.002505, expected=92.000000
predicted=106.996925, expected=100.000000
predicted=99.577990, expected=116.000000
predicted=91.331756, expected=108.000000
predicted=96.301070, expected=60.000000
predicted=79.232894, expected=88.000000
predicted=93.840917, expected=80.000000
predicted=87.896581, expected=52.000000
predicted=76.224878, expected=124.000000
predicted=123.775410, expected=148.000000
predicted=104.891636, expected=120.000000
predicted=99.544416, expected=60.000000
predicted=73.853032, expected=60.000000
predicted=59.293912, expected=76.000000
predicted=97.243394, expected=40.000000
predicted=83.425972, expected=96.000000
predicted=111.421388, expected=100.000000
predicted=81.619369, expected=120.000000
predicted=88.217276, expected=80.000000
predicted=81.154321, expected=20.000000
predicted=26.766127, expected=28.000000
predicted=64.113326, expected=88.000000
predicted=93.085912, expected=100.000000
predicted=103.190314, expected=152.000000
predicted=120.878751, expected=72.000000
predicted=47.240168, expected=64.000000
predicted=48.152328, expected=44.000000
predicted=69.581370, expected=96.000000
predicted=92.963467, expected=68.000000
predicted=105.453344, expected=120.000000
predicted=97.844391, expected=140.000000
predicted=109.063166, expected=104.000000
predicted=69.382825, expected=44.000000
predicted=71.335002, expected=64.000000
predicted=69.929912, expected=88.000000
predicted=100.988878, expected=108.000000
predicted=118.056676, expected=144.000000
predicted=128.516279, expected=160.000000
predicted=106.641324, expected=88.000000
predicted=73.629017, expected=60.000000
predicted=76.406006, expected=80.000000
predicted=96.891097, expected=84.000000
predicted=105.604097, expected=88.000000
predicted=120.208344, expected=116.000000
predicted=106.098789, expected=172.000000
predicted=121.136447, expected=156.000000
predicted=117.830004, expected=60.000000
predicted=68.549459, expected=64.000000
predicted=82.965087, expected=52.000000
predicted=80.528336, expected=100.000000
predicted=128.109600, expected=132.000000
predicted=145.615507, expected=176.000000
predicted=120.683956, expected=124.000000
predicted=95.925747, expected=32.000000
predicted=39.386914, expected=96.000000
predicted=107.838883, expected=64.000000
predicted=88.865425, expected=104.000000
predicted=132.343212, expected=156.000000
predicted=149.896750, expected=196.000000
predicted=114.569066, expected=120.000000
predicted=107.152850, expected=96.000000
predicted=84.964905, expected=80.000000
predicted=95.025626, expected=56.000000
predicted=95.317577, expected=92.000000
predicted=142.939338, expected=84.000000
predicted=98.877448, expected=248.000000
predicted=182.121995, expected=112.000000
predicted=90.443079, expected=36.000000
predicted=41.279348, expected=68.000000
predicted=99.523101, expected=84.000000
predicted=70.439328, expected=112.000000
predicted=172.216393, expected=196.000000
predicted=163.030799, expected=180.000000
predicted=109.210677, expected=120.000000
predicted=93.785652, expected=68.000000
predicted=81.583671, expected=92.000000
predicted=102.280190, expected=112.000000
predicted=148.122370, expected=116.000000
predicted=142.023736, expected=208.000000
predicted=173.222887, expected=160.000000
predicted=112.938073, expected=104.000000
predicted=95.519064, expected=40.000000
predicted=80.971435, expected=60.000000
predicted=84.474034, expected=52.000000
predicted=122.096299, expected=72.000000
predicted=109.847529, expected=88.000000
predicted=98.577201, expected=176.000000
predicted=114.204731, expected=132.000000
predicted=95.190334, expected=56.000000
predicted=50.969158, expected=44.000000
predicted=66.411056, expected=88.000000
predicted=86.275964, expected=104.000000
predicted=132.069280, expected=140.000000
predicted=137.138557, expected=172.000000
predicted=121.544786, expected=148.000000
predicted=96.806586, expected=36.000000
predicted=57.658990, expected=132.000000
predicted=128.920643, expected=76.000000
predicted=100.287911, expected=68.000000
predicted=107.646501, expected=136.000000
predicted=156.300812, expected=152.000000
predicted=89.434088, expected=96.000000
predicted=109.348613, expected=120.000000
predicted=107.453589, expected=108.000000
predicted=88.612946, expected=64.000000
predicted=90.868474, expected=72.000000
predicted=114.699622, expected=132.000000
predicted=116.665942, expected=172.000000
predicted=144.138226, expected=128.000000
predicted=115.982278, expected=36.000000
predicted=50.115513, expected=44.000000
predicted=63.033934, expected=68.000000
predicted=96.163198, expected=124.000000
predicted=141.763377, expected=124.000000
predicted=126.255533, expected=176.000000
predicted=113.160441, expected=80.000000
predicted=60.946305, expected=44.000000
predicted=54.126342, expected=64.000000
predicted=100.393951, expected=92.000000
predicted=99.393343, expected=40.000000
predicted=99.608273, expected=152.000000
predicted=126.653105, expected=160.000000
predicted=104.870033, expected=120.000000
predicted=84.310579, expected=56.000000
predicted=81.605429, expected=72.000000
predicted=58.094117, expected=96.000000
predicted=120.773363, expected=72.000000
predicted=106.845728, expected=76.000000
predicted=99.982786, expected=108.000000
predicted=86.856609, expected=136.000000
predicted=103.444214, expected=48.000000
predicted=65.745180, expected=80.000000
predicted=82.486467, expected=96.000000
predicted=89.489574, expected=152.000000
predicted=124.527492, expected=168.000000
predicted=156.414447, expected=184.000000
predicted=119.704614, expected=260.000000
predicted=183.156658, expected=68.000000
predicted=69.719517, expected=60.000000
predicted=108.498690, expected=116.000000
predicted=152.928697, expected=124.000000
predicted=133.321858, expected=152.000000
predicted=206.841686, expected=200.000000
predicted=143.864260, expected=172.000000
predicted=115.466448, expected=100.000000
predicted=106.368985, expected=104.000000
predicted=119.661583, expected=168.000000
predicted=161.273824, expected=188.000000
predicted=187.281959, expected=240.000000
predicted=210.848191, expected=272.000000
predicted=196.080558, expected=292.000000
predicted=203.578828, expected=192.000000
predicted=178.858586, expected=268.000000
predicted=238.534934, expected=420.000000
predicted=344.115816, expected=436.000000
predicted=346.076192, expected=112.000000
predicted=185.096310, expected=140.000000
predicted=191.519749, expected=188.000000
predicted=233.076787, expected=324.000000
predicted=344.478727, expected=188.000000
predicted=299.220519, expected=148.000000
predicted=135.894454, expected=96.000000
predicted=133.740418, expected=52.000000
predicted=101.388250, expected=80.000000
predicted=195.469206, expected=84.000000
predicted=127.023641, expected=120.000000
predicted=129.620143, expected=164.000000
predicted=136.601541, expected=88.000000
predicted=64.447789, expected=56.000000
predicted=70.833209, expected=76.000000
predicted=88.578095, expected=76.000000
predicted=88.281404, expected=96.000000
predicted=124.946504, expected=112.000000
predicted=103.065631, expected=240.000000
predicted=161.148182, expected=92.000000
predicted=72.698069, expected=52.000000
predicted=64.998687, expected=60.000000
predicted=96.050673, expected=84.000000
predicted=83.123666, expected=64.000000
predicted=139.739934, expected=180.000000
predicted=146.939404, expected=204.000000
predicted=133.111130, expected=100.000000
predicted=69.010832, expected=44.000000
predicted=75.178765, expected=84.000000
predicted=83.842091, expected=48.000000
predicted=95.903154, expected=56.000000
predicted=120.553182, expected=84.000000
predicted=98.175976, expected=156.000000
predicted=102.720517, expected=164.000000
predicted=124.857033, expected=52.000000
predicted=43.943087, expected=68.000000
predicted=75.268306, expected=60.000000
predicted=73.127780, expected=64.000000
predicted=94.832337, expected=144.000000
predicted=160.526043, expected=188.000000
predicted=123.051456, expected=56.000000
predicted=50.100876, expected=128.000000
predicted=113.344205, expected=108.000000
predicted=90.489870, expected=64.000000
predicted=83.688168, expected=60.000000
predicted=130.312324, expected=64.000000
predicted=59.034576, expected=136.000000
predicted=131.848690, expected=132.000000
predicted=117.255284, expected=44.000000
predicted=46.952280, expected=60.000000
predicted=72.142064, expected=68.000000
predicted=67.171394, expected=72.000000
predicted=92.036492, expected=104.000000
predicted=120.413467, expected=184.000000
predicted=122.759175, expected=84.000000
predicted=63.132244, expected=68.000000
predicted=72.693179, expected=60.000000
predicted=76.237761, expected=40.000000
predicted=58.496648, expected=76.000000
predicted=128.220260, expected=160.000000
predicted=127.555592, expected=200.000000
predicted=134.499501, expected=80.000000
predicted=63.599042, expected=52.000000
predicted=57.273087, expected=76.000000
predicted=85.071740, expected=88.000000
predicted=109.294899, expected=156.000000
predicted=177.290783, expected=236.000000
predicted=167.357068, expected=200.000000
predicted=124.752850, expected=96.000000
predicted=86.721079, expected=108.000000
predicted=112.457357, expected=108.000000
predicted=128.178567, expected=76.000000
predicted=138.193311, expected=192.000000
predicted=206.391679, expected=204.000000
predicted=149.803461, expected=108.000000
predicted=95.847842, expected=68.000000
predicted=100.303409, expected=20.000000
predicted=47.315269, expected=12.000000
predicted=88.972224, expected=108.000000
predicted=157.254786, expected=188.000000
predicted=147.241643, expected=264.000000
predicted=171.668489, expected=120.000000
predicted=68.142983, expected=84.000000
predicted=58.844393, expected=60.000000
predicted=92.432793, expected=92.000000
predicted=126.046166, expected=188.000000
predicted=227.104603, expected=192.000000
predicted=151.728935, expected=76.000000
predicted=73.095123, expected=104.000000
predicted=99.006192, expected=48.000000
predicted=66.344665, expected=104.000000
predicted=137.505381, expected=88.000000
predicted=138.468682, expected=56.000000
predicted=57.101163, expected=160.000000
predicted=147.233498, expected=204.000000
predicted=128.053370, expected=184.000000
predicted=138.160276, expected=92.000000
predicted=94.240527, expected=92.000000
predicted=83.262987, expected=60.000000
predicted=104.933820, expected=108.000000
predicted=148.627021, expected=84.000000
predicted=128.451289, expected=152.000000
predicted=124.785346, expected=112.000000
predicted=102.753991, expected=104.000000
predicted=80.251488, expected=60.000000
predicted=87.734831, expected=40.000000
predicted=57.031598, expected=68.000000
predicted=110.258582, expected=148.000000
predicted=131.222933, expected=276.000000
predicted=198.325635, expected=164.000000
predicted=103.679982, expected=28.000000
predicted=33.399965, expected=72.000000
predicted=93.552959, expected=36.000000
predicted=76.526973, expected=60.000000
predicted=151.214348, expected=124.000000
predicted=151.512147, expected=196.000000
predicted=114.892600, expected=136.000000
predicted=100.053855, expected=108.000000
predicted=79.065151, expected=96.000000
predicted=87.382666, expected=72.000000
predicted=89.742063, expected=68.000000
predicted=126.654464, expected=148.000000
predicted=147.373111, expected=200.000000
predicted=154.961662, expected=144.000000
predicted=113.540498, expected=100.000000
predicted=92.675388, expected=80.000000
predicted=80.544977, expected=52.000000
predicted=91.253529, expected=116.000000
predicted=157.562686, expected=124.000000
predicted=130.326218, expected=288.000000
predicted=206.400465, expected=160.000000
predicted=113.873565, expected=4.000000
predicted=17.502292, expected=12.000000
predicted=86.618863, expected=20.000000
predicted=59.857783, expected=4.000000
predicted=122.545683, expected=8.000000
predicted=81.269792, expected=36.000000
predicted=23.631421, expected=40.000000
predicted=24.166868, expected=112.000000
predicted=73.570676, expected=116.000000
predicted=63.718629, expected=284.000000
predicted=166.421168, expected=272.000000
predicted=163.513005, expected=36.000000
predicted=17.847124, expected=484.000000
predicted=360.630354, expected=188.000000
predicted=130.378607, expected=172.000000
predicted=209.006178, expected=208.000000
predicted=279.705150, expected=196.000000
Test MSE: 3053.489
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967])]
predicted=25.757194, expected=24.000000
predicted=23.449441, expected=40.000000
predicted=28.601758, expected=48.000000
predicted=30.406996, expected=36.000000
predicted=30.929443, expected=40.000000
predicted=36.974458, expected=52.000000
predicted=40.690212, expected=40.000000
predicted=41.687122, expected=8.000000
predicted=36.714254, expected=8.000000
predicted=31.094530, expected=16.000000
predicted=25.384449, expected=48.000000
predicted=28.385761, expected=12.000000
predicted=19.561266, expected=16.000000
predicted=20.568877, expected=44.000000
predicted=25.725396, expected=28.000000
predicted=24.831075, expected=20.000000
predicted=28.680840, expected=20.000000
predicted=24.522768, expected=20.000000
predicted=23.880308, expected=44.000000
predicted=29.636890, expected=24.000000
predicted=24.437799, expected=12.000000
predicted=24.207247, expected=24.000000
predicted=25.313331, expected=32.000000
predicted=25.019941, expected=24.000000
predicted=25.373688, expected=16.000000
predicted=22.520864, expected=28.000000
predicted=23.883306, expected=28.000000
predicted=24.440957, expected=24.000000
predicted=24.941325, expected=12.000000
predicted=21.985643, expected=16.000000
predicted=21.217398, expected=8.000000
predicted=17.941253, expected=60.000000
predicted=26.629153, expected=36.000000
predicted=23.378626, expected=68.000000
predicted=37.430590, expected=28.000000
predicted=35.911508, expected=20.000000
predicted=37.743472, expected=64.000000
predicted=47.630125, expected=24.000000
predicted=36.045864, expected=52.000000
predicted=44.698791, expected=32.000000
predicted=35.888114, expected=28.000000
predicted=37.550088, expected=8.000000
predicted=33.241165, expected=44.000000
predicted=32.517981, expected=16.000000
predicted=26.937027, expected=52.000000
predicted=31.789312, expected=36.000000
predicted=30.162222, expected=44.000000
predicted=34.461911, expected=44.000000
predicted=40.025965, expected=24.000000
predicted=35.690800, expected=72.000000
predicted=47.035615, expected=40.000000
predicted=41.453650, expected=32.000000
predicted=43.805626, expected=8.000000
predicted=36.694532, expected=72.000000
predicted=42.663552, expected=24.000000
predicted=37.458928, expected=20.000000
predicted=33.759941, expected=48.000000
predicted=36.278015, expected=64.000000
predicted=37.709440, expected=72.000000
predicted=49.074526, expected=44.000000
predicted=46.886559, expected=28.000000
predicted=48.304448, expected=16.000000
predicted=45.246638, expected=36.000000
predicted=42.334235, expected=76.000000
predicted=44.955728, expected=16.000000
predicted=32.796560, expected=4.000000
predicted=31.695412, expected=20.000000
predicted=30.516682, expected=40.000000
predicted=30.660376, expected=12.000000
predicted=24.125778, expected=20.000000
predicted=20.373679, expected=44.000000
predicted=25.188895, expected=40.000000
predicted=27.841333, expected=24.000000
predicted=29.424206, expected=24.000000
predicted=29.432435, expected=32.000000
predicted=31.350062, expected=32.000000
predicted=31.340632, expected=16.000000
predicted=26.923671, expected=16.000000
predicted=24.871448, expected=36.000000
predicted=26.754072, expected=24.000000
predicted=24.015734, expected=24.000000
predicted=24.692519, expected=40.000000
predicted=27.654579, expected=16.000000
predicted=24.748844, expected=44.000000
predicted=32.075927, expected=64.000000
predicted=35.901461, expected=24.000000
predicted=33.111119, expected=20.000000
predicted=36.956303, expected=16.000000
predicted=32.153523, expected=44.000000
predicted=34.897432, expected=20.000000
predicted=27.751121, expected=40.000000
predicted=28.760074, expected=12.000000
predicted=25.045106, expected=60.000000
predicted=33.946211, expected=40.000000
predicted=34.128186, expected=112.000000
predicted=49.305692, expected=12.000000
predicted=45.274904, expected=8.000000
predicted=43.286113, expected=20.000000
predicted=47.192798, expected=20.000000
predicted=31.731231, expected=16.000000
predicted=28.835654, expected=32.000000
predicted=19.191393, expected=64.000000
predicted=28.066540, expected=60.000000
predicted=35.337454, expected=24.000000
predicted=35.839759, expected=32.000000
predicted=40.915935, expected=36.000000
predicted=41.547057, expected=24.000000
predicted=37.105809, expected=20.000000
predicted=32.186943, expected=20.000000
predicted=26.205800, expected=28.000000
predicted=26.197213, expected=44.000000
predicted=28.919421, expected=16.000000
predicted=24.054639, expected=32.000000
predicted=28.268346, expected=36.000000
predicted=30.376872, expected=32.000000
predicted=29.918906, expected=56.000000
predicted=37.632968, expected=48.000000
predicted=37.098537, expected=36.000000
predicted=39.808369, expected=28.000000
predicted=40.323344, expected=28.000000
predicted=37.788413, expected=40.000000
predicted=38.745601, expected=16.000000
predicted=30.567051, expected=28.000000
predicted=29.845761, expected=20.000000
predicted=26.603408, expected=8.000000
predicted=21.504601, expected=40.000000
predicted=26.787529, expected=36.000000
predicted=24.140681, expected=24.000000
predicted=25.105651, expected=44.000000
predicted=31.482058, expected=4.000000
predicted=24.470383, expected=16.000000
predicted=27.304684, expected=24.000000
predicted=25.064876, expected=72.000000
predicted=31.240208, expected=28.000000
predicted=29.344447, expected=12.000000
predicted=26.683303, expected=12.000000
predicted=29.917076, expected=28.000000
predicted=28.437533, expected=44.000000
predicted=31.599678, expected=16.000000
predicted=21.594398, expected=48.000000
predicted=29.352544, expected=28.000000
predicted=29.455632, expected=24.000000
predicted=30.266508, expected=32.000000
predicted=33.353299, expected=52.000000
predicted=33.848182, expected=28.000000
predicted=33.550353, expected=40.000000
predicted=35.204486, expected=40.000000
predicted=37.152581, expected=52.000000
predicted=40.414830, expected=56.000000
predicted=45.067268, expected=20.000000
predicted=38.093534, expected=24.000000
predicted=39.730446, expected=28.000000
predicted=37.106301, expected=8.000000
predicted=28.241209, expected=24.000000
predicted=26.774969, expected=40.000000
predicted=24.905072, expected=4.000000
predicted=18.632860, expected=24.000000
predicted=23.042354, expected=24.000000
predicted=21.423889, expected=16.000000
predicted=20.102561, expected=28.000000
predicted=23.606948, expected=68.000000
predicted=29.608750, expected=28.000000
predicted=28.997135, expected=28.000000
predicted=33.257895, expected=28.000000
predicted=34.643301, expected=12.000000
predicted=29.534974, expected=20.000000
predicted=30.514771, expected=24.000000
predicted=23.241550, expected=40.000000
predicted=25.421114, expected=20.000000
predicted=23.263907, expected=16.000000
predicted=22.360080, expected=44.000000
predicted=29.440078, expected=56.000000
predicted=33.063811, expected=8.000000
predicted=28.023303, expected=20.000000
predicted=29.958451, expected=60.000000
predicted=36.515999, expected=64.000000
predicted=39.283807, expected=32.000000
predicted=38.532022, expected=32.000000
predicted=39.244971, expected=44.000000
predicted=43.506112, expected=40.000000
predicted=43.014147, expected=52.000000
predicted=44.218147, expected=52.000000
predicted=42.670467, expected=48.000000
predicted=44.627912, expected=32.000000
predicted=44.563013, expected=36.000000
predicted=43.947624, expected=32.000000
predicted=41.350360, expected=32.000000
predicted=37.656834, expected=44.000000
predicted=37.963599, expected=72.000000
predicted=42.770611, expected=72.000000
predicted=48.172678, expected=52.000000
predicted=50.723304, expected=8.000000
predicted=45.737042, expected=48.000000
predicted=52.536999, expected=12.000000
predicted=40.007098, expected=52.000000
predicted=40.748157, expected=48.000000
predicted=38.026379, expected=32.000000
predicted=31.117780, expected=52.000000
predicted=43.659569, expected=8.000000
predicted=31.667167, expected=32.000000
predicted=38.067391, expected=24.000000
predicted=32.538074, expected=32.000000
predicted=28.722899, expected=76.000000
predicted=40.316985, expected=92.000000
predicted=45.816974, expected=40.000000
predicted=46.961978, expected=28.000000
predicted=49.769521, expected=24.000000
predicted=48.675725, expected=52.000000
predicted=52.058689, expected=20.000000
predicted=39.620817, expected=48.000000
predicted=37.092271, expected=36.000000
predicted=35.104920, expected=40.000000
predicted=35.812817, expected=28.000000
predicted=37.591900, expected=28.000000
predicted=32.814790, expected=8.000000
predicted=29.815204, expected=44.000000
predicted=32.424733, expected=32.000000
predicted=29.391647, expected=60.000000
predicted=34.637335, expected=32.000000
predicted=34.036298, expected=52.000000
predicted=38.723001, expected=48.000000
predicted=45.849733, expected=36.000000
predicted=41.402339, expected=44.000000
predicted=46.584656, expected=4.000000
predicted=33.059284, expected=24.000000
predicted=34.719238, expected=12.000000
predicted=27.127529, expected=56.000000
predicted=30.512933, expected=28.000000
predicted=27.725484, expected=32.000000
predicted=25.684569, expected=44.000000
predicted=35.422894, expected=40.000000
predicted=34.322916, expected=44.000000
predicted=41.059765, expected=40.000000
predicted=38.479914, expected=44.000000
predicted=40.873117, expected=44.000000
predicted=42.932326, expected=8.000000
predicted=33.963621, expected=4.000000
predicted=29.401842, expected=40.000000
predicted=31.969750, expected=16.000000
predicted=23.087712, expected=12.000000
predicted=19.815192, expected=20.000000
predicted=18.643587, expected=16.000000
predicted=16.820568, expected=68.000000
predicted=32.024304, expected=28.000000
predicted=25.514936, expected=36.000000
predicted=30.515505, expected=16.000000
predicted=31.491342, expected=36.000000
predicted=32.937945, expected=24.000000
predicted=33.862747, expected=48.000000
predicted=32.065780, expected=56.000000
predicted=38.012017, expected=28.000000
predicted=32.969427, expected=44.000000
predicted=40.985847, expected=36.000000
predicted=39.503111, expected=28.000000
predicted=38.124257, expected=36.000000
predicted=38.680031, expected=16.000000
predicted=29.765339, expected=68.000000
predicted=40.644588, expected=44.000000
predicted=37.855442, expected=16.000000
predicted=32.185736, expected=52.000000
predicted=42.273301, expected=56.000000
predicted=42.234495, expected=24.000000
predicted=40.207063, expected=80.000000
predicted=49.866448, expected=60.000000
predicted=47.764227, expected=20.000000
predicted=45.570142, expected=52.000000
predicted=52.177280, expected=48.000000
predicted=46.102384, expected=12.000000
predicted=41.979920, expected=52.000000
predicted=44.133712, expected=68.000000
predicted=42.305678, expected=40.000000
predicted=43.122135, expected=56.000000
predicted=49.108568, expected=36.000000
predicted=42.799324, expected=32.000000
predicted=46.074156, expected=36.000000
predicted=45.294304, expected=40.000000
predicted=39.305323, expected=68.000000
predicted=46.605413, expected=68.000000
predicted=47.399013, expected=56.000000
predicted=50.129970, expected=20.000000
predicted=46.485843, expected=36.000000
predicted=48.163984, expected=60.000000
predicted=52.152698, expected=28.000000
predicted=41.949961, expected=72.000000
predicted=49.258777, expected=32.000000
predicted=39.390940, expected=36.000000
predicted=43.481496, expected=52.000000
predicted=48.629583, expected=32.000000
predicted=39.506875, expected=56.000000
predicted=48.687824, expected=28.000000
predicted=38.027530, expected=24.000000
predicted=37.375202, expected=56.000000
predicted=43.380542, expected=40.000000
predicted=37.730507, expected=24.000000
predicted=37.684595, expected=32.000000
predicted=34.985129, expected=20.000000
predicted=31.128389, expected=32.000000
predicted=34.433545, expected=36.000000
predicted=31.038662, expected=80.000000
predicted=39.879074, expected=72.000000
predicted=46.050955, expected=24.000000
predicted=41.814886, expected=52.000000
predicted=51.711572, expected=40.000000
predicted=48.749147, expected=44.000000
predicted=51.675119, expected=56.000000
predicted=49.606375, expected=72.000000
predicted=48.724512, expected=80.000000
predicted=58.714298, expected=40.000000
predicted=53.552031, expected=60.000000
predicted=60.103918, expected=36.000000
predicted=55.304655, expected=40.000000
predicted=54.086678, expected=16.000000
predicted=43.946469, expected=44.000000
predicted=39.989662, expected=44.000000
predicted=40.163022, expected=28.000000
predicted=33.651366, expected=40.000000
predicted=36.865519, expected=28.000000
predicted=32.185415, expected=20.000000
predicted=33.080124, expected=44.000000
predicted=35.568153, expected=36.000000
predicted=31.937223, expected=28.000000
predicted=32.541679, expected=60.000000
predicted=38.554559, expected=8.000000
predicted=29.301858, expected=16.000000
predicted=32.467805, expected=28.000000
predicted=29.618325, expected=28.000000
predicted=26.779055, expected=68.000000
predicted=38.208180, expected=24.000000
predicted=26.752859, expected=68.000000
predicted=41.744764, expected=36.000000
predicted=40.737823, expected=44.000000
predicted=44.634444, expected=36.000000
predicted=46.059928, expected=48.000000
predicted=42.502143, expected=28.000000
predicted=42.565752, expected=44.000000
predicted=39.977429, expected=40.000000
predicted=39.916593, expected=48.000000
predicted=40.974679, expected=72.000000
predicted=48.777307, expected=24.000000
predicted=40.528032, expected=28.000000
predicted=42.871238, expected=32.000000
predicted=40.167578, expected=80.000000
predicted=49.120563, expected=16.000000
predicted=39.844827, expected=36.000000
predicted=37.241853, expected=40.000000
predicted=39.112784, expected=68.000000
predicted=45.253584, expected=48.000000
predicted=48.256741, expected=24.000000
predicted=37.804151, expected=28.000000
predicted=41.068758, expected=28.000000
predicted=38.419728, expected=36.000000
predicted=38.506218, expected=60.000000
predicted=38.969579, expected=24.000000
predicted=31.857404, expected=32.000000
predicted=35.224301, expected=24.000000
predicted=33.730779, expected=48.000000
predicted=37.700835, expected=28.000000
predicted=35.456857, expected=32.000000
predicted=31.408141, expected=44.000000
predicted=35.716226, expected=32.000000
predicted=33.727636, expected=52.000000
predicted=40.536792, expected=40.000000
predicted=37.804423, expected=32.000000
predicted=38.119334, expected=52.000000
predicted=43.295674, expected=32.000000
predicted=38.851702, expected=36.000000
predicted=40.768081, expected=60.000000
predicted=43.486684, expected=44.000000
predicted=41.737089, expected=36.000000
predicted=43.281937, expected=36.000000
predicted=40.951913, expected=72.000000
predicted=48.694203, expected=28.000000
predicted=44.053363, expected=36.000000
predicted=42.567190, expected=40.000000
predicted=41.988636, expected=24.000000
predicted=37.603355, expected=24.000000
predicted=37.522311, expected=36.000000
predicted=31.784838, expected=52.000000
predicted=35.844027, expected=28.000000
predicted=33.161042, expected=56.000000
predicted=38.427894, expected=40.000000
predicted=38.909341, expected=72.000000
predicted=48.531853, expected=60.000000
predicted=51.771993, expected=36.000000
predicted=47.552283, expected=32.000000
predicted=49.615205, expected=28.000000
predicted=43.702999, expected=20.000000
predicted=40.014282, expected=20.000000
predicted=32.172029, expected=48.000000
predicted=31.898522, expected=32.000000
predicted=29.393669, expected=44.000000
predicted=33.036080, expected=44.000000
predicted=35.480040, expected=44.000000
predicted=38.523078, expected=16.000000
predicted=36.865889, expected=12.000000
predicted=31.151853, expected=12.000000
predicted=27.766246, expected=48.000000
predicted=30.433791, expected=40.000000
predicted=28.916685, expected=40.000000
predicted=28.688977, expected=32.000000
predicted=31.152550, expected=12.000000
predicted=28.940009, expected=36.000000
predicted=35.484045, expected=12.000000
predicted=27.099254, expected=40.000000
predicted=29.697070, expected=8.000000
predicted=22.398444, expected=16.000000
predicted=20.212089, expected=24.000000
Test MSE: 347.901
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898])]
predicted=36.367396, expected=4.000000
predicted=41.484584, expected=12.000000
predicted=37.826371, expected=8.000000
predicted=22.634184, expected=20.000000
predicted=30.310876, expected=8.000000
predicted=23.723356, expected=28.000000
predicted=14.182736, expected=56.000000
predicted=22.647356, expected=4.000000
predicted=23.790561, expected=20.000000
predicted=23.318075, expected=68.000000
predicted=29.623567, expected=28.000000
predicted=36.287722, expected=28.000000
predicted=34.835187, expected=12.000000
predicted=26.709573, expected=8.000000
predicted=26.968543, expected=12.000000
predicted=22.108670, expected=20.000000
predicted=16.948636, expected=28.000000
predicted=17.750780, expected=20.000000
predicted=17.850618, expected=16.000000
predicted=18.419932, expected=96.000000
predicted=32.583310, expected=16.000000
predicted=36.016732, expected=16.000000
predicted=35.305767, expected=16.000000
predicted=27.117819, expected=152.000000
predicted=51.808269, expected=16.000000
predicted=53.382536, expected=4.000000
predicted=43.593776, expected=20.000000
predicted=35.926559, expected=92.000000
predicted=48.540762, expected=8.000000
predicted=43.074579, expected=12.000000
predicted=29.059395, expected=16.000000
predicted=26.529374, expected=12.000000
predicted=25.271800, expected=12.000000
predicted=20.320293, expected=24.000000
predicted=14.274272, expected=28.000000
predicted=17.603657, expected=24.000000
predicted=20.106517, expected=36.000000
predicted=23.860138, expected=20.000000
predicted=25.289511, expected=24.000000
predicted=26.471705, expected=12.000000
predicted=23.784333, expected=12.000000
predicted=20.865739, expected=24.000000
predicted=19.740324, expected=160.000000
predicted=41.383586, expected=68.000000
predicted=54.059521, expected=36.000000
predicted=60.002317, expected=20.000000
predicted=57.516553, expected=16.000000
predicted=53.357110, expected=8.000000
predicted=43.088638, expected=24.000000
predicted=25.323869, expected=180.000000
predicted=48.277595, expected=4.000000
predicted=45.982598, expected=16.000000
predicted=47.315293, expected=4.000000
predicted=40.164777, expected=204.000000
predicted=67.411640, expected=8.000000
predicted=65.622839, expected=16.000000
predicted=47.048396, expected=4.000000
predicted=54.356510, expected=76.000000
predicted=47.543782, expected=4.000000
predicted=43.640239, expected=56.000000
predicted=26.978239, expected=4.000000
predicted=32.051366, expected=12.000000
predicted=24.424455, expected=72.000000
predicted=36.356265, expected=8.000000
predicted=25.567175, expected=8.000000
predicted=25.939608, expected=60.000000
predicted=30.714822, expected=4.000000
predicted=26.107672, expected=60.000000
predicted=32.151805, expected=8.000000
predicted=28.749051, expected=4.000000
predicted=23.835417, expected=244.000000
predicted=55.726838, expected=24.000000
predicted=58.541538, expected=12.000000
predicted=65.327666, expected=12.000000
predicted=66.852623, expected=4.000000
predicted=52.352892, expected=4.000000
predicted=40.683602, expected=20.000000
predicted=11.594206, expected=68.000000
predicted=17.894234, expected=8.000000
predicted=19.660372, expected=64.000000
predicted=29.143159, expected=40.000000
predicted=36.638269, expected=24.000000
predicted=37.767989, expected=4.000000
predicted=36.024681, expected=8.000000
predicted=26.089728, expected=12.000000
predicted=22.900666, expected=16.000000
predicted=15.266639, expected=28.000000
predicted=14.324764, expected=8.000000
predicted=13.465427, expected=8.000000
predicted=14.297788, expected=4.000000
predicted=13.462868, expected=4.000000
predicted=10.782447, expected=124.000000
predicted=25.206659, expected=4.000000
predicted=26.038036, expected=24.000000
predicted=30.959868, expected=12.000000
predicted=34.556009, expected=20.000000
predicted=30.667480, expected=36.000000
predicted=31.701389, expected=16.000000
predicted=19.314740, expected=4.000000
predicted=19.487769, expected=12.000000
predicted=17.843649, expected=16.000000
predicted=16.690070, expected=16.000000
predicted=15.085333, expected=4.000000
predicted=11.588212, expected=8.000000
predicted=10.747523, expected=16.000000
predicted=11.802344, expected=4.000000
predicted=10.234104, expected=16.000000
predicted=10.282266, expected=8.000000
predicted=9.847733, expected=28.000000
predicted=12.744977, expected=8.000000
predicted=13.533697, expected=8.000000
predicted=12.726949, expected=20.000000
predicted=14.904137, expected=8.000000
predicted=13.324031, expected=8.000000
predicted=12.749988, expected=20.000000
predicted=12.221902, expected=4.000000
predicted=11.481216, expected=4.000000
predicted=10.546406, expected=12.000000
predicted=9.636412, expected=16.000000
predicted=10.081888, expected=4.000000
predicted=9.568526, expected=8.000000
predicted=8.602753, expected=4.000000
predicted=8.543182, expected=12.000000
predicted=8.755317, expected=8.000000
predicted=8.225363, expected=12.000000
predicted=7.988795, expected=8.000000
predicted=8.909591, expected=24.000000
predicted=11.139957, expected=8.000000
predicted=12.134631, expected=4.000000
predicted=11.233614, expected=8.000000
predicted=11.218723, expected=4.000000
predicted=9.238047, expected=4.000000
predicted=7.811108, expected=4.000000
predicted=5.316430, expected=4.000000
predicted=4.619747, expected=4.000000
predicted=4.456566, expected=68.000000
predicted=12.763012, expected=12.000000
predicted=16.260337, expected=4.000000
predicted=17.947772, expected=28.000000
predicted=22.604121, expected=8.000000
predicted=20.740327, expected=4.000000
predicted=18.468597, expected=20.000000
predicted=13.073457, expected=16.000000
predicted=13.104219, expected=108.000000
predicted=27.065319, expected=12.000000
predicted=29.540743, expected=8.000000
predicted=31.597551, expected=12.000000
predicted=33.558037, expected=12.000000
predicted=27.480063, expected=4.000000
predicted=21.801244, expected=8.000000
predicted=9.416793, expected=24.000000
predicted=10.924166, expected=32.000000
predicted=14.396006, expected=12.000000
predicted=15.711330, expected=8.000000
predicted=16.327859, expected=24.000000
predicted=18.706152, expected=16.000000
predicted=18.551533, expected=8.000000
predicted=16.069638, expected=8.000000
predicted=13.463278, expected=88.000000
predicted=23.358834, expected=88.000000
predicted=36.503142, expected=4.000000
predicted=37.679795, expected=12.000000
predicted=40.760861, expected=16.000000
predicted=39.303490, expected=8.000000
predicted=31.997930, expected=4.000000
predicted=18.809177, expected=8.000000
predicted=9.177956, expected=8.000000
predicted=8.966624, expected=8.000000
predicted=8.096233, expected=64.000000
predicted=15.558843, expected=4.000000
predicted=16.514268, expected=4.000000
predicted=17.673983, expected=12.000000
predicted=19.059210, expected=4.000000
predicted=15.422485, expected=4.000000
predicted=12.776795, expected=4.000000
predicted=5.677503, expected=8.000000
predicted=5.837218, expected=64.000000
predicted=14.411051, expected=52.000000
predicted=22.135842, expected=16.000000
predicted=26.455037, expected=8.000000
predicted=29.278056, expected=4.000000
predicted=27.198725, expected=4.000000
predicted=22.212463, expected=8.000000
predicted=13.129684, expected=16.000000
predicted=8.559143, expected=20.000000
predicted=9.699134, expected=28.000000
predicted=13.499064, expected=8.000000
predicted=14.918013, expected=12.000000
predicted=16.248784, expected=128.000000
predicted=33.834421, expected=24.000000
predicted=36.142215, expected=20.000000
predicted=39.267338, expected=4.000000
predicted=38.630696, expected=8.000000
predicted=32.803464, expected=4.000000
predicted=26.417528, expected=4.000000
predicted=9.671448, expected=88.000000
predicted=19.610503, expected=24.000000
predicted=21.941581, expected=24.000000
predicted=27.130840, expected=8.000000
predicted=29.352831, expected=4.000000
predicted=26.029048, expected=180.000000
predicted=48.502561, expected=28.000000
predicted=43.608933, expected=4.000000
predicted=45.105968, expected=20.000000
predicted=48.454339, expected=4.000000
predicted=42.941184, expected=4.000000
predicted=32.849283, expected=8.000000
predicted=10.691700, expected=16.000000
predicted=9.209942, expected=4.000000
predicted=8.627950, expected=4.000000
predicted=7.110606, expected=4.000000
predicted=7.115246, expected=4.000000
predicted=6.512710, expected=28.000000
predicted=9.045293, expected=48.000000
predicted=14.655872, expected=20.000000
predicted=18.297823, expected=12.000000
predicted=21.189859, expected=16.000000
predicted=23.292289, expected=4.000000
predicted=21.159432, expected=4.000000
predicted=15.896071, expected=4.000000
predicted=9.683603, expected=40.000000
predicted=12.515326, expected=16.000000
predicted=13.187965, expected=4.000000
predicted=12.874022, expected=4.000000
predicted=13.608511, expected=4.000000
predicted=12.585283, expected=16.000000
predicted=12.180505, expected=20.000000
predicted=9.849458, expected=16.000000
predicted=10.757171, expected=20.000000
predicted=13.920914, expected=12.000000
predicted=15.447618, expected=4.000000
predicted=14.975199, expected=24.000000
predicted=15.811670, expected=4.000000
predicted=13.073437, expected=8.000000
predicted=11.718803, expected=4.000000
predicted=9.652342, expected=12.000000
predicted=9.404400, expected=44.000000
predicted=14.652511, expected=4.000000
predicted=12.778834, expected=20.000000
predicted=16.207313, expected=4.000000
predicted=16.107672, expected=4.000000
predicted=14.896710, expected=32.000000
predicted=16.284198, expected=4.000000
predicted=11.365954, expected=20.000000
predicted=13.700975, expected=8.000000
predicted=12.889305, expected=12.000000
predicted=13.788498, expected=4.000000
predicted=12.633828, expected=16.000000
predicted=10.927194, expected=20.000000
predicted=12.622529, expected=24.000000
predicted=13.842225, expected=28.000000
predicted=17.400990, expected=4.000000
predicted=17.082374, expected=12.000000
predicted=18.041967, expected=88.000000
predicted=28.350437, expected=4.000000
predicted=25.885424, expected=8.000000
predicted=25.332600, expected=4.000000
predicted=23.122846, expected=4.000000
predicted=20.380643, expected=24.000000
predicted=17.886649, expected=4.000000
predicted=7.959205, expected=24.000000
predicted=11.336890, expected=32.000000
predicted=15.556384, expected=16.000000
predicted=17.755971, expected=8.000000
predicted=18.353966, expected=24.000000
predicted=19.141635, expected=4.000000
predicted=17.722119, expected=32.000000
predicted=18.317429, expected=8.000000
predicted=15.348750, expected=100.000000
predicted=28.434924, expected=4.000000
predicted=28.854668, expected=32.000000
predicted=32.169722, expected=24.000000
predicted=35.252449, expected=16.000000
predicted=31.742692, expected=8.000000
predicted=27.654833, expected=12.000000
predicted=17.053948, expected=4.000000
predicted=15.322664, expected=88.000000
predicted=23.287480, expected=4.000000
predicted=21.884112, expected=8.000000
predicted=22.489057, expected=20.000000
predicted=25.064355, expected=20.000000
predicted=24.441216, expected=24.000000
predicted=23.637103, expected=4.000000
predicted=14.342869, expected=16.000000
predicted=16.106425, expected=16.000000
predicted=16.541715, expected=4.000000
predicted=13.697421, expected=28.000000
predicted=14.636204, expected=4.000000
predicted=12.547081, expected=28.000000
predicted=15.626896, expected=24.000000
predicted=17.253067, expected=12.000000
predicted=17.316709, expected=8.000000
predicted=17.479628, expected=4.000000
predicted=14.458948, expected=12.000000
predicted=13.921376, expected=16.000000
predicted=11.690440, expected=16.000000
predicted=10.943640, expected=20.000000
predicted=12.741306, expected=4.000000
predicted=12.797524, expected=20.000000
predicted=14.888344, expected=32.000000
predicted=17.568223, expected=8.000000
predicted=16.564993, expected=148.000000
Test MSE: 1242.402
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301])]
predicted=6.612102, expected=8.000000
predicted=7.941615, expected=16.000000
predicted=10.265153, expected=4.000000
predicted=8.608934, expected=4.000000
predicted=7.450193, expected=4.000000
predicted=6.829487, expected=8.000000
predicted=7.877405, expected=12.000000
predicted=8.245259, expected=20.000000
predicted=9.239603, expected=8.000000
predicted=8.359285, expected=16.000000
predicted=11.463589, expected=8.000000
predicted=11.730406, expected=4.000000
predicted=10.946351, expected=8.000000
predicted=10.865746, expected=24.000000
predicted=12.897758, expected=8.000000
predicted=10.373980, expected=4.000000
predicted=8.245320, expected=4.000000
predicted=8.741645, expected=4.000000
predicted=9.111212, expected=4.000000
predicted=8.079976, expected=4.000000
predicted=4.621140, expected=12.000000
predicted=5.918438, expected=12.000000
predicted=6.791281, expected=4.000000
predicted=5.799830, expected=20.000000
predicted=10.273339, expected=4.000000
predicted=8.610069, expected=4.000000
predicted=8.815229, expected=8.000000
predicted=9.037850, expected=4.000000
predicted=7.387666, expected=4.000000
predicted=7.155253, expected=8.000000
predicted=5.614326, expected=8.000000
predicted=6.110602, expected=12.000000
predicted=7.531722, expected=4.000000
predicted=6.028730, expected=4.000000
predicted=6.399988, expected=12.000000
predicted=8.688742, expected=16.000000
predicted=9.917111, expected=12.000000
predicted=9.567698, expected=8.000000
predicted=8.695721, expected=4.000000
predicted=8.952351, expected=4.000000
predicted=9.418609, expected=8.000000
predicted=9.143391, expected=12.000000
predicted=8.460913, expected=8.000000
predicted=6.978198, expected=8.000000
predicted=7.052917, expected=8.000000
predicted=7.983616, expected=12.000000
predicted=9.712036, expected=12.000000
predicted=10.069826, expected=32.000000
predicted=14.858708, expected=8.000000
predicted=11.792412, expected=12.000000
predicted=13.342145, expected=12.000000
predicted=14.931824, expected=12.000000
predicted=15.067958, expected=8.000000
predicted=13.757830, expected=8.000000
predicted=9.897185, expected=16.000000
predicted=12.040675, expected=8.000000
predicted=10.283362, expected=12.000000
predicted=10.629137, expected=8.000000
predicted=9.801683, expected=12.000000
predicted=10.927528, expected=4.000000
predicted=9.504529, expected=8.000000
predicted=8.755662, expected=8.000000
predicted=8.854188, expected=4.000000
predicted=7.048359, expected=8.000000
predicted=7.467161, expected=16.000000
predicted=8.754584, expected=8.000000
predicted=8.184988, expected=8.000000
predicted=8.247757, expected=40.000000
predicted=16.466203, expected=4.000000
predicted=12.124533, expected=4.000000
predicted=12.431579, expected=4.000000
predicted=11.631205, expected=12.000000
predicted=13.045338, expected=16.000000
predicted=13.958243, expected=12.000000
predicted=8.194387, expected=4.000000
predicted=7.758913, expected=4.000000
predicted=8.548136, expected=4.000000
predicted=8.950426, expected=4.000000
predicted=7.514163, expected=8.000000
predicted=6.307908, expected=4.000000
predicted=4.392412, expected=4.000000
predicted=4.473087, expected=4.000000
predicted=4.648113, expected=16.000000
predicted=7.554398, expected=4.000000
predicted=5.957869, expected=12.000000
predicted=7.384126, expected=16.000000
predicted=9.759920, expected=8.000000
predicted=9.450443, expected=8.000000
predicted=10.378970, expected=4.000000
predicted=8.444791, expected=4.000000
predicted=8.742469, expected=8.000000
predicted=8.409528, expected=4.000000
predicted=5.819333, expected=8.000000
predicted=6.124916, expected=12.000000
predicted=6.995589, expected=8.000000
predicted=7.048176, expected=8.000000
predicted=7.772527, expected=4.000000
predicted=7.013872, expected=8.000000
predicted=8.272746, expected=4.000000
predicted=7.192386, expected=8.000000
predicted=6.856333, expected=36.000000
predicted=13.462209, expected=4.000000
predicted=8.736466, expected=8.000000
predicted=10.548017, expected=8.000000
predicted=11.477912, expected=16.000000
predicted=14.362210, expected=16.000000
predicted=14.832988, expected=16.000000
predicted=11.058645, expected=4.000000
predicted=10.327712, expected=8.000000
predicted=11.456315, expected=16.000000
predicted=13.617317, expected=4.000000
predicted=10.133419, expected=4.000000
predicted=8.329214, expected=12.000000
predicted=8.634036, expected=24.000000
predicted=12.400642, expected=24.000000
predicted=13.915429, expected=4.000000
predicted=9.994117, expected=4.000000
predicted=11.581007, expected=4.000000
predicted=12.672442, expected=8.000000
predicted=12.198584, expected=20.000000
predicted=11.727181, expected=8.000000
predicted=7.029623, expected=12.000000
predicted=8.963283, expected=12.000000
predicted=10.697592, expected=8.000000
predicted=11.216014, expected=20.000000
predicted=14.094014, expected=8.000000
predicted=10.691272, expected=12.000000
predicted=11.922374, expected=8.000000
predicted=11.121334, expected=8.000000
predicted=10.856479, expected=20.000000
predicted=13.527914, expected=8.000000
predicted=10.046844, expected=4.000000
predicted=9.257387, expected=8.000000
predicted=9.582418, expected=4.000000
predicted=8.947522, expected=4.000000
predicted=8.001684, expected=8.000000
predicted=6.252123, expected=4.000000
predicted=5.177834, expected=12.000000
predicted=7.039578, expected=4.000000
predicted=5.465797, expected=40.000000
predicted=14.127011, expected=4.000000
predicted=10.169216, expected=8.000000
predicted=10.963541, expected=24.000000
predicted=16.197916, expected=16.000000
predicted=16.619463, expected=12.000000
predicted=16.598988, expected=8.000000
predicted=11.572411, expected=4.000000
predicted=12.194894, expected=4.000000
predicted=11.559566, expected=12.000000
predicted=10.043284, expected=4.000000
predicted=6.965315, expected=4.000000
predicted=5.714073, expected=4.000000
predicted=5.302289, expected=20.000000
predicted=9.176855, expected=12.000000
predicted=8.847027, expected=4.000000
predicted=6.996630, expected=4.000000
predicted=7.778829, expected=16.000000
predicted=11.253400, expected=24.000000
predicted=13.995490, expected=4.000000
predicted=8.938964, expected=8.000000
predicted=9.712828, expected=8.000000
predicted=11.257720, expected=16.000000
predicted=13.603076, expected=4.000000
predicted=9.637083, expected=8.000000
predicted=8.016405, expected=4.000000
predicted=7.993001, expected=4.000000
predicted=7.538391, expected=4.000000
predicted=6.574612, expected=4.000000
predicted=4.762984, expected=16.000000
predicted=7.311958, expected=4.000000
predicted=5.230800, expected=4.000000
predicted=5.580958, expected=12.000000
predicted=7.933024, expected=8.000000
predicted=8.118781, expected=16.000000
predicted=10.040402, expected=28.000000
predicted=12.667919, expected=4.000000
predicted=10.423721, expected=8.000000
predicted=12.390602, expected=12.000000
predicted=13.473472, expected=12.000000
predicted=13.913863, expected=8.000000
predicted=11.364609, expected=4.000000
predicted=7.714851, expected=8.000000
predicted=9.088073, expected=4.000000
predicted=7.949081, expected=4.000000
predicted=6.576443, expected=8.000000
predicted=6.210347, expected=12.000000
predicted=6.994964, expected=16.000000
predicted=8.716616, expected=20.000000
predicted=10.724245, expected=4.000000
predicted=9.483413, expected=20.000000
predicted=14.173790, expected=4.000000
predicted=12.180526, expected=20.000000
predicted=14.786216, expected=20.000000
predicted=14.632073, expected=4.000000
predicted=11.206705, expected=12.000000
predicted=13.247707, expected=4.000000
predicted=10.929111, expected=28.000000
predicted=16.103175, expected=4.000000
predicted=10.560436, expected=12.000000
predicted=10.587273, expected=8.000000
predicted=11.289973, expected=8.000000
predicted=11.424968, expected=16.000000
predicted=12.516396, expected=4.000000
predicted=8.358042, expected=12.000000
predicted=10.015027, expected=4.000000
predicted=8.501851, expected=4.000000
predicted=8.215183, expected=24.000000
predicted=11.314943, expected=8.000000
predicted=8.940147, expected=4.000000
predicted=8.340277, expected=8.000000
predicted=8.868349, expected=28.000000
predicted=14.563163, expected=8.000000
predicted=11.836623, expected=16.000000
predicted=11.532482, expected=4.000000
predicted=11.210510, expected=4.000000
predicted=12.114034, expected=8.000000
predicted=11.374363, expected=8.000000
predicted=8.441783, expected=4.000000
predicted=6.727871, expected=20.000000
predicted=8.546786, expected=24.000000
predicted=11.642091, expected=20.000000
predicted=13.347959, expected=8.000000
predicted=12.857060, expected=4.000000
predicted=13.564297, expected=24.000000
predicted=18.328973, expected=4.000000
predicted=13.358434, expected=32.000000
predicted=15.563238, expected=4.000000
predicted=11.803883, expected=4.000000
predicted=12.022900, expected=4.000000
predicted=12.063657, expected=4.000000
predicted=10.125511, expected=8.000000
predicted=8.909923, expected=4.000000
predicted=4.480101, expected=4.000000
predicted=4.479391, expected=12.000000
predicted=6.319324, expected=16.000000
predicted=8.342198, expected=8.000000
predicted=7.928109, expected=4.000000
predicted=7.449389, expected=8.000000
predicted=9.214027, expected=4.000000
predicted=8.970839, expected=4.000000
predicted=7.080767, expected=24.000000
predicted=9.377067, expected=8.000000
predicted=8.184115, expected=12.000000
predicted=9.290243, expected=4.000000
predicted=9.056000, expected=8.000000
predicted=10.894502, expected=20.000000
predicted=12.968158, expected=12.000000
predicted=10.508426, expected=4.000000
predicted=8.909372, expected=4.000000
predicted=8.723879, expected=12.000000
predicted=11.181703, expected=8.000000
predicted=9.898231, expected=16.000000
predicted=9.110829, expected=12.000000
predicted=9.034940, expected=12.000000
predicted=10.620313, expected=8.000000
predicted=11.009284, expected=8.000000
predicted=10.975559, expected=12.000000
predicted=11.580469, expected=8.000000
predicted=9.964577, expected=16.000000
predicted=10.713458, expected=12.000000
predicted=10.519617, expected=24.000000
predicted=13.662808, expected=4.000000
predicted=11.760804, expected=4.000000
predicted=11.161903, expected=4.000000
predicted=11.090239, expected=16.000000
predicted=12.039699, expected=16.000000
predicted=10.926261, expected=12.000000
predicted=8.580453, expected=4.000000
predicted=8.580618, expected=4.000000
predicted=9.761621, expected=4.000000
predicted=9.886007, expected=20.000000
predicted=10.867404, expected=16.000000
predicted=9.652374, expected=8.000000
predicted=8.162920, expected=16.000000
predicted=11.203766, expected=4.000000
predicted=11.667102, expected=8.000000
predicted=12.096227, expected=4.000000
predicted=9.323775, expected=8.000000
predicted=8.562793, expected=12.000000
predicted=8.656179, expected=4.000000
predicted=6.359160, expected=16.000000
predicted=8.684702, expected=16.000000
predicted=10.260453, expected=12.000000
predicted=10.986673, expected=4.000000
predicted=9.739073, expected=24.000000
predicted=13.811291, expected=28.000000
predicted=17.339240, expected=12.000000
predicted=14.593644, expected=4.000000
predicted=12.668671, expected=16.000000
predicted=16.293486, expected=12.000000
predicted=16.863238, expected=4.000000
predicted=11.731665, expected=16.000000
predicted=10.857946, expected=4.000000
predicted=9.508760, expected=4.000000
predicted=9.034951, expected=32.000000
predicted=13.058089, expected=4.000000
predicted=9.960633, expected=16.000000
predicted=11.864059, expected=24.000000
predicted=14.234836, expected=8.000000
Test MSE: 57.076
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predicted=12.531016, expected=4.000000
predicted=11.952268, expected=16.000000
predicted=15.066081, expected=36.000000
predicted=20.547238, expected=12.000000
predicted=17.002226, expected=8.000000
predicted=13.376813, expected=8.000000
predicted=11.792624, expected=4.000000
predicted=12.620619, expected=12.000000
predicted=15.924316, expected=16.000000
predicted=11.027891, expected=20.000000
predicted=11.887541, expected=12.000000
predicted=12.001436, expected=16.000000
predicted=12.001260, expected=8.000000
predicted=13.308459, expected=8.000000
predicted=12.647032, expected=8.000000
predicted=12.588545, expected=4.000000
predicted=8.966738, expected=28.000000
predicted=13.525933, expected=28.000000
predicted=15.586877, expected=12.000000
predicted=14.128197, expected=16.000000
predicted=14.604848, expected=16.000000
predicted=15.070307, expected=16.000000
predicted=19.910357, expected=28.000000
predicted=21.346741, expected=8.000000
predicted=15.482099, expected=12.000000
predicted=14.865656, expected=8.000000
predicted=14.213683, expected=12.000000
predicted=13.430402, expected=4.000000
predicted=13.719770, expected=4.000000
predicted=7.151000, expected=32.000000
predicted=13.415995, expected=20.000000
predicted=14.505335, expected=8.000000
predicted=12.846839, expected=8.000000
predicted=10.800160, expected=4.000000
predicted=10.069335, expected=8.000000
predicted=14.868794, expected=4.000000
predicted=9.836947, expected=12.000000
predicted=7.532460, expected=28.000000
predicted=12.170288, expected=16.000000
predicted=12.261497, expected=24.000000
predicted=15.101541, expected=4.000000
predicted=12.803838, expected=16.000000
predicted=14.710891, expected=8.000000
predicted=17.217452, expected=24.000000
predicted=15.466602, expected=32.000000
predicted=21.010846, expected=12.000000
predicted=14.766186, expected=4.000000
predicted=14.390716, expected=8.000000
predicted=12.329788, expected=12.000000
predicted=15.778564, expected=16.000000
predicted=16.760883, expected=24.000000
predicted=13.947721, expected=16.000000
predicted=12.882524, expected=12.000000
predicted=13.307811, expected=20.000000
predicted=16.013814, expected=8.000000
predicted=15.447920, expected=20.000000
predicted=17.387014, expected=24.000000
predicted=17.714155, expected=8.000000
predicted=14.517506, expected=20.000000
predicted=16.835140, expected=12.000000
predicted=14.316177, expected=8.000000
predicted=14.889745, expected=16.000000
predicted=15.830500, expected=16.000000
predicted=12.953963, expected=4.000000
predicted=13.073377, expected=4.000000
predicted=9.193570, expected=16.000000
predicted=10.351041, expected=32.000000
predicted=16.753903, expected=16.000000
predicted=16.111547, expected=20.000000
predicted=13.907969, expected=8.000000
predicted=13.715485, expected=4.000000
predicted=14.042583, expected=4.000000
predicted=15.154374, expected=20.000000
predicted=12.904268, expected=20.000000
predicted=15.176902, expected=20.000000
predicted=13.037752, expected=12.000000
predicted=12.118290, expected=4.000000
predicted=10.611137, expected=8.000000
predicted=13.633877, expected=12.000000
predicted=13.518946, expected=8.000000
predicted=11.919565, expected=32.000000
predicted=14.259995, expected=12.000000
predicted=12.623283, expected=8.000000
predicted=11.429411, expected=8.000000
predicted=12.271035, expected=8.000000
predicted=11.046234, expected=4.000000
predicted=14.157696, expected=20.000000
predicted=10.949804, expected=12.000000
predicted=10.643791, expected=8.000000
predicted=9.360828, expected=12.000000
predicted=10.173082, expected=8.000000
predicted=9.322139, expected=12.000000
predicted=12.984682, expected=24.000000
predicted=13.765150, expected=12.000000
predicted=12.573446, expected=4.000000
predicted=10.929446, expected=8.000000
predicted=9.894870, expected=4.000000
predicted=10.000904, expected=4.000000
predicted=10.791873, expected=16.000000
predicted=9.275929, expected=16.000000
predicted=9.185426, expected=12.000000
predicted=10.162800, expected=8.000000
predicted=8.800103, expected=16.000000
predicted=10.744173, expected=20.000000
predicted=15.617497, expected=4.000000
predicted=12.694810, expected=16.000000
predicted=12.195760, expected=8.000000
predicted=11.266713, expected=12.000000
predicted=12.666073, expected=24.000000
predicted=16.037195, expected=16.000000
predicted=12.744537, expected=16.000000
predicted=15.423989, expected=16.000000
predicted=14.208101, expected=12.000000
predicted=14.840270, expected=16.000000
predicted=17.488090, expected=16.000000
predicted=15.580498, expected=20.000000
predicted=16.391349, expected=28.000000
predicted=18.905974, expected=20.000000
predicted=18.311553, expected=28.000000
predicted=20.974714, expected=8.000000
predicted=18.617501, expected=12.000000
predicted=17.672865, expected=12.000000
predicted=18.750260, expected=4.000000
predicted=13.717011, expected=16.000000
predicted=15.394968, expected=12.000000
predicted=10.802483, expected=24.000000
predicted=14.108465, expected=16.000000
predicted=14.647186, expected=12.000000
predicted=12.074374, expected=8.000000
predicted=13.902637, expected=12.000000
predicted=12.976419, expected=4.000000
predicted=13.583485, expected=8.000000
predicted=10.244015, expected=12.000000
predicted=10.002089, expected=12.000000
predicted=9.571098, expected=16.000000
predicted=11.534756, expected=12.000000
predicted=10.040430, expected=16.000000
predicted=12.122045, expected=16.000000
predicted=14.039377, expected=16.000000
predicted=14.419825, expected=4.000000
predicted=12.864343, expected=8.000000
predicted=10.830774, expected=12.000000
predicted=12.429975, expected=12.000000
predicted=12.234049, expected=16.000000
predicted=12.651509, expected=24.000000
predicted=12.730317, expected=16.000000
predicted=14.369798, expected=16.000000
predicted=15.198459, expected=44.000000
predicted=22.023208, expected=8.000000
predicted=20.336314, expected=12.000000
predicted=18.661623, expected=4.000000
predicted=14.866181, expected=20.000000
predicted=16.337159, expected=4.000000
predicted=19.433603, expected=16.000000
predicted=10.087534, expected=24.000000
predicted=14.674419, expected=8.000000
predicted=11.440864, expected=24.000000
predicted=16.859588, expected=20.000000
predicted=15.146290, expected=12.000000
predicted=16.607331, expected=20.000000
predicted=18.752369, expected=40.000000
predicted=20.689914, expected=24.000000
predicted=24.843549, expected=28.000000
predicted=23.719653, expected=12.000000
predicted=20.119044, expected=12.000000
predicted=20.024569, expected=16.000000
predicted=23.685192, expected=12.000000
predicted=17.704372, expected=20.000000
predicted=18.586041, expected=20.000000
predicted=15.705261, expected=4.000000
predicted=12.896443, expected=16.000000
predicted=14.122252, expected=16.000000
predicted=14.512158, expected=4.000000
predicted=13.527298, expected=24.000000
predicted=15.341561, expected=20.000000
predicted=13.789528, expected=12.000000
predicted=15.376774, expected=16.000000
predicted=15.236920, expected=12.000000
predicted=12.579865, expected=8.000000
predicted=15.674477, expected=16.000000
predicted=14.762548, expected=8.000000
predicted=11.830739, expected=12.000000
predicted=12.312126, expected=12.000000
predicted=11.554861, expected=20.000000
predicted=12.609296, expected=8.000000
predicted=13.288986, expected=4.000000
predicted=9.129124, expected=12.000000
predicted=10.898380, expected=20.000000
predicted=13.321869, expected=8.000000
predicted=13.527805, expected=16.000000
predicted=10.974948, expected=12.000000
predicted=10.918766, expected=8.000000
predicted=11.883424, expected=24.000000
predicted=16.115164, expected=12.000000
predicted=13.094422, expected=12.000000
predicted=13.902925, expected=8.000000
predicted=11.941008, expected=16.000000
predicted=12.231095, expected=24.000000
predicted=18.294220, expected=12.000000
predicted=14.185460, expected=8.000000
predicted=12.325703, expected=24.000000
predicted=14.470706, expected=24.000000
predicted=18.793230, expected=20.000000
predicted=20.091538, expected=12.000000
predicted=15.584452, expected=8.000000
predicted=13.402643, expected=20.000000
predicted=18.491597, expected=16.000000
predicted=18.080402, expected=8.000000
predicted=14.407736, expected=12.000000
predicted=12.105024, expected=24.000000
predicted=14.398526, expected=8.000000
predicted=15.457555, expected=24.000000
predicted=15.802991, expected=4.000000
predicted=12.260628, expected=16.000000
predicted=13.434320, expected=16.000000
predicted=16.964500, expected=20.000000
predicted=14.150105, expected=16.000000
predicted=17.628577, expected=8.000000
predicted=11.346369, expected=12.000000
predicted=14.070249, expected=28.000000
predicted=17.459137, expected=16.000000
predicted=17.961193, expected=8.000000
predicted=14.156135, expected=16.000000
predicted=13.251472, expected=8.000000
predicted=13.608368, expected=20.000000
predicted=17.764491, expected=12.000000
predicted=14.124359, expected=8.000000
predicted=10.825754, expected=20.000000
predicted=14.512732, expected=20.000000
predicted=14.532433, expected=12.000000
predicted=16.003219, expected=20.000000
predicted=15.006708, expected=8.000000
predicted=13.262209, expected=4.000000
predicted=13.426870, expected=8.000000
predicted=12.301465, expected=8.000000
predicted=9.945294, expected=16.000000
predicted=12.529743, expected=8.000000
predicted=8.971802, expected=28.000000
predicted=12.034415, expected=12.000000
predicted=13.418350, expected=32.000000
predicted=16.849670, expected=8.000000
predicted=17.361490, expected=12.000000
predicted=13.935896, expected=12.000000
predicted=18.193543, expected=20.000000
predicted=15.422582, expected=20.000000
predicted=20.223963, expected=8.000000
predicted=12.340200, expected=24.000000
predicted=15.524986, expected=20.000000
predicted=17.328143, expected=8.000000
predicted=16.468819, expected=20.000000
predicted=16.856362, expected=12.000000
predicted=14.204290, expected=24.000000
predicted=19.056556, expected=4.000000
predicted=15.160218, expected=20.000000
predicted=13.203528, expected=4.000000
predicted=14.526748, expected=16.000000
predicted=12.508608, expected=16.000000
predicted=16.019891, expected=4.000000
predicted=9.295504, expected=32.000000
predicted=16.688956, expected=24.000000
predicted=16.250621, expected=12.000000
predicted=17.012862, expected=20.000000
predicted=17.323402, expected=4.000000
predicted=13.337875, expected=12.000000
predicted=18.046959, expected=8.000000
predicted=14.359735, expected=24.000000
predicted=13.750263, expected=32.000000
predicted=19.299994, expected=12.000000
predicted=14.484072, expected=16.000000
predicted=15.748775, expected=4.000000
predicted=13.581919, expected=8.000000
predicted=15.594203, expected=12.000000
predicted=16.152292, expected=16.000000
predicted=12.013399, expected=32.000000
predicted=16.690749, expected=8.000000
predicted=12.773279, expected=16.000000
predicted=13.445978, expected=16.000000
predicted=15.780999, expected=4.000000
predicted=14.541595, expected=4.000000
predicted=14.437403, expected=8.000000
predicted=8.550337, expected=8.000000
predicted=10.201766, expected=12.000000
predicted=10.041326, expected=16.000000
predicted=8.890371, expected=12.000000
predicted=9.710376, expected=20.000000
predicted=12.550861, expected=8.000000
predicted=12.022990, expected=12.000000
predicted=12.492500, expected=12.000000
predicted=13.449022, expected=12.000000
predicted=12.499563, expected=12.000000
predicted=13.622267, expected=4.000000
predicted=9.191643, expected=12.000000
predicted=10.399739, expected=4.000000
predicted=9.424014, expected=20.000000
predicted=11.257610, expected=12.000000
predicted=11.747185, expected=24.000000
predicted=12.372073, expected=24.000000
predicted=16.782038, expected=16.000000
predicted=15.264646, expected=16.000000
predicted=18.218838, expected=12.000000
predicted=15.841982, expected=20.000000
predicted=19.121419, expected=40.000000
predicted=23.628468, expected=4.000000
predicted=18.174303, expected=24.000000
predicted=17.718398, expected=4.000000
predicted=15.763268, expected=4.000000
predicted=14.703362, expected=12.000000
predicted=17.223176, expected=20.000000
predicted=11.347897, expected=8.000000
predicted=14.150684, expected=16.000000
predicted=9.719622, expected=20.000000
predicted=12.703811, expected=20.000000
predicted=16.225210, expected=16.000000
predicted=17.292403, expected=28.000000
predicted=17.201515, expected=20.000000
predicted=20.106410, expected=20.000000
predicted=20.417938, expected=16.000000
predicted=19.481608, expected=16.000000
predicted=18.234367, expected=8.000000
predicted=18.364386, expected=8.000000
predicted=14.206424, expected=8.000000
predicted=12.893662, expected=16.000000
predicted=12.731267, expected=16.000000
predicted=13.392188, expected=4.000000
predicted=9.533101, expected=8.000000
predicted=8.797930, expected=16.000000
predicted=11.007243, expected=12.000000
predicted=13.062871, expected=8.000000
predicted=11.232352, expected=28.000000
predicted=12.382263, expected=4.000000
predicted=12.454519, expected=12.000000
predicted=12.719898, expected=20.000000
predicted=13.950411, expected=20.000000
predicted=15.232208, expected=28.000000
predicted=21.108785, expected=8.000000
predicted=13.857350, expected=4.000000
predicted=12.937769, expected=20.000000
predicted=16.366877, expected=24.000000
predicted=18.894912, expected=12.000000
predicted=18.108091, expected=32.000000
predicted=16.236941, expected=12.000000
predicted=15.956627, expected=16.000000
predicted=18.523636, expected=20.000000
predicted=19.662323, expected=12.000000
predicted=16.400465, expected=20.000000
predicted=20.238995, expected=28.000000
predicted=18.171525, expected=8.000000
predicted=17.206767, expected=4.000000
predicted=14.188283, expected=20.000000
predicted=14.201702, expected=52.000000
predicted=24.764669, expected=20.000000
predicted=25.067809, expected=40.000000
predicted=22.434632, expected=28.000000
predicted=24.588741, expected=16.000000
predicted=26.694297, expected=12.000000
predicted=29.126600, expected=12.000000
predicted=19.426502, expected=20.000000
predicted=23.453553, expected=20.000000
predicted=19.993104, expected=44.000000
predicted=22.346393, expected=20.000000
predicted=21.631693, expected=24.000000
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predicted=24.015544, expected=20.000000
predicted=24.012229, expected=16.000000
predicted=26.428829, expected=12.000000
predicted=18.329434, expected=8.000000
predicted=16.904016, expected=56.000000
predicted=25.136083, expected=20.000000
predicted=24.554745, expected=20.000000
predicted=20.637150, expected=4.000000
predicted=16.688526, expected=4.000000
predicted=14.557308, expected=28.000000
predicted=26.638898, expected=40.000000
predicted=22.652261, expected=32.000000
predicted=23.652600, expected=12.000000
predicted=16.848356, expected=16.000000
predicted=17.376363, expected=8.000000
predicted=21.807114, expected=24.000000
predicted=24.450292, expected=48.000000
predicted=27.575839, expected=32.000000
predicted=24.361453, expected=20.000000
predicted=22.547753, expected=16.000000
predicted=20.025586, expected=12.000000
predicted=23.434852, expected=20.000000
predicted=27.602188, expected=24.000000
predicted=23.136020, expected=16.000000
predicted=18.608242, expected=28.000000
predicted=19.169059, expected=8.000000
predicted=16.661308, expected=12.000000
predicted=16.884582, expected=16.000000
predicted=17.838445, expected=28.000000
predicted=19.044986, expected=4.000000
predicted=17.642642, expected=28.000000
predicted=14.577759, expected=24.000000
predicted=18.838364, expected=24.000000
predicted=20.730566, expected=8.000000
predicted=19.542054, expected=24.000000
predicted=15.799662, expected=24.000000
predicted=23.657039, expected=12.000000
predicted=19.868426, expected=32.000000
predicted=21.406129, expected=4.000000
predicted=15.652701, expected=4.000000
predicted=15.591227, expected=4.000000
predicted=13.276833, expected=20.000000
predicted=13.218595, expected=20.000000
predicted=18.317436, expected=36.000000
predicted=15.315142, expected=4.000000
predicted=12.958337, expected=12.000000
predicted=12.084766, expected=28.000000
predicted=20.243287, expected=20.000000
predicted=21.289486, expected=16.000000
predicted=21.623115, expected=12.000000
predicted=12.734774, expected=16.000000
predicted=16.046133, expected=4.000000
predicted=16.973000, expected=8.000000
predicted=12.758525, expected=20.000000
predicted=13.711868, expected=8.000000
Test MSE: 79.082
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783])]
predicted=131.602736, expected=104.000000
predicted=113.207104, expected=184.000000
predicted=137.794099, expected=184.000000
predicted=136.386616, expected=116.000000
predicted=114.537100, expected=108.000000
predicted=115.753279, expected=92.000000
predicted=114.488231, expected=100.000000
predicted=138.439609, expected=152.000000
predicted=147.640258, expected=152.000000
predicted=129.322628, expected=180.000000
predicted=138.169317, expected=80.000000
predicted=102.545455, expected=120.000000
predicted=118.729504, expected=96.000000
predicted=126.151763, expected=96.000000
predicted=125.999068, expected=152.000000
predicted=141.778591, expected=116.000000
predicted=106.525890, expected=120.000000
predicted=117.349508, expected=116.000000
predicted=108.454365, expected=84.000000
predicted=103.321132, expected=56.000000
predicted=103.191665, expected=76.000000
predicted=94.564950, expected=128.000000
predicted=113.250840, expected=180.000000
predicted=131.589884, expected=168.000000
predicted=121.682092, expected=112.000000
predicted=98.376542, expected=140.000000
predicted=118.138582, expected=108.000000
predicted=129.434320, expected=116.000000
predicted=144.115030, expected=112.000000
predicted=131.037150, expected=168.000000
predicted=136.114815, expected=100.000000
predicted=121.699458, expected=168.000000
predicted=133.166575, expected=64.000000
predicted=103.361774, expected=60.000000
predicted=98.515954, expected=100.000000
predicted=118.508068, expected=164.000000
predicted=128.453148, expected=228.000000
predicted=168.511011, expected=152.000000
predicted=116.932982, expected=148.000000
predicted=117.792214, expected=132.000000
predicted=131.898971, expected=96.000000
predicted=143.963156, expected=80.000000
predicted=143.712909, expected=88.000000
predicted=117.358961, expected=168.000000
predicted=142.406428, expected=160.000000
predicted=137.294489, expected=104.000000
predicted=106.170639, expected=88.000000
predicted=92.993228, expected=100.000000
predicted=106.389427, expected=104.000000
predicted=130.904767, expected=168.000000
predicted=144.813929, expected=196.000000
predicted=141.794699, expected=116.000000
predicted=114.398504, expected=104.000000
predicted=110.225049, expected=144.000000
predicted=131.027871, expected=76.000000
predicted=131.016639, expected=96.000000
predicted=131.962700, expected=140.000000
predicted=120.166572, expected=96.000000
predicted=108.399933, expected=156.000000
predicted=133.216269, expected=164.000000
predicted=121.316196, expected=84.000000
predicted=107.048749, expected=100.000000
predicted=116.030046, expected=108.000000
predicted=109.885736, expected=144.000000
predicted=143.357883, expected=188.000000
predicted=155.586440, expected=88.000000
predicted=101.030293, expected=96.000000
predicted=104.432822, expected=156.000000
predicted=130.484961, expected=112.000000
predicted=135.354964, expected=144.000000
predicted=147.127760, expected=152.000000
predicted=120.540983, expected=120.000000
predicted=121.322921, expected=184.000000
predicted=156.278976, expected=100.000000
predicted=120.359526, expected=104.000000
predicted=128.473045, expected=88.000000
predicted=117.585888, expected=120.000000
predicted=124.767427, expected=136.000000
predicted=141.352460, expected=124.000000
predicted=113.451756, expected=120.000000
predicted=111.532620, expected=128.000000
predicted=113.260468, expected=100.000000
predicted=115.879911, expected=68.000000
predicted=105.359128, expected=92.000000
predicted=105.268632, expected=136.000000
predicted=120.940230, expected=176.000000
predicted=138.849633, expected=84.000000
predicted=98.211787, expected=88.000000
predicted=87.906359, expected=72.000000
predicted=92.393506, expected=104.000000
predicted=120.360322, expected=96.000000
predicted=119.061450, expected=92.000000
predicted=89.239484, expected=156.000000
predicted=111.615126, expected=128.000000
predicted=106.356759, expected=76.000000
predicted=97.372983, expected=76.000000
predicted=89.682347, expected=44.000000
predicted=82.191559, expected=92.000000
predicted=111.962008, expected=144.000000
predicted=117.094348, expected=128.000000
predicted=101.073176, expected=100.000000
predicted=88.739278, expected=136.000000
predicted=96.679817, expected=112.000000
predicted=112.062488, expected=84.000000
predicted=115.338441, expected=72.000000
predicted=98.760716, expected=124.000000
predicted=110.837924, expected=128.000000
predicted=123.596253, expected=120.000000
predicted=111.916033, expected=20.000000
predicted=65.310261, expected=120.000000
predicted=96.575764, expected=136.000000
predicted=122.569127, expected=88.000000
predicted=109.115313, expected=88.000000
predicted=92.240309, expected=176.000000
predicted=104.231194, expected=128.000000
predicted=126.593134, expected=76.000000
predicted=107.607706, expected=104.000000
predicted=98.662825, expected=76.000000
predicted=97.455888, expected=72.000000
predicted=115.258526, expected=100.000000
predicted=102.020547, expected=180.000000
predicted=119.582478, expected=136.000000
predicted=116.577081, expected=100.000000
predicted=96.300064, expected=116.000000
predicted=102.164013, expected=68.000000
predicted=101.319750, expected=104.000000
predicted=130.536170, expected=128.000000
predicted=120.726591, expected=168.000000
predicted=128.502551, expected=112.000000
predicted=112.528886, expected=96.000000
predicted=94.830314, expected=116.000000
predicted=113.851207, expected=44.000000
predicted=98.803837, expected=108.000000
predicted=122.969537, expected=136.000000
predicted=114.146489, expected=116.000000
predicted=108.096263, expected=88.000000
predicted=97.081546, expected=84.000000
predicted=78.276532, expected=96.000000
predicted=104.431179, expected=76.000000
predicted=103.100194, expected=96.000000
predicted=99.339273, expected=100.000000
predicted=91.923829, expected=136.000000
predicted=106.410170, expected=116.000000
predicted=104.029116, expected=80.000000
predicted=87.772726, expected=116.000000
predicted=105.304934, expected=68.000000
predicted=93.485936, expected=64.000000
predicted=98.260865, expected=120.000000
predicted=105.479491, expected=140.000000
predicted=108.443524, expected=104.000000
predicted=105.474603, expected=100.000000
predicted=88.369789, expected=84.000000
predicted=86.634704, expected=88.000000
predicted=106.216911, expected=124.000000
predicted=120.378562, expected=196.000000
predicted=137.311419, expected=144.000000
predicted=122.452223, expected=128.000000
predicted=113.757258, expected=88.000000
predicted=102.931189, expected=80.000000
predicted=115.460579, expected=136.000000
predicted=149.329059, expected=148.000000
predicted=136.961391, expected=148.000000
predicted=130.480489, expected=144.000000
predicted=117.439461, expected=28.000000
predicted=79.326259, expected=116.000000
predicted=123.039866, expected=96.000000
predicted=119.098767, expected=56.000000
predicted=104.082357, expected=80.000000
predicted=94.033938, expected=100.000000
predicted=74.060596, expected=184.000000
predicted=133.070280, expected=108.000000
predicted=101.228863, expected=96.000000
predicted=87.417450, expected=68.000000
predicted=84.669155, expected=80.000000
predicted=101.855782, expected=92.000000
predicted=121.476535, expected=128.000000
predicted=109.416949, expected=140.000000
predicted=110.029000, expected=176.000000
predicted=119.726748, expected=96.000000
predicted=100.083301, expected=84.000000
predicted=100.841497, expected=36.000000
predicted=91.635910, expected=112.000000
predicted=121.835969, expected=116.000000
predicted=126.819011, expected=136.000000
predicted=109.605526, expected=140.000000
predicted=104.969199, expected=76.000000
predicted=77.520651, expected=76.000000
predicted=98.652119, expected=100.000000
predicted=108.169152, expected=104.000000
predicted=116.585541, expected=88.000000
predicted=104.696027, expected=92.000000
predicted=85.130383, expected=96.000000
predicted=89.471988, expected=192.000000
predicted=133.654099, expected=120.000000
predicted=113.723324, expected=96.000000
predicted=100.132496, expected=96.000000
predicted=99.242690, expected=144.000000
predicted=127.934756, expected=148.000000
predicted=153.223336, expected=20.000000
predicted=81.888808, expected=92.000000
predicted=93.743488, expected=72.000000
predicted=91.043480, expected=96.000000
predicted=113.464247, expected=96.000000
predicted=100.053853, expected=136.000000
predicted=85.084597, expected=96.000000
predicted=94.403447, expected=108.000000
predicted=95.064499, expected=100.000000
predicted=99.969659, expected=116.000000
predicted=109.890595, expected=72.000000
predicted=102.009411, expected=124.000000
predicted=107.373869, expected=140.000000
predicted=118.248524, expected=132.000000
predicted=117.310706, expected=84.000000
predicted=101.032767, expected=72.000000
predicted=86.204669, expected=88.000000
predicted=106.942219, expected=68.000000
predicted=101.915795, expected=64.000000
predicted=90.106704, expected=92.000000
predicted=82.953168, expected=152.000000
predicted=104.843688, expected=60.000000
predicted=78.827881, expected=76.000000
predicted=75.570648, expected=124.000000
predicted=94.430727, expected=64.000000
predicted=89.650854, expected=100.000000
predicted=108.849421, expected=132.000000
predicted=94.554526, expected=152.000000
predicted=115.724075, expected=128.000000
predicted=119.010304, expected=88.000000
predicted=90.632107, expected=68.000000
predicted=95.329488, expected=48.000000
predicted=95.716451, expected=64.000000
predicted=100.386050, expected=136.000000
predicted=113.707965, expected=136.000000
predicted=103.739780, expected=96.000000
predicted=84.489463, expected=104.000000
predicted=83.322985, expected=84.000000
predicted=88.774384, expected=64.000000
predicted=101.628846, expected=76.000000
predicted=98.429347, expected=128.000000
predicted=105.172091, expected=104.000000
predicted=99.750334, expected=124.000000
predicted=100.055673, expected=76.000000
predicted=79.327055, expected=124.000000
predicted=104.716137, expected=52.000000
predicted=93.031356, expected=100.000000
predicted=100.990653, expected=96.000000
predicted=101.354347, expected=56.000000
predicted=76.669322, expected=76.000000
predicted=88.730114, expected=88.000000
predicted=75.464893, expected=92.000000
predicted=92.269291, expected=136.000000
predicted=103.991049, expected=188.000000
predicted=117.598249, expected=160.000000
predicted=121.919298, expected=116.000000
predicted=112.203982, expected=124.000000
predicted=119.398505, expected=108.000000
predicted=131.091792, expected=56.000000
predicted=121.756335, expected=128.000000
predicted=129.922695, expected=128.000000
predicted=118.611607, expected=128.000000
predicted=121.385693, expected=116.000000
predicted=107.858573, expected=112.000000
predicted=97.914548, expected=100.000000
predicted=115.458843, expected=96.000000
predicted=112.304408, expected=180.000000
predicted=141.492112, expected=152.000000
predicted=132.213094, expected=144.000000
predicted=129.016866, expected=124.000000
predicted=118.074088, expected=128.000000
predicted=125.959137, expected=28.000000
predicted=110.340889, expected=92.000000
predicted=116.202239, expected=108.000000
predicted=116.536452, expected=144.000000
predicted=125.230957, expected=84.000000
predicted=97.688226, expected=124.000000
predicted=86.163242, expected=96.000000
predicted=99.674363, expected=72.000000
predicted=97.598198, expected=92.000000
predicted=107.888128, expected=80.000000
predicted=87.673862, expected=180.000000
predicted=134.362388, expected=128.000000
predicted=110.726736, expected=124.000000
predicted=104.796603, expected=92.000000
predicted=98.682653, expected=68.000000
predicted=93.096911, expected=60.000000
predicted=112.133827, expected=60.000000
predicted=91.334824, expected=76.000000
predicted=90.789748, expected=104.000000
predicted=89.227252, expected=132.000000
predicted=94.396929, expected=100.000000
predicted=83.991917, expected=112.000000
predicted=90.598702, expected=52.000000
predicted=76.569172, expected=76.000000
predicted=92.659680, expected=188.000000
predicted=139.817920, expected=108.000000
predicted=108.366750, expected=104.000000
predicted=104.016255, expected=164.000000
predicted=109.774504, expected=64.000000
predicted=95.089958, expected=48.000000
predicted=111.321504, expected=140.000000
predicted=114.092228, expected=112.000000
predicted=112.052243, expected=120.000000
predicted=125.949221, expected=88.000000
predicted=80.935920, expected=96.000000
predicted=87.036340, expected=44.000000
predicted=93.027761, expected=88.000000
predicted=96.714120, expected=140.000000
predicted=115.680527, expected=120.000000
predicted=103.406941, expected=124.000000
predicted=104.540269, expected=104.000000
predicted=86.040640, expected=132.000000
predicted=115.501628, expected=96.000000
predicted=117.554769, expected=76.000000
predicted=102.109337, expected=124.000000
predicted=116.428440, expected=140.000000
predicted=120.475333, expected=104.000000
predicted=115.162694, expected=116.000000
predicted=105.514777, expected=100.000000
predicted=97.872539, expected=76.000000
predicted=104.684478, expected=104.000000
predicted=113.827321, expected=148.000000
predicted=120.168731, expected=136.000000
predicted=121.881821, expected=20.000000
predicted=72.551609, expected=88.000000
predicted=86.267828, expected=48.000000
predicted=82.772043, expected=56.000000
predicted=95.827783, expected=48.000000
predicted=75.541386, expected=108.000000
predicted=66.389390, expected=104.000000
predicted=87.056487, expected=108.000000
predicted=79.530814, expected=84.000000
predicted=74.522285, expected=124.000000
predicted=92.363295, expected=80.000000
predicted=96.597424, expected=92.000000
predicted=98.458022, expected=112.000000
predicted=104.384839, expected=112.000000
predicted=101.607638, expected=96.000000
predicted=105.369563, expected=132.000000
predicted=105.531363, expected=88.000000
predicted=96.809844, expected=76.000000
predicted=97.101845, expected=104.000000
predicted=103.649754, expected=144.000000
predicted=117.268992, expected=156.000000
predicted=133.038004, expected=80.000000
predicted=92.729698, expected=84.000000
predicted=90.274771, expected=88.000000
predicted=101.670130, expected=60.000000
predicted=102.920555, expected=100.000000
predicted=111.690412, expected=168.000000
predicted=114.368256, expected=148.000000
predicted=115.006643, expected=96.000000
predicted=97.663577, expected=76.000000
predicted=82.987363, expected=128.000000
predicted=118.440991, expected=56.000000
predicted=111.442814, expected=120.000000
predicted=120.593915, expected=128.000000
predicted=106.403434, expected=208.000000
predicted=137.591700, expected=160.000000
predicted=138.010872, expected=68.000000
predicted=87.485403, expected=128.000000
predicted=126.514576, expected=40.000000
predicted=101.281787, expected=72.000000
predicted=127.728963, expected=160.000000
predicted=134.160531, expected=164.000000
predicted=117.366027, expected=116.000000
predicted=116.019134, expected=136.000000
predicted=98.041684, expected=116.000000
predicted=109.555703, expected=36.000000
predicted=106.690517, expected=108.000000
predicted=123.927658, expected=128.000000
predicted=116.967201, expected=196.000000
predicted=150.850325, expected=104.000000
predicted=108.889961, expected=112.000000
predicted=91.190871, expected=92.000000
predicted=107.631341, expected=72.000000
predicted=109.569965, expected=108.000000
predicted=133.573887, expected=192.000000
predicted=136.340271, expected=96.000000
predicted=107.782588, expected=164.000000
predicted=124.094481, expected=88.000000
predicted=94.995183, expected=116.000000
predicted=121.399107, expected=52.000000
predicted=116.196394, expected=92.000000
predicted=98.893296, expected=124.000000
predicted=126.731908, expected=108.000000
predicted=100.167877, expected=84.000000
predicted=95.873338, expected=116.000000
predicted=88.979269, expected=92.000000
predicted=97.439819, expected=92.000000
predicted=105.582580, expected=132.000000
predicted=112.566196, expected=104.000000
predicted=99.482990, expected=100.000000
predicted=106.415760, expected=120.000000
predicted=105.420096, expected=92.000000
predicted=99.383940, expected=128.000000
predicted=122.343674, expected=72.000000
predicted=93.367799, expected=96.000000
predicted=99.650010, expected=140.000000
predicted=120.013516, expected=128.000000
predicted=112.671336, expected=76.000000
predicted=101.866503, expected=112.000000
predicted=95.884435, expected=100.000000
predicted=103.522398, expected=84.000000
predicted=110.296993, expected=116.000000
predicted=112.134304, expected=144.000000
predicted=109.877472, expected=160.000000
predicted=130.446644, expected=120.000000
predicted=113.778850, expected=100.000000
predicted=103.145529, expected=88.000000
predicted=109.177690, expected=84.000000
predicted=115.139687, expected=104.000000
predicted=122.030907, expected=108.000000
predicted=108.651981, expected=140.000000
predicted=114.025546, expected=100.000000
predicted=97.954858, expected=100.000000
predicted=97.613850, expected=88.000000
predicted=99.222685, expected=112.000000
predicted=110.510590, expected=104.000000
predicted=115.318550, expected=132.000000
predicted=112.563766, expected=100.000000
predicted=101.938505, expected=144.000000
predicted=115.731539, expected=60.000000
predicted=94.358084, expected=144.000000
predicted=120.254920, expected=64.000000
predicted=101.057388, expected=76.000000
predicted=93.270754, expected=100.000000
predicted=108.636988, expected=124.000000
predicted=96.873365, expected=144.000000
predicted=128.632426, expected=64.000000
predicted=76.747022, expected=100.000000
predicted=92.191112, expected=116.000000
Test MSE: 1233.287
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195])]
predicted=83.562158, expected=40.000000
predicted=85.068416, expected=100.000000
predicted=71.798523, expected=120.000000
predicted=93.028944, expected=72.000000
predicted=86.533234, expected=84.000000
predicted=71.387009, expected=80.000000
predicted=74.870599, expected=36.000000
predicted=77.046484, expected=164.000000
predicted=108.213868, expected=132.000000
predicted=94.795308, expected=120.000000
predicted=107.154728, expected=180.000000
predicted=122.459878, expected=100.000000
predicted=106.090373, expected=72.000000
predicted=126.235104, expected=32.000000
predicted=94.716931, expected=60.000000
predicted=91.483223, expected=104.000000
predicted=103.452432, expected=112.000000
predicted=88.189143, expected=76.000000
predicted=76.307358, expected=72.000000
predicted=69.819861, expected=64.000000
predicted=74.381863, expected=56.000000
predicted=79.492563, expected=68.000000
predicted=78.065307, expected=112.000000
predicted=80.487711, expected=192.000000
predicted=107.276722, expected=84.000000
predicted=89.864038, expected=84.000000
predicted=94.364995, expected=108.000000
predicted=99.156811, expected=32.000000
predicted=91.596408, expected=104.000000
predicted=114.758517, expected=80.000000
predicted=78.482163, expected=144.000000
predicted=102.202506, expected=132.000000
predicted=104.491665, expected=60.000000
predicted=80.744759, expected=120.000000
predicted=108.589459, expected=72.000000
predicted=90.743406, expected=152.000000
predicted=126.353817, expected=160.000000
predicted=122.652815, expected=140.000000
predicted=116.091526, expected=92.000000
predicted=117.147271, expected=128.000000
predicted=117.742025, expected=100.000000
predicted=125.199845, expected=148.000000
predicted=137.113582, expected=68.000000
predicted=107.178960, expected=148.000000
predicted=119.061254, expected=156.000000
predicted=126.785979, expected=104.000000
predicted=117.809285, expected=24.000000
predicted=99.596577, expected=76.000000
predicted=88.247701, expected=88.000000
predicted=101.051097, expected=32.000000
predicted=83.394388, expected=84.000000
predicted=75.859210, expected=124.000000
predicted=71.385666, expected=68.000000
predicted=77.591091, expected=56.000000
predicted=75.149570, expected=64.000000
predicted=63.056312, expected=28.000000
predicted=64.796893, expected=32.000000
predicted=65.511077, expected=172.000000
predicted=85.392579, expected=88.000000
predicted=71.805605, expected=116.000000
predicted=91.142887, expected=88.000000
predicted=76.040542, expected=92.000000
predicted=89.574884, expected=40.000000
predicted=97.955796, expected=100.000000
predicted=90.118052, expected=44.000000
predicted=76.339982, expected=172.000000
predicted=105.215570, expected=84.000000
predicted=85.077381, expected=92.000000
predicted=87.348885, expected=148.000000
predicted=109.408264, expected=128.000000
predicted=104.937508, expected=148.000000
predicted=139.455987, expected=140.000000
predicted=119.873009, expected=248.000000
predicted=159.916497, expected=128.000000
predicted=149.560942, expected=60.000000
predicted=131.065138, expected=160.000000
predicted=146.409899, expected=112.000000
predicted=133.476522, expected=60.000000
predicted=136.269648, expected=100.000000
predicted=104.808006, expected=88.000000
predicted=88.268966, expected=88.000000
predicted=108.119256, expected=84.000000
predicted=90.324270, expected=56.000000
predicted=72.765873, expected=96.000000
predicted=89.001337, expected=52.000000
predicted=72.984697, expected=128.000000
predicted=93.380417, expected=164.000000
predicted=103.824444, expected=56.000000
predicted=83.225398, expected=60.000000
predicted=89.687213, expected=72.000000
predicted=77.448174, expected=44.000000
predicted=85.464783, expected=68.000000
predicted=87.571511, expected=72.000000
predicted=61.435677, expected=108.000000
predicted=76.023315, expected=44.000000
predicted=63.958244, expected=112.000000
predicted=78.449811, expected=28.000000
predicted=61.164272, expected=24.000000
predicted=61.734737, expected=92.000000
predicted=74.214677, expected=136.000000
predicted=78.470486, expected=148.000000
predicted=104.073800, expected=132.000000
predicted=92.184281, expected=140.000000
predicted=105.566704, expected=120.000000
predicted=121.302322, expected=64.000000
predicted=115.438223, expected=112.000000
predicted=121.699021, expected=136.000000
predicted=120.068839, expected=88.000000
predicted=111.514621, expected=68.000000
predicted=96.895849, expected=120.000000
predicted=95.742859, expected=56.000000
predicted=90.559504, expected=52.000000
predicted=89.498332, expected=120.000000
predicted=88.298336, expected=136.000000
predicted=95.280604, expected=128.000000
predicted=110.663745, expected=64.000000
predicted=83.366640, expected=32.000000
predicted=74.509873, expected=84.000000
predicted=93.945553, expected=36.000000
predicted=78.216182, expected=76.000000
predicted=80.611700, expected=68.000000
predicted=59.566737, expected=104.000000
predicted=69.588875, expected=72.000000
predicted=73.603437, expected=104.000000
predicted=77.219726, expected=112.000000
predicted=89.853159, expected=44.000000
predicted=75.933727, expected=48.000000
predicted=78.940083, expected=112.000000
predicted=83.325845, expected=108.000000
predicted=92.810814, expected=32.000000
predicted=75.146645, expected=104.000000
predicted=76.050380, expected=96.000000
predicted=77.389202, expected=56.000000
predicted=85.670067, expected=80.000000
predicted=83.184637, expected=96.000000
predicted=72.747856, expected=100.000000
predicted=93.020034, expected=72.000000
predicted=83.351273, expected=36.000000
predicted=64.972764, expected=96.000000
predicted=82.026854, expected=56.000000
predicted=73.194487, expected=36.000000
predicted=67.534598, expected=84.000000
predicted=66.625815, expected=116.000000
predicted=72.339578, expected=56.000000
predicted=74.779221, expected=68.000000
predicted=68.870099, expected=100.000000
predicted=73.000151, expected=52.000000
predicted=75.114728, expected=36.000000
predicted=72.618148, expected=60.000000
predicted=59.274041, expected=120.000000
predicted=79.002582, expected=64.000000
predicted=74.100736, expected=64.000000
predicted=66.205625, expected=88.000000
predicted=68.010397, expected=56.000000
predicted=69.509642, expected=68.000000
predicted=81.840512, expected=96.000000
predicted=74.084348, expected=76.000000
predicted=73.288369, expected=64.000000
predicted=75.555567, expected=48.000000
predicted=62.337580, expected=88.000000
predicted=74.698233, expected=88.000000
predicted=79.878308, expected=140.000000
predicted=93.496274, expected=84.000000
predicted=81.497211, expected=128.000000
predicted=97.310950, expected=36.000000
predicted=81.034104, expected=72.000000
predicted=89.921664, expected=88.000000
predicted=93.702572, expected=32.000000
predicted=68.460086, expected=32.000000
predicted=68.427476, expected=76.000000
predicted=54.676837, expected=160.000000
predicted=89.361982, expected=60.000000
predicted=74.065707, expected=68.000000
predicted=69.344735, expected=56.000000
predicted=63.029627, expected=52.000000
predicted=73.938992, expected=96.000000
predicted=94.054936, expected=132.000000
predicted=83.400342, expected=128.000000
predicted=93.377245, expected=60.000000
predicted=79.599104, expected=20.000000
predicted=67.617026, expected=52.000000
predicted=76.539924, expected=36.000000
predicted=71.466424, expected=88.000000
predicted=77.487435, expected=64.000000
predicted=54.605627, expected=84.000000
predicted=58.564056, expected=64.000000
predicted=61.656661, expected=64.000000
predicted=62.784163, expected=40.000000
predicted=64.570688, expected=60.000000
predicted=62.424764, expected=96.000000
predicted=73.657310, expected=116.000000
predicted=79.324058, expected=76.000000
predicted=74.604289, expected=108.000000
predicted=82.260765, expected=120.000000
predicted=93.566513, expected=104.000000
predicted=103.198463, expected=52.000000
predicted=91.591740, expected=52.000000
predicted=78.384148, expected=108.000000
predicted=94.154203, expected=104.000000
predicted=95.473177, expected=44.000000
predicted=76.723936, expected=52.000000
predicted=64.080507, expected=88.000000
predicted=71.831640, expected=44.000000
predicted=72.421513, expected=60.000000
predicted=70.949660, expected=72.000000
predicted=58.157880, expected=100.000000
predicted=72.362845, expected=80.000000
predicted=76.664759, expected=48.000000
predicted=61.861373, expected=84.000000
predicted=73.495378, expected=44.000000
predicted=65.088307, expected=60.000000
predicted=73.143007, expected=52.000000
predicted=60.537610, expected=80.000000
predicted=63.079292, expected=92.000000
predicted=73.832514, expected=56.000000
predicted=60.466043, expected=40.000000
predicted=59.528150, expected=24.000000
predicted=49.811649, expected=24.000000
predicted=50.786314, expected=96.000000
predicted=66.342098, expected=132.000000
predicted=72.001828, expected=96.000000
predicted=71.029778, expected=88.000000
predicted=73.022818, expected=116.000000
predicted=86.055055, expected=92.000000
predicted=99.684699, expected=56.000000
predicted=95.354150, expected=168.000000
predicted=112.630525, expected=140.000000
predicted=109.549006, expected=64.000000
predicted=103.792138, expected=96.000000
predicted=100.288780, expected=80.000000
predicted=88.315024, expected=80.000000
predicted=109.852435, expected=64.000000
predicted=89.645928, expected=72.000000
predicted=73.738480, expected=124.000000
predicted=93.084821, expected=104.000000
predicted=88.591335, expected=64.000000
predicted=82.195087, expected=108.000000
predicted=89.044648, expected=76.000000
predicted=84.158753, expected=88.000000
predicted=98.533240, expected=100.000000
predicted=92.297014, expected=92.000000
predicted=85.549172, expected=56.000000
predicted=84.535801, expected=40.000000
predicted=69.410571, expected=60.000000
predicted=71.415612, expected=44.000000
predicted=65.193623, expected=80.000000
predicted=69.626942, expected=76.000000
predicted=60.548597, expected=40.000000
predicted=52.497000, expected=88.000000
predicted=68.233837, expected=84.000000
predicted=66.069897, expected=40.000000
predicted=66.052868, expected=148.000000
predicted=91.000814, expected=172.000000
predicted=98.237015, expected=96.000000
predicted=103.850977, expected=108.000000
predicted=106.684359, expected=84.000000
predicted=92.266689, expected=28.000000
predicted=98.613329, expected=84.000000
predicted=103.455334, expected=116.000000
predicted=89.790302, expected=160.000000
predicted=110.341567, expected=68.000000
predicted=85.660714, expected=56.000000
predicted=75.119881, expected=96.000000
predicted=92.116707, expected=68.000000
predicted=91.283806, expected=72.000000
predicted=95.352230, expected=128.000000
predicted=86.579715, expected=128.000000
predicted=92.140708, expected=44.000000
predicted=83.944641, expected=44.000000
predicted=73.713106, expected=84.000000
predicted=79.194683, expected=36.000000
predicted=76.052294, expected=40.000000
predicted=69.181649, expected=100.000000
predicted=61.689713, expected=68.000000
predicted=59.554887, expected=32.000000
predicted=60.473724, expected=60.000000
predicted=53.404750, expected=80.000000
predicted=61.273510, expected=24.000000
predicted=59.830857, expected=32.000000
predicted=50.087324, expected=60.000000
predicted=45.832774, expected=164.000000
predicted=84.569418, expected=124.000000
predicted=87.237529, expected=116.000000
predicted=87.140125, expected=92.000000
predicted=87.073216, expected=80.000000
predicted=95.220371, expected=32.000000
predicted=96.863159, expected=92.000000
predicted=94.606023, expected=124.000000
predicted=96.469454, expected=76.000000
predicted=83.864523, expected=96.000000
predicted=86.809382, expected=60.000000
predicted=68.104760, expected=76.000000
predicted=86.883688, expected=44.000000
predicted=77.637829, expected=60.000000
predicted=68.813589, expected=100.000000
predicted=79.218416, expected=56.000000
predicted=63.054259, expected=64.000000
predicted=69.181837, expected=112.000000
predicted=74.119324, expected=44.000000
predicted=65.166055, expected=72.000000
predicted=79.972545, expected=72.000000
predicted=65.800162, expected=112.000000
predicted=83.559709, expected=56.000000
predicted=78.010964, expected=52.000000
predicted=63.851392, expected=52.000000
predicted=64.848974, expected=36.000000
predicted=59.223545, expected=20.000000
predicted=56.256479, expected=56.000000
predicted=48.101481, expected=132.000000
predicted=68.909980, expected=60.000000
predicted=58.165249, expected=52.000000
predicted=58.220692, expected=104.000000
predicted=67.575235, expected=32.000000
predicted=61.848936, expected=60.000000
predicted=81.436257, expected=132.000000
predicted=79.050191, expected=144.000000
predicted=91.974821, expected=56.000000
predicted=86.545530, expected=80.000000
predicted=78.068926, expected=76.000000
predicted=81.136536, expected=68.000000
predicted=94.079199, expected=52.000000
predicted=83.178651, expected=84.000000
predicted=69.899200, expected=108.000000
predicted=82.355807, expected=48.000000
predicted=69.150913, expected=32.000000
predicted=61.420150, expected=64.000000
predicted=61.077444, expected=68.000000
predicted=68.286108, expected=28.000000
predicted=60.116096, expected=68.000000
predicted=54.460986, expected=88.000000
predicted=57.651522, expected=20.000000
predicted=51.281420, expected=64.000000
predicted=60.692587, expected=40.000000
predicted=43.130144, expected=40.000000
predicted=54.260025, expected=40.000000
predicted=51.609756, expected=68.000000
predicted=45.536556, expected=80.000000
predicted=60.166747, expected=28.000000
predicted=44.741760, expected=64.000000
predicted=54.494312, expected=100.000000
predicted=64.235742, expected=36.000000
predicted=58.826863, expected=156.000000
predicted=93.636477, expected=104.000000
predicted=74.084932, expected=200.000000
predicted=123.943282, expected=92.000000
predicted=106.140606, expected=60.000000
predicted=94.307622, expected=108.000000
predicted=120.050204, expected=60.000000
predicted=94.097631, expected=68.000000
predicted=108.412430, expected=108.000000
predicted=86.684751, expected=108.000000
predicted=85.278431, expected=36.000000
predicted=78.125201, expected=60.000000
predicted=70.248725, expected=28.000000
predicted=58.065921, expected=44.000000
predicted=67.152737, expected=20.000000
predicted=50.580467, expected=84.000000
predicted=51.351162, expected=148.000000
predicted=76.434181, expected=180.000000
predicted=94.562430, expected=204.000000
predicted=122.407741, expected=304.000000
predicted=167.012484, expected=100.000000
predicted=145.844514, expected=96.000000
predicted=161.245945, expected=76.000000
predicted=140.660489, expected=108.000000
predicted=147.149693, expected=116.000000
predicted=152.078789, expected=40.000000
predicted=82.487614, expected=60.000000
predicted=81.390560, expected=24.000000
predicted=59.608931, expected=40.000000
predicted=66.234514, expected=96.000000
predicted=74.215138, expected=148.000000
predicted=78.723335, expected=92.000000
predicted=78.749793, expected=80.000000
predicted=75.270124, expected=92.000000
predicted=82.932941, expected=56.000000
predicted=86.193736, expected=64.000000
predicted=92.534966, expected=68.000000
predicted=74.649211, expected=44.000000
predicted=64.511705, expected=36.000000
predicted=59.984331, expected=60.000000
predicted=54.815594, expected=60.000000
predicted=56.423112, expected=40.000000
predicted=52.030818, expected=36.000000
predicted=43.981427, expected=72.000000
predicted=51.757398, expected=108.000000
predicted=69.897095, expected=44.000000
predicted=57.743637, expected=52.000000
predicted=56.990850, expected=36.000000
predicted=48.570350, expected=40.000000
predicted=56.807952, expected=28.000000
predicted=53.628922, expected=104.000000
predicted=59.631478, expected=88.000000
predicted=61.365372, expected=76.000000
predicted=63.871450, expected=64.000000
predicted=62.466838, expected=32.000000
predicted=53.566039, expected=28.000000
predicted=63.105457, expected=64.000000
predicted=62.114994, expected=88.000000
predicted=65.512196, expected=92.000000
predicted=68.269563, expected=96.000000
predicted=68.422670, expected=72.000000
predicted=67.139792, expected=76.000000
predicted=78.296393, expected=108.000000
predicted=91.151759, expected=96.000000
predicted=90.933007, expected=104.000000
predicted=95.986158, expected=148.000000
predicted=105.286495, expected=56.000000
predicted=86.907073, expected=76.000000
predicted=97.742901, expected=64.000000
predicted=82.905454, expected=24.000000
predicted=71.959129, expected=68.000000
predicted=81.699823, expected=108.000000
predicted=70.317860, expected=80.000000
predicted=73.513208, expected=60.000000
predicted=67.383278, expected=68.000000
predicted=61.333393, expected=56.000000
predicted=68.195074, expected=44.000000
predicted=69.861545, expected=64.000000
predicted=64.291969, expected=144.000000
predicted=83.453489, expected=64.000000
predicted=70.569386, expected=40.000000
predicted=65.369182, expected=60.000000
predicted=61.764908, expected=84.000000
predicted=74.125717, expected=32.000000
predicted=73.402929, expected=48.000000
predicted=56.026501, expected=52.000000
predicted=48.670570, expected=72.000000
predicted=60.885576, expected=68.000000
predicted=64.088470, expected=20.000000
predicted=41.649962, expected=84.000000
predicted=61.364833, expected=20.000000
Test MSE: 1534.229
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317])]
predicted=19.150185, expected=16.000000
predicted=18.075045, expected=12.000000
predicted=16.527166, expected=12.000000
predicted=15.841662, expected=20.000000
predicted=18.211426, expected=12.000000
predicted=14.088249, expected=12.000000
predicted=13.860396, expected=32.000000
predicted=18.451091, expected=24.000000
predicted=18.866651, expected=28.000000
predicted=22.465842, expected=36.000000
predicted=25.408352, expected=20.000000
predicted=24.371476, expected=8.000000
predicted=22.882628, expected=20.000000
predicted=22.274676, expected=32.000000
predicted=24.517283, expected=24.000000
predicted=23.331786, expected=32.000000
predicted=24.150496, expected=24.000000
predicted=23.114881, expected=12.000000
predicted=22.495964, expected=12.000000
predicted=21.430652, expected=12.000000
predicted=18.101199, expected=20.000000
predicted=18.760891, expected=40.000000
predicted=22.442627, expected=12.000000
predicted=16.912388, expected=4.000000
predicted=15.603100, expected=8.000000
predicted=14.750294, expected=24.000000
predicted=18.326173, expected=28.000000
predicted=20.332456, expected=44.000000
predicted=23.118400, expected=8.000000
predicted=17.517952, expected=36.000000
predicted=26.564951, expected=16.000000
predicted=23.984141, expected=16.000000
predicted=23.844009, expected=44.000000
predicted=29.543118, expected=16.000000
predicted=21.096927, expected=8.000000
predicted=21.625678, expected=16.000000
predicted=18.729597, expected=12.000000
predicted=17.312774, expected=16.000000
predicted=18.635259, expected=4.000000
predicted=10.854644, expected=32.000000
predicted=16.875606, expected=40.000000
predicted=21.926960, expected=20.000000
predicted=20.572426, expected=16.000000
predicted=21.077585, expected=4.000000
predicted=16.984739, expected=48.000000
predicted=29.395394, expected=40.000000
predicted=28.768443, expected=8.000000
predicted=21.198948, expected=36.000000
predicted=27.186552, expected=24.000000
predicted=25.286357, expected=24.000000
predicted=29.691425, expected=24.000000
predicted=25.786507, expected=24.000000
predicted=23.191397, expected=24.000000
predicted=25.758024, expected=4.000000
predicted=18.516178, expected=28.000000
predicted=22.435855, expected=28.000000
predicted=22.084617, expected=36.000000
predicted=25.592252, expected=16.000000
predicted=21.738371, expected=24.000000
predicted=23.050815, expected=16.000000
predicted=23.258211, expected=20.000000
predicted=22.998323, expected=20.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=21.664103, expected=28.000000
predicted=21.474833, expected=20.000000
predicted=20.999704, expected=16.000000
predicted=19.597294, expected=36.000000
predicted=24.847403, expected=24.000000
predicted=23.506627, expected=32.000000
predicted=27.072692, expected=44.000000
predicted=30.318171, expected=40.000000
predicted=32.695773, expected=12.000000
predicted=29.136755, expected=4.000000
predicted=23.623543, expected=44.000000
predicted=31.042438, expected=44.000000
predicted=32.070983, expected=40.000000
predicted=32.132594, expected=44.000000
predicted=32.969592, expected=44.000000
predicted=37.225435, expected=32.000000
predicted=40.179946, expected=8.000000
predicted=32.101828, expected=32.000000
predicted=33.514056, expected=12.000000
predicted=25.901638, expected=20.000000
predicted=24.586328, expected=52.000000
predicted=29.116348, expected=68.000000
predicted=35.879505, expected=12.000000
predicted=29.984454, expected=44.000000
predicted=36.949127, expected=28.000000
predicted=34.872940, expected=8.000000
predicted=32.262358, expected=8.000000
predicted=26.318549, expected=16.000000
predicted=18.290716, expected=48.000000
predicted=28.204798, expected=96.000000
predicted=42.011794, expected=8.000000
predicted=26.640680, expected=12.000000
predicted=30.578084, expected=12.000000
predicted=28.538047, expected=16.000000
predicted=29.998775, expected=36.000000
predicted=32.060874, expected=48.000000
predicted=24.780820, expected=36.000000
predicted=27.461381, expected=12.000000
predicted=24.550107, expected=28.000000
predicted=29.175783, expected=8.000000
predicted=24.946773, expected=40.000000
predicted=31.110302, expected=20.000000
predicted=23.025931, expected=28.000000
predicted=23.574833, expected=8.000000
predicted=19.987804, expected=24.000000
predicted=21.621788, expected=8.000000
predicted=19.599075, expected=4.000000
predicted=14.149442, expected=28.000000
predicted=18.388484, expected=44.000000
predicted=21.833688, expected=8.000000
predicted=17.700097, expected=16.000000
predicted=18.159947, expected=28.000000
predicted=21.372123, expected=8.000000
predicted=19.940718, expected=24.000000
predicted=22.718115, expected=28.000000
predicted=19.146710, expected=20.000000
predicted=20.351831, expected=12.000000
predicted=19.293144, expected=20.000000
predicted=18.561825, expected=28.000000
predicted=22.573397, expected=16.000000
predicted=20.051865, expected=12.000000
predicted=17.462575, expected=24.000000
predicted=19.138073, expected=16.000000
predicted=18.535166, expected=28.000000
predicted=22.001239, expected=44.000000
predicted=25.614527, expected=76.000000
predicted=38.390328, expected=32.000000
predicted=35.236635, expected=24.000000
predicted=35.373751, expected=4.000000
predicted=30.153438, expected=52.000000
predicted=40.894636, expected=40.000000
predicted=38.469055, expected=36.000000
predicted=32.261149, expected=8.000000
predicted=24.714160, expected=16.000000
predicted=24.416099, expected=32.000000
predicted=31.283599, expected=28.000000
predicted=26.840021, expected=16.000000
predicted=22.165995, expected=28.000000
predicted=22.053553, expected=20.000000
predicted=22.348242, expected=20.000000
predicted=23.765826, expected=4.000000
predicted=17.426495, expected=20.000000
predicted=18.430270, expected=16.000000
predicted=17.617076, expected=44.000000
predicted=23.809535, expected=28.000000
predicted=22.194954, expected=36.000000
predicted=25.839101, expected=20.000000
predicted=25.981436, expected=12.000000
predicted=23.971459, expected=12.000000
predicted=24.174476, expected=8.000000
predicted=17.896625, expected=40.000000
predicted=24.354308, expected=36.000000
predicted=22.679647, expected=12.000000
predicted=18.622898, expected=28.000000
predicted=23.500891, expected=36.000000
predicted=27.013370, expected=8.000000
predicted=24.264531, expected=28.000000
predicted=26.015021, expected=36.000000
predicted=25.359661, expected=48.000000
predicted=32.733068, expected=28.000000
predicted=30.259125, expected=24.000000
predicted=27.730924, expected=32.000000
predicted=32.504849, expected=8.000000
predicted=26.335779, expected=28.000000
predicted=29.040876, expected=32.000000
predicted=25.900332, expected=16.000000
predicted=22.167088, expected=12.000000
predicted=20.679775, expected=12.000000
predicted=16.844766, expected=16.000000
predicted=19.026878, expected=16.000000
predicted=17.441064, expected=44.000000
predicted=22.582449, expected=28.000000
predicted=21.362855, expected=28.000000
predicted=24.443226, expected=12.000000
predicted=22.058089, expected=4.000000
predicted=19.478975, expected=36.000000
predicted=27.533241, expected=12.000000
predicted=18.445719, expected=16.000000
predicted=18.438033, expected=24.000000
predicted=17.941714, expected=24.000000
predicted=19.228758, expected=12.000000
predicted=19.909911, expected=20.000000
predicted=18.247700, expected=12.000000
predicted=16.858684, expected=24.000000
predicted=20.194730, expected=44.000000
predicted=25.381895, expected=32.000000
predicted=24.276687, expected=32.000000
predicted=27.966513, expected=28.000000
predicted=27.998059, expected=16.000000
predicted=27.312800, expected=40.000000
predicted=33.698926, expected=32.000000
predicted=29.832523, expected=24.000000
predicted=28.257627, expected=28.000000
predicted=28.118332, expected=60.000000
predicted=36.336410, expected=32.000000
predicted=34.927138, expected=16.000000
predicted=30.348567, expected=28.000000
predicted=30.969877, expected=20.000000
predicted=28.751473, expected=32.000000
predicted=32.493729, expected=20.000000
predicted=23.970239, expected=28.000000
predicted=24.475696, expected=16.000000
predicted=22.816257, expected=40.000000
predicted=27.903446, expected=4.000000
predicted=20.465338, expected=12.000000
predicted=19.511361, expected=28.000000
predicted=22.269323, expected=16.000000
predicted=18.306830, expected=24.000000
predicted=21.950309, expected=8.000000
predicted=13.749640, expected=48.000000
predicted=26.004114, expected=36.000000
predicted=27.163258, expected=8.000000
predicted=21.201977, expected=40.000000
predicted=29.518613, expected=28.000000
predicted=26.671381, expected=32.000000
predicted=32.666260, expected=32.000000
predicted=29.787550, expected=32.000000
predicted=28.475679, expected=20.000000
predicted=29.470032, expected=4.000000
predicted=22.148574, expected=40.000000
predicted=28.881155, expected=72.000000
predicted=37.751624, expected=40.000000
predicted=34.514886, expected=32.000000
predicted=34.532984, expected=16.000000
predicted=30.834283, expected=24.000000
predicted=36.005062, expected=24.000000
predicted=34.187654, expected=24.000000
predicted=26.642437, expected=28.000000
predicted=25.289140, expected=16.000000
predicted=20.841621, expected=56.000000
predicted=32.499982, expected=28.000000
predicted=28.109634, expected=16.000000
predicted=26.763932, expected=16.000000
predicted=25.488068, expected=24.000000
predicted=25.436502, expected=20.000000
predicted=26.394759, expected=44.000000
predicted=27.448988, expected=36.000000
predicted=26.495688, expected=24.000000
predicted=26.605514, expected=12.000000
predicted=24.768104, expected=12.000000
predicted=23.005747, expected=24.000000
predicted=25.742296, expected=20.000000
predicted=21.300920, expected=4.000000
predicted=14.561052, expected=28.000000
predicted=18.363649, expected=4.000000
predicted=13.096558, expected=48.000000
predicted=25.442412, expected=40.000000
predicted=25.109252, expected=20.000000
predicted=22.893994, expected=32.000000
predicted=29.417827, expected=12.000000
predicted=23.180031, expected=4.000000
predicted=24.065383, expected=16.000000
predicted=20.714630, expected=16.000000
predicted=16.400623, expected=40.000000
predicted=23.087511, expected=8.000000
predicted=14.170888, expected=24.000000
predicted=18.936433, expected=16.000000
predicted=18.919033, expected=24.000000
predicted=21.693303, expected=16.000000
predicted=20.924747, expected=28.000000
predicted=20.262650, expected=24.000000
predicted=22.033015, expected=4.000000
predicted=16.591061, expected=40.000000
predicted=25.367463, expected=24.000000
predicted=21.905156, expected=28.000000
predicted=25.494569, expected=16.000000
predicted=21.600568, expected=44.000000
predicted=27.961128, expected=20.000000
predicted=27.290529, expected=28.000000
predicted=27.149892, expected=12.000000
predicted=22.882488, expected=12.000000
predicted=20.719705, expected=20.000000
predicted=22.912742, expected=8.000000
predicted=15.393237, expected=20.000000
predicted=17.586090, expected=20.000000
predicted=15.563146, expected=24.000000
predicted=18.002303, expected=20.000000
predicted=18.729458, expected=20.000000
predicted=18.529653, expected=20.000000
predicted=20.491951, expected=20.000000
predicted=20.497756, expected=40.000000
predicted=26.100946, expected=16.000000
predicted=21.274245, expected=8.000000
predicted=19.303858, expected=20.000000
predicted=20.642480, expected=48.000000
predicted=27.990030, expected=12.000000
predicted=22.257597, expected=8.000000
predicted=17.744565, expected=20.000000
predicted=19.182397, expected=24.000000
predicted=21.934879, expected=36.000000
predicted=26.683442, expected=24.000000
predicted=20.520719, expected=36.000000
predicted=25.867609, expected=12.000000
predicted=23.135204, expected=16.000000
predicted=23.900383, expected=16.000000
predicted=22.642703, expected=28.000000
predicted=22.815870, expected=24.000000
predicted=22.372860, expected=24.000000
predicted=20.277490, expected=16.000000
predicted=19.841527, expected=4.000000
predicted=16.717222, expected=12.000000
predicted=17.685920, expected=12.000000
predicted=14.953399, expected=8.000000
predicted=12.276092, expected=28.000000
predicted=15.367106, expected=32.000000
predicted=17.339544, expected=12.000000
predicted=16.246762, expected=20.000000
predicted=18.940881, expected=36.000000
predicted=23.855347, expected=12.000000
predicted=21.565282, expected=16.000000
predicted=21.330558, expected=20.000000
predicted=19.099881, expected=28.000000
predicted=22.604937, expected=32.000000
predicted=25.212376, expected=28.000000
predicted=22.902862, expected=36.000000
predicted=27.632990, expected=44.000000
predicted=32.531556, expected=36.000000
predicted=33.895587, expected=16.000000
predicted=29.943817, expected=28.000000
predicted=31.179160, expected=8.000000
predicted=25.282252, expected=12.000000
predicted=23.276587, expected=40.000000
predicted=25.886153, expected=28.000000
predicted=22.011677, expected=24.000000
predicted=23.714961, expected=8.000000
predicted=18.018027, expected=4.000000
predicted=17.286691, expected=16.000000
predicted=20.134620, expected=40.000000
predicted=22.733489, expected=48.000000
predicted=26.203068, expected=12.000000
predicted=19.239340, expected=52.000000
predicted=31.702145, expected=20.000000
predicted=28.560391, expected=8.000000
predicted=27.936190, expected=24.000000
predicted=27.752291, expected=20.000000
predicted=21.637199, expected=16.000000
predicted=23.308171, expected=24.000000
predicted=19.438681, expected=4.000000
predicted=13.872651, expected=8.000000
predicted=15.487971, expected=8.000000
predicted=12.661444, expected=4.000000
predicted=9.863301, expected=16.000000
predicted=11.819893, expected=96.000000
predicted=31.912429, expected=40.000000
predicted=27.885917, expected=68.000000
predicted=42.835532, expected=52.000000
predicted=44.902087, expected=24.000000
predicted=44.938978, expected=20.000000
predicted=47.850365, expected=24.000000
predicted=35.846674, expected=32.000000
predicted=36.997131, expected=28.000000
predicted=30.391724, expected=24.000000
predicted=25.162082, expected=20.000000
predicted=23.805429, expected=8.000000
predicted=20.523589, expected=36.000000
predicted=26.644556, expected=68.000000
predicted=35.591136, expected=32.000000
predicted=30.852288, expected=28.000000
predicted=31.655427, expected=12.000000
predicted=26.905181, expected=8.000000
predicted=27.682743, expected=12.000000
predicted=25.987572, expected=20.000000
predicted=19.228803, expected=32.000000
predicted=20.895173, expected=12.000000
predicted=15.077420, expected=28.000000
predicted=19.915594, expected=36.000000
predicted=24.418084, expected=4.000000
predicted=19.186957, expected=12.000000
predicted=20.230787, expected=8.000000
predicted=14.790712, expected=12.000000
predicted=16.426610, expected=8.000000
predicted=13.248984, expected=20.000000
predicted=11.798274, expected=16.000000
predicted=12.889183, expected=32.000000
predicted=18.160102, expected=28.000000
predicted=20.090265, expected=28.000000
predicted=22.483582, expected=16.000000
predicted=22.038750, expected=12.000000
predicted=20.337520, expected=20.000000
predicted=22.525666, expected=40.000000
predicted=26.389693, expected=20.000000
predicted=22.236771, expected=12.000000
predicted=18.974101, expected=16.000000
predicted=19.002540, expected=16.000000
predicted=19.757091, expected=52.000000
predicted=30.440820, expected=44.000000
predicted=28.527944, expected=8.000000
predicted=21.896038, expected=32.000000
predicted=28.512386, expected=36.000000
predicted=30.869008, expected=24.000000
predicted=32.202813, expected=24.000000
predicted=28.175921, expected=16.000000
predicted=21.523254, expected=12.000000
predicted=22.574692, expected=16.000000
predicted=21.048878, expected=4.000000
predicted=14.342585, expected=28.000000
predicted=18.780797, expected=20.000000
predicted=16.121225, expected=28.000000
predicted=19.476777, expected=12.000000
predicted=16.788864, expected=12.000000
predicted=16.223672, expected=8.000000
predicted=16.716357, expected=24.000000
predicted=18.438020, expected=28.000000
predicted=20.135510, expected=16.000000
predicted=16.352699, expected=40.000000
predicted=23.906707, expected=24.000000
predicted=22.395933, expected=16.000000
predicted=23.664319, expected=8.000000
predicted=20.065720, expected=4.000000
predicted=15.805570, expected=32.000000
predicted=23.088259, expected=24.000000
predicted=18.682329, expected=24.000000
predicted=19.035550, expected=8.000000
predicted=14.865196, expected=60.000000
predicted=29.882545, expected=20.000000
Test MSE: 222.846
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487])]
predicted=13.532589, expected=24.000000
predicted=17.386501, expected=8.000000
predicted=14.424147, expected=24.000000
predicted=16.982556, expected=24.000000
predicted=18.708107, expected=4.000000
predicted=14.006705, expected=28.000000
predicted=20.598510, expected=12.000000
predicted=15.495258, expected=4.000000
predicted=14.578917, expected=24.000000
predicted=17.321733, expected=8.000000
predicted=12.107202, expected=48.000000
predicted=24.764948, expected=16.000000
predicted=17.518612, expected=28.000000
predicted=23.085136, expected=16.000000
predicted=22.033229, expected=4.000000
predicted=18.752101, expected=12.000000
predicted=19.057597, expected=32.000000
predicted=19.972082, expected=4.000000
predicted=14.235381, expected=36.000000
predicted=19.884389, expected=16.000000
predicted=16.718368, expected=4.000000
predicted=16.386405, expected=8.000000
predicted=15.321700, expected=8.000000
predicted=12.114310, expected=24.000000
predicted=17.170531, expected=12.000000
predicted=11.798257, expected=20.000000
predicted=13.729254, expected=32.000000
predicted=18.913843, expected=20.000000
predicted=19.653533, expected=12.000000
predicted=19.066774, expected=4.000000
predicted=14.872514, expected=16.000000
predicted=17.334441, expected=16.000000
predicted=16.484957, expected=8.000000
predicted=12.151274, expected=16.000000
predicted=12.397381, expected=12.000000
predicted=11.938548, expected=4.000000
predicted=11.101768, expected=20.000000
predicted=13.489937, expected=16.000000
predicted=12.973944, expected=24.000000
predicted=16.681184, expected=4.000000
predicted=11.868749, expected=4.000000
predicted=11.256620, expected=8.000000
predicted=11.807801, expected=8.000000
predicted=10.529295, expected=8.000000
predicted=9.039667, expected=20.000000
predicted=10.058730, expected=4.000000
predicted=7.976651, expected=8.000000
predicted=9.298215, expected=8.000000
predicted=8.851602, expected=20.000000
predicted=12.653159, expected=20.000000
predicted=14.017063, expected=8.000000
predicted=10.951902, expected=40.000000
predicted=20.150978, expected=12.000000
predicted=17.175661, expected=8.000000
predicted=17.398167, expected=16.000000
predicted=16.502484, expected=8.000000
predicted=14.844487, expected=24.000000
predicted=18.693017, expected=12.000000
predicted=12.879245, expected=8.000000
predicted=12.512381, expected=32.000000
predicted=18.046200, expected=4.000000
predicted=13.666827, expected=40.000000
predicted=22.361416, expected=4.000000
predicted=14.923182, expected=24.000000
predicted=20.116117, expected=12.000000
predicted=17.529955, expected=8.000000
predicted=15.908017, expected=4.000000
predicted=13.102373, expected=12.000000
predicted=11.057491, expected=12.000000
predicted=11.810451, expected=8.000000
predicted=9.274307, expected=24.000000
predicted=12.376393, expected=24.000000
predicted=15.359480, expected=4.000000
predicted=13.366487, expected=4.000000
predicted=11.332268, expected=4.000000
predicted=10.445085, expected=12.000000
predicted=12.109579, expected=16.000000
predicted=10.963646, expected=16.000000
predicted=10.192573, expected=8.000000
predicted=9.760695, expected=8.000000
predicted=10.334344, expected=40.000000
predicted=18.975735, expected=8.000000
predicted=15.712481, expected=12.000000
predicted=15.067212, expected=12.000000
predicted=13.684756, expected=28.000000
predicted=19.763035, expected=16.000000
predicted=18.575221, expected=4.000000
predicted=12.646078, expected=12.000000
predicted=13.503311, expected=8.000000
predicted=13.095853, expected=24.000000
predicted=15.937243, expected=16.000000
predicted=13.366153, expected=16.000000
predicted=13.924393, expected=32.000000
predicted=19.121986, expected=36.000000
predicted=24.082603, expected=8.000000
predicted=20.745181, expected=12.000000
predicted=19.100061, expected=8.000000
predicted=17.652043, expected=36.000000
predicted=23.573406, expected=24.000000
predicted=20.423944, expected=8.000000
predicted=15.466580, expected=4.000000
predicted=13.901738, expected=12.000000
predicted=15.822966, expected=4.000000
predicted=13.327366, expected=12.000000
predicted=10.354077, expected=8.000000
predicted=7.836453, expected=4.000000
predicted=7.217394, expected=12.000000
predicted=8.684005, expected=4.000000
predicted=7.211356, expected=12.000000
predicted=8.863478, expected=28.000000
predicted=12.849321, expected=4.000000
predicted=10.348301, expected=4.000000
predicted=9.756533, expected=12.000000
predicted=10.790160, expected=8.000000
predicted=11.529129, expected=12.000000
predicted=10.786427, expected=4.000000
predicted=6.918012, expected=20.000000
predicted=11.193229, expected=4.000000
predicted=9.279474, expected=4.000000
predicted=8.368712, expected=12.000000
predicted=9.182460, expected=12.000000
predicted=10.072445, expected=32.000000
predicted=15.317619, expected=20.000000
predicted=14.623636, expected=52.000000
predicted=25.556746, expected=20.000000
predicted=24.633237, expected=28.000000
predicted=28.038043, expected=8.000000
predicted=24.429910, expected=4.000000
predicted=20.808979, expected=16.000000
predicted=19.436951, expected=8.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=13.721413, expected=4.000000
predicted=9.827124, expected=8.000000
predicted=7.640724, expected=32.000000
predicted=14.561183, expected=12.000000
predicted=13.475128, expected=8.000000
predicted=11.490445, expected=8.000000
predicted=11.444587, expected=4.000000
predicted=11.705829, expected=4.000000
predicted=9.680362, expected=12.000000
predicted=8.195638, expected=8.000000
predicted=7.511929, expected=28.000000
predicted=12.518757, expected=16.000000
predicted=12.885625, expected=4.000000
predicted=11.449703, expected=8.000000
predicted=11.631349, expected=40.000000
predicted=20.270993, expected=4.000000
predicted=15.506191, expected=4.000000
predicted=11.426994, expected=16.000000
predicted=12.908292, expected=4.000000
predicted=12.481963, expected=8.000000
predicted=11.144756, expected=12.000000
predicted=8.345998, expected=8.000000
predicted=8.911277, expected=12.000000
predicted=9.900264, expected=12.000000
predicted=9.728809, expected=8.000000
predicted=9.916041, expected=20.000000
predicted=12.697285, expected=16.000000
predicted=13.208432, expected=12.000000
predicted=13.331823, expected=4.000000
predicted=11.021528, expected=4.000000
predicted=10.048737, expected=24.000000
predicted=14.133901, expected=8.000000
predicted=11.001492, expected=4.000000
predicted=8.694797, expected=48.000000
predicted=18.463728, expected=8.000000
predicted=15.989355, expected=4.000000
predicted=15.249160, expected=20.000000
predicted=15.145403, expected=8.000000
predicted=15.336436, expected=40.000000
predicted=22.101780, expected=16.000000
predicted=15.883655, expected=4.000000
predicted=15.484978, expected=12.000000
predicted=15.321676, expected=8.000000
predicted=14.847707, expected=12.000000
predicted=14.393946, expected=8.000000
predicted=9.315175, expected=4.000000
predicted=7.946981, expected=8.000000
predicted=8.319385, expected=24.000000
predicted=11.924771, expected=20.000000
predicted=13.359863, expected=20.000000
predicted=14.806123, expected=4.000000
predicted=12.499367, expected=4.000000
predicted=12.895637, expected=8.000000
predicted=12.338400, expected=4.000000
predicted=9.413435, expected=28.000000
predicted=12.464759, expected=12.000000
predicted=10.189615, expected=28.000000
predicted=15.876694, expected=12.000000
predicted=14.627169, expected=4.000000
predicted=14.694864, expected=4.000000
predicted=12.665711, expected=12.000000
predicted=12.362531, expected=4.000000
predicted=9.646330, expected=20.000000
predicted=10.206133, expected=16.000000
predicted=10.490715, expected=12.000000
predicted=11.946722, expected=4.000000
predicted=10.177845, expected=4.000000
predicted=9.660634, expected=20.000000
predicted=13.127647, expected=12.000000
predicted=11.472293, expected=8.000000
predicted=9.815814, expected=12.000000
predicted=9.862830, expected=4.000000
predicted=9.834323, expected=20.000000
predicted=13.170774, expected=4.000000
predicted=9.263153, expected=8.000000
predicted=9.522986, expected=12.000000
predicted=9.529007, expected=24.000000
predicted=13.775895, expected=8.000000
predicted=11.939747, expected=8.000000
predicted=10.571216, expected=12.000000
predicted=11.726308, expected=16.000000
predicted=14.028012, expected=4.000000
predicted=10.898212, expected=4.000000
predicted=8.164443, expected=12.000000
predicted=9.432213, expected=28.000000
predicted=14.319918, expected=20.000000
predicted=14.448186, expected=4.000000
predicted=11.368229, expected=24.000000
predicted=16.135666, expected=8.000000
predicted=15.611642, expected=16.000000
predicted=16.672001, expected=24.000000
predicted=15.926727, expected=8.000000
predicted=14.323005, expected=4.000000
predicted=12.643251, expected=28.000000
predicted=15.733024, expected=4.000000
predicted=13.429899, expected=4.000000
predicted=11.301914, expected=52.000000
predicted=18.807252, expected=8.000000
predicted=16.536126, expected=12.000000
predicted=18.448651, expected=16.000000
predicted=14.558733, expected=20.000000
predicted=20.075476, expected=28.000000
predicted=22.201238, expected=12.000000
predicted=15.814846, expected=20.000000
predicted=18.489771, expected=16.000000
predicted=18.129965, expected=8.000000
predicted=17.128842, expected=32.000000
predicted=19.765503, expected=32.000000
predicted=20.848521, expected=36.000000
predicted=25.508444, expected=8.000000
predicted=20.474243, expected=4.000000
predicted=19.540363, expected=12.000000
predicted=19.533957, expected=12.000000
predicted=17.288717, expected=4.000000
predicted=11.436542, expected=4.000000
predicted=6.870078, expected=20.000000
predicted=10.263882, expected=4.000000
predicted=8.847254, expected=12.000000
predicted=9.728333, expected=12.000000
predicted=9.032617, expected=16.000000
predicted=12.407058, expected=8.000000
predicted=11.166821, expected=4.000000
predicted=9.185639, expected=16.000000
predicted=11.527423, expected=8.000000
predicted=10.442781, expected=4.000000
predicted=8.960246, expected=4.000000
predicted=6.685604, expected=16.000000
predicted=9.539209, expected=8.000000
predicted=8.935605, expected=20.000000
predicted=10.992375, expected=28.000000
predicted=14.302270, expected=52.000000
predicted=24.931469, expected=20.000000
predicted=23.642629, expected=4.000000
predicted=21.259282, expected=12.000000
predicted=21.275565, expected=4.000000
predicted=18.918510, expected=8.000000
predicted=15.271843, expected=16.000000
predicted=10.569183, expected=12.000000
predicted=9.899387, expected=4.000000
predicted=8.755957, expected=4.000000
predicted=7.531061, expected=8.000000
predicted=8.588690, expected=4.000000
predicted=7.496996, expected=184.000000
predicted=49.604672, expected=12.000000
predicted=36.038416, expected=20.000000
predicted=41.680095, expected=12.000000
predicted=35.143542, expected=4.000000
predicted=48.438605, expected=4.000000
predicted=44.572251, expected=4.000000
predicted=8.832008, expected=8.000000
predicted=8.598196, expected=20.000000
predicted=9.480446, expected=24.000000
predicted=11.998302, expected=8.000000
predicted=11.442390, expected=4.000000
predicted=10.432553, expected=4.000000
predicted=10.280300, expected=8.000000
predicted=11.198201, expected=4.000000
predicted=8.331104, expected=4.000000
predicted=5.195330, expected=16.000000
predicted=7.168855, expected=12.000000
predicted=8.590460, expected=4.000000
predicted=7.894988, expected=8.000000
predicted=7.554257, expected=16.000000
predicted=10.406794, expected=20.000000
predicted=13.539533, expected=4.000000
predicted=10.338537, expected=12.000000
predicted=10.481888, expected=12.000000
predicted=11.722252, expected=12.000000
predicted=13.019976, expected=12.000000
predicted=11.782213, expected=12.000000
predicted=10.804096, expected=12.000000
predicted=11.984082, expected=4.000000
predicted=10.147557, expected=8.000000
predicted=9.670769, expected=12.000000
predicted=9.988366, expected=4.000000
predicted=8.560693, expected=36.000000
predicted=14.211449, expected=44.000000
predicted=20.468023, expected=8.000000
predicted=18.935350, expected=8.000000
predicted=16.995760, expected=4.000000
predicted=15.444903, expected=12.000000
predicted=18.742650, expected=4.000000
predicted=12.450789, expected=4.000000
predicted=6.524106, expected=40.000000
predicted=13.941817, expected=4.000000
predicted=11.506511, expected=4.000000
predicted=11.074647, expected=8.000000
predicted=9.047374, expected=20.000000
predicted=14.551186, expected=4.000000
predicted=12.676650, expected=4.000000
predicted=7.068815, expected=-4.000000
predicted=4.689056, expected=4.000000
Test MSE: 241.730
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641])]
predicted=7.707400, expected=8.000000
predicted=7.918659, expected=16.000000
predicted=10.893826, expected=4.000000
predicted=10.895249, expected=4.000000
predicted=10.089813, expected=12.000000
predicted=10.664624, expected=4.000000
predicted=7.589117, expected=20.000000
predicted=9.793977, expected=20.000000
predicted=9.350630, expected=4.000000
predicted=10.998022, expected=4.000000
predicted=12.150066, expected=8.000000
predicted=10.049790, expected=12.000000
predicted=10.869723, expected=4.000000
predicted=8.712556, expected=4.000000
predicted=6.579360, expected=12.000000
predicted=7.069154, expected=8.000000
predicted=7.412083, expected=12.000000
predicted=8.675070, expected=12.000000
predicted=8.342048, expected=8.000000
predicted=9.347293, expected=4.000000
predicted=9.899340, expected=4.000000
predicted=8.407356, expected=8.000000
predicted=7.899065, expected=8.000000
predicted=6.983331, expected=4.000000
predicted=6.081756, expected=16.000000
predicted=7.074830, expected=16.000000
predicted=8.279336, expected=4.000000
predicted=9.592517, expected=8.000000
predicted=10.230773, expected=12.000000
predicted=9.617738, expected=12.000000
predicted=10.888087, expected=8.000000
predicted=10.162212, expected=4.000000
predicted=8.489127, expected=4.000000
predicted=8.411258, expected=4.000000
predicted=7.410159, expected=8.000000
predicted=6.488038, expected=4.000000
predicted=5.138297, expected=4.000000
predicted=4.885711, expected=4.000000
predicted=4.707774, expected=4.000000
predicted=4.595325, expected=4.000000
predicted=4.649682, expected=4.000000
predicted=3.947172, expected=20.000000
predicted=5.888461, expected=8.000000
predicted=6.388459, expected=4.000000
predicted=8.188895, expected=4.000000
predicted=7.929004, expected=8.000000
predicted=7.795839, expected=8.000000
predicted=8.387483, expected=12.000000
predicted=7.049273, expected=8.000000
predicted=7.099851, expected=4.000000
predicted=7.708031, expected=12.000000
predicted=8.734911, expected=4.000000
predicted=7.687738, expected=8.000000
predicted=8.368495, expected=8.000000
predicted=7.145998, expected=4.000000
predicted=6.672600, expected=16.000000
predicted=8.502460, expected=16.000000
predicted=8.272998, expected=4.000000
predicted=9.567683, expected=12.000000
predicted=10.709244, expected=4.000000
predicted=9.146152, expected=8.000000
predicted=10.401951, expected=4.000000
predicted=8.068019, expected=8.000000
predicted=6.674139, expected=4.000000
predicted=6.608637, expected=4.000000
predicted=5.536364, expected=4.000000
predicted=5.410926, expected=4.000000
predicted=4.600760, expected=4.000000
predicted=4.655653, expected=8.000000
predicted=4.435202, expected=4.000000
predicted=4.438667, expected=8.000000
predicted=5.370063, expected=8.000000
predicted=5.679806, expected=4.000000
predicted=6.025992, expected=8.000000
predicted=6.831724, expected=4.000000
predicted=5.845473, expected=4.000000
predicted=6.244157, expected=8.000000
predicted=5.895032, expected=4.000000
predicted=5.092191, expected=20.000000
predicted=7.524314, expected=16.000000
predicted=8.135558, expected=8.000000
predicted=10.307097, expected=4.000000
predicted=10.940563, expected=28.000000
predicted=12.665854, expected=4.000000
predicted=12.433147, expected=12.000000
predicted=13.319694, expected=4.000000
predicted=10.269436, expected=16.000000
predicted=11.063588, expected=4.000000
predicted=11.293775, expected=4.000000
predicted=8.017943, expected=8.000000
predicted=8.169718, expected=4.000000
predicted=6.363450, expected=4.000000
predicted=6.989224, expected=12.000000
predicted=5.671739, expected=4.000000
predicted=5.586231, expected=8.000000
predicted=6.993636, expected=12.000000
predicted=6.945645, expected=12.000000
predicted=8.097932, expected=16.000000
predicted=10.426991, expected=4.000000
predicted=9.513961, expected=8.000000
predicted=10.753405, expected=4.000000
predicted=9.458812, expected=4.000000
predicted=8.193075, expected=24.000000
predicted=9.195828, expected=4.000000
predicted=7.104115, expected=4.000000
predicted=9.333199, expected=4.000000
predicted=7.808592, expected=4.000000
predicted=7.205553, expected=4.000000
predicted=7.486550, expected=4.000000
predicted=3.952409, expected=4.000000
predicted=3.952477, expected=4.000000
predicted=3.952548, expected=4.000000
predicted=3.952616, expected=4.000000
predicted=3.952686, expected=4.000000
predicted=3.952755, expected=8.000000
predicted=4.423703, expected=8.000000
predicted=4.925922, expected=8.000000
predicted=5.858685, expected=8.000000
predicted=6.626742, expected=4.000000
predicted=6.799859, expected=12.000000
predicted=7.943572, expected=8.000000
predicted=7.544922, expected=16.000000
predicted=9.079736, expected=16.000000
predicted=10.051862, expected=4.000000
predicted=10.317130, expected=8.000000
predicted=11.566816, expected=16.000000
predicted=10.816696, expected=4.000000
predicted=10.442010, expected=4.000000
predicted=9.637825, expected=4.000000
predicted=6.899224, expected=8.000000
predicted=7.064352, expected=28.000000
predicted=9.404930, expected=4.000000
predicted=7.849488, expected=4.000000
predicted=10.313824, expected=8.000000
predicted=9.690716, expected=4.000000
predicted=9.139874, expected=4.000000
predicted=9.105003, expected=4.000000
predicted=4.716617, expected=8.000000
predicted=5.089043, expected=4.000000
predicted=5.143964, expected=8.000000
predicted=5.362733, expected=4.000000
predicted=5.212417, expected=4.000000
predicted=5.546912, expected=8.000000
predicted=5.887864, expected=4.000000
predicted=5.108991, expected=20.000000
predicted=7.472881, expected=8.000000
predicted=7.176906, expected=12.000000
predicted=9.789416, expected=12.000000
predicted=10.570375, expected=4.000000
predicted=10.234453, expected=28.000000
predicted=13.547874, expected=8.000000
predicted=10.999189, expected=4.000000
predicted=12.835674, expected=16.000000
predicted=12.170057, expected=4.000000
predicted=10.307605, expected=8.000000
predicted=12.055011, expected=12.000000
predicted=8.293241, expected=4.000000
predicted=7.955795, expected=4.000000
predicted=8.659165, expected=4.000000
predicted=6.123759, expected=4.000000
predicted=6.002254, expected=8.000000
predicted=5.785174, expected=16.000000
predicted=5.843520, expected=16.000000
predicted=7.814478, expected=28.000000
predicted=11.956853, expected=4.000000
predicted=12.721466, expected=4.000000
predicted=14.524508, expected=4.000000
predicted=12.436361, expected=16.000000
predicted=11.558053, expected=4.000000
predicted=9.645317, expected=4.000000
predicted=6.760674, expected=4.000000
predicted=6.173421, expected=4.000000
predicted=5.971136, expected=4.000000
predicted=6.017575, expected=4.000000
predicted=3.956729, expected=4.000000
predicted=3.956785, expected=12.000000
predicted=4.924851, expected=12.000000
predicted=5.947622, expected=4.000000
predicted=6.837781, expected=20.000000
predicted=9.242851, expected=4.000000
predicted=8.819979, expected=24.000000
predicted=12.757851, expected=24.000000
predicted=13.247943, expected=8.000000
predicted=14.422558, expected=16.000000
predicted=16.974536, expected=4.000000
predicted=13.491146, expected=8.000000
predicted=14.767554, expected=8.000000
predicted=11.163922, expected=8.000000
predicted=8.614090, expected=8.000000
predicted=8.638374, expected=4.000000
predicted=6.821337, expected=8.000000
predicted=7.448852, expected=4.000000
predicted=6.548500, expected=4.000000
predicted=6.242167, expected=4.000000
predicted=5.340959, expected=8.000000
predicted=5.124491, expected=4.000000
predicted=5.153423, expected=4.000000
predicted=4.898252, expected=4.000000
predicted=4.676323, expected=4.000000
predicted=4.635566, expected=4.000000
predicted=4.624571, expected=8.000000
predicted=4.447317, expected=8.000000
predicted=4.976755, expected=4.000000
predicted=5.426391, expected=4.000000
predicted=5.615606, expected=8.000000
predicted=5.843069, expected=4.000000
predicted=5.830437, expected=4.000000
predicted=5.565794, expected=4.000000
predicted=4.677142, expected=16.000000
predicted=6.100950, expected=4.000000
predicted=6.208888, expected=12.000000
predicted=7.747607, expected=8.000000
predicted=7.670196, expected=8.000000
predicted=8.877358, expected=4.000000
predicted=8.878790, expected=12.000000
predicted=7.931593, expected=4.000000
predicted=7.760959, expected=4.000000
predicted=7.175404, expected=4.000000
predicted=6.076402, expected=8.000000
predicted=5.782978, expected=8.000000
predicted=6.317337, expected=4.000000
predicted=5.428304, expected=4.000000
predicted=5.620819, expected=12.000000
predicted=6.325406, expected=4.000000
predicted=6.361379, expected=4.000000
predicted=6.505813, expected=4.000000
predicted=5.412619, expected=8.000000
predicted=5.783757, expected=4.000000
predicted=5.827754, expected=8.000000
predicted=5.381013, expected=8.000000
predicted=5.702750, expected=4.000000
predicted=6.097527, expected=12.000000
predicted=7.260474, expected=4.000000
predicted=6.421130, expected=28.000000
predicted=10.035085, expected=8.000000
predicted=9.806699, expected=4.000000
predicted=11.469043, expected=4.000000
predicted=10.620647, expected=4.000000
predicted=8.743107, expected=4.000000
predicted=8.650241, expected=4.000000
predicted=4.623909, expected=4.000000
predicted=3.960538, expected=12.000000
predicted=4.932785, expected=8.000000
predicted=5.530322, expected=4.000000
predicted=6.365758, expected=4.000000
predicted=6.342254, expected=16.000000
predicted=7.485620, expected=4.000000
predicted=7.574284, expected=16.000000
predicted=8.865179, expected=8.000000
predicted=8.258629, expected=4.000000
predicted=9.307565, expected=20.000000
predicted=10.968097, expected=4.000000
predicted=8.894864, expected=4.000000
predicted=10.388639, expected=4.000000
predicted=7.512303, expected=8.000000
predicted=7.145540, expected=4.000000
predicted=7.147372, expected=8.000000
predicted=5.375836, expected=12.000000
predicted=6.186373, expected=8.000000
predicted=7.139718, expected=4.000000
predicted=7.764505, expected=8.000000
predicted=7.498883, expected=4.000000
predicted=7.234511, expected=4.000000
predicted=6.893961, expected=4.000000
predicted=5.345073, expected=8.000000
predicted=5.112673, expected=8.000000
predicted=5.647136, expected=12.000000
predicted=6.406879, expected=4.000000
predicted=6.709890, expected=8.000000
predicted=7.708747, expected=4.000000
predicted=7.286340, expected=4.000000
predicted=6.900573, expected=12.000000
predicted=6.969762, expected=8.000000
predicted=6.203250, expected=4.000000
predicted=7.042220, expected=4.000000
predicted=6.341006, expected=8.000000
predicted=6.509502, expected=4.000000
predicted=6.504518, expected=12.000000
predicted=6.521893, expected=4.000000
predicted=5.772706, expected=4.000000
predicted=6.504314, expected=8.000000
predicted=6.549579, expected=4.000000
predicted=5.852293, expected=4.000000
predicted=6.230034, expected=4.000000
predicted=4.683550, expected=4.000000
predicted=4.635171, expected=4.000000
predicted=4.627466, expected=8.000000
predicted=4.441345, expected=4.000000
predicted=4.506347, expected=4.000000
predicted=4.898434, expected=16.000000
predicted=6.117678, expected=4.000000
predicted=6.265452, expected=4.000000
predicted=7.445617, expected=8.000000
predicted=6.601672, expected=8.000000
predicted=6.997480, expected=4.000000
predicted=7.442929, expected=4.000000
predicted=5.625596, expected=16.000000
Test MSE: 31.311
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predicted=14.643944, expected=24.000000
predicted=16.620863, expected=12.000000
predicted=17.409769, expected=16.000000
predicted=18.342133, expected=20.000000
predicted=18.343652, expected=20.000000
predicted=18.765863, expected=20.000000
predicted=18.360203, expected=28.000000
predicted=19.246701, expected=32.000000
predicted=22.717932, expected=20.000000
predicted=23.056883, expected=12.000000
predicted=21.637890, expected=20.000000
predicted=22.350683, expected=16.000000
predicted=21.866913, expected=8.000000
predicted=17.739914, expected=24.000000
predicted=16.576135, expected=32.000000
predicted=19.097193, expected=24.000000
predicted=20.259428, expected=12.000000
predicted=18.646781, expected=4.000000
predicted=17.396761, expected=16.000000
predicted=19.268773, expected=28.000000
predicted=19.931459, expected=8.000000
predicted=14.916051, expected=8.000000
predicted=11.858490, expected=28.000000
predicted=15.927288, expected=16.000000
predicted=17.685799, expected=20.000000
predicted=17.150693, expected=16.000000
predicted=16.029403, expected=24.000000
predicted=18.837659, expected=20.000000
predicted=20.645967, expected=8.000000
predicted=17.065390, expected=12.000000
predicted=16.615440, expected=4.000000
predicted=14.458625, expected=28.000000
predicted=16.056924, expected=12.000000
predicted=14.076559, expected=28.000000
predicted=14.579300, expected=32.000000
predicted=19.496646, expected=8.000000
predicted=18.491280, expected=24.000000
predicted=21.429362, expected=12.000000
predicted=20.197130, expected=28.000000
predicted=21.892923, expected=12.000000
predicted=19.260741, expected=16.000000
predicted=16.397628, expected=24.000000
predicted=19.473799, expected=28.000000
predicted=20.302699, expected=28.000000
predicted=22.167514, expected=28.000000
predicted=22.447510, expected=16.000000
predicted=23.313993, expected=8.000000
predicted=21.938218, expected=24.000000
predicted=22.407734, expected=20.000000
predicted=21.188322, expected=32.000000
predicted=20.830848, expected=8.000000
predicted=17.745537, expected=16.000000
predicted=17.685312, expected=24.000000
predicted=21.284670, expected=20.000000
predicted=20.281471, expected=28.000000
predicted=20.632288, expected=36.000000
predicted=22.090165, expected=8.000000
predicted=21.824229, expected=40.000000
predicted=25.411493, expected=16.000000
predicted=25.701209, expected=20.000000
predicted=24.157012, expected=8.000000
predicted=21.376553, expected=12.000000
predicted=17.866403, expected=12.000000
predicted=18.123379, expected=4.000000
predicted=12.063516, expected=16.000000
predicted=11.687931, expected=20.000000
predicted=12.322996, expected=8.000000
predicted=11.731050, expected=12.000000
predicted=11.454235, expected=24.000000
predicted=14.410207, expected=20.000000
predicted=16.814513, expected=16.000000
predicted=16.038232, expected=8.000000
predicted=14.572747, expected=32.000000
predicted=18.924622, expected=24.000000
predicted=21.033064, expected=20.000000
predicted=19.239159, expected=20.000000
predicted=19.761927, expected=20.000000
predicted=21.197476, expected=16.000000
predicted=21.948478, expected=32.000000
predicted=21.919768, expected=20.000000
predicted=21.522301, expected=16.000000
predicted=20.144753, expected=24.000000
predicted=21.391902, expected=16.000000
predicted=21.184944, expected=16.000000
predicted=20.298847, expected=16.000000
predicted=18.058485, expected=8.000000
predicted=16.181202, expected=12.000000
predicted=15.166517, expected=28.000000
predicted=16.229733, expected=36.000000
predicted=19.406140, expected=20.000000
predicted=19.324337, expected=12.000000
predicted=18.722869, expected=12.000000
predicted=20.498454, expected=12.000000
predicted=20.611379, expected=16.000000
predicted=17.980809, expected=16.000000
predicted=14.576494, expected=32.000000
predicted=16.566903, expected=16.000000
predicted=17.282453, expected=20.000000
predicted=18.069105, expected=24.000000
predicted=20.919791, expected=20.000000
predicted=21.620833, expected=12.000000
predicted=20.266451, expected=24.000000
predicted=19.391071, expected=12.000000
predicted=19.030798, expected=12.000000
predicted=16.954974, expected=4.000000
predicted=14.030422, expected=28.000000
predicted=15.599180, expected=24.000000
predicted=17.605830, expected=4.000000
predicted=13.221023, expected=24.000000
predicted=15.595569, expected=24.000000
predicted=18.953566, expected=32.000000
predicted=22.294417, expected=44.000000
predicted=24.955655, expected=12.000000
predicted=23.232325, expected=12.000000
predicted=23.987170, expected=20.000000
predicted=24.919384, expected=8.000000
predicted=22.007388, expected=20.000000
predicted=18.805243, expected=20.000000
predicted=15.576968, expected=28.000000
predicted=17.959509, expected=16.000000
predicted=18.327185, expected=36.000000
predicted=21.195639, expected=12.000000
predicted=22.257702, expected=24.000000
predicted=22.193479, expected=8.000000
predicted=20.986237, expected=12.000000
predicted=18.035887, expected=8.000000
predicted=16.739580, expected=24.000000
predicted=14.875041, expected=20.000000
predicted=16.078656, expected=36.000000
predicted=17.661656, expected=20.000000
predicted=19.928767, expected=32.000000
predicted=22.895173, expected=56.000000
predicted=31.911237, expected=12.000000
predicted=29.530016, expected=12.000000
predicted=26.677280, expected=16.000000
predicted=25.522600, expected=24.000000
predicted=26.232664, expected=12.000000
predicted=21.535505, expected=16.000000
predicted=14.957432, expected=24.000000
predicted=17.668533, expected=20.000000
predicted=18.818211, expected=24.000000
predicted=19.647855, expected=24.000000
predicted=20.115077, expected=24.000000
predicted=22.028075, expected=12.000000
predicted=21.126505, expected=16.000000
predicted=19.863460, expected=20.000000
predicted=20.313943, expected=16.000000
predicted=18.664708, expected=8.000000
predicted=15.581408, expected=8.000000
predicted=13.247040, expected=4.000000
predicted=12.101316, expected=16.000000
predicted=12.012365, expected=16.000000
predicted=11.479408, expected=12.000000
predicted=10.375883, expected=20.000000
predicted=12.540201, expected=8.000000
predicted=12.832300, expected=20.000000
predicted=15.097223, expected=32.000000
predicted=18.448886, expected=28.000000
predicted=20.121481, expected=20.000000
predicted=20.742332, expected=28.000000
predicted=22.769603, expected=24.000000
predicted=25.719498, expected=8.000000
predicted=22.893126, expected=16.000000
predicted=20.378212, expected=4.000000
predicted=16.932290, expected=20.000000
predicted=16.477521, expected=52.000000
predicted=21.452140, expected=32.000000
predicted=22.262734, expected=8.000000
predicted=20.377160, expected=8.000000
predicted=20.383015, expected=16.000000
predicted=23.760183, expected=4.000000
predicted=19.986015, expected=20.000000
predicted=14.444656, expected=28.000000
predicted=14.595003, expected=12.000000
predicted=14.346295, expected=4.000000
predicted=13.140401, expected=8.000000
predicted=12.777607, expected=12.000000
predicted=14.449325, expected=16.000000
predicted=13.436937, expected=32.000000
predicted=14.281523, expected=16.000000
predicted=14.489279, expected=8.000000
predicted=14.437678, expected=4.000000
predicted=14.451018, expected=8.000000
predicted=14.325045, expected=8.000000
predicted=12.908600, expected=12.000000
predicted=9.365332, expected=20.000000
predicted=10.186928, expected=20.000000
predicted=12.072728, expected=28.000000
predicted=16.019629, expected=16.000000
predicted=17.106687, expected=36.000000
predicted=22.090045, expected=24.000000
predicted=24.313349, expected=28.000000
predicted=24.968357, expected=40.000000
predicted=29.053573, expected=36.000000
predicted=30.343054, expected=32.000000
predicted=32.285821, expected=24.000000
predicted=30.311634, expected=8.000000
predicted=27.402188, expected=24.000000
predicted=27.430875, expected=12.000000
predicted=22.984755, expected=4.000000
predicted=16.577792, expected=12.000000
predicted=13.842888, expected=16.000000
predicted=13.172214, expected=20.000000
predicted=14.822525, expected=8.000000
predicted=11.631338, expected=28.000000
predicted=14.869617, expected=16.000000
predicted=17.031205, expected=16.000000
predicted=16.860782, expected=12.000000
predicted=16.454269, expected=12.000000
predicted=15.294887, expected=8.000000
predicted=15.104213, expected=16.000000
predicted=13.404342, expected=4.000000
predicted=11.180684, expected=24.000000
predicted=12.787924, expected=8.000000
predicted=12.200878, expected=20.000000
predicted=13.059496, expected=20.000000
predicted=15.699207, expected=12.000000
predicted=14.493958, expected=24.000000
predicted=17.922972, expected=16.000000
predicted=16.937964, expected=8.000000
predicted=16.093346, expected=28.000000
predicted=18.220475, expected=16.000000
predicted=17.769770, expected=24.000000
predicted=19.042322, expected=32.000000
predicted=21.093428, expected=4.000000
predicted=18.283829, expected=20.000000
predicted=20.022994, expected=20.000000
predicted=19.914138, expected=12.000000
predicted=18.581511, expected=4.000000
predicted=14.604063, expected=20.000000
predicted=13.552004, expected=16.000000
predicted=15.756364, expected=12.000000
predicted=13.679062, expected=20.000000
predicted=13.975577, expected=32.000000
predicted=18.006268, expected=40.000000
predicted=24.010901, expected=28.000000
predicted=24.606307, expected=20.000000
predicted=24.716555, expected=20.000000
predicted=26.434446, expected=12.000000
predicted=25.091352, expected=4.000000
predicted=19.910648, expected=4.000000
predicted=14.100916, expected=4.000000
predicted=10.446647, expected=12.000000
predicted=9.432177, expected=4.000000
predicted=6.588204, expected=48.000000
predicted=13.981455, expected=12.000000
predicted=14.719892, expected=16.000000
predicted=14.936074, expected=28.000000
predicted=20.400325, expected=16.000000
predicted=20.985444, expected=24.000000
predicted=23.545279, expected=20.000000
predicted=19.517015, expected=8.000000
predicted=18.182246, expected=16.000000
predicted=18.236359, expected=24.000000
predicted=18.510764, expected=8.000000
predicted=16.429615, expected=4.000000
predicted=12.471765, expected=4.000000
predicted=10.337094, expected=12.000000
predicted=11.465079, expected=20.000000
predicted=12.421647, expected=28.000000
predicted=13.397963, expected=36.000000
predicted=18.280382, expected=16.000000
predicted=19.212478, expected=12.000000
predicted=19.740062, expected=8.000000
predicted=19.391688, expected=12.000000
predicted=18.451373, expected=12.000000
predicted=15.897631, expected=16.000000
predicted=12.805487, expected=8.000000
predicted=11.162995, expected=12.000000
predicted=11.139326, expected=4.000000
predicted=10.377217, expected=12.000000
predicted=10.569642, expected=8.000000
predicted=10.027441, expected=12.000000
predicted=9.354065, expected=32.000000
predicted=14.287446, expected=4.000000
predicted=11.982081, expected=24.000000
predicted=14.981773, expected=20.000000
predicted=17.191943, expected=28.000000
predicted=20.437413, expected=8.000000
predicted=18.797909, expected=4.000000
predicted=13.712385, expected=12.000000
predicted=15.731325, expected=8.000000
predicted=13.374334, expected=24.000000
predicted=14.307864, expected=12.000000
predicted=11.625597, expected=28.000000
predicted=14.997473, expected=12.000000
predicted=16.090836, expected=8.000000
predicted=14.626750, expected=8.000000
predicted=14.770825, expected=12.000000
predicted=13.411989, expected=8.000000
predicted=12.473122, expected=12.000000
predicted=9.929546, expected=4.000000
predicted=8.466182, expected=4.000000
predicted=7.574049, expected=16.000000
predicted=9.615457, expected=8.000000
predicted=8.933665, expected=12.000000
predicted=9.151556, expected=4.000000
predicted=7.792501, expected=8.000000
predicted=8.466629, expected=28.000000
predicted=13.462860, expected=20.000000
predicted=14.151605, expected=16.000000
predicted=14.353525, expected=20.000000
predicted=15.984991, expected=16.000000
predicted=18.116568, expected=24.000000
predicted=20.705521, expected=16.000000
predicted=18.671405, expected=4.000000
predicted=15.183943, expected=24.000000
predicted=17.323054, expected=8.000000
predicted=15.551962, expected=16.000000
predicted=14.931278, expected=16.000000
predicted=14.106291, expected=4.000000
predicted=11.768080, expected=8.000000
predicted=11.975015, expected=20.000000
predicted=12.518731, expected=24.000000
predicted=15.455395, expected=8.000000
predicted=12.983313, expected=4.000000
predicted=10.474826, expected=28.000000
predicted=15.956908, expected=24.000000
predicted=18.916355, expected=4.000000
predicted=14.457518, expected=8.000000
predicted=11.892218, expected=12.000000
predicted=13.620035, expected=8.000000
predicted=13.796783, expected=8.000000
predicted=10.233500, expected=12.000000
predicted=8.815234, expected=12.000000
predicted=10.174585, expected=12.000000
predicted=10.640678, expected=16.000000
predicted=11.509707, expected=28.000000
predicted=15.421642, expected=12.000000
predicted=15.343263, expected=12.000000
predicted=14.758176, expected=16.000000
predicted=16.035570, expected=12.000000
predicted=15.989869, expected=20.000000
predicted=16.602323, expected=40.000000
predicted=19.884464, expected=28.000000
predicted=22.036471, expected=20.000000
predicted=22.122116, expected=24.000000
predicted=23.849668, expected=20.000000
predicted=25.325756, expected=20.000000
predicted=24.950579, expected=24.000000
predicted=22.693609, expected=16.000000
predicted=20.517541, expected=32.000000
predicted=22.961130, expected=8.000000
predicted=19.694742, expected=8.000000
predicted=16.999819, expected=4.000000
predicted=14.691900, expected=4.000000
predicted=11.641764, expected=16.000000
predicted=12.064651, expected=12.000000
predicted=9.061614, expected=12.000000
predicted=9.284896, expected=40.000000
predicted=15.989673, expected=16.000000
predicted=17.271964, expected=12.000000
predicted=17.093491, expected=12.000000
predicted=16.853677, expected=16.000000
predicted=18.136798, expected=12.000000
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predicted=12.254705, expected=12.000000
predicted=11.871267, expected=8.000000
predicted=11.229381, expected=20.000000
predicted=12.941636, expected=8.000000
predicted=11.324831, expected=4.000000
predicted=9.394462, expected=16.000000
predicted=11.420681, expected=12.000000
predicted=11.694658, expected=16.000000
predicted=12.652609, expected=16.000000
predicted=12.201777, expected=12.000000
predicted=12.677882, expected=20.000000
predicted=15.440962, expected=12.000000
predicted=14.683755, expected=20.000000
predicted=16.033833, expected=12.000000
predicted=15.240890, expected=4.000000
predicted=12.693170, expected=8.000000
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predicted=17.471200, expected=4.000000
predicted=14.665999, expected=8.000000
predicted=11.594186, expected=36.000000
predicted=17.662027, expected=16.000000
predicted=19.194216, expected=8.000000
predicted=17.648623, expected=16.000000
predicted=14.592171, expected=24.000000
predicted=18.549320, expected=16.000000
predicted=19.137342, expected=8.000000
predicted=14.138475, expected=24.000000
predicted=16.348926, expected=12.000000
predicted=16.652267, expected=4.000000
predicted=13.869517, expected=4.000000
predicted=10.791239, expected=20.000000
predicted=12.447530, expected=20.000000
predicted=14.376578, expected=8.000000
predicted=11.045526, expected=8.000000
predicted=10.392647, expected=8.000000
predicted=11.251551, expected=12.000000
predicted=12.563052, expected=16.000000
predicted=12.133094, expected=4.000000
predicted=9.050289, expected=28.000000
predicted=13.277753, expected=24.000000
predicted=16.099988, expected=12.000000
predicted=15.695454, expected=8.000000
predicted=14.775028, expected=24.000000
predicted=17.168578, expected=20.000000
predicted=19.445350, expected=4.000000
predicted=14.526115, expected=4.000000
predicted=11.441167, expected=12.000000
predicted=12.120909, expected=12.000000
predicted=12.542216, expected=8.000000
predicted=9.680076, expected=16.000000
predicted=9.655293, expected=20.000000
predicted=12.553805, expected=4.000000
predicted=11.537271, expected=12.000000
predicted=11.824239, expected=16.000000
predicted=13.001572, expected=16.000000
predicted=14.030627, expected=16.000000
predicted=13.972893, expected=12.000000
predicted=12.697449, expected=4.000000
predicted=12.168057, expected=16.000000
predicted=13.378852, expected=16.000000
predicted=13.538500, expected=4.000000
predicted=10.799893, expected=24.000000
predicted=13.119129, expected=4.000000
predicted=11.221103, expected=8.000000
predicted=11.495492, expected=24.000000
predicted=13.884538, expected=12.000000
Test MSE: 96.594
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795])]
predicted=60.902417, expected=84.000000
predicted=64.654184, expected=60.000000
predicted=67.648567, expected=44.000000
predicted=61.383125, expected=48.000000
predicted=60.126128, expected=52.000000
predicted=55.814826, expected=60.000000
predicted=59.609949, expected=88.000000
predicted=64.748572, expected=36.000000
predicted=55.502555, expected=72.000000
predicted=55.858948, expected=76.000000
predicted=67.931259, expected=60.000000
predicted=66.054883, expected=96.000000
predicted=74.410101, expected=76.000000
predicted=73.337052, expected=44.000000
predicted=65.760272, expected=40.000000
predicted=57.045215, expected=48.000000
predicted=56.208660, expected=12.000000
predicted=47.910207, expected=64.000000
predicted=46.643066, expected=76.000000
predicted=56.648360, expected=100.000000
predicted=67.066953, expected=24.000000
predicted=53.518305, expected=48.000000
predicted=43.172433, expected=68.000000
predicted=63.676306, expected=32.000000
predicted=57.196885, expected=24.000000
predicted=43.939773, expected=56.000000
predicted=40.999664, expected=116.000000
predicted=69.532355, expected=48.000000
predicted=65.049323, expected=16.000000
predicted=38.147821, expected=60.000000
predicted=47.764202, expected=56.000000
predicted=60.558593, expected=20.000000
predicted=50.311814, expected=88.000000
predicted=50.970761, expected=80.000000
predicted=62.211395, expected=32.000000
predicted=54.096561, expected=80.000000
predicted=58.322413, expected=40.000000
predicted=55.400475, expected=24.000000
predicted=50.230812, expected=24.000000
predicted=41.522342, expected=120.000000
predicted=60.981197, expected=40.000000
predicted=63.975032, expected=88.000000
predicted=56.422618, expected=48.000000
predicted=58.434542, expected=48.000000
predicted=53.230836, expected=84.000000
predicted=74.566181, expected=40.000000
predicted=57.739623, expected=76.000000
predicted=63.717783, expected=56.000000
predicted=60.515038, expected=44.000000
predicted=54.181349, expected=44.000000
predicted=54.769842, expected=16.000000
predicted=40.076200, expected=44.000000
predicted=43.787618, expected=56.000000
predicted=47.408181, expected=32.000000
predicted=40.729250, expected=64.000000
predicted=44.436112, expected=60.000000
predicted=49.062564, expected=76.000000
predicted=58.888233, expected=76.000000
predicted=65.291299, expected=36.000000
predicted=54.061108, expected=64.000000
predicted=58.630512, expected=56.000000
predicted=61.511211, expected=40.000000
predicted=55.768369, expected=20.000000
predicted=43.610511, expected=20.000000
predicted=32.773596, expected=104.000000
predicted=57.695193, expected=40.000000
predicted=55.231795, expected=28.000000
predicted=37.192007, expected=48.000000
predicted=40.293324, expected=44.000000
predicted=46.141260, expected=36.000000
predicted=50.015516, expected=100.000000
predicted=55.850028, expected=48.000000
predicted=56.130991, expected=56.000000
predicted=52.814434, expected=56.000000
predicted=55.563094, expected=56.000000
predicted=56.697287, expected=44.000000
predicted=59.389762, expected=76.000000
predicted=57.307818, expected=36.000000
predicted=54.399567, expected=36.000000
predicted=45.792230, expected=104.000000
predicted=63.606361, expected=48.000000
predicted=62.108541, expected=52.000000
predicted=56.328775, expected=40.000000
predicted=49.021690, expected=48.000000
predicted=50.521666, expected=20.000000
predicted=49.767776, expected=52.000000
predicted=41.787554, expected=52.000000
predicted=47.581225, expected=84.000000
predicted=55.185575, expected=68.000000
predicted=60.293507, expected=60.000000
predicted=55.247615, expected=64.000000
predicted=62.005896, expected=48.000000
predicted=59.675039, expected=48.000000
predicted=59.132796, expected=60.000000
predicted=57.880861, expected=40.000000
predicted=52.607582, expected=68.000000
predicted=55.500801, expected=44.000000
predicted=52.416723, expected=52.000000
predicted=50.315260, expected=88.000000
predicted=63.191439, expected=44.000000
predicted=57.603605, expected=92.000000
predicted=66.194125, expected=60.000000
predicted=65.814330, expected=72.000000
predicted=66.237273, expected=64.000000
predicted=70.511306, expected=28.000000
predicted=53.955428, expected=40.000000
predicted=53.480332, expected=88.000000
predicted=61.897191, expected=36.000000
predicted=58.083968, expected=20.000000
predicted=40.478680, expected=40.000000
predicted=37.361962, expected=44.000000
predicted=44.280804, expected=8.000000
predicted=38.009818, expected=60.000000
predicted=35.081181, expected=24.000000
predicted=34.501063, expected=44.000000
predicted=36.093458, expected=80.000000
predicted=49.848289, expected=40.000000
predicted=45.232160, expected=60.000000
predicted=51.343843, expected=28.000000
predicted=43.183783, expected=32.000000
predicted=41.718043, expected=32.000000
predicted=43.706716, expected=24.000000
predicted=33.865033, expected=48.000000
predicted=38.882594, expected=52.000000
predicted=40.100350, expected=44.000000
predicted=40.974203, expected=48.000000
predicted=41.863073, expected=28.000000
predicted=38.223881, expected=44.000000
predicted=41.941283, expected=24.000000
predicted=38.794489, expected=48.000000
predicted=38.986652, expected=104.000000
predicted=58.827259, expected=40.000000
predicted=53.512263, expected=36.000000
predicted=44.360276, expected=32.000000
predicted=40.957700, expected=64.000000
predicted=52.988405, expected=60.000000
predicted=61.664238, expected=24.000000
predicted=41.398188, expected=56.000000
predicted=43.032355, expected=48.000000
predicted=48.054619, expected=24.000000
predicted=43.887671, expected=24.000000
predicted=35.563510, expected=32.000000
predicted=32.187255, expected=24.000000
predicted=34.190250, expected=20.000000
predicted=27.710930, expected=20.000000
predicted=22.627306, expected=20.000000
predicted=22.370754, expected=32.000000
predicted=25.784087, expected=20.000000
predicted=23.573621, expected=32.000000
predicted=24.357607, expected=88.000000
predicted=43.016910, expected=60.000000
predicted=50.334954, expected=56.000000
predicted=49.397077, expected=72.000000
predicted=55.173206, expected=12.000000
predicted=47.545251, expected=36.000000
predicted=47.099451, expected=64.000000
predicted=51.434539, expected=32.000000
predicted=47.025557, expected=16.000000
predicted=35.708622, expected=32.000000
predicted=28.088790, expected=44.000000
predicted=38.039081, expected=24.000000
predicted=36.657771, expected=52.000000
predicted=34.969489, expected=28.000000
predicted=33.345493, expected=68.000000
predicted=43.465161, expected=68.000000
predicted=53.625704, expected=64.000000
predicted=53.647172, expected=56.000000
predicted=56.521129, expected=64.000000
predicted=56.677257, expected=64.000000
predicted=64.421715, expected=40.000000
predicted=57.241355, expected=68.000000
predicted=58.385655, expected=40.000000
predicted=54.643494, expected=136.000000
predicted=76.091768, expected=60.000000
predicted=76.374410, expected=68.000000
predicted=64.887676, expected=40.000000
predicted=63.271099, expected=40.000000
predicted=55.387319, expected=24.000000
predicted=57.292555, expected=44.000000
predicted=43.644257, expected=64.000000
predicted=51.081032, expected=80.000000
predicted=55.970010, expected=44.000000
predicted=51.884686, expected=72.000000
predicted=53.547439, expected=72.000000
predicted=64.525712, expected=48.000000
predicted=62.125247, expected=108.000000
predicted=74.375086, expected=48.000000
predicted=67.382436, expected=52.000000
predicted=61.618724, expected=64.000000
predicted=63.353638, expected=84.000000
predicted=68.987048, expected=88.000000
predicted=80.434826, expected=100.000000
predicted=77.768669, expected=48.000000
predicted=70.632748, expected=100.000000
predicted=77.841724, expected=92.000000
predicted=88.952794, expected=112.000000
predicted=94.315445, expected=64.000000
predicted=86.737851, expected=44.000000
predicted=66.950840, expected=12.000000
predicted=58.665147, expected=52.000000
predicted=56.234921, expected=52.000000
predicted=59.635871, expected=64.000000
predicted=52.737703, expected=36.000000
predicted=44.665486, expected=28.000000
predicted=35.309396, expected=52.000000
predicted=45.792584, expected=80.000000
predicted=57.551526, expected=48.000000
predicted=55.782838, expected=96.000000
predicted=60.250385, expected=76.000000
predicted=67.900502, expected=72.000000
predicted=70.230146, expected=40.000000
predicted=64.569704, expected=64.000000
predicted=60.649746, expected=52.000000
predicted=66.369140, expected=56.000000
predicted=59.439943, expected=88.000000
predicted=66.487476, expected=76.000000
predicted=67.305795, expected=72.000000
predicted=69.290531, expected=52.000000
predicted=63.055967, expected=68.000000
predicted=65.285336, expected=104.000000
predicted=81.589706, expected=56.000000
predicted=73.966591, expected=88.000000
predicted=72.717105, expected=52.000000
predicted=68.300149, expected=44.000000
predicted=61.999373, expected=128.000000
predicted=84.122779, expected=64.000000
predicted=78.530666, expected=60.000000
predicted=69.712106, expected=20.000000
predicted=52.661086, expected=68.000000
predicted=57.904430, expected=92.000000
predicted=79.629372, expected=36.000000
predicted=58.722747, expected=36.000000
predicted=46.321934, expected=52.000000
predicted=47.274002, expected=80.000000
predicted=64.223832, expected=140.000000
predicted=86.438142, expected=56.000000
predicted=72.312337, expected=68.000000
predicted=65.234739, expected=60.000000
predicted=71.097560, expected=160.000000
predicted=101.257383, expected=108.000000
predicted=110.841588, expected=156.000000
predicted=106.657722, expected=136.000000
predicted=120.815050, expected=32.000000
predicted=96.758873, expected=120.000000
predicted=108.925105, expected=28.000000
predicted=92.438301, expected=52.000000
predicted=78.142812, expected=96.000000
predicted=79.415939, expected=40.000000
predicted=63.738616, expected=44.000000
predicted=58.679413, expected=36.000000
predicted=44.672040, expected=16.000000
predicted=42.314071, expected=12.000000
predicted=35.293729, expected=48.000000
predicted=33.147254, expected=56.000000
predicted=41.866136, expected=44.000000
predicted=39.450541, expected=4.000000
predicted=25.520089, expected=68.000000
predicted=36.972244, expected=44.000000
predicted=48.637412, expected=36.000000
predicted=42.266144, expected=64.000000
predicted=44.292684, expected=40.000000
predicted=43.880406, expected=48.000000
predicted=49.103679, expected=56.000000
predicted=48.638899, expected=60.000000
predicted=52.761474, expected=28.000000
predicted=47.816166, expected=32.000000
predicted=39.161927, expected=76.000000
predicted=51.983877, expected=64.000000
predicted=58.928217, expected=104.000000
predicted=67.751802, expected=52.000000
predicted=61.693816, expected=44.000000
predicted=55.627768, expected=48.000000
predicted=59.162700, expected=20.000000
predicted=50.514843, expected=76.000000
predicted=57.985559, expected=36.000000
predicted=49.326184, expected=40.000000
predicted=42.248771, expected=52.000000
predicted=44.582330, expected=52.000000
predicted=47.641767, expected=40.000000
predicted=49.372660, expected=48.000000
predicted=43.677218, expected=64.000000
predicted=51.250337, expected=44.000000
predicted=51.412387, expected=44.000000
predicted=46.932799, expected=36.000000
predicted=43.481404, expected=32.000000
predicted=42.101865, expected=44.000000
predicted=43.488844, expected=36.000000
predicted=40.001693, expected=40.000000
predicted=38.739638, expected=80.000000
predicted=49.151991, expected=80.000000
predicted=59.883438, expected=64.000000
predicted=60.356473, expected=24.000000
predicted=48.084608, expected=68.000000
predicted=54.918668, expected=80.000000
predicted=70.558569, expected=40.000000
predicted=60.764102, expected=40.000000
predicted=47.898100, expected=60.000000
predicted=50.411682, expected=48.000000
predicted=57.049193, expected=36.000000
predicted=49.119969, expected=120.000000
predicted=63.406971, expected=48.000000
predicted=64.977233, expected=44.000000
predicted=54.727509, expected=52.000000
predicted=53.068651, expected=56.000000
predicted=58.488180, expected=36.000000
predicted=58.549423, expected=68.000000
predicted=51.104615, expected=36.000000
predicted=49.109486, expected=56.000000
predicted=49.769174, expected=56.000000
predicted=52.546473, expected=64.000000
predicted=54.643302, expected=44.000000
predicted=54.089895, expected=64.000000
predicted=52.701088, expected=56.000000
predicted=57.574461, expected=56.000000
predicted=56.745748, expected=28.000000
predicted=48.925997, expected=68.000000
predicted=51.435908, expected=68.000000
predicted=60.849748, expected=52.000000
predicted=56.445348, expected=100.000000
predicted=65.528549, expected=52.000000
predicted=63.442868, expected=68.000000
predicted=65.770339, expected=68.000000
predicted=67.297900, expected=92.000000
predicted=74.611450, expected=60.000000
predicted=75.048203, expected=80.000000
predicted=68.984634, expected=120.000000
predicted=86.472285, expected=44.000000
predicted=78.067861, expected=60.000000
predicted=69.277483, expected=80.000000
predicted=71.926165, expected=112.000000
predicted=88.517193, expected=84.000000
predicted=88.976128, expected=64.000000
predicted=71.401198, expected=52.000000
predicted=68.847623, expected=28.000000
predicted=62.259898, expected=32.000000
predicted=55.941135, expected=48.000000
predicted=50.532413, expected=84.000000
predicted=57.562312, expected=40.000000
predicted=51.147015, expected=64.000000
predicted=48.490866, expected=72.000000
predicted=58.357552, expected=60.000000
predicted=62.609106, expected=76.000000
predicted=67.294374, expected=24.000000
predicted=52.562469, expected=68.000000
predicted=57.192374, expected=32.000000
predicted=54.399076, expected=56.000000
predicted=51.575867, expected=88.000000
predicted=62.440899, expected=48.000000
predicted=55.884594, expected=52.000000
predicted=54.909784, expected=32.000000
predicted=46.818556, expected=40.000000
predicted=48.988749, expected=52.000000
predicted=52.461216, expected=68.000000
predicted=52.674689, expected=40.000000
predicted=48.915216, expected=56.000000
predicted=46.817174, expected=64.000000
predicted=54.560440, expected=40.000000
predicted=53.158616, expected=24.000000
predicted=44.098778, expected=44.000000
predicted=41.499002, expected=48.000000
predicted=47.376642, expected=60.000000
predicted=50.195828, expected=44.000000
predicted=44.964929, expected=28.000000
predicted=38.325897, expected=16.000000
predicted=34.534146, expected=64.000000
predicted=43.817375, expected=48.000000
predicted=48.361316, expected=44.000000
predicted=42.154476, expected=64.000000
predicted=45.242594, expected=44.000000
predicted=47.297920, expected=64.000000
predicted=55.167797, expected=52.000000
predicted=53.535366, expected=60.000000
predicted=54.906263, expected=44.000000
predicted=53.821194, expected=80.000000
predicted=58.667706, expected=88.000000
predicted=70.485211, expected=32.000000
predicted=58.484744, expected=12.000000
predicted=42.756284, expected=52.000000
predicted=46.286736, expected=68.000000
predicted=59.986015, expected=80.000000
predicted=62.822857, expected=64.000000
predicted=54.779688, expected=36.000000
predicted=48.160366, expected=36.000000
predicted=49.848120, expected=40.000000
predicted=51.026088, expected=12.000000
predicted=41.470509, expected=28.000000
predicted=33.031286, expected=32.000000
predicted=31.032849, expected=68.000000
predicted=41.243706, expected=44.000000
predicted=42.089802, expected=60.000000
predicted=42.074857, expected=80.000000
predicted=55.714029, expected=52.000000
predicted=57.647270, expected=80.000000
predicted=64.642823, expected=36.000000
predicted=56.828435, expected=36.000000
predicted=51.588712, expected=36.000000
predicted=49.421850, expected=40.000000
predicted=45.640054, expected=36.000000
predicted=44.104233, expected=56.000000
predicted=41.832970, expected=60.000000
predicted=47.755773, expected=40.000000
predicted=45.323976, expected=68.000000
predicted=50.517285, expected=48.000000
predicted=52.305151, expected=52.000000
predicted=53.208671, expected=52.000000
predicted=52.797954, expected=72.000000
predicted=57.307923, expected=20.000000
predicted=50.217624, expected=24.000000
predicted=37.894723, expected=84.000000
predicted=52.764463, expected=40.000000
predicted=53.366678, expected=40.000000
predicted=45.416844, expected=48.000000
predicted=40.879963, expected=28.000000
predicted=41.896540, expected=40.000000
predicted=45.133233, expected=60.000000
predicted=44.975735, expected=76.000000
predicted=54.541555, expected=88.000000
predicted=63.444227, expected=40.000000
predicted=54.883814, expected=36.000000
predicted=49.619288, expected=48.000000
predicted=53.821887, expected=96.000000
predicted=69.261093, expected=36.000000
predicted=60.523167, expected=44.000000
predicted=45.856981, expected=56.000000
predicted=50.691773, expected=64.000000
predicted=59.158964, expected=72.000000
predicted=64.950279, expected=36.000000
predicted=50.272475, expected=84.000000
predicted=59.308725, expected=56.000000
Test MSE: 632.390
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496])]
predicted=15.196744, expected=20.000000
predicted=13.152417, expected=8.000000
predicted=10.632436, expected=4.000000
predicted=9.248128, expected=16.000000
predicted=11.554377, expected=20.000000
predicted=13.072678, expected=4.000000
predicted=11.073819, expected=12.000000
predicted=10.983882, expected=16.000000
predicted=12.109935, expected=8.000000
predicted=11.824659, expected=8.000000
predicted=11.621040, expected=12.000000
predicted=9.982240, expected=8.000000
predicted=10.166298, expected=4.000000
predicted=9.020519, expected=4.000000
predicted=7.042178, expected=8.000000
predicted=7.428073, expected=28.000000
predicted=13.029752, expected=20.000000
predicted=12.325644, expected=4.000000
predicted=9.550189, expected=20.000000
predicted=14.829909, expected=28.000000
predicted=18.519383, expected=16.000000
predicted=18.752043, expected=12.000000
predicted=16.579005, expected=36.000000
predicted=21.056199, expected=28.000000
predicted=22.986652, expected=16.000000
predicted=21.827803, expected=8.000000
predicted=18.390386, expected=8.000000
predicted=16.482962, expected=12.000000
predicted=18.299180, expected=8.000000
predicted=13.216070, expected=28.000000
predicted=15.674708, expected=16.000000
predicted=12.924420, expected=12.000000
predicted=13.159273, expected=20.000000
predicted=16.931759, expected=8.000000
predicted=13.402529, expected=8.000000
predicted=15.241300, expected=16.000000
predicted=14.192934, expected=36.000000
predicted=18.764482, expected=12.000000
predicted=15.492194, expected=12.000000
predicted=14.756709, expected=8.000000
predicted=14.502213, expected=36.000000
predicted=21.718656, expected=20.000000
predicted=20.886934, expected=24.000000
predicted=18.671309, expected=28.000000
predicted=22.408707, expected=32.000000
predicted=24.074564, expected=24.000000
predicted=27.345379, expected=12.000000
predicted=21.700733, expected=4.000000
predicted=19.018184, expected=4.000000
predicted=16.301572, expected=44.000000
predicted=24.464499, expected=20.000000
predicted=17.305385, expected=20.000000
predicted=16.962264, expected=28.000000
predicted=21.306987, expected=8.000000
predicted=17.060929, expected=24.000000
predicted=25.815296, expected=28.000000
predicted=22.248262, expected=20.000000
predicted=20.339238, expected=8.000000
predicted=18.673981, expected=24.000000
predicted=19.278056, expected=12.000000
predicted=18.284354, expected=12.000000
predicted=17.177747, expected=8.000000
predicted=14.047793, expected=40.000000
predicted=19.729461, expected=20.000000
predicted=18.875144, expected=36.000000
predicted=22.446678, expected=4.000000
predicted=17.939713, expected=16.000000
predicted=19.032834, expected=4.000000
predicted=20.308282, expected=20.000000
predicted=16.609746, expected=28.000000
predicted=21.043122, expected=48.000000
predicted=21.800914, expected=4.000000
predicted=17.131781, expected=16.000000
predicted=18.411960, expected=24.000000
predicted=24.552613, expected=16.000000
predicted=20.772766, expected=20.000000
predicted=23.928142, expected=28.000000
predicted=18.320406, expected=4.000000
predicted=15.406304, expected=12.000000
predicted=17.682481, expected=24.000000
predicted=18.678226, expected=12.000000
predicted=15.310189, expected=16.000000
predicted=17.388809, expected=40.000000
predicted=20.004451, expected=20.000000
predicted=18.675757, expected=28.000000
predicted=24.158160, expected=28.000000
predicted=24.125917, expected=16.000000
predicted=21.909274, expected=8.000000
predicted=23.499100, expected=28.000000
predicted=22.493907, expected=36.000000
predicted=25.484603, expected=16.000000
predicted=21.015825, expected=16.000000
predicted=19.930577, expected=24.000000
predicted=20.873684, expected=20.000000
predicted=22.590409, expected=32.000000
predicted=26.390090, expected=12.000000
predicted=18.452806, expected=8.000000
predicted=17.089462, expected=32.000000
predicted=23.916546, expected=12.000000
predicted=17.314249, expected=16.000000
predicted=19.710707, expected=12.000000
predicted=15.407145, expected=28.000000
predicted=17.787454, expected=8.000000
predicted=17.890389, expected=36.000000
predicted=20.221251, expected=20.000000
predicted=19.756895, expected=20.000000
predicted=18.889027, expected=4.000000
predicted=19.525533, expected=20.000000
predicted=17.002606, expected=24.000000
predicted=22.733311, expected=28.000000
predicted=19.572973, expected=16.000000
predicted=18.748367, expected=4.000000
predicted=13.422613, expected=36.000000
predicted=23.775521, expected=24.000000
predicted=21.554361, expected=12.000000
predicted=19.022411, expected=20.000000
predicted=20.113893, expected=20.000000
predicted=17.542297, expected=28.000000
predicted=24.662685, expected=8.000000
predicted=17.854498, expected=4.000000
predicted=13.982650, expected=8.000000
predicted=15.241211, expected=4.000000
predicted=11.187393, expected=36.000000
predicted=18.488167, expected=24.000000
predicted=13.843367, expected=12.000000
predicted=12.553135, expected=4.000000
predicted=14.042792, expected=16.000000
predicted=15.170958, expected=12.000000
predicted=18.179804, expected=12.000000
predicted=13.773307, expected=20.000000
predicted=13.874167, expected=20.000000
predicted=13.371360, expected=12.000000
predicted=14.704850, expected=8.000000
predicted=13.438199, expected=16.000000
predicted=14.921272, expected=12.000000
predicted=14.536086, expected=24.000000
predicted=16.665690, expected=4.000000
predicted=11.416032, expected=4.000000
predicted=10.200414, expected=12.000000
predicted=13.281763, expected=12.000000
predicted=10.764813, expected=24.000000
predicted=15.441729, expected=28.000000
predicted=14.495811, expected=24.000000
predicted=16.311082, expected=4.000000
predicted=15.266109, expected=12.000000
predicted=16.916371, expected=8.000000
predicted=16.628586, expected=16.000000
predicted=16.207613, expected=16.000000
predicted=14.830744, expected=8.000000
predicted=9.238460, expected=28.000000
predicted=16.474457, expected=16.000000
predicted=14.294134, expected=8.000000
predicted=14.023362, expected=20.000000
predicted=17.488483, expected=12.000000
predicted=13.781673, expected=32.000000
predicted=21.513424, expected=16.000000
predicted=16.880105, expected=12.000000
predicted=14.914131, expected=16.000000
predicted=18.886547, expected=28.000000
predicted=19.423787, expected=16.000000
predicted=20.126220, expected=16.000000
predicted=17.061001, expected=20.000000
predicted=18.241608, expected=40.000000
predicted=23.838593, expected=28.000000
predicted=24.633637, expected=16.000000
predicted=20.935849, expected=16.000000
predicted=22.368643, expected=20.000000
predicted=22.852262, expected=20.000000
predicted=24.215340, expected=8.000000
predicted=17.514569, expected=40.000000
predicted=22.549456, expected=28.000000
predicted=21.516042, expected=20.000000
predicted=21.137345, expected=24.000000
predicted=24.383907, expected=8.000000
predicted=18.339350, expected=20.000000
predicted=24.810656, expected=4.000000
predicted=16.871923, expected=8.000000
predicted=13.595647, expected=16.000000
predicted=15.185620, expected=20.000000
predicted=12.489291, expected=16.000000
predicted=14.448721, expected=4.000000
predicted=9.826962, expected=20.000000
predicted=14.761575, expected=8.000000
predicted=13.249478, expected=16.000000
predicted=14.397240, expected=20.000000
predicted=15.285821, expected=12.000000
predicted=11.741148, expected=4.000000
predicted=12.994545, expected=16.000000
predicted=13.199267, expected=12.000000
predicted=13.140304, expected=28.000000
predicted=16.891013, expected=12.000000
predicted=13.373968, expected=8.000000
predicted=11.695797, expected=20.000000
predicted=17.359968, expected=12.000000
predicted=14.148783, expected=16.000000
predicted=16.842961, expected=12.000000
predicted=13.330497, expected=8.000000
predicted=11.548007, expected=48.000000
predicted=23.051204, expected=12.000000
predicted=15.641142, expected=8.000000
predicted=15.947062, expected=8.000000
predicted=16.556823, expected=4.000000
predicted=12.727757, expected=4.000000
predicted=15.835832, expected=28.000000
predicted=12.907740, expected=16.000000
predicted=10.729101, expected=8.000000
predicted=10.189146, expected=16.000000
predicted=13.109349, expected=12.000000
predicted=12.678924, expected=12.000000
predicted=15.893820, expected=8.000000
predicted=12.075163, expected=4.000000
predicted=9.156452, expected=4.000000
predicted=9.523636, expected=4.000000
predicted=7.394987, expected=24.000000
predicted=11.226882, expected=20.000000
predicted=10.851781, expected=28.000000
predicted=14.255999, expected=20.000000
predicted=15.998671, expected=12.000000
predicted=15.905767, expected=24.000000
predicted=22.457113, expected=20.000000
predicted=20.326273, expected=32.000000
predicted=23.965183, expected=12.000000
predicted=18.925290, expected=12.000000
predicted=17.439107, expected=16.000000
predicted=20.078501, expected=20.000000
predicted=18.652583, expected=36.000000
predicted=23.804606, expected=24.000000
predicted=19.171450, expected=4.000000
predicted=16.117068, expected=12.000000
predicted=18.746570, expected=4.000000
predicted=15.801378, expected=20.000000
predicted=18.750121, expected=40.000000
predicted=20.563336, expected=8.000000
predicted=11.580932, expected=8.000000
predicted=14.426795, expected=12.000000
predicted=14.966434, expected=20.000000
predicted=18.356030, expected=8.000000
predicted=16.899933, expected=12.000000
predicted=11.173938, expected=36.000000
predicted=17.958291, expected=20.000000
predicted=16.648078, expected=12.000000
predicted=17.144021, expected=20.000000
predicted=18.215284, expected=12.000000
predicted=17.199706, expected=4.000000
predicted=17.467092, expected=8.000000
predicted=13.339169, expected=24.000000
predicted=14.605313, expected=24.000000
predicted=16.079802, expected=8.000000
predicted=11.931178, expected=28.000000
predicted=16.986211, expected=8.000000
predicted=14.602764, expected=12.000000
predicted=17.283571, expected=16.000000
predicted=17.363270, expected=16.000000
predicted=13.810442, expected=16.000000
predicted=17.002671, expected=12.000000
predicted=12.652705, expected=4.000000
predicted=11.658576, expected=12.000000
predicted=13.296170, expected=12.000000
predicted=12.320646, expected=36.000000
predicted=17.597177, expected=32.000000
predicted=18.336833, expected=20.000000
predicted=17.225549, expected=8.000000
predicted=18.280499, expected=12.000000
predicted=19.044468, expected=4.000000
predicted=18.766353, expected=16.000000
predicted=17.189787, expected=20.000000
predicted=14.737386, expected=12.000000
predicted=11.003244, expected=8.000000
predicted=11.604640, expected=28.000000
predicted=15.699313, expected=44.000000
predicted=23.252451, expected=4.000000
predicted=16.070276, expected=36.000000
predicted=23.720155, expected=32.000000
predicted=24.664197, expected=32.000000
predicted=28.419282, expected=12.000000
predicted=26.994199, expected=12.000000
predicted=19.205061, expected=12.000000
predicted=23.249262, expected=4.000000
predicted=16.749038, expected=4.000000
predicted=13.492929, expected=12.000000
predicted=10.121783, expected=16.000000
predicted=10.599505, expected=16.000000
predicted=11.100252, expected=16.000000
predicted=11.228588, expected=20.000000
predicted=13.927138, expected=8.000000
predicted=13.378776, expected=20.000000
predicted=16.778009, expected=20.000000
predicted=17.044967, expected=32.000000
predicted=20.240789, expected=20.000000
predicted=19.762872, expected=12.000000
predicted=16.815366, expected=8.000000
predicted=18.076914, expected=20.000000
predicted=19.210568, expected=12.000000
predicted=17.603829, expected=28.000000
predicted=18.328460, expected=8.000000
predicted=13.408211, expected=8.000000
predicted=12.650884, expected=8.000000
predicted=14.522818, expected=24.000000
predicted=15.416283, expected=8.000000
predicted=14.024344, expected=12.000000
predicted=11.053739, expected=24.000000
predicted=15.303962, expected=28.000000
predicted=17.166692, expected=8.000000
predicted=16.254383, expected=16.000000
predicted=15.910071, expected=28.000000
predicted=20.224354, expected=8.000000
predicted=16.804250, expected=24.000000
predicted=20.650770, expected=16.000000
predicted=16.009668, expected=36.000000
predicted=22.187983, expected=16.000000
predicted=21.163039, expected=8.000000
predicted=15.676254, expected=16.000000
predicted=20.503307, expected=24.000000
predicted=19.348698, expected=12.000000
predicted=18.733807, expected=8.000000
predicted=13.636438, expected=4.000000
predicted=11.226573, expected=20.000000
predicted=15.023511, expected=16.000000
predicted=14.652646, expected=32.000000
predicted=16.701365, expected=20.000000
predicted=16.163395, expected=8.000000
predicted=14.155768, expected=8.000000
predicted=17.372469, expected=12.000000
predicted=15.712279, expected=4.000000
predicted=14.004764, expected=12.000000
predicted=11.789667, expected=16.000000
predicted=10.644203, expected=16.000000
predicted=11.104901, expected=20.000000
predicted=14.069491, expected=24.000000
predicted=15.377051, expected=8.000000
predicted=14.283874, expected=8.000000
predicted=14.824169, expected=40.000000
predicted=22.345071, expected=12.000000
predicted=16.597036, expected=20.000000
predicted=19.253886, expected=28.000000
predicted=20.468462, expected=32.000000
predicted=22.030259, expected=16.000000
predicted=24.773730, expected=12.000000
predicted=18.770492, expected=16.000000
predicted=20.701579, expected=12.000000
predicted=18.849325, expected=12.000000
predicted=17.374162, expected=16.000000
predicted=14.622148, expected=12.000000
predicted=12.799030, expected=28.000000
predicted=17.587709, expected=20.000000
predicted=16.340396, expected=28.000000
predicted=19.526048, expected=20.000000
predicted=20.446216, expected=16.000000
predicted=19.122906, expected=4.000000
predicted=18.580494, expected=36.000000
predicted=22.960019, expected=12.000000
predicted=18.490921, expected=16.000000
predicted=16.950332, expected=12.000000
predicted=16.741452, expected=32.000000
predicted=18.425543, expected=24.000000
predicted=23.165990, expected=32.000000
predicted=21.370717, expected=8.000000
predicted=19.076710, expected=4.000000
predicted=16.386486, expected=20.000000
predicted=22.241086, expected=52.000000
predicted=26.327370, expected=32.000000
predicted=24.577962, expected=4.000000
predicted=16.293184, expected=12.000000
predicted=20.417469, expected=8.000000
predicted=20.060923, expected=12.000000
predicted=21.569881, expected=12.000000
predicted=15.150813, expected=20.000000
predicted=11.506956, expected=4.000000
predicted=10.147243, expected=8.000000
predicted=10.258192, expected=24.000000
predicted=15.285872, expected=8.000000
predicted=10.875413, expected=36.000000
predicted=19.542342, expected=32.000000
predicted=18.870861, expected=4.000000
predicted=14.380392, expected=48.000000
predicted=29.656610, expected=4.000000
predicted=18.008989, expected=8.000000
predicted=21.449549, expected=24.000000
predicted=23.390404, expected=28.000000
predicted=17.648063, expected=12.000000
predicted=21.756310, expected=4.000000
predicted=11.921654, expected=20.000000
predicted=16.626739, expected=24.000000
predicted=19.288367, expected=16.000000
Test MSE: 111.076
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653])]
predicted=32.181675, expected=24.000000
predicted=36.799682, expected=24.000000
predicted=24.839600, expected=56.000000
predicted=38.219603, expected=36.000000
predicted=36.447856, expected=48.000000
predicted=34.195281, expected=48.000000
predicted=37.228707, expected=56.000000
predicted=43.864114, expected=64.000000
predicted=55.539821, expected=44.000000
predicted=45.242439, expected=64.000000
predicted=54.283336, expected=40.000000
predicted=48.616060, expected=28.000000
predicted=45.112074, expected=16.000000
predicted=38.909084, expected=8.000000
predicted=29.303003, expected=24.000000
predicted=35.954467, expected=104.000000
predicted=56.492639, expected=36.000000
predicted=37.461464, expected=24.000000
predicted=24.978143, expected=24.000000
predicted=22.906144, expected=24.000000
predicted=34.532425, expected=40.000000
predicted=55.810213, expected=36.000000
predicted=33.741346, expected=24.000000
predicted=26.165766, expected=52.000000
predicted=35.038101, expected=36.000000
predicted=34.057507, expected=64.000000
predicted=47.326055, expected=20.000000
predicted=32.900220, expected=36.000000
predicted=33.752922, expected=28.000000
predicted=38.437660, expected=28.000000
predicted=35.039938, expected=76.000000
predicted=55.069239, expected=84.000000
predicted=52.040285, expected=60.000000
predicted=50.926736, expected=44.000000
predicted=42.281326, expected=32.000000
predicted=41.412262, expected=28.000000
predicted=52.541517, expected=92.000000
predicted=72.753760, expected=36.000000
predicted=50.698617, expected=44.000000
predicted=43.195461, expected=32.000000
predicted=35.577298, expected=64.000000
predicted=50.425191, expected=40.000000
predicted=58.201205, expected=44.000000
predicted=41.468539, expected=24.000000
predicted=36.113572, expected=200.000000
predicted=94.005023, expected=64.000000
predicted=75.474970, expected=92.000000
predicted=67.860161, expected=32.000000
predicted=53.144503, expected=20.000000
predicted=51.006385, expected=60.000000
predicted=99.298116, expected=168.000000
predicted=98.909094, expected=72.000000
predicted=82.773810, expected=68.000000
predicted=54.592441, expected=24.000000
predicted=42.160453, expected=16.000000
predicted=55.306471, expected=24.000000
predicted=78.024743, expected=52.000000
predicted=54.053158, expected=164.000000
predicted=89.134714, expected=112.000000
predicted=71.828906, expected=32.000000
predicted=41.082719, expected=36.000000
predicted=42.358099, expected=40.000000
predicted=62.441485, expected=44.000000
predicted=90.681606, expected=32.000000
predicted=59.730418, expected=176.000000
predicted=82.486672, expected=148.000000
predicted=92.695845, expected=60.000000
predicted=64.763393, expected=28.000000
predicted=49.210165, expected=144.000000
predicted=95.027192, expected=120.000000
predicted=136.759565, expected=56.000000
predicted=94.911121, expected=160.000000
predicted=99.423960, expected=128.000000
predicted=95.953696, expected=16.000000
predicted=91.265196, expected=16.000000
predicted=70.728418, expected=104.000000
predicted=82.389759, expected=84.000000
predicted=106.529230, expected=36.000000
predicted=71.103113, expected=68.000000
predicted=47.350546, expected=28.000000
predicted=39.303584, expected=20.000000
predicted=58.401042, expected=28.000000
predicted=49.543042, expected=76.000000
predicted=50.787685, expected=32.000000
predicted=46.023590, expected=80.000000
predicted=48.935169, expected=76.000000
predicted=50.924971, expected=40.000000
predicted=44.083972, expected=44.000000
predicted=58.020103, expected=32.000000
predicted=41.171328, expected=32.000000
predicted=53.100929, expected=180.000000
predicted=100.768294, expected=44.000000
predicted=53.023336, expected=96.000000
predicted=68.137747, expected=24.000000
predicted=47.685381, expected=56.000000
predicted=57.726352, expected=28.000000
predicted=88.665193, expected=32.000000
predicted=42.195129, expected=132.000000
predicted=88.111496, expected=60.000000
predicted=51.079061, expected=52.000000
predicted=54.826177, expected=28.000000
predicted=40.365339, expected=44.000000
predicted=49.109879, expected=20.000000
predicted=65.899100, expected=16.000000
predicted=36.627809, expected=88.000000
predicted=55.846915, expected=68.000000
predicted=48.019874, expected=44.000000
predicted=44.360809, expected=32.000000
predicted=33.918771, expected=48.000000
predicted=41.328032, expected=36.000000
predicted=57.622034, expected=112.000000
predicted=73.639952, expected=68.000000
predicted=57.665895, expected=92.000000
predicted=62.483672, expected=48.000000
predicted=57.321044, expected=44.000000
predicted=53.055091, expected=56.000000
predicted=76.601823, expected=88.000000
predicted=73.259710, expected=120.000000
predicted=91.298132, expected=52.000000
predicted=59.008945, expected=64.000000
predicted=60.314880, expected=44.000000
predicted=60.711529, expected=48.000000
predicted=69.254923, expected=28.000000
predicted=66.042264, expected=20.000000
predicted=38.892491, expected=144.000000
predicted=81.638329, expected=52.000000
predicted=54.942158, expected=60.000000
predicted=53.551485, expected=64.000000
predicted=52.653066, expected=32.000000
predicted=46.327866, expected=36.000000
predicted=75.653989, expected=16.000000
predicted=38.630337, expected=48.000000
predicted=48.292457, expected=104.000000
predicted=67.799322, expected=44.000000
predicted=43.713458, expected=104.000000
predicted=62.375822, expected=24.000000
predicted=39.580778, expected=52.000000
predicted=55.619153, expected=40.000000
predicted=65.971810, expected=180.000000
predicted=94.019426, expected=60.000000
predicted=82.778223, expected=68.000000
predicted=54.311344, expected=84.000000
predicted=73.717858, expected=28.000000
predicted=58.897154, expected=44.000000
predicted=92.366622, expected=84.000000
predicted=67.047712, expected=36.000000
predicted=56.693505, expected=244.000000
predicted=121.262934, expected=64.000000
predicted=72.397832, expected=96.000000
predicted=76.989337, expected=56.000000
predicted=81.713028, expected=52.000000
predicted=72.734741, expected=28.000000
predicted=112.584354, expected=44.000000
predicted=55.356206, expected=172.000000
predicted=102.607416, expected=84.000000
predicted=77.186290, expected=76.000000
predicted=66.446568, expected=20.000000
predicted=45.965159, expected=44.000000
predicted=60.431752, expected=48.000000
predicted=92.198825, expected=68.000000
predicted=67.087226, expected=56.000000
predicted=58.472679, expected=236.000000
predicted=100.170032, expected=76.000000
predicted=82.913502, expected=44.000000
predicted=62.253831, expected=80.000000
predicted=79.082731, expected=12.000000
predicted=67.159206, expected=148.000000
predicted=139.828897, expected=60.000000
predicted=74.260597, expected=60.000000
predicted=59.356588, expected=64.000000
predicted=66.040172, expected=28.000000
predicted=48.020729, expected=48.000000
predicted=79.454806, expected=28.000000
predicted=47.070798, expected=60.000000
predicted=53.615944, expected=88.000000
predicted=63.081867, expected=72.000000
predicted=54.442681, expected=60.000000
predicted=54.966278, expected=56.000000
predicted=51.037980, expected=52.000000
predicted=61.558914, expected=24.000000
predicted=57.904887, expected=48.000000
predicted=54.231858, expected=72.000000
predicted=59.180191, expected=64.000000
predicted=58.076394, expected=76.000000
predicted=58.000209, expected=32.000000
predicted=41.748883, expected=16.000000
predicted=41.443459, expected=32.000000
predicted=48.810356, expected=28.000000
predicted=45.929173, expected=96.000000
predicted=63.857264, expected=32.000000
predicted=38.691209, expected=32.000000
predicted=29.931457, expected=48.000000
predicted=39.593286, expected=44.000000
predicted=45.758854, expected=28.000000
predicted=52.995033, expected=32.000000
predicted=32.802413, expected=32.000000
predicted=34.621838, expected=72.000000
predicted=50.618479, expected=60.000000
predicted=49.382849, expected=84.000000
predicted=52.706566, expected=36.000000
predicted=44.154027, expected=44.000000
predicted=45.900442, expected=96.000000
predicted=72.518887, expected=52.000000
predicted=64.085611, expected=60.000000
predicted=63.813128, expected=52.000000
predicted=49.419291, expected=12.000000
predicted=44.009803, expected=28.000000
predicted=52.821471, expected=28.000000
predicted=40.259592, expected=16.000000
predicted=36.627571, expected=32.000000
predicted=32.468498, expected=80.000000
predicted=38.956422, expected=48.000000
predicted=41.132700, expected=36.000000
predicted=34.434148, expected=36.000000
predicted=32.108391, expected=52.000000
predicted=46.496880, expected=64.000000
predicted=62.037513, expected=72.000000
predicted=55.547314, expected=64.000000
predicted=51.999420, expected=76.000000
predicted=57.878505, expected=44.000000
predicted=56.319230, expected=24.000000
predicted=50.559354, expected=52.000000
predicted=56.645453, expected=20.000000
predicted=47.321256, expected=68.000000
predicted=57.109918, expected=68.000000
predicted=51.148383, expected=40.000000
predicted=41.226854, expected=32.000000
predicted=41.180880, expected=36.000000
predicted=36.828309, expected=36.000000
predicted=50.308325, expected=60.000000
predicted=53.535803, expected=80.000000
predicted=53.626676, expected=104.000000
predicted=63.343040, expected=52.000000
predicted=54.082518, expected=24.000000
predicted=43.534641, expected=48.000000
predicted=55.815152, expected=64.000000
predicted=69.762355, expected=64.000000
predicted=71.807222, expected=156.000000
predicted=82.379900, expected=84.000000
predicted=68.636975, expected=72.000000
predicted=69.016898, expected=180.000000
predicted=106.277320, expected=48.000000
predicted=90.350617, expected=44.000000
predicted=94.747621, expected=24.000000
predicted=60.324431, expected=96.000000
predicted=85.117204, expected=52.000000
predicted=95.496273, expected=32.000000
predicted=44.550000, expected=60.000000
predicted=47.510572, expected=32.000000
predicted=43.451361, expected=32.000000
predicted=55.777121, expected=84.000000
predicted=55.481247, expected=40.000000
predicted=45.705798, expected=60.000000
predicted=53.292167, expected=44.000000
predicted=42.636920, expected=28.000000
predicted=41.731329, expected=40.000000
predicted=52.841894, expected=64.000000
predicted=49.650038, expected=68.000000
predicted=58.100541, expected=84.000000
predicted=58.486150, expected=40.000000
predicted=45.346681, expected=36.000000
predicted=45.981136, expected=28.000000
predicted=49.046804, expected=44.000000
predicted=53.985028, expected=32.000000
predicted=50.603076, expected=100.000000
predicted=56.416165, expected=72.000000
predicted=55.272088, expected=16.000000
predicted=37.035487, expected=44.000000
predicted=42.608365, expected=40.000000
predicted=46.572048, expected=40.000000
predicted=61.979633, expected=72.000000
predicted=56.512582, expected=48.000000
predicted=40.129020, expected=36.000000
predicted=42.960285, expected=24.000000
predicted=36.414462, expected=28.000000
predicted=38.612390, expected=24.000000
predicted=43.165600, expected=16.000000
predicted=30.712912, expected=100.000000
predicted=50.086183, expected=64.000000
predicted=47.103137, expected=80.000000
predicted=52.179652, expected=40.000000
predicted=41.531904, expected=56.000000
predicted=49.274113, expected=32.000000
predicted=63.496168, expected=48.000000
predicted=55.125723, expected=100.000000
predicted=72.253661, expected=96.000000
predicted=68.188455, expected=28.000000
predicted=51.803700, expected=68.000000
predicted=51.567868, expected=52.000000
predicted=60.355413, expected=44.000000
predicted=70.296311, expected=84.000000
predicted=71.781025, expected=60.000000
predicted=53.316396, expected=124.000000
predicted=81.740158, expected=36.000000
predicted=58.330804, expected=40.000000
predicted=52.544238, expected=28.000000
predicted=56.340284, expected=32.000000
predicted=53.600033, expected=52.000000
predicted=67.130816, expected=100.000000
predicted=57.923853, expected=104.000000
predicted=67.055128, expected=88.000000
predicted=63.111621, expected=36.000000
predicted=50.960604, expected=56.000000
predicted=61.920754, expected=44.000000
predicted=72.977040, expected=80.000000
predicted=80.207203, expected=76.000000
predicted=72.160763, expected=116.000000
predicted=72.033568, expected=64.000000
predicted=67.676425, expected=44.000000
predicted=57.111771, expected=32.000000
predicted=60.152657, expected=44.000000
predicted=63.104643, expected=48.000000
predicted=69.828440, expected=36.000000
predicted=47.741924, expected=164.000000
predicted=78.578032, expected=112.000000
predicted=78.664265, expected=40.000000
predicted=59.131802, expected=24.000000
predicted=46.116751, expected=84.000000
predicted=70.623539, expected=40.000000
predicted=94.014050, expected=108.000000
predicted=85.483865, expected=96.000000
predicted=66.879799, expected=48.000000
predicted=54.877697, expected=36.000000
predicted=59.913042, expected=28.000000
predicted=47.800973, expected=48.000000
predicted=70.036947, expected=28.000000
predicted=55.234228, expected=32.000000
predicted=37.609679, expected=92.000000
predicted=51.948036, expected=88.000000
predicted=58.671281, expected=40.000000
predicted=50.021100, expected=24.000000
predicted=35.051232, expected=56.000000
predicted=49.498640, expected=76.000000
predicted=75.426340, expected=32.000000
predicted=57.526508, expected=92.000000
predicted=55.759497, expected=60.000000
predicted=51.825816, expected=60.000000
predicted=61.314072, expected=48.000000
predicted=59.095323, expected=48.000000
predicted=50.076381, expected=52.000000
predicted=65.221489, expected=72.000000
predicted=61.435436, expected=112.000000
predicted=75.409942, expected=60.000000
predicted=62.119137, expected=52.000000
predicted=56.073406, expected=40.000000
predicted=54.224459, expected=20.000000
predicted=54.987906, expected=48.000000
predicted=65.593725, expected=32.000000
predicted=45.339959, expected=68.000000
predicted=50.906026, expected=72.000000
predicted=51.195706, expected=32.000000
predicted=37.855736, expected=52.000000
predicted=47.077869, expected=20.000000
predicted=37.658765, expected=32.000000
predicted=48.034438, expected=56.000000
predicted=52.271970, expected=56.000000
predicted=45.004284, expected=76.000000
predicted=55.080463, expected=32.000000
predicted=36.717070, expected=44.000000
predicted=42.428088, expected=28.000000
predicted=45.131820, expected=48.000000
predicted=50.554563, expected=68.000000
predicted=59.599406, expected=72.000000
predicted=51.878369, expected=80.000000
predicted=58.514778, expected=32.000000
predicted=43.343056, expected=24.000000
predicted=43.676362, expected=64.000000
predicted=59.792026, expected=52.000000
predicted=61.407441, expected=68.000000
predicted=62.456516, expected=112.000000
predicted=63.506477, expected=44.000000
predicted=51.563364, expected=92.000000
predicted=71.075920, expected=28.000000
predicted=54.569648, expected=96.000000
predicted=77.204050, expected=80.000000
predicted=85.312713, expected=64.000000
predicted=64.068664, expected=120.000000
predicted=87.265699, expected=40.000000
predicted=58.779755, expected=28.000000
predicted=64.723773, expected=16.000000
predicted=49.849227, expected=20.000000
predicted=48.440659, expected=56.000000
predicted=65.173813, expected=112.000000
predicted=61.123240, expected=64.000000
predicted=50.778347, expected=100.000000
predicted=56.215245, expected=44.000000
predicted=49.959547, expected=64.000000
predicted=67.183619, expected=16.000000
predicted=64.520221, expected=52.000000
predicted=57.384217, expected=80.000000
predicted=73.321071, expected=88.000000
predicted=65.214688, expected=120.000000
predicted=78.760846, expected=32.000000
predicted=47.392604, expected=32.000000
predicted=51.389625, expected=24.000000
predicted=55.676369, expected=40.000000
predicted=63.391524, expected=44.000000
predicted=64.089349, expected=64.000000
predicted=43.876464, expected=44.000000
predicted=40.223348, expected=72.000000
predicted=46.886729, expected=84.000000
predicted=60.221900, expected=88.000000
predicted=68.015778, expected=40.000000
predicted=58.494804, expected=84.000000
predicted=63.460748, expected=76.000000
predicted=75.836507, expected=36.000000
predicted=66.763032, expected=52.000000
predicted=61.533843, expected=36.000000
predicted=47.801634, expected=64.000000
predicted=66.145408, expected=56.000000
predicted=59.489474, expected=48.000000
predicted=46.354689, expected=84.000000
predicted=59.828326, expected=116.000000
predicted=73.663385, expected=36.000000
predicted=62.262376, expected=76.000000
predicted=62.212863, expected=44.000000
predicted=57.885380, expected=48.000000
predicted=69.132194, expected=20.000000
predicted=59.574370, expected=116.000000
predicted=64.915078, expected=28.000000
predicted=59.072760, expected=52.000000
predicted=47.154992, expected=16.000000
predicted=36.640412, expected=32.000000
predicted=37.906263, expected=84.000000
predicted=73.958991, expected=80.000000
predicted=55.668618, expected=60.000000
predicted=54.481237, expected=60.000000
predicted=44.175256, expected=36.000000
predicted=47.839698, expected=28.000000
predicted=56.730450, expected=56.000000
predicted=59.064421, expected=32.000000
Test MSE: 1337.601
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214])]
predicted=9.738260, expected=16.000000
predicted=9.530823, expected=8.000000
predicted=7.831280, expected=12.000000
predicted=7.671572, expected=8.000000
predicted=9.424769, expected=4.000000
predicted=9.428248, expected=4.000000
predicted=8.078305, expected=4.000000
predicted=7.237688, expected=12.000000
predicted=7.909457, expected=4.000000
predicted=6.026699, expected=8.000000
predicted=5.248572, expected=12.000000
predicted=7.711523, expected=16.000000
predicted=10.447573, expected=4.000000
predicted=8.299436, expected=8.000000
predicted=7.713375, expected=12.000000
predicted=10.975695, expected=4.000000
predicted=9.893902, expected=12.000000
predicted=8.391734, expected=16.000000
predicted=10.370080, expected=8.000000
predicted=10.127717, expected=8.000000
predicted=8.537718, expected=4.000000
predicted=8.824181, expected=12.000000
predicted=10.795918, expected=4.000000
predicted=8.767116, expected=4.000000
predicted=5.980265, expected=12.000000
predicted=7.513279, expected=4.000000
predicted=7.552850, expected=4.000000
predicted=5.505076, expected=4.000000
predicted=5.200144, expected=8.000000
predicted=6.951296, expected=12.000000
predicted=7.580140, expected=4.000000
predicted=5.668643, expected=8.000000
predicted=5.895854, expected=12.000000
predicted=8.748164, expected=4.000000
predicted=8.302410, expected=4.000000
predicted=6.114628, expected=4.000000
predicted=6.246152, expected=8.000000
predicted=7.495997, expected=12.000000
predicted=7.570277, expected=16.000000
predicted=8.325960, expected=4.000000
predicted=7.206497, expected=16.000000
predicted=9.517877, expected=8.000000
predicted=11.528278, expected=4.000000
predicted=9.594807, expected=8.000000
predicted=8.539608, expected=12.000000
predicted=10.189465, expected=4.000000
predicted=8.371476, expected=24.000000
predicted=9.928667, expected=12.000000
predicted=11.629651, expected=12.000000
predicted=10.939068, expected=12.000000
predicted=11.761625, expected=4.000000
predicted=12.257098, expected=4.000000
predicted=10.539362, expected=12.000000
predicted=10.106756, expected=16.000000
predicted=11.290793, expected=16.000000
predicted=10.430222, expected=16.000000
predicted=10.663340, expected=8.000000
predicted=11.512777, expected=8.000000
predicted=12.231765, expected=4.000000
predicted=11.488207, expected=4.000000
predicted=9.577983, expected=4.000000
predicted=7.312808, expected=4.000000
predicted=5.577959, expected=24.000000
predicted=9.042137, expected=12.000000
predicted=9.492063, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=6.543893, expected=8.000000
predicted=8.175768, expected=8.000000
predicted=11.842837, expected=4.000000
predicted=9.913696, expected=4.000000
predicted=5.951959, expected=8.000000
predicted=6.467575, expected=12.000000
predicted=8.113543, expected=12.000000
predicted=8.069962, expected=4.000000
predicted=6.472205, expected=4.000000
predicted=6.593147, expected=16.000000
predicted=10.449822, expected=4.000000
predicted=9.343653, expected=4.000000
predicted=5.854579, expected=12.000000
predicted=7.516450, expected=8.000000
predicted=9.324341, expected=12.000000
predicted=8.733899, expected=8.000000
predicted=7.723880, expected=4.000000
predicted=7.774943, expected=16.000000
predicted=10.231292, expected=8.000000
predicted=10.215986, expected=4.000000
predicted=7.621105, expected=8.000000
predicted=7.434742, expected=24.000000
predicted=12.755575, expected=4.000000
predicted=10.555659, expected=4.000000
predicted=6.468193, expected=8.000000
predicted=8.851400, expected=4.000000
predicted=10.237530, expected=4.000000
predicted=7.204711, expected=4.000000
predicted=4.583474, expected=12.000000
predicted=6.754204, expected=20.000000
predicted=9.567062, expected=4.000000
predicted=7.307270, expected=4.000000
predicted=6.249592, expected=12.000000
predicted=10.149002, expected=8.000000
predicted=11.360386, expected=20.000000
predicted=11.105831, expected=4.000000
predicted=8.234971, expected=16.000000
predicted=10.287634, expected=4.000000
predicted=10.676593, expected=4.000000
predicted=9.357446, expected=16.000000
predicted=10.675111, expected=4.000000
predicted=9.159956, expected=4.000000
predicted=6.531012, expected=8.000000
predicted=6.618883, expected=8.000000
predicted=8.587507, expected=8.000000
predicted=7.557236, expected=4.000000
predicted=5.560047, expected=20.000000
predicted=9.351031, expected=8.000000
predicted=9.847415, expected=8.000000
predicted=8.265411, expected=12.000000
predicted=9.640842, expected=8.000000
predicted=11.164615, expected=8.000000
predicted=10.004116, expected=8.000000
predicted=8.598063, expected=12.000000
predicted=9.880851, expected=4.000000
predicted=8.413196, expected=4.000000
predicted=6.726265, expected=12.000000
predicted=8.476649, expected=8.000000
predicted=8.826940, expected=12.000000
predicted=8.140841, expected=12.000000
predicted=8.598372, expected=8.000000
predicted=9.435706, expected=4.000000
predicted=8.591293, expected=8.000000
predicted=8.897403, expected=8.000000
predicted=9.288018, expected=4.000000
predicted=7.119909, expected=8.000000
predicted=6.312010, expected=4.000000
predicted=6.276878, expected=4.000000
predicted=5.851921, expected=4.000000
predicted=5.147968, expected=8.000000
predicted=5.856419, expected=8.000000
predicted=6.130673, expected=12.000000
predicted=6.725798, expected=8.000000
predicted=7.143676, expected=4.000000
predicted=6.856776, expected=16.000000
predicted=9.632656, expected=20.000000
predicted=12.728166, expected=16.000000
predicted=12.413498, expected=4.000000
predicted=9.570510, expected=4.000000
predicted=10.234761, expected=4.000000
predicted=11.473993, expected=8.000000
predicted=10.146540, expected=4.000000
predicted=6.371595, expected=12.000000
predicted=6.050793, expected=8.000000
predicted=6.861908, expected=4.000000
predicted=6.247947, expected=8.000000
predicted=6.910768, expected=8.000000
predicted=8.145456, expected=8.000000
predicted=7.987679, expected=20.000000
predicted=9.679830, expected=8.000000
predicted=9.518721, expected=4.000000
predicted=7.990283, expected=8.000000
predicted=9.074231, expected=8.000000
predicted=10.697273, expected=4.000000
predicted=8.274463, expected=12.000000
predicted=7.220718, expected=4.000000
predicted=6.938234, expected=4.000000
predicted=6.149823, expected=4.000000
predicted=5.739885, expected=8.000000
predicted=6.842742, expected=4.000000
predicted=5.851226, expected=12.000000
predicted=6.046105, expected=8.000000
predicted=6.835809, expected=4.000000
predicted=6.247367, expected=4.000000
predicted=6.040618, expected=8.000000
predicted=7.416949, expected=4.000000
predicted=6.841890, expected=4.000000
predicted=4.876538, expected=8.000000
predicted=5.457326, expected=4.000000
predicted=5.654909, expected=4.000000
predicted=4.879816, expected=8.000000
predicted=5.455760, expected=16.000000
predicted=8.304561, expected=8.000000
predicted=7.815573, expected=4.000000
predicted=6.147444, expected=8.000000
predicted=7.913771, expected=12.000000
predicted=10.545392, expected=12.000000
predicted=10.158846, expected=4.000000
predicted=7.121280, expected=4.000000
predicted=6.753133, expected=20.000000
predicted=11.264170, expected=4.000000
predicted=9.816360, expected=4.000000
predicted=6.396840, expected=16.000000
predicted=9.004643, expected=20.000000
predicted=13.353685, expected=28.000000
predicted=15.221277, expected=8.000000
predicted=11.905155, expected=20.000000
predicted=15.446037, expected=16.000000
predicted=18.918997, expected=4.000000
predicted=16.012112, expected=4.000000
predicted=11.671543, expected=8.000000
predicted=11.126326, expected=12.000000
predicted=11.563418, expected=4.000000
predicted=7.279355, expected=8.000000
predicted=6.155123, expected=4.000000
predicted=6.851103, expected=4.000000
predicted=6.779652, expected=8.000000
predicted=6.591783, expected=12.000000
predicted=7.438043, expected=4.000000
predicted=6.202289, expected=4.000000
predicted=5.247653, expected=8.000000
predicted=7.082177, expected=8.000000
predicted=8.031398, expected=4.000000
predicted=6.075144, expected=4.000000
predicted=4.931154, expected=12.000000
predicted=7.377164, expected=8.000000
predicted=7.731041, expected=12.000000
predicted=7.664648, expected=12.000000
predicted=8.698695, expected=4.000000
predicted=8.509313, expected=8.000000
predicted=8.826505, expected=4.000000
predicted=8.346064, expected=8.000000
predicted=8.231054, expected=4.000000
predicted=6.360872, expected=4.000000
predicted=5.275696, expected=4.000000
predicted=5.145491, expected=8.000000
predicted=5.856242, expected=12.000000
predicted=7.020971, expected=4.000000
predicted=5.655839, expected=4.000000
predicted=5.254876, expected=4.000000
predicted=6.178912, expected=4.000000
predicted=6.453561, expected=4.000000
predicted=5.074151, expected=24.000000
predicted=8.517996, expected=12.000000
predicted=9.142000, expected=8.000000
predicted=7.846341, expected=8.000000
predicted=9.262592, expected=4.000000
predicted=10.972656, expected=4.000000
predicted=9.622158, expected=12.000000
predicted=8.498121, expected=4.000000
predicted=6.835306, expected=4.000000
predicted=5.209744, expected=8.000000
predicted=6.104584, expected=8.000000
predicted=7.459510, expected=24.000000
predicted=10.671987, expected=4.000000
predicted=8.258857, expected=8.000000
predicted=8.081306, expected=4.000000
predicted=9.187814, expected=4.000000
predicted=9.685149, expected=8.000000
predicted=8.294582, expected=8.000000
predicted=6.532273, expected=20.000000
predicted=9.187515, expected=8.000000
predicted=8.513188, expected=8.000000
predicted=8.407888, expected=4.000000
predicted=8.875195, expected=4.000000
predicted=9.315433, expected=4.000000
predicted=7.778006, expected=4.000000
predicted=5.506506, expected=4.000000
predicted=4.546283, expected=4.000000
predicted=3.991822, expected=12.000000
predicted=5.826511, expected=8.000000
predicted=6.268946, expected=8.000000
predicted=6.222719, expected=4.000000
predicted=6.163939, expected=12.000000
predicted=8.649576, expected=4.000000
predicted=8.014779, expected=8.000000
predicted=7.047987, expected=12.000000
predicted=8.239194, expected=16.000000
predicted=10.329807, expected=4.000000
predicted=8.374553, expected=8.000000
predicted=7.997751, expected=16.000000
predicted=11.665798, expected=8.000000
predicted=11.216068, expected=8.000000
predicted=8.822987, expected=4.000000
predicted=7.740904, expected=4.000000
predicted=8.317948, expected=4.000000
predicted=7.201384, expected=12.000000
predicted=7.330531, expected=12.000000
predicted=7.734940, expected=8.000000
predicted=6.895333, expected=12.000000
predicted=8.339240, expected=4.000000
predicted=8.748543, expected=4.000000
predicted=8.243435, expected=8.000000
predicted=8.167011, expected=8.000000
predicted=8.040675, expected=8.000000
predicted=7.030386, expected=4.000000
predicted=5.579985, expected=8.000000
predicted=6.772810, expected=16.000000
predicted=9.526823, expected=12.000000
predicted=9.677974, expected=4.000000
predicted=7.448588, expected=8.000000
predicted=8.299796, expected=8.000000
predicted=10.179461, expected=12.000000
predicted=10.394464, expected=12.000000
predicted=9.205042, expected=12.000000
predicted=9.358505, expected=16.000000
predicted=11.442663, expected=4.000000
predicted=10.294004, expected=12.000000
predicted=11.002451, expected=8.000000
predicted=11.059073, expected=4.000000
predicted=9.277305, expected=8.000000
predicted=8.092146, expected=4.000000
predicted=7.159014, expected=8.000000
predicted=7.295636, expected=8.000000
predicted=6.730908, expected=4.000000
predicted=5.943477, expected=4.000000
predicted=5.461203, expected=8.000000
predicted=6.455038, expected=8.000000
predicted=7.090670, expected=4.000000
predicted=5.543349, expected=8.000000
predicted=5.830325, expected=12.000000
predicted=8.048009, expected=8.000000
predicted=8.084735, expected=4.000000
predicted=6.464115, expected=8.000000
predicted=7.379801, expected=8.000000
predicted=8.627146, expected=8.000000
predicted=7.965100, expected=4.000000
predicted=6.137319, expected=8.000000
predicted=6.786651, expected=16.000000
predicted=9.522462, expected=4.000000
predicted=7.824037, expected=4.000000
predicted=6.139806, expected=4.000000
predicted=6.740926, expected=4.000000
Test MSE: 28.582
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571])]
predicted=24.112022, expected=24.000000
predicted=23.010866, expected=24.000000
predicted=23.681245, expected=32.000000
predicted=24.126262, expected=28.000000
predicted=28.995930, expected=40.000000
predicted=24.930579, expected=4.000000
predicted=23.432239, expected=20.000000
predicted=24.828697, expected=36.000000
predicted=28.324509, expected=24.000000
predicted=23.131275, expected=28.000000
predicted=27.596116, expected=8.000000
predicted=18.366784, expected=4.000000
predicted=18.603104, expected=12.000000
predicted=19.937956, expected=28.000000
predicted=17.725526, expected=4.000000
predicted=13.448775, expected=24.000000
predicted=14.518458, expected=32.000000
predicted=17.766628, expected=8.000000
predicted=15.086304, expected=16.000000
predicted=20.646019, expected=16.000000
predicted=15.805718, expected=12.000000
predicted=16.798863, expected=24.000000
predicted=20.051019, expected=12.000000
predicted=13.477109, expected=12.000000
predicted=15.084647, expected=24.000000
predicted=17.744827, expected=16.000000
predicted=15.277249, expected=28.000000
predicted=20.480689, expected=12.000000
predicted=16.588261, expected=16.000000
predicted=17.289183, expected=24.000000
predicted=21.094626, expected=16.000000
predicted=17.235488, expected=12.000000
predicted=18.553106, expected=20.000000
predicted=16.991255, expected=8.000000
predicted=14.728233, expected=12.000000
predicted=15.788040, expected=20.000000
predicted=15.424978, expected=12.000000
predicted=12.814017, expected=20.000000
predicted=16.324898, expected=8.000000
predicted=12.522081, expected=24.000000
predicted=16.183067, expected=8.000000
predicted=15.005103, expected=24.000000
predicted=16.027191, expected=36.000000
predicted=21.523851, expected=32.000000
predicted=20.505125, expected=8.000000
predicted=21.611632, expected=28.000000
predicted=23.070249, expected=20.000000
predicted=23.648774, expected=16.000000
predicted=22.780790, expected=28.000000
predicted=24.265872, expected=20.000000
predicted=18.284765, expected=20.000000
predicted=22.240825, expected=16.000000
predicted=20.165250, expected=12.000000
predicted=17.617008, expected=16.000000
predicted=19.283106, expected=8.000000
predicted=14.775176, expected=20.000000
predicted=16.025494, expected=28.000000
predicted=17.322392, expected=28.000000
predicted=18.162562, expected=4.000000
predicted=16.475096, expected=8.000000
predicted=15.622829, expected=12.000000
predicted=16.583410, expected=4.000000
predicted=13.100840, expected=12.000000
predicted=13.031138, expected=36.000000
predicted=13.771796, expected=8.000000
predicted=11.223614, expected=8.000000
predicted=13.667606, expected=16.000000
predicted=14.398181, expected=20.000000
predicted=15.021865, expected=8.000000
predicted=16.817114, expected=4.000000
predicted=10.451127, expected=16.000000
predicted=12.282744, expected=12.000000
predicted=11.931900, expected=12.000000
predicted=12.429943, expected=24.000000
predicted=13.660810, expected=4.000000
predicted=9.999289, expected=16.000000
predicted=14.764690, expected=24.000000
predicted=15.947856, expected=12.000000
predicted=13.495390, expected=16.000000
predicted=17.428471, expected=32.000000
predicted=17.591656, expected=24.000000
predicted=19.414652, expected=20.000000
predicted=21.716615, expected=32.000000
predicted=23.334752, expected=16.000000
predicted=21.322071, expected=24.000000
predicted=25.460741, expected=16.000000
predicted=21.980654, expected=24.000000
predicted=21.426405, expected=60.000000
predicted=31.619077, expected=36.000000
predicted=27.168981, expected=36.000000
predicted=33.084075, expected=20.000000
predicted=31.207961, expected=12.000000
predicted=28.565858, expected=20.000000
predicted=32.659630, expected=28.000000
predicted=25.651988, expected=20.000000
predicted=22.969246, expected=28.000000
predicted=22.254270, expected=24.000000
predicted=21.346486, expected=12.000000
predicted=20.637834, expected=20.000000
predicted=22.974868, expected=24.000000
predicted=21.042386, expected=40.000000
predicted=25.663504, expected=24.000000
predicted=23.772100, expected=16.000000
predicted=21.586444, expected=8.000000
predicted=21.440313, expected=16.000000
predicted=20.720051, expected=8.000000
predicted=19.073278, expected=24.000000
predicted=17.255358, expected=24.000000
predicted=16.551178, expected=16.000000
predicted=14.779170, expected=32.000000
predicted=21.498615, expected=16.000000
predicted=18.061051, expected=12.000000
predicted=20.193770, expected=4.000000
predicted=17.426644, expected=12.000000
predicted=14.611244, expected=12.000000
predicted=15.588166, expected=12.000000
predicted=11.382821, expected=48.000000
predicted=19.396425, expected=16.000000
predicted=14.956417, expected=40.000000
predicted=24.476888, expected=20.000000
predicted=23.978332, expected=48.000000
predicted=29.534545, expected=56.000000
predicted=40.853041, expected=40.000000
predicted=34.312137, expected=32.000000
predicted=40.128679, expected=12.000000
predicted=31.816818, expected=20.000000
predicted=34.235147, expected=16.000000
predicted=29.763196, expected=20.000000
predicted=23.621891, expected=16.000000
predicted=20.185629, expected=12.000000
predicted=15.125560, expected=12.000000
predicted=16.047865, expected=16.000000
predicted=15.204945, expected=20.000000
predicted=16.414916, expected=20.000000
predicted=16.260781, expected=12.000000
predicted=14.814470, expected=12.000000
predicted=14.937150, expected=24.000000
predicted=17.799297, expected=20.000000
predicted=17.776357, expected=12.000000
predicted=16.475678, expected=8.000000
predicted=14.298087, expected=12.000000
predicted=14.015347, expected=32.000000
predicted=19.419777, expected=16.000000
predicted=16.267731, expected=28.000000
predicted=18.870106, expected=28.000000
predicted=20.873442, expected=16.000000
predicted=19.979731, expected=20.000000
predicted=24.287281, expected=16.000000
predicted=19.692960, expected=4.000000
predicted=17.490092, expected=20.000000
predicted=18.706315, expected=32.000000
predicted=18.720022, expected=32.000000
predicted=21.078456, expected=36.000000
predicted=24.629891, expected=24.000000
predicted=23.260504, expected=16.000000
predicted=25.172212, expected=32.000000
predicted=29.498957, expected=32.000000
predicted=28.531298, expected=40.000000
predicted=31.243644, expected=64.000000
predicted=37.354115, expected=20.000000
predicted=30.650414, expected=44.000000
predicted=39.666615, expected=16.000000
predicted=34.076244, expected=16.000000
predicted=31.095954, expected=8.000000
predicted=29.590926, expected=40.000000
predicted=24.243314, expected=56.000000
predicted=33.662292, expected=28.000000
predicted=26.022817, expected=40.000000
predicted=32.411602, expected=8.000000
predicted=26.001065, expected=28.000000
predicted=32.789528, expected=20.000000
predicted=31.285223, expected=24.000000
predicted=23.955431, expected=28.000000
predicted=26.843709, expected=52.000000
predicted=27.426933, expected=44.000000
predicted=33.535692, expected=12.000000
predicted=27.418987, expected=24.000000
predicted=30.340639, expected=36.000000
predicted=32.147844, expected=64.000000
predicted=41.525766, expected=72.000000
predicted=45.696532, expected=24.000000
predicted=34.571381, expected=52.000000
predicted=45.488779, expected=44.000000
predicted=47.174984, expected=24.000000
predicted=44.627297, expected=28.000000
predicted=42.949142, expected=32.000000
predicted=32.646895, expected=60.000000
predicted=42.678158, expected=24.000000
predicted=34.527058, expected=40.000000
predicted=34.847927, expected=16.000000
predicted=31.716949, expected=48.000000
predicted=36.663057, expected=16.000000
predicted=34.565843, expected=68.000000
predicted=36.741925, expected=68.000000
predicted=45.959662, expected=44.000000
predicted=40.047660, expected=8.000000
predicted=40.668042, expected=16.000000
predicted=32.975332, expected=24.000000
predicted=38.850326, expected=40.000000
predicted=36.297777, expected=4.000000
predicted=22.358152, expected=32.000000
predicted=21.097189, expected=20.000000
predicted=22.388094, expected=8.000000
predicted=18.778981, expected=28.000000
predicted=25.158624, expected=36.000000
predicted=20.964953, expected=16.000000
predicted=22.678779, expected=40.000000
predicted=26.614338, expected=8.000000
predicted=19.919179, expected=20.000000
predicted=23.843335, expected=48.000000
predicted=31.598939, expected=12.000000
predicted=20.894025, expected=16.000000
predicted=25.045783, expected=20.000000
predicted=20.277932, expected=16.000000
predicted=20.138422, expected=32.000000
predicted=27.020436, expected=44.000000
predicted=24.440842, expected=24.000000
predicted=24.034468, expected=48.000000
predicted=32.028907, expected=64.000000
predicted=39.076270, expected=28.000000
predicted=37.332499, expected=28.000000
predicted=39.520975, expected=44.000000
predicted=38.898754, expected=12.000000
predicted=34.397061, expected=56.000000
predicted=43.149182, expected=32.000000
predicted=32.775721, expected=36.000000
predicted=33.603985, expected=24.000000
predicted=35.010650, expected=16.000000
predicted=25.829613, expected=36.000000
predicted=35.717931, expected=8.000000
predicted=23.739941, expected=12.000000
predicted=22.115004, expected=28.000000
predicted=21.954654, expected=20.000000
predicted=18.887893, expected=20.000000
predicted=22.041310, expected=32.000000
predicted=20.471900, expected=8.000000
predicted=17.807574, expected=36.000000
predicted=25.620976, expected=20.000000
predicted=22.184881, expected=56.000000
predicted=30.107055, expected=24.000000
predicted=29.653162, expected=20.000000
predicted=24.797025, expected=16.000000
predicted=28.779456, expected=4.000000
predicted=20.388901, expected=28.000000
predicted=27.447632, expected=32.000000
predicted=21.859039, expected=28.000000
predicted=21.689641, expected=8.000000
predicted=18.370158, expected=12.000000
predicted=16.788436, expected=36.000000
predicted=25.343709, expected=16.000000
predicted=21.764887, expected=12.000000
predicted=18.899786, expected=24.000000
predicted=18.139459, expected=16.000000
predicted=17.913039, expected=4.000000
predicted=18.051911, expected=20.000000
predicted=16.033290, expected=40.000000
predicted=20.400716, expected=28.000000
predicted=22.378228, expected=20.000000
predicted=21.123748, expected=20.000000
predicted=20.700443, expected=16.000000
predicted=22.573068, expected=8.000000
predicted=21.918637, expected=20.000000
predicted=19.550354, expected=16.000000
predicted=16.651871, expected=20.000000
predicted=17.081824, expected=28.000000
predicted=19.000500, expected=28.000000
predicted=19.624541, expected=32.000000
predicted=24.548026, expected=24.000000
predicted=23.996367, expected=28.000000
predicted=26.250725, expected=12.000000
predicted=24.218175, expected=20.000000
predicted=23.767491, expected=24.000000
predicted=24.089605, expected=60.000000
predicted=30.542015, expected=56.000000
predicted=35.382293, expected=24.000000
predicted=30.027541, expected=12.000000
predicted=30.129049, expected=12.000000
predicted=28.584656, expected=8.000000
predicted=28.615820, expected=20.000000
predicted=24.638125, expected=24.000000
predicted=18.101002, expected=8.000000
predicted=12.992094, expected=40.000000
predicted=20.689320, expected=8.000000
predicted=15.928723, expected=4.000000
predicted=15.864950, expected=12.000000
predicted=16.724896, expected=20.000000
predicted=14.446622, expected=16.000000
predicted=18.626607, expected=8.000000
predicted=10.754914, expected=28.000000
predicted=15.285725, expected=20.000000
predicted=16.948214, expected=28.000000
predicted=20.763049, expected=16.000000
predicted=18.973712, expected=8.000000
predicted=15.796116, expected=12.000000
predicted=18.820414, expected=8.000000
predicted=14.580855, expected=12.000000
predicted=14.808453, expected=20.000000
predicted=13.780894, expected=12.000000
predicted=11.491871, expected=20.000000
predicted=14.539977, expected=28.000000
predicted=17.236455, expected=32.000000
predicted=21.021409, expected=16.000000
predicted=20.746626, expected=8.000000
predicted=17.497587, expected=12.000000
predicted=18.516166, expected=4.000000
predicted=15.786456, expected=28.000000
predicted=19.163066, expected=20.000000
predicted=15.377658, expected=24.000000
predicted=16.072983, expected=32.000000
predicted=21.048212, expected=4.000000
predicted=15.469196, expected=8.000000
predicted=18.852605, expected=16.000000
predicted=17.362786, expected=12.000000
predicted=15.721387, expected=12.000000
predicted=15.452678, expected=28.000000
predicted=14.230158, expected=20.000000
predicted=15.597944, expected=4.000000
predicted=14.091863, expected=4.000000
predicted=12.286851, expected=16.000000
predicted=13.741525, expected=36.000000
predicted=20.708351, expected=24.000000
predicted=18.312802, expected=20.000000
predicted=16.615643, expected=28.000000
predicted=20.789271, expected=4.000000
predicted=18.495945, expected=40.000000
predicted=27.949440, expected=8.000000
predicted=19.575853, expected=16.000000
predicted=18.688487, expected=16.000000
predicted=19.618096, expected=32.000000
predicted=18.766698, expected=12.000000
predicted=21.600055, expected=16.000000
predicted=15.764793, expected=12.000000
predicted=16.775150, expected=32.000000
predicted=20.559239, expected=16.000000
predicted=20.691577, expected=60.000000
predicted=27.280106, expected=208.000000
predicted=77.313495, expected=224.000000
predicted=125.595747, expected=56.000000
predicted=80.280496, expected=12.000000
predicted=68.922731, expected=68.000000
predicted=102.224496, expected=104.000000
predicted=124.194868, expected=56.000000
predicted=86.604330, expected=44.000000
predicted=55.070460, expected=48.000000
predicted=54.597967, expected=116.000000
predicted=84.146437, expected=92.000000
predicted=77.610218, expected=28.000000
predicted=50.471658, expected=56.000000
predicted=68.591153, expected=48.000000
predicted=61.741673, expected=40.000000
predicted=57.245029, expected=48.000000
predicted=54.508205, expected=28.000000
predicted=36.951377, expected=12.000000
predicted=32.766875, expected=24.000000
predicted=33.980705, expected=24.000000
predicted=28.189424, expected=8.000000
predicted=19.442894, expected=8.000000
predicted=16.441812, expected=24.000000
predicted=19.528350, expected=36.000000
predicted=23.662801, expected=12.000000
predicted=15.037187, expected=44.000000
predicted=28.709411, expected=40.000000
predicted=29.582293, expected=60.000000
predicted=39.977940, expected=40.000000
predicted=38.493890, expected=4.000000
predicted=24.216187, expected=12.000000
predicted=31.931832, expected=36.000000
predicted=35.008441, expected=16.000000
predicted=23.001962, expected=16.000000
predicted=20.062027, expected=8.000000
predicted=14.523755, expected=40.000000
predicted=26.395661, expected=16.000000
predicted=19.097863, expected=8.000000
predicted=13.988481, expected=20.000000
predicted=21.240659, expected=28.000000
predicted=20.963685, expected=16.000000
predicted=18.945377, expected=8.000000
predicted=14.251815, expected=24.000000
predicted=20.365103, expected=32.000000
predicted=23.387510, expected=36.000000
predicted=25.671000, expected=8.000000
predicted=16.366999, expected=16.000000
predicted=20.777657, expected=4.000000
predicted=17.023659, expected=40.000000
predicted=27.557780, expected=32.000000
predicted=24.155975, expected=28.000000
predicted=20.461387, expected=12.000000
predicted=20.492532, expected=8.000000
predicted=17.719441, expected=8.000000
predicted=19.599711, expected=20.000000
predicted=19.033490, expected=40.000000
predicted=24.537365, expected=28.000000
predicted=19.145794, expected=24.000000
predicted=21.151549, expected=4.000000
predicted=16.895370, expected=28.000000
predicted=26.431522, expected=20.000000
predicted=23.165457, expected=24.000000
predicted=20.767362, expected=12.000000
predicted=17.701550, expected=20.000000
predicted=18.350717, expected=28.000000
predicted=24.267635, expected=12.000000
predicted=15.883959, expected=4.000000
predicted=14.035543, expected=8.000000
predicted=14.056794, expected=28.000000
Test MSE: 363.803
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389])]
predicted=27.968458, expected=48.000000
predicted=33.153496, expected=48.000000
predicted=30.623428, expected=24.000000
predicted=30.250875, expected=32.000000
predicted=35.903237, expected=16.000000
predicted=25.974447, expected=60.000000
predicted=42.580875, expected=48.000000
predicted=40.650170, expected=56.000000
predicted=39.051174, expected=36.000000
predicted=38.343095, expected=24.000000
predicted=33.946224, expected=60.000000
predicted=50.697527, expected=56.000000
predicted=48.200975, expected=44.000000
predicted=47.686803, expected=28.000000
predicted=38.130218, expected=40.000000
predicted=38.632617, expected=36.000000
predicted=45.758354, expected=24.000000
predicted=39.459501, expected=60.000000
predicted=41.826720, expected=60.000000
predicted=41.225634, expected=56.000000
predicted=46.431841, expected=24.000000
predicted=39.070388, expected=36.000000
predicted=39.057215, expected=28.000000
predicted=44.629139, expected=20.000000
predicted=39.374643, expected=40.000000
predicted=38.118486, expected=32.000000
predicted=29.154301, expected=48.000000
predicted=36.114158, expected=40.000000
predicted=33.752372, expected=52.000000
predicted=37.225450, expected=32.000000
predicted=39.123192, expected=48.000000
predicted=41.064874, expected=64.000000
predicted=49.189890, expected=56.000000
predicted=48.405887, expected=56.000000
predicted=51.797863, expected=36.000000
predicted=43.945650, expected=36.000000
predicted=47.448349, expected=40.000000
predicted=49.514434, expected=40.000000
predicted=45.697626, expected=28.000000
predicted=40.586756, expected=44.000000
predicted=37.735889, expected=32.000000
predicted=35.806129, expected=40.000000
predicted=38.197119, expected=28.000000
predicted=34.797494, expected=20.000000
predicted=29.848804, expected=44.000000
predicted=37.057208, expected=36.000000
predicted=33.471588, expected=52.000000
predicted=39.212588, expected=80.000000
predicted=44.978205, expected=32.000000
predicted=38.644258, expected=28.000000
predicted=42.660685, expected=32.000000
predicted=39.861541, expected=24.000000
predicted=41.536942, expected=44.000000
predicted=47.230360, expected=72.000000
predicted=41.609774, expected=28.000000
predicted=35.182959, expected=24.000000
predicted=34.363320, expected=28.000000
predicted=32.525047, expected=40.000000
predicted=40.808877, expected=20.000000
predicted=39.683255, expected=32.000000
predicted=28.795732, expected=88.000000
predicted=42.073874, expected=56.000000
predicted=43.044849, expected=28.000000
predicted=41.286031, expected=36.000000
predicted=37.366129, expected=44.000000
predicted=44.485600, expected=52.000000
predicted=57.588018, expected=56.000000
predicted=48.344154, expected=36.000000
predicted=38.600499, expected=40.000000
predicted=41.967568, expected=52.000000
predicted=46.692008, expected=36.000000
predicted=45.427831, expected=56.000000
predicted=48.938643, expected=40.000000
predicted=41.258122, expected=24.000000
predicted=39.113339, expected=36.000000
predicted=41.585552, expected=60.000000
predicted=43.352175, expected=40.000000
predicted=44.668096, expected=36.000000
predicted=38.858410, expected=32.000000
predicted=34.318936, expected=8.000000
predicted=32.075114, expected=32.000000
predicted=38.710422, expected=40.000000
predicted=33.708405, expected=40.000000
predicted=33.519371, expected=24.000000
predicted=28.569564, expected=28.000000
predicted=24.794994, expected=20.000000
predicted=29.307226, expected=4.000000
predicted=25.656094, expected=24.000000
predicted=26.107313, expected=28.000000
predicted=22.475781, expected=20.000000
predicted=21.936006, expected=44.000000
predicted=25.018588, expected=16.000000
predicted=18.186052, expected=64.000000
predicted=35.343598, expected=32.000000
predicted=32.028633, expected=36.000000
predicted=33.320867, expected=28.000000
predicted=35.836068, expected=72.000000
predicted=41.197494, expected=36.000000
predicted=46.698593, expected=16.000000
predicted=33.414018, expected=40.000000
predicted=37.205508, expected=28.000000
predicted=34.313764, expected=36.000000
predicted=43.779524, expected=40.000000
predicted=33.639012, expected=40.000000
predicted=31.268544, expected=28.000000
predicted=34.965439, expected=28.000000
predicted=31.590819, expected=24.000000
predicted=31.953594, expected=40.000000
predicted=35.349657, expected=44.000000
predicted=36.100892, expected=40.000000
predicted=33.685473, expected=44.000000
predicted=35.807897, expected=24.000000
predicted=32.217180, expected=28.000000
predicted=36.124629, expected=36.000000
predicted=37.121379, expected=20.000000
predicted=31.951265, expected=24.000000
predicted=31.005127, expected=40.000000
predicted=28.994145, expected=32.000000
predicted=29.943576, expected=28.000000
predicted=30.634860, expected=8.000000
predicted=21.806363, expected=60.000000
predicted=34.190517, expected=28.000000
predicted=33.035275, expected=56.000000
predicted=37.632840, expected=76.000000
predicted=43.435728, expected=64.000000
predicted=44.179626, expected=48.000000
predicted=54.921712, expected=56.000000
predicted=50.005086, expected=44.000000
predicted=55.376580, expected=40.000000
predicted=56.548968, expected=24.000000
predicted=45.881196, expected=60.000000
predicted=47.696630, expected=20.000000
predicted=40.439159, expected=20.000000
predicted=34.588734, expected=104.000000
predicted=50.631300, expected=116.000000
predicted=59.731710, expected=48.000000
predicted=59.530891, expected=28.000000
predicted=45.643946, expected=68.000000
predicted=57.385303, expected=80.000000
predicted=79.979507, expected=44.000000
predicted=69.451866, expected=36.000000
predicted=48.467360, expected=48.000000
predicted=46.977982, expected=16.000000
predicted=47.136126, expected=48.000000
predicted=51.656742, expected=36.000000
predicted=38.098154, expected=32.000000
predicted=35.578838, expected=16.000000
predicted=32.585887, expected=32.000000
predicted=28.255390, expected=56.000000
predicted=40.836735, expected=56.000000
predicted=39.701086, expected=76.000000
predicted=46.855776, expected=72.000000
predicted=48.332890, expected=108.000000
predicted=67.562520, expected=108.000000
predicted=79.831937, expected=64.000000
predicted=74.613142, expected=56.000000
predicted=76.764123, expected=72.000000
predicted=77.750779, expected=44.000000
predicted=75.345206, expected=72.000000
predicted=75.941399, expected=60.000000
predicted=61.101335, expected=68.000000
predicted=62.232569, expected=60.000000
predicted=63.494091, expected=48.000000
predicted=54.957549, expected=48.000000
predicted=59.540826, expected=32.000000
predicted=50.488286, expected=44.000000
predicted=51.832672, expected=20.000000
predicted=40.971551, expected=100.000000
predicted=56.432616, expected=24.000000
predicted=41.547015, expected=44.000000
predicted=42.884475, expected=32.000000
predicted=41.890832, expected=32.000000
predicted=37.325543, expected=40.000000
predicted=52.502950, expected=108.000000
predicted=51.879292, expected=60.000000
predicted=52.062621, expected=80.000000
predicted=58.112380, expected=88.000000
predicted=65.209105, expected=64.000000
predicted=66.759757, expected=16.000000
predicted=67.809356, expected=52.000000
predicted=58.636006, expected=52.000000
predicted=60.286626, expected=100.000000
predicted=71.990961, expected=16.000000
predicted=47.443033, expected=68.000000
predicted=47.808211, expected=20.000000
predicted=47.142166, expected=36.000000
predicted=46.629213, expected=16.000000
predicted=48.397372, expected=68.000000
predicted=37.334389, expected=40.000000
predicted=45.893249, expected=40.000000
predicted=34.203507, expected=28.000000
predicted=36.724141, expected=52.000000
predicted=37.615198, expected=36.000000
predicted=46.782012, expected=48.000000
predicted=41.365599, expected=104.000000
predicted=57.341574, expected=76.000000
predicted=55.430728, expected=32.000000
predicted=53.630328, expected=44.000000
predicted=51.879844, expected=64.000000
predicted=58.843715, expected=20.000000
predicted=58.480938, expected=24.000000
predicted=45.993613, expected=24.000000
predicted=32.554735, expected=52.000000
predicted=40.070500, expected=56.000000
predicted=46.360344, expected=20.000000
predicted=28.812616, expected=24.000000
predicted=30.810080, expected=28.000000
predicted=31.268102, expected=44.000000
predicted=39.918749, expected=56.000000
predicted=43.572039, expected=76.000000
predicted=43.238468, expected=28.000000
predicted=37.720641, expected=28.000000
predicted=38.650631, expected=20.000000
predicted=39.049469, expected=12.000000
predicted=35.080459, expected=24.000000
predicted=37.310369, expected=12.000000
predicted=20.192944, expected=60.000000
predicted=31.260172, expected=36.000000
predicted=27.696690, expected=56.000000
predicted=33.246215, expected=32.000000
predicted=34.659104, expected=44.000000
predicted=35.533085, expected=36.000000
predicted=45.547366, expected=52.000000
predicted=42.501812, expected=52.000000
predicted=48.278172, expected=32.000000
predicted=38.284638, expected=32.000000
predicted=40.402985, expected=12.000000
predicted=32.046320, expected=24.000000
predicted=34.703395, expected=32.000000
predicted=34.099373, expected=32.000000
predicted=28.446597, expected=40.000000
predicted=31.103839, expected=8.000000
predicted=20.130570, expected=40.000000
predicted=29.789559, expected=32.000000
predicted=31.108275, expected=36.000000
predicted=31.628495, expected=40.000000
predicted=35.367085, expected=28.000000
predicted=26.463757, expected=52.000000
predicted=40.342142, expected=20.000000
predicted=32.098245, expected=16.000000
predicted=29.800322, expected=28.000000
predicted=31.724459, expected=36.000000
predicted=30.001943, expected=44.000000
predicted=37.381843, expected=8.000000
predicted=22.035517, expected=44.000000
predicted=29.244306, expected=24.000000
predicted=29.310391, expected=28.000000
predicted=30.467022, expected=60.000000
predicted=40.205021, expected=44.000000
predicted=31.794375, expected=56.000000
predicted=44.956417, expected=52.000000
predicted=42.510130, expected=40.000000
predicted=42.563346, expected=48.000000
predicted=51.205169, expected=20.000000
predicted=39.770527, expected=52.000000
predicted=47.033873, expected=48.000000
predicted=45.438953, expected=44.000000
predicted=41.744967, expected=52.000000
predicted=46.088222, expected=8.000000
predicted=30.274927, expected=24.000000
predicted=37.548591, expected=12.000000
predicted=30.722477, expected=52.000000
predicted=36.115530, expected=44.000000
predicted=37.210527, expected=48.000000
predicted=30.216098, expected=56.000000
predicted=39.889444, expected=36.000000
predicted=36.059119, expected=32.000000
predicted=43.686532, expected=24.000000
predicted=37.971495, expected=84.000000
predicted=51.999526, expected=44.000000
predicted=47.713201, expected=20.000000
predicted=36.288915, expected=36.000000
predicted=38.336092, expected=48.000000
predicted=40.096382, expected=76.000000
predicted=59.678630, expected=36.000000
predicted=42.640649, expected=72.000000
predicted=47.248710, expected=56.000000
predicted=52.073747, expected=36.000000
predicted=50.097654, expected=48.000000
predicted=56.399630, expected=20.000000
predicted=39.612693, expected=40.000000
predicted=47.918708, expected=44.000000
predicted=43.387701, expected=24.000000
predicted=33.587266, expected=36.000000
predicted=37.129594, expected=60.000000
predicted=38.082868, expected=32.000000
predicted=38.370447, expected=20.000000
predicted=34.741269, expected=44.000000
predicted=35.310528, expected=28.000000
predicted=35.044771, expected=40.000000
predicted=40.779421, expected=24.000000
predicted=30.480568, expected=60.000000
predicted=36.847720, expected=8.000000
predicted=32.003873, expected=76.000000
predicted=42.127628, expected=16.000000
predicted=35.785016, expected=36.000000
predicted=33.592616, expected=48.000000
predicted=44.999808, expected=60.000000
predicted=37.996009, expected=60.000000
predicted=55.020057, expected=48.000000
predicted=41.199045, expected=28.000000
predicted=42.483289, expected=48.000000
predicted=48.080310, expected=28.000000
predicted=44.982460, expected=28.000000
predicted=40.737364, expected=68.000000
predicted=45.932143, expected=88.000000
predicted=50.923654, expected=44.000000
predicted=49.801336, expected=48.000000
predicted=47.020197, expected=52.000000
predicted=50.387141, expected=32.000000
predicted=53.400219, expected=56.000000
predicted=58.572404, expected=56.000000
predicted=48.663454, expected=72.000000
predicted=54.583326, expected=52.000000
predicted=53.411195, expected=20.000000
predicted=41.526047, expected=44.000000
predicted=49.652261, expected=24.000000
predicted=43.195660, expected=52.000000
predicted=48.689065, expected=36.000000
predicted=40.157299, expected=56.000000
predicted=38.019763, expected=56.000000
predicted=46.560572, expected=48.000000
predicted=42.522914, expected=36.000000
predicted=46.469342, expected=36.000000
predicted=41.892172, expected=60.000000
predicted=51.083763, expected=60.000000
predicted=51.931547, expected=72.000000
predicted=54.349939, expected=36.000000
predicted=46.358448, expected=32.000000
predicted=44.480844, expected=28.000000
predicted=46.720608, expected=28.000000
predicted=42.590926, expected=36.000000
predicted=42.981962, expected=84.000000
predicted=46.163612, expected=48.000000
predicted=42.511491, expected=24.000000
predicted=36.639710, expected=24.000000
predicted=36.229541, expected=16.000000
predicted=34.449985, expected=24.000000
predicted=41.559610, expected=44.000000
predicted=34.716736, expected=48.000000
predicted=31.864399, expected=364.000000
predicted=122.167874, expected=436.000000
predicted=238.794959, expected=448.000000
predicted=324.397438, expected=544.000000
predicted=444.944631, expected=144.000000
predicted=221.633826, expected=108.000000
predicted=201.078302, expected=72.000000
predicted=164.672214, expected=88.000000
predicted=206.910542, expected=128.000000
predicted=230.127025, expected=56.000000
predicted=91.454660, expected=44.000000
predicted=59.808436, expected=28.000000
predicted=37.128314, expected=96.000000
predicted=84.102904, expected=92.000000
predicted=97.948739, expected=96.000000
predicted=88.846918, expected=44.000000
predicted=51.329464, expected=40.000000
predicted=41.147423, expected=44.000000
predicted=52.639876, expected=24.000000
predicted=45.075031, expected=100.000000
predicted=81.466765, expected=44.000000
predicted=54.935176, expected=40.000000
predicted=44.080783, expected=40.000000
predicted=35.078798, expected=24.000000
predicted=32.789019, expected=28.000000
predicted=40.678669, expected=36.000000
predicted=35.354196, expected=12.000000
predicted=23.901497, expected=48.000000
predicted=37.980701, expected=28.000000
predicted=30.395697, expected=52.000000
predicted=44.062441, expected=32.000000
predicted=33.923949, expected=32.000000
predicted=30.622557, expected=36.000000
predicted=35.238074, expected=72.000000
predicted=56.586776, expected=64.000000
predicted=62.376556, expected=104.000000
predicted=80.717303, expected=36.000000
predicted=48.028998, expected=24.000000
predicted=31.947380, expected=28.000000
predicted=32.711178, expected=56.000000
predicted=56.096411, expected=80.000000
predicted=78.102009, expected=44.000000
predicted=49.860253, expected=84.000000
predicted=61.878693, expected=52.000000
predicted=52.739659, expected=56.000000
predicted=58.784695, expected=64.000000
predicted=61.619373, expected=36.000000
predicted=46.985322, expected=68.000000
predicted=63.257433, expected=64.000000
predicted=61.294182, expected=72.000000
predicted=69.267906, expected=48.000000
predicted=53.841253, expected=32.000000
predicted=38.028832, expected=56.000000
predicted=52.288497, expected=32.000000
predicted=45.152591, expected=36.000000
predicted=43.261462, expected=64.000000
predicted=52.010960, expected=40.000000
predicted=45.633915, expected=60.000000
predicted=54.303709, expected=32.000000
predicted=36.212880, expected=52.000000
predicted=47.027198, expected=32.000000
predicted=40.558061, expected=44.000000
predicted=43.173989, expected=40.000000
predicted=42.516724, expected=40.000000
predicted=40.317737, expected=44.000000
predicted=43.293597, expected=40.000000
predicted=39.782580, expected=64.000000
predicted=54.339420, expected=12.000000
predicted=29.057993, expected=80.000000
predicted=57.261599, expected=72.000000
predicted=65.013285, expected=48.000000
predicted=56.756440, expected=32.000000
predicted=36.829817, expected=36.000000
predicted=32.598449, expected=40.000000
predicted=48.182401, expected=20.000000
Test MSE: 1534.104
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129])]
predicted=14.123101, expected=8.000000
predicted=13.804351, expected=28.000000
predicted=17.062586, expected=16.000000
predicted=17.356797, expected=20.000000
predicted=18.319103, expected=44.000000
predicted=22.302965, expected=16.000000
predicted=21.650161, expected=24.000000
predicted=24.600939, expected=32.000000
predicted=25.206759, expected=28.000000
predicted=27.484394, expected=8.000000
predicted=24.028945, expected=4.000000
predicted=16.765737, expected=24.000000
predicted=19.746693, expected=28.000000
predicted=21.473473, expected=8.000000
predicted=16.284375, expected=16.000000
predicted=14.404569, expected=4.000000
predicted=12.539364, expected=4.000000
predicted=12.980929, expected=4.000000
predicted=9.780547, expected=16.000000
predicted=9.093794, expected=16.000000
predicted=10.581264, expected=16.000000
predicted=10.547229, expected=16.000000
predicted=12.125679, expected=4.000000
predicted=11.000229, expected=8.000000
predicted=11.913189, expected=4.000000
predicted=9.717197, expected=4.000000
predicted=8.113010, expected=28.000000
predicted=12.037643, expected=4.000000
predicted=8.346516, expected=28.000000
predicted=13.958635, expected=16.000000
predicted=13.793668, expected=8.000000
predicted=14.117536, expected=4.000000
predicted=13.312443, expected=4.000000
predicted=9.540042, expected=4.000000
predicted=9.946995, expected=4.000000
predicted=6.300022, expected=28.000000
predicted=10.223507, expected=8.000000
predicted=8.764253, expected=8.000000
predicted=9.174445, expected=16.000000
predicted=11.055593, expected=20.000000
predicted=14.361239, expected=16.000000
predicted=16.216068, expected=20.000000
predicted=14.955086, expected=16.000000
predicted=15.733626, expected=20.000000
predicted=18.027681, expected=20.000000
predicted=18.635404, expected=8.000000
predicted=15.799305, expected=16.000000
predicted=16.290409, expected=16.000000
predicted=15.691246, expected=36.000000
predicted=20.875844, expected=12.000000
predicted=17.679255, expected=28.000000
predicted=19.890410, expected=12.000000
predicted=18.887422, expected=24.000000
predicted=21.392038, expected=4.000000
predicted=17.941761, expected=4.000000
predicted=12.765149, expected=8.000000
predicted=12.405514, expected=24.000000
predicted=13.507652, expected=32.000000
predicted=17.775938, expected=36.000000
predicted=19.889555, expected=12.000000
predicted=18.600542, expected=16.000000
predicted=20.171969, expected=12.000000
predicted=20.527672, expected=16.000000
predicted=20.215413, expected=32.000000
predicted=21.811916, expected=4.000000
predicted=14.486060, expected=20.000000
predicted=16.613788, expected=8.000000
predicted=14.187134, expected=4.000000
predicted=13.050045, expected=16.000000
predicted=13.903366, expected=16.000000
predicted=11.630830, expected=8.000000
predicted=11.836160, expected=4.000000
predicted=8.489397, expected=36.000000
predicted=15.442919, expected=16.000000
predicted=16.359899, expected=8.000000
predicted=14.253245, expected=16.000000
predicted=13.999473, expected=16.000000
predicted=15.630810, expected=12.000000
predicted=17.105394, expected=16.000000
predicted=13.986451, expected=12.000000
predicted=12.962694, expected=4.000000
predicted=11.764393, expected=12.000000
predicted=11.652580, expected=24.000000
predicted=14.075749, expected=32.000000
predicted=18.293304, expected=16.000000
predicted=16.804727, expected=8.000000
predicted=14.850610, expected=12.000000
predicted=16.163161, expected=32.000000
predicted=21.521206, expected=48.000000
predicted=27.234357, expected=12.000000
predicted=20.841274, expected=16.000000
predicted=20.259342, expected=20.000000
predicted=22.214811, expected=24.000000
predicted=25.381177, expected=12.000000
predicted=21.399647, expected=24.000000
predicted=18.226231, expected=48.000000
predicted=25.971539, expected=24.000000
predicted=25.549839, expected=4.000000
predicted=20.919720, expected=8.000000
predicted=18.065148, expected=16.000000
predicted=19.945974, expected=8.000000
predicted=17.449133, expected=20.000000
predicted=13.973033, expected=20.000000
predicted=13.099298, expected=20.000000
predicted=15.708516, expected=8.000000
predicted=14.499556, expected=12.000000
predicted=14.023700, expected=8.000000
predicted=13.817290, expected=20.000000
predicted=15.103051, expected=8.000000
predicted=12.252869, expected=16.000000
predicted=12.187077, expected=4.000000
predicted=10.410830, expected=12.000000
predicted=11.139043, expected=16.000000
predicted=12.848633, expected=12.000000
predicted=11.343266, expected=28.000000
predicted=15.802433, expected=32.000000
predicted=18.550932, expected=76.000000
predicted=34.049532, expected=40.000000
predicted=35.156981, expected=32.000000
predicted=36.074393, expected=20.000000
predicted=35.346416, expected=36.000000
predicted=38.526637, expected=40.000000
predicted=41.091303, expected=8.000000
predicted=27.444058, expected=24.000000
predicted=25.943909, expected=48.000000
predicted=30.815014, expected=56.000000
predicted=37.880004, expected=64.000000
predicted=42.952486, expected=64.000000
predicted=46.238801, expected=44.000000
predicted=49.298117, expected=52.000000
predicted=54.041442, expected=24.000000
predicted=47.570382, expected=36.000000
predicted=45.789905, expected=84.000000
predicted=54.227091, expected=56.000000
predicted=50.913654, expected=60.000000
predicted=53.241655, expected=48.000000
predicted=50.190686, expected=304.000000
predicted=119.171485, expected=40.000000
predicted=104.828636, expected=28.000000
predicted=91.714380, expected=40.000000
predicted=97.141157, expected=40.000000
predicted=81.729370, expected=48.000000
predicted=84.638649, expected=20.000000
predicted=34.804637, expected=24.000000
predicted=32.731543, expected=24.000000
predicted=31.673961, expected=32.000000
predicted=30.441925, expected=20.000000
predicted=26.497689, expected=36.000000
predicted=26.914336, expected=20.000000
predicted=25.716803, expected=12.000000
predicted=22.757124, expected=24.000000
predicted=23.744016, expected=16.000000
predicted=20.604599, expected=52.000000
predicted=27.926913, expected=28.000000
predicted=26.018866, expected=28.000000
predicted=27.202739, expected=48.000000
predicted=34.663567, expected=92.000000
predicted=48.689556, expected=8.000000
predicted=39.947812, expected=8.000000
predicted=34.078484, expected=28.000000
predicted=36.036812, expected=36.000000
predicted=34.361921, expected=8.000000
predicted=25.447558, expected=44.000000
predicted=24.688697, expected=8.000000
predicted=21.554864, expected=92.000000
predicted=39.309846, expected=88.000000
predicted=50.752662, expected=60.000000
predicted=51.999422, expected=80.000000
predicted=66.358332, expected=52.000000
predicted=64.996836, expected=56.000000
predicted=68.541387, expected=32.000000
predicted=57.913720, expected=72.000000
predicted=58.853291, expected=60.000000
predicted=58.033328, expected=48.000000
predicted=52.599541, expected=44.000000
predicted=52.003646, expected=40.000000
predicted=48.995817, expected=24.000000
predicted=44.475416, expected=56.000000
predicted=45.268159, expected=36.000000
predicted=40.586363, expected=68.000000
predicted=46.262058, expected=52.000000
predicted=47.723661, expected=28.000000
predicted=43.220206, expected=64.000000
predicted=51.894211, expected=24.000000
predicted=43.859327, expected=20.000000
predicted=39.090899, expected=104.000000
predicted=52.997553, expected=64.000000
predicted=52.111580, expected=68.000000
predicted=58.650998, expected=36.000000
predicted=53.919094, expected=12.000000
predicted=47.967011, expected=24.000000
predicted=46.723366, expected=28.000000
predicted=36.023738, expected=48.000000
predicted=35.652084, expected=96.000000
predicted=46.308433, expected=52.000000
predicted=45.808991, expected=72.000000
predicted=56.426787, expected=56.000000
predicted=59.726718, expected=52.000000
predicted=61.569288, expected=36.000000
predicted=57.408081, expected=44.000000
predicted=50.637455, expected=24.000000
predicted=44.114524, expected=44.000000
predicted=41.888461, expected=80.000000
predicted=49.868665, expected=68.000000
predicted=52.132307, expected=44.000000
predicted=50.949472, expected=36.000000
predicted=48.671332, expected=44.000000
predicted=51.348570, expected=60.000000
predicted=54.850486, expected=76.000000
predicted=56.767297, expected=48.000000
predicted=51.711837, expected=64.000000
predicted=56.115063, expected=64.000000
predicted=60.279533, expected=56.000000
predicted=60.694360, expected=88.000000
predicted=68.114207, expected=96.000000
predicted=72.954150, expected=44.000000
predicted=66.810834, expected=72.000000
predicted=70.332058, expected=76.000000
predicted=72.498985, expected=24.000000
predicted=61.857703, expected=32.000000
predicted=53.996181, expected=36.000000
predicted=45.348513, expected=56.000000
predicted=48.826011, expected=68.000000
predicted=50.595750, expected=36.000000
predicted=42.276494, expected=48.000000
predicted=46.639995, expected=64.000000
predicted=52.777623, expected=64.000000
predicted=56.739319, expected=60.000000
predicted=57.223113, expected=40.000000
predicted=51.347723, expected=56.000000
predicted=55.339900, expected=64.000000
predicted=58.298361, expected=36.000000
predicted=51.321576, expected=48.000000
predicted=50.249242, expected=80.000000
predicted=56.827841, expected=64.000000
predicted=58.723109, expected=132.000000
predicted=77.927370, expected=32.000000
predicted=64.078902, expected=12.000000
predicted=56.683723, expected=36.000000
predicted=55.832425, expected=76.000000
predicted=59.835435, expected=56.000000
predicted=56.135611, expected=92.000000
predicted=55.629565, expected=40.000000
predicted=51.449306, expected=36.000000
predicted=53.699865, expected=64.000000
predicted=60.797113, expected=52.000000
predicted=56.102886, expected=40.000000
predicted=52.477526, expected=36.000000
predicted=43.775812, expected=44.000000
predicted=45.050214, expected=32.000000
predicted=43.113007, expected=44.000000
predicted=41.468289, expected=44.000000
predicted=40.435335, expected=80.000000
predicted=50.290751, expected=100.000000
predicted=62.626032, expected=88.000000
predicted=68.233304, expected=60.000000
predicted=68.833768, expected=52.000000
predicted=68.481784, expected=96.000000
predicted=81.043286, expected=48.000000
predicted=71.040201, expected=60.000000
predicted=66.336548, expected=72.000000
predicted=65.597914, expected=92.000000
predicted=72.448988, expected=40.000000
predicted=65.161614, expected=64.000000
predicted=62.908659, expected=28.000000
predicted=55.900360, expected=72.000000
predicted=61.641837, expected=72.000000
predicted=62.831869, expected=92.000000
predicted=64.702810, expected=32.000000
predicted=57.788449, expected=16.000000
predicted=47.491479, expected=44.000000
predicted=53.478084, expected=52.000000
predicted=51.101105, expected=52.000000
predicted=48.422716, expected=68.000000
predicted=46.968746, expected=100.000000
predicted=60.827806, expected=48.000000
predicted=59.535333, expected=116.000000
predicted=77.438177, expected=100.000000
predicted=83.894603, expected=60.000000
predicted=79.371959, expected=60.000000
predicted=78.873481, expected=68.000000
predicted=73.894541, expected=44.000000
predicted=70.748765, expected=32.000000
predicted=57.041848, expected=56.000000
predicted=53.333618, expected=12.000000
predicted=40.919918, expected=56.000000
predicted=45.502441, expected=76.000000
predicted=49.956752, expected=104.000000
predicted=62.125880, expected=60.000000
predicted=62.250698, expected=44.000000
predicted=56.711922, expected=40.000000
predicted=60.066157, expected=76.000000
predicted=67.008704, expected=52.000000
predicted=61.775030, expected=32.000000
predicted=48.318015, expected=36.000000
predicted=45.480165, expected=60.000000
predicted=50.077851, expected=84.000000
predicted=60.168806, expected=76.000000
predicted=59.700797, expected=28.000000
predicted=49.833108, expected=40.000000
predicted=52.070824, expected=72.000000
predicted=61.465814, expected=80.000000
predicted=65.117470, expected=144.000000
predicted=83.155152, expected=28.000000
predicted=61.255472, expected=52.000000
predicted=66.137396, expected=52.000000
predicted=70.171543, expected=28.000000
predicted=59.329700, expected=64.000000
predicted=62.068405, expected=48.000000
predicted=45.943355, expected=64.000000
predicted=52.750185, expected=64.000000
predicted=54.849954, expected=72.000000
predicted=58.567247, expected=48.000000
predicted=58.655089, expected=48.000000
predicted=55.909798, expected=64.000000
predicted=60.543546, expected=76.000000
predicted=63.944850, expected=88.000000
predicted=68.983574, expected=60.000000
predicted=63.611002, expected=68.000000
predicted=67.143657, expected=32.000000
predicted=60.694914, expected=112.000000
predicted=77.095073, expected=160.000000
predicted=97.093308, expected=88.000000
predicted=86.534430, expected=84.000000
predicted=88.665225, expected=60.000000
predicted=85.551314, expected=52.000000
predicted=88.289518, expected=44.000000
Test MSE: 726.831
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predicted=130.983947, expected=148.000000
predicted=205.120499, expected=188.000000
predicted=171.552160, expected=220.000000
predicted=193.172680, expected=196.000000
predicted=181.711168, expected=132.000000
predicted=142.439350, expected=164.000000
predicted=167.146685, expected=136.000000
predicted=146.786411, expected=264.000000
predicted=234.557044, expected=196.000000
predicted=187.597257, expected=304.000000
predicted=241.693505, expected=260.000000
predicted=229.751483, expected=208.000000
predicted=184.215352, expected=212.000000
predicted=250.591140, expected=176.000000
predicted=177.040525, expected=220.000000
predicted=244.909081, expected=252.000000
predicted=246.265062, expected=120.000000
predicted=153.622621, expected=232.000000
predicted=239.923586, expected=184.000000
predicted=170.089463, expected=172.000000
predicted=181.795893, expected=144.000000
predicted=200.303117, expected=112.000000
predicted=113.481334, expected=292.000000
predicted=257.532910, expected=316.000000
predicted=237.962049, expected=232.000000
predicted=214.314947, expected=196.000000
predicted=214.781568, expected=144.000000
predicted=141.440522, expected=132.000000
predicted=185.423231, expected=152.000000
predicted=204.806962, expected=212.000000
predicted=204.591499, expected=316.000000
predicted=255.772823, expected=196.000000
predicted=176.473504, expected=204.000000
predicted=203.119491, expected=168.000000
predicted=173.461427, expected=60.000000
predicted=112.195635, expected=156.000000
predicted=220.453323, expected=244.000000
predicted=199.396269, expected=352.000000
predicted=268.059788, expected=320.000000
predicted=267.795850, expected=180.000000
predicted=163.534721, expected=224.000000
predicted=226.355774, expected=144.000000
predicted=172.314089, expected=156.000000
predicted=220.374761, expected=296.000000
predicted=296.187914, expected=272.000000
predicted=212.543816, expected=168.000000
predicted=204.153087, expected=164.000000
predicted=186.267020, expected=224.000000
predicted=189.183654, expected=116.000000
predicted=168.536624, expected=100.000000
predicted=178.662418, expected=228.000000
predicted=202.835883, expected=304.000000
predicted=216.710892, expected=232.000000
predicted=225.712014, expected=168.000000
predicted=180.254431, expected=188.000000
predicted=169.721694, expected=108.000000
predicted=143.515733, expected=136.000000
predicted=198.223976, expected=236.000000
predicted=224.044559, expected=200.000000
predicted=168.219393, expected=172.000000
predicted=190.406107, expected=216.000000
predicted=187.862662, expected=200.000000
predicted=166.093356, expected=148.000000
predicted=183.308778, expected=152.000000
predicted=180.609703, expected=188.000000
predicted=175.157247, expected=296.000000
predicted=248.148421, expected=152.000000
predicted=166.563347, expected=200.000000
predicted=203.369625, expected=248.000000
predicted=212.173521, expected=184.000000
predicted=166.685509, expected=276.000000
predicted=292.169423, expected=324.000000
predicted=249.315668, expected=344.000000
predicted=278.452204, expected=204.000000
predicted=239.814395, expected=128.000000
predicted=178.036551, expected=268.000000
predicted=269.836829, expected=152.000000
predicted=185.087066, expected=192.000000
predicted=254.318456, expected=216.000000
predicted=217.976558, expected=252.000000
predicted=187.613269, expected=176.000000
predicted=215.507515, expected=192.000000
predicted=189.831323, expected=188.000000
predicted=189.604472, expected=108.000000
predicted=144.402994, expected=124.000000
predicted=181.372274, expected=168.000000
predicted=162.379877, expected=252.000000
predicted=208.561579, expected=140.000000
predicted=157.152237, expected=100.000000
predicted=127.765147, expected=160.000000
predicted=154.706283, expected=140.000000
predicted=128.426496, expected=132.000000
predicted=175.045033, expected=180.000000
predicted=169.228831, expected=216.000000
predicted=161.620575, expected=200.000000
predicted=181.647114, expected=156.000000
predicted=161.849593, expected=160.000000
predicted=158.948953, expected=88.000000
predicted=122.516239, expected=152.000000
predicted=174.491471, expected=300.000000
predicted=242.589036, expected=384.000000
predicted=268.286243, expected=260.000000
predicted=232.153319, expected=284.000000
predicted=247.232061, expected=196.000000
predicted=189.191676, expected=108.000000
predicted=180.700679, expected=152.000000
predicted=245.818237, expected=220.000000
predicted=210.872140, expected=128.000000
predicted=172.637062, expected=200.000000
predicted=212.815527, expected=200.000000
predicted=162.093217, expected=188.000000
predicted=165.944211, expected=188.000000
predicted=209.844375, expected=280.000000
predicted=217.417644, expected=308.000000
predicted=253.279155, expected=224.000000
predicted=219.726937, expected=176.000000
predicted=206.139651, expected=152.000000
predicted=173.191666, expected=112.000000
predicted=166.758349, expected=140.000000
predicted=197.820309, expected=180.000000
predicted=185.433322, expected=144.000000
predicted=148.423803, expected=232.000000
predicted=206.070762, expected=152.000000
predicted=134.694848, expected=184.000000
predicted=173.695285, expected=208.000000
predicted=200.126080, expected=252.000000
predicted=197.269489, expected=180.000000
predicted=202.698650, expected=348.000000
predicted=278.262564, expected=404.000000
predicted=302.212996, expected=288.000000
predicted=255.581151, expected=488.000000
predicted=426.680079, expected=476.000000
predicted=347.121813, expected=328.000000
predicted=339.949723, expected=484.000000
predicted=487.550899, expected=604.000000
predicted=454.226465, expected=672.000000
predicted=575.390109, expected=452.000000
predicted=491.334476, expected=264.000000
predicted=344.620867, expected=424.000000
predicted=462.431289, expected=384.000000
predicted=411.959799, expected=316.000000
predicted=434.754028, expected=448.000000
predicted=467.544165, expected=444.000000
predicted=356.016949, expected=252.000000
predicted=323.310793, expected=176.000000
predicted=296.528135, expected=224.000000
predicted=256.416913, expected=216.000000
predicted=266.047624, expected=208.000000
predicted=285.054728, expected=320.000000
predicted=295.330832, expected=344.000000
predicted=266.854061, expected=252.000000
predicted=247.750326, expected=172.000000
predicted=219.095067, expected=140.000000
predicted=175.663984, expected=8.000000
predicted=115.282264, expected=44.000000
predicted=153.202022, expected=320.000000
predicted=266.809340, expected=240.000000
predicted=169.597799, expected=364.000000
predicted=303.472730, expected=236.000000
predicted=176.158831, expected=232.000000
predicted=174.635857, expected=280.000000
predicted=301.500829, expected=156.000000
predicted=171.740337, expected=204.000000
predicted=274.338426, expected=312.000000
predicted=272.699177, expected=444.000000
predicted=335.011219, expected=260.000000
predicted=271.553056, expected=268.000000
predicted=268.820552, expected=228.000000
predicted=229.282487, expected=212.000000
predicted=231.667280, expected=212.000000
predicted=295.717192, expected=348.000000
predicted=303.100863, expected=316.000000
predicted=282.030962, expected=212.000000
predicted=232.914300, expected=208.000000
predicted=237.397817, expected=208.000000
predicted=201.692475, expected=132.000000
predicted=200.545957, expected=176.000000
predicted=232.107314, expected=368.000000
predicted=292.772373, expected=236.000000
predicted=202.041944, expected=284.000000
predicted=283.345936, expected=392.000000
predicted=304.136112, expected=380.000000
predicted=280.089143, expected=336.000000
predicted=362.232860, expected=224.000000
predicted=252.458838, expected=432.000000
predicted=377.751503, expected=468.000000
predicted=402.932971, expected=324.000000
predicted=342.739189, expected=232.000000
predicted=319.536098, expected=288.000000
predicted=273.264687, expected=132.000000
predicted=218.833435, expected=124.000000
predicted=256.576980, expected=248.000000
predicted=268.963700, expected=272.000000
predicted=220.968120, expected=180.000000
predicted=224.484790, expected=116.000000
predicted=152.890666, expected=200.000000
predicted=175.509942, expected=132.000000
predicted=151.536258, expected=176.000000
predicted=211.160523, expected=280.000000
predicted=240.496264, expected=352.000000
predicted=244.602314, expected=248.000000
predicted=237.394002, expected=200.000000
predicted=207.376280, expected=244.000000
predicted=228.058846, expected=216.000000
predicted=219.235386, expected=240.000000
predicted=277.553361, expected=284.000000
predicted=270.025112, expected=344.000000
predicted=281.639592, expected=368.000000
predicted=320.289992, expected=276.000000
predicted=264.615050, expected=372.000000
predicted=340.376330, expected=544.000000
predicted=430.482803, expected=172.000000
predicted=224.509641, expected=352.000000
predicted=414.415242, expected=556.000000
predicted=424.510727, expected=1200.000000
predicted=809.337894, expected=304.000000
predicted=410.759183, expected=292.000000
predicted=410.454282, expected=216.000000
predicted=380.710245, expected=216.000000
predicted=219.009207, expected=268.000000
predicted=605.999087, expected=332.000000
predicted=299.264670, expected=508.000000
predicted=408.762655, expected=228.000000
predicted=230.921560, expected=296.000000
predicted=309.140414, expected=224.000000
predicted=261.646785, expected=1040.000000
predicted=682.166460, expected=396.000000
predicted=411.021278, expected=420.000000
predicted=402.219123, expected=340.000000
predicted=475.217548, expected=240.000000
predicted=183.014774, expected=256.000000
predicted=537.837328, expected=304.000000
predicted=320.093588, expected=232.000000
predicted=283.468232, expected=244.000000
predicted=283.116736, expected=176.000000
predicted=213.375349, expected=204.000000
predicted=218.971017, expected=320.000000
predicted=296.514841, expected=248.000000
predicted=226.567728, expected=400.000000
predicted=335.147259, expected=476.000000
predicted=360.521985, expected=332.000000
predicted=287.291460, expected=352.000000
predicted=374.033444, expected=328.000000
predicted=318.648460, expected=140.000000
predicted=239.722241, expected=200.000000
predicted=310.883247, expected=316.000000
predicted=299.495798, expected=412.000000
predicted=337.828618, expected=232.000000
predicted=274.689619, expected=220.000000
predicted=233.034841, expected=180.000000
predicted=213.038620, expected=192.000000
predicted=218.129723, expected=204.000000
predicted=266.112135, expected=276.000000
predicted=244.188323, expected=320.000000
predicted=270.432420, expected=244.000000
predicted=225.805045, expected=220.000000
predicted=232.074416, expected=236.000000
predicted=235.395899, expected=140.000000
predicted=188.349650, expected=168.000000
predicted=223.709213, expected=280.000000
predicted=252.963773, expected=312.000000
predicted=248.686484, expected=196.000000
predicted=218.201456, expected=180.000000
predicted=198.066802, expected=176.000000
predicted=185.362517, expected=104.000000
predicted=160.015033, expected=180.000000
predicted=220.218632, expected=256.000000
predicted=215.953026, expected=352.000000
predicted=259.709440, expected=344.000000
predicted=280.546271, expected=236.000000
predicted=214.196443, expected=212.000000
predicted=232.463027, expected=148.000000
predicted=199.632446, expected=216.000000
predicted=249.548649, expected=184.000000
predicted=229.190132, expected=140.000000
predicted=172.030623, expected=224.000000
predicted=222.709318, expected=236.000000
predicted=191.488806, expected=176.000000
predicted=187.003568, expected=236.000000
predicted=227.729733, expected=180.000000
predicted=169.780844, expected=232.000000
predicted=221.515873, expected=268.000000
predicted=252.570607, expected=276.000000
predicted=229.161122, expected=272.000000
predicted=263.238442, expected=184.000000
predicted=199.487140, expected=156.000000
predicted=198.970602, expected=248.000000
predicted=248.644299, expected=284.000000
predicted=253.848349, expected=348.000000
predicted=301.402862, expected=200.000000
predicted=213.817797, expected=180.000000
predicted=199.261448, expected=212.000000
predicted=235.213818, expected=156.000000
predicted=186.104083, expected=184.000000
predicted=236.893020, expected=316.000000
predicted=260.644001, expected=316.000000
predicted=244.726544, expected=240.000000
predicted=238.547511, expected=304.000000
predicted=272.450076, expected=280.000000
predicted=246.286914, expected=172.000000
predicted=226.914410, expected=216.000000
predicted=265.817378, expected=364.000000
predicted=298.242280, expected=364.000000
predicted=308.500429, expected=176.000000
predicted=233.840149, expected=172.000000
predicted=217.437972, expected=216.000000
predicted=219.159084, expected=164.000000
predicted=209.453389, expected=260.000000
predicted=285.005157, expected=260.000000
predicted=224.304141, expected=252.000000
predicted=217.678936, expected=160.000000
predicted=201.805131, expected=196.000000
predicted=195.429298, expected=220.000000
predicted=226.879990, expected=160.000000
predicted=185.632106, expected=216.000000
predicted=231.128435, expected=292.000000
predicted=234.742108, expected=364.000000
predicted=279.041202, expected=376.000000
predicted=315.068055, expected=128.000000
predicted=175.817269, expected=264.000000
predicted=275.373349, expected=152.000000
predicted=204.574365, expected=116.000000
predicted=187.260520, expected=140.000000
predicted=235.756447, expected=268.000000
predicted=191.023621, expected=160.000000
predicted=183.604780, expected=192.000000
predicted=187.810557, expected=200.000000
predicted=184.414600, expected=184.000000
predicted=158.330177, expected=316.000000
predicted=286.398957, expected=396.000000
predicted=289.601177, expected=468.000000
predicted=350.007597, expected=280.000000
predicted=279.728582, expected=240.000000
predicted=261.952645, expected=284.000000
predicted=310.065636, expected=140.000000
predicted=218.221032, expected=196.000000
predicted=291.085639, expected=316.000000
predicted=289.107980, expected=324.000000
predicted=260.477308, expected=176.000000
predicted=230.564296, expected=128.000000
predicted=173.128468, expected=204.000000
predicted=205.403403, expected=128.000000
predicted=173.753484, expected=160.000000
predicted=211.251281, expected=308.000000
predicted=250.610737, expected=2516.000000
predicted=1493.509490, expected=760.000000
predicted=533.113938, expected=256.000000
predicted=502.249514, expected=656.000000
predicted=871.201313, expected=816.000000
predicted=381.328649, expected=672.000000
predicted=1177.361845, expected=712.000000
predicted=746.612023, expected=296.000000
predicted=417.625217, expected=1188.000000
predicted=906.010276, expected=376.000000
predicted=547.442812, expected=624.000000
predicted=642.975461, expected=360.000000
predicted=624.560098, expected=456.000000
predicted=415.423614, expected=552.000000
predicted=681.450639, expected=476.000000
predicted=434.204205, expected=400.000000
predicted=481.957051, expected=472.000000
predicted=461.039217, expected=228.000000
predicted=357.486373, expected=224.000000
predicted=362.278148, expected=356.000000
predicted=381.952341, expected=196.000000
predicted=256.853179, expected=292.000000
predicted=322.934804, expected=216.000000
predicted=244.440526, expected=232.000000
predicted=231.704332, expected=272.000000
predicted=283.881198, expected=288.000000
predicted=246.828625, expected=260.000000
predicted=263.978905, expected=256.000000
predicted=254.537623, expected=260.000000
predicted=258.929662, expected=136.000000
predicted=209.549074, expected=440.000000
predicted=336.071517, expected=168.000000
predicted=212.160334, expected=268.000000
predicted=259.650401, expected=308.000000
predicted=299.914429, expected=340.000000
predicted=254.347852, expected=172.000000
predicted=272.567310, expected=148.000000
predicted=209.165339, expected=216.000000
predicted=241.705976, expected=188.000000
predicted=207.262519, expected=280.000000
predicted=255.036720, expected=332.000000
predicted=253.432275, expected=340.000000
predicted=261.657396, expected=256.000000
predicted=264.964825, expected=388.000000
predicted=322.212924, expected=252.000000
predicted=280.994746, expected=256.000000
predicted=290.260996, expected=268.000000
predicted=302.692746, expected=316.000000
predicted=281.634656, expected=416.000000
predicted=355.493231, expected=168.000000
predicted=235.373868, expected=208.000000
predicted=264.638758, expected=152.000000
predicted=230.948523, expected=192.000000
predicted=215.974534, expected=200.000000
predicted=240.170746, expected=320.000000
predicted=233.362323, expected=288.000000
predicted=241.807615, expected=188.000000
predicted=204.157586, expected=188.000000
predicted=226.213095, expected=208.000000
predicted=218.072526, expected=132.000000
predicted=194.091457, expected=200.000000
predicted=214.399297, expected=292.000000
predicted=228.079553, expected=200.000000
predicted=188.700454, expected=240.000000
predicted=230.017105, expected=144.000000
predicted=180.196533, expected=248.000000
predicted=223.408990, expected=144.000000
predicted=198.078422, expected=144.000000
predicted=170.144853, expected=360.000000
predicted=273.633089, expected=324.000000
predicted=229.293265, expected=232.000000
predicted=239.555436, expected=168.000000
predicted=221.044017, expected=276.000000
predicted=246.596976, expected=116.000000
Test MSE: 27920.932
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554])]
predicted=40.229721, expected=40.000000
predicted=39.536516, expected=36.000000
predicted=40.251242, expected=48.000000
predicted=40.260321, expected=20.000000
predicted=26.304659, expected=16.000000
predicted=27.683529, expected=28.000000
predicted=30.061449, expected=16.000000
predicted=21.975508, expected=44.000000
predicted=38.575008, expected=44.000000
predicted=31.629912, expected=40.000000
predicted=34.213238, expected=24.000000
predicted=29.887419, expected=36.000000
predicted=33.005307, expected=24.000000
predicted=30.248241, expected=32.000000
predicted=35.014237, expected=40.000000
predicted=35.931072, expected=20.000000
predicted=24.614477, expected=36.000000
predicted=35.646734, expected=28.000000
predicted=26.675701, expected=12.000000
predicted=22.902781, expected=32.000000
predicted=32.030631, expected=28.000000
predicted=23.693702, expected=32.000000
predicted=31.609417, expected=32.000000
predicted=29.555340, expected=64.000000
predicted=42.853148, expected=40.000000
predicted=36.742944, expected=36.000000
predicted=39.546761, expected=24.000000
predicted=31.576317, expected=48.000000
predicted=41.795717, expected=40.000000
predicted=42.211483, expected=76.000000
predicted=57.563002, expected=64.000000
predicted=51.765683, expected=24.000000
predicted=36.873475, expected=36.000000
predicted=45.883271, expected=36.000000
predicted=37.767516, expected=24.000000
predicted=39.597117, expected=28.000000
predicted=37.502464, expected=40.000000
predicted=32.821181, expected=44.000000
predicted=37.863688, expected=16.000000
predicted=26.698035, expected=24.000000
predicted=28.561572, expected=52.000000
predicted=38.335785, expected=36.000000
predicted=34.298224, expected=40.000000
predicted=41.375611, expected=20.000000
predicted=24.704793, expected=36.000000
predicted=34.372583, expected=20.000000
predicted=29.165963, expected=12.000000
predicted=23.417060, expected=20.000000
predicted=24.912582, expected=20.000000
predicted=19.076555, expected=44.000000
predicted=34.337124, expected=12.000000
predicted=16.703048, expected=40.000000
predicted=31.903811, expected=28.000000
predicted=24.422284, expected=24.000000
predicted=26.395984, expected=24.000000
predicted=29.472607, expected=20.000000
predicted=20.476115, expected=32.000000
predicted=31.133993, expected=52.000000
predicted=37.569237, expected=72.000000
predicted=49.060192, expected=40.000000
predicted=38.825703, expected=52.000000
predicted=47.843889, expected=16.000000
predicted=29.880126, expected=4.000000
predicted=28.124029, expected=36.000000
predicted=39.961873, expected=96.000000
predicted=59.301785, expected=48.000000
predicted=44.552559, expected=48.000000
predicted=47.101099, expected=24.000000
predicted=29.135894, expected=20.000000
predicted=33.250773, expected=72.000000
predicted=65.265908, expected=20.000000
predicted=29.675212, expected=48.000000
predicted=48.376745, expected=16.000000
predicted=23.348570, expected=60.000000
predicted=45.201046, expected=28.000000
predicted=38.552407, expected=20.000000
predicted=28.161519, expected=28.000000
predicted=33.493466, expected=32.000000
predicted=27.649441, expected=32.000000
predicted=36.305972, expected=52.000000
predicted=39.302493, expected=68.000000
predicted=46.647046, expected=52.000000
predicted=45.422692, expected=80.000000
predicted=62.253877, expected=72.000000
predicted=59.625388, expected=44.000000
predicted=55.007478, expected=12.000000
predicted=41.926038, expected=40.000000
predicted=45.938988, expected=24.000000
predicted=38.519503, expected=32.000000
predicted=40.734388, expected=52.000000
predicted=42.223051, expected=28.000000
predicted=26.813783, expected=72.000000
predicted=54.713588, expected=36.000000
predicted=35.253923, expected=28.000000
predicted=37.787665, expected=32.000000
predicted=38.988890, expected=12.000000
predicted=23.812385, expected=24.000000
predicted=35.544529, expected=40.000000
predicted=32.543712, expected=68.000000
predicted=45.740146, expected=28.000000
predicted=32.173944, expected=32.000000
predicted=33.412969, expected=32.000000
predicted=32.286102, expected=28.000000
predicted=33.590489, expected=12.000000
predicted=30.175585, expected=36.000000
predicted=31.125937, expected=48.000000
predicted=36.112852, expected=20.000000
predicted=26.751520, expected=4.000000
predicted=19.578282, expected=72.000000
predicted=43.465340, expected=28.000000
predicted=28.662771, expected=32.000000
predicted=39.666855, expected=24.000000
predicted=26.698066, expected=64.000000
predicted=40.921966, expected=48.000000
predicted=48.367994, expected=12.000000
predicted=27.871932, expected=28.000000
predicted=33.918836, expected=44.000000
predicted=34.816183, expected=76.000000
predicted=57.581511, expected=32.000000
predicted=38.442557, expected=8.000000
predicted=25.311982, expected=24.000000
predicted=30.878036, expected=32.000000
predicted=32.439658, expected=20.000000
predicted=32.103101, expected=8.000000
predicted=18.690178, expected=40.000000
predicted=27.273885, expected=24.000000
predicted=22.173815, expected=16.000000
predicted=23.050649, expected=40.000000
predicted=30.622268, expected=40.000000
predicted=28.205699, expected=16.000000
predicted=26.402308, expected=28.000000
predicted=29.199032, expected=24.000000
predicted=23.426464, expected=40.000000
predicted=35.089709, expected=28.000000
predicted=29.761208, expected=24.000000
predicted=25.511485, expected=48.000000
predicted=37.664293, expected=48.000000
predicted=37.070218, expected=32.000000
predicted=36.203852, expected=12.000000
predicted=26.069106, expected=40.000000
predicted=35.372049, expected=44.000000
predicted=38.309892, expected=56.000000
predicted=45.989018, expected=52.000000
predicted=43.907348, expected=12.000000
predicted=25.598973, expected=16.000000
predicted=31.767989, expected=28.000000
predicted=31.684832, expected=32.000000
predicted=33.195182, expected=16.000000
predicted=25.593469, expected=12.000000
predicted=17.210871, expected=40.000000
predicted=28.732017, expected=20.000000
predicted=21.326416, expected=40.000000
predicted=33.696595, expected=52.000000
predicted=35.879777, expected=32.000000
predicted=29.695254, expected=56.000000
predicted=47.822310, expected=32.000000
predicted=33.109480, expected=52.000000
predicted=47.688487, expected=24.000000
predicted=35.604691, expected=28.000000
predicted=34.545180, expected=32.000000
predicted=36.948687, expected=72.000000
predicted=49.450796, expected=32.000000
predicted=37.249849, expected=32.000000
predicted=36.857986, expected=32.000000
predicted=35.189614, expected=20.000000
predicted=28.844176, expected=36.000000
predicted=41.024144, expected=28.000000
predicted=28.500805, expected=40.000000
predicted=34.870977, expected=16.000000
predicted=24.493762, expected=40.000000
predicted=33.466553, expected=52.000000
predicted=39.981237, expected=32.000000
predicted=32.548731, expected=32.000000
predicted=36.779669, expected=68.000000
predicted=47.131884, expected=28.000000
predicted=34.816567, expected=40.000000
predicted=45.291211, expected=36.000000
predicted=37.050546, expected=28.000000
predicted=33.372487, expected=20.000000
predicted=34.898690, expected=32.000000
predicted=30.716296, expected=60.000000
predicted=43.700636, expected=24.000000
predicted=29.471055, expected=20.000000
predicted=29.674607, expected=40.000000
predicted=33.935271, expected=52.000000
predicted=39.811556, expected=16.000000
predicted=31.319690, expected=28.000000
predicted=31.554028, expected=24.000000
predicted=25.720977, expected=16.000000
predicted=24.891029, expected=24.000000
predicted=29.098097, expected=40.000000
predicted=28.242445, expected=44.000000
predicted=33.545085, expected=24.000000
predicted=27.344655, expected=36.000000
predicted=32.702374, expected=24.000000
predicted=27.419572, expected=28.000000
predicted=31.899719, expected=44.000000
predicted=38.089896, expected=48.000000
predicted=36.756039, expected=12.000000
predicted=26.172516, expected=36.000000
predicted=34.931658, expected=28.000000
predicted=28.506754, expected=60.000000
predicted=45.676078, expected=24.000000
predicted=32.155322, expected=32.000000
predicted=31.999929, expected=20.000000
predicted=29.229194, expected=12.000000
predicted=22.405265, expected=12.000000
predicted=25.542996, expected=28.000000
predicted=23.032373, expected=4.000000
predicted=13.772390, expected=16.000000
predicted=17.468357, expected=20.000000
predicted=16.034574, expected=40.000000
predicted=24.972823, expected=56.000000
predicted=37.190188, expected=112.000000
predicted=62.634671, expected=56.000000
predicted=48.298513, expected=48.000000
predicted=53.679795, expected=60.000000
predicted=60.062365, expected=12.000000
predicted=37.919511, expected=36.000000
predicted=56.049921, expected=76.000000
predicted=56.547418, expected=44.000000
predicted=43.107527, expected=16.000000
predicted=38.589013, expected=20.000000
predicted=28.102002, expected=28.000000
predicted=30.678661, expected=16.000000
predicted=30.798070, expected=64.000000
predicted=45.443737, expected=40.000000
predicted=30.395617, expected=12.000000
predicted=24.834000, expected=36.000000
predicted=35.580216, expected=20.000000
predicted=22.199424, expected=44.000000
predicted=42.601827, expected=24.000000
predicted=28.387922, expected=32.000000
predicted=28.461506, expected=36.000000
predicted=33.854734, expected=40.000000
predicted=33.019013, expected=24.000000
predicted=31.839891, expected=32.000000
predicted=31.619179, expected=60.000000
predicted=43.814903, expected=32.000000
predicted=34.014306, expected=16.000000
predicted=31.141947, expected=48.000000
predicted=39.085215, expected=52.000000
predicted=39.990828, expected=20.000000
predicted=34.955773, expected=28.000000
predicted=34.054480, expected=28.000000
predicted=27.231995, expected=28.000000
predicted=32.401794, expected=68.000000
predicted=50.117985, expected=36.000000
predicted=31.845313, expected=48.000000
predicted=43.966412, expected=52.000000
predicted=44.559625, expected=60.000000
predicted=49.064701, expected=20.000000
predicted=41.079482, expected=104.000000
predicted=70.012794, expected=92.000000
predicted=66.511643, expected=40.000000
predicted=55.404992, expected=40.000000
predicted=59.235814, expected=40.000000
predicted=43.217663, expected=32.000000
predicted=52.457894, expected=76.000000
predicted=66.635746, expected=84.000000
predicted=59.316991, expected=76.000000
predicted=63.156845, expected=36.000000
predicted=50.529154, expected=48.000000
predicted=53.108901, expected=36.000000
predicted=51.204080, expected=28.000000
predicted=46.873624, expected=56.000000
predicted=54.520861, expected=48.000000
predicted=41.267876, expected=76.000000
predicted=59.301745, expected=56.000000
predicted=50.224747, expected=80.000000
predicted=62.773189, expected=48.000000
predicted=55.574138, expected=44.000000
predicted=53.352948, expected=68.000000
predicted=66.039835, expected=80.000000
predicted=65.206376, expected=52.000000
predicted=61.677381, expected=32.000000
predicted=48.448738, expected=40.000000
predicted=47.369301, expected=52.000000
predicted=52.829647, expected=44.000000
predicted=51.020349, expected=68.000000
predicted=56.786669, expected=32.000000
predicted=38.023976, expected=72.000000
predicted=58.724493, expected=28.000000
predicted=41.170753, expected=40.000000
predicted=45.600697, expected=80.000000
predicted=64.063701, expected=32.000000
predicted=37.474261, expected=40.000000
predicted=52.935097, expected=64.000000
predicted=49.740977, expected=48.000000
predicted=45.777483, expected=48.000000
predicted=56.523692, expected=60.000000
predicted=50.664423, expected=56.000000
predicted=51.035850, expected=40.000000
predicted=50.784197, expected=68.000000
predicted=58.506449, expected=80.000000
predicted=62.510907, expected=72.000000
predicted=65.682467, expected=44.000000
predicted=56.440223, expected=40.000000
predicted=50.579842, expected=36.000000
predicted=49.921221, expected=36.000000
Test MSE: 353.904
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206])]
predicted=55.972289, expected=20.000000
predicted=60.253308, expected=48.000000
predicted=59.222448, expected=44.000000
predicted=59.970179, expected=56.000000
predicted=38.594815, expected=36.000000
predicted=39.780742, expected=20.000000
predicted=35.827324, expected=32.000000
predicted=38.973183, expected=32.000000
predicted=36.981318, expected=48.000000
predicted=37.950172, expected=116.000000
predicted=48.882466, expected=252.000000
predicted=87.836924, expected=68.000000
predicted=94.636915, expected=40.000000
predicted=84.459732, expected=244.000000
predicted=128.104237, expected=24.000000
predicted=127.085836, expected=16.000000
predicted=105.511454, expected=4.000000
predicted=66.196501, expected=16.000000
predicted=52.326764, expected=12.000000
predicted=57.312018, expected=56.000000
predicted=21.883680, expected=36.000000
predicted=25.031013, expected=32.000000
predicted=25.192926, expected=4.000000
predicted=25.583330, expected=8.000000
predicted=22.546889, expected=48.000000
predicted=31.507551, expected=36.000000
predicted=28.679377, expected=20.000000
predicted=24.785022, expected=28.000000
predicted=23.467208, expected=20.000000
predicted=25.868675, expected=20.000000
predicted=28.525891, expected=36.000000
predicted=27.140078, expected=56.000000
predicted=30.682844, expected=24.000000
predicted=31.272332, expected=36.000000
predicted=31.109051, expected=28.000000
predicted=33.241481, expected=24.000000
predicted=33.147278, expected=24.000000
predicted=32.459972, expected=56.000000
predicted=32.109606, expected=40.000000
predicted=35.847543, expected=40.000000
predicted=35.009710, expected=32.000000
predicted=35.937977, expected=36.000000
predicted=37.027576, expected=20.000000
predicted=37.540691, expected=28.000000
predicted=32.115110, expected=88.000000
predicted=41.889477, expected=44.000000
predicted=43.017368, expected=32.000000
predicted=40.246906, expected=36.000000
predicted=40.765730, expected=36.000000
predicted=42.688200, expected=16.000000
predicted=42.612342, expected=32.000000
predicted=32.346396, expected=20.000000
predicted=28.874316, expected=4.000000
predicted=23.264236, expected=28.000000
predicted=22.705612, expected=28.000000
predicted=21.714896, expected=28.000000
predicted=23.613853, expected=4.000000
predicted=18.705721, expected=32.000000
predicted=19.557693, expected=20.000000
predicted=24.042125, expected=24.000000
predicted=22.268807, expected=36.000000
predicted=24.812694, expected=36.000000
predicted=25.163872, expected=36.000000
predicted=30.994963, expected=24.000000
predicted=29.121854, expected=16.000000
predicted=27.809022, expected=8.000000
predicted=25.439866, expected=40.000000
predicted=26.634393, expected=28.000000
predicted=26.527476, expected=24.000000
predicted=23.102678, expected=56.000000
predicted=29.160145, expected=48.000000
predicted=34.408859, expected=36.000000
predicted=38.655335, expected=24.000000
predicted=35.548692, expected=20.000000
predicted=33.352538, expected=4.000000
predicted=30.932349, expected=4.000000
predicted=22.107908, expected=20.000000
predicted=18.243712, expected=56.000000
predicted=22.426629, expected=28.000000
predicted=23.427137, expected=36.000000
predicted=23.980923, expected=36.000000
predicted=29.951329, expected=44.000000
predicted=35.967234, expected=20.000000
predicted=37.253212, expected=76.000000
predicted=39.757693, expected=32.000000
predicted=42.161984, expected=40.000000
predicted=39.849705, expected=36.000000
predicted=42.076546, expected=16.000000
predicted=34.904749, expected=20.000000
predicted=36.833974, expected=56.000000
predicted=33.653725, expected=36.000000
predicted=35.155226, expected=20.000000
predicted=30.332306, expected=32.000000
predicted=29.462826, expected=40.000000
predicted=33.609020, expected=28.000000
predicted=35.897695, expected=32.000000
predicted=31.351027, expected=8.000000
predicted=26.147511, expected=36.000000
predicted=28.548337, expected=44.000000
predicted=32.628011, expected=40.000000
predicted=31.579509, expected=20.000000
predicted=30.236798, expected=12.000000
predicted=25.152835, expected=68.000000
predicted=36.812853, expected=84.000000
predicted=47.072624, expected=20.000000
predicted=41.157947, expected=52.000000
predicted=41.216275, expected=32.000000
predicted=44.157786, expected=28.000000
predicted=46.112037, expected=44.000000
predicted=44.771661, expected=60.000000
predicted=39.407683, expected=60.000000
predicted=47.179038, expected=36.000000
predicted=43.298143, expected=44.000000
predicted=44.295284, expected=8.000000
predicted=41.320065, expected=28.000000
predicted=38.153056, expected=8.000000
predicted=31.416785, expected=24.000000
predicted=23.850991, expected=40.000000
predicted=26.856958, expected=36.000000
predicted=24.133873, expected=16.000000
predicted=25.457333, expected=28.000000
predicted=24.391916, expected=28.000000
predicted=28.611921, expected=32.000000
predicted=30.102747, expected=40.000000
predicted=30.728923, expected=40.000000
predicted=30.745025, expected=52.000000
predicted=36.928047, expected=32.000000
predicted=37.483881, expected=28.000000
predicted=36.408227, expected=16.000000
predicted=34.236345, expected=32.000000
predicted=32.695672, expected=36.000000
predicted=33.654985, expected=48.000000
predicted=32.463063, expected=108.000000
predicted=46.455700, expected=44.000000
predicted=48.617001, expected=20.000000
predicted=45.552606, expected=84.000000
predicted=56.305166, expected=12.000000
predicted=52.466467, expected=28.000000
predicted=48.537449, expected=48.000000
predicted=40.511333, expected=48.000000
predicted=39.212796, expected=36.000000
predicted=44.296490, expected=32.000000
predicted=33.222377, expected=48.000000
predicted=39.572339, expected=20.000000
predicted=38.805694, expected=28.000000
predicted=34.703552, expected=40.000000
predicted=34.421926, expected=40.000000
predicted=34.717959, expected=32.000000
predicted=35.277361, expected=8.000000
predicted=27.194310, expected=32.000000
predicted=29.062087, expected=20.000000
predicted=29.172860, expected=32.000000
predicted=27.239776, expected=32.000000
predicted=26.968920, expected=60.000000
predicted=30.586897, expected=60.000000
predicted=40.782522, expected=20.000000
predicted=36.726363, expected=36.000000
predicted=38.814974, expected=44.000000
predicted=41.857549, expected=60.000000
predicted=47.180097, expected=96.000000
predicted=54.897967, expected=56.000000
predicted=52.726044, expected=60.000000
predicted=57.428601, expected=24.000000
predicted=55.875631, expected=44.000000
predicted=54.687013, expected=12.000000
predicted=49.600659, expected=56.000000
predicted=41.298418, expected=44.000000
predicted=42.214458, expected=36.000000
predicted=35.175592, expected=28.000000
predicted=37.028830, expected=32.000000
predicted=33.333043, expected=32.000000
predicted=38.318909, expected=36.000000
predicted=34.886962, expected=24.000000
predicted=31.485474, expected=40.000000
predicted=31.691637, expected=28.000000
predicted=32.369049, expected=20.000000
predicted=29.359026, expected=72.000000
predicted=37.367662, expected=308.000000
predicted=88.081492, expected=36.000000
predicted=89.908292, expected=24.000000
predicted=72.972389, expected=88.000000
predicted=90.498750, expected=928.000000
predicted=250.359229, expected=32.000000
predicted=247.864867, expected=72.000000
predicted=178.968161, expected=68.000000
predicted=267.238991, expected=24.000000
predicted=189.594506, expected=48.000000
predicted=223.889122, expected=56.000000
predicted=50.807535, expected=84.000000
predicted=57.452239, expected=20.000000
predicted=50.562850, expected=36.000000
predicted=43.852825, expected=40.000000
predicted=49.309125, expected=172.000000
predicted=67.074816, expected=24.000000
predicted=63.724438, expected=52.000000
predicted=54.038950, expected=72.000000
predicted=72.806770, expected=32.000000
predicted=60.280041, expected=24.000000
predicted=63.109145, expected=36.000000
predicted=41.147665, expected=28.000000
predicted=39.594033, expected=28.000000
predicted=36.210018, expected=16.000000
predicted=27.696592, expected=32.000000
predicted=27.018968, expected=24.000000
predicted=27.600064, expected=36.000000
predicted=26.709350, expected=40.000000
predicted=30.112341, expected=48.000000
predicted=32.339473, expected=40.000000
predicted=37.036981, expected=52.000000
predicted=40.022505, expected=20.000000
predicted=39.585162, expected=72.000000
predicted=44.970352, expected=32.000000
predicted=45.163541, expected=32.000000
predicted=39.147869, expected=24.000000
predicted=40.824573, expected=32.000000
predicted=33.974687, expected=32.000000
predicted=37.587168, expected=16.000000
predicted=27.482052, expected=32.000000
predicted=28.162649, expected=12.000000
predicted=24.865954, expected=28.000000
predicted=24.455939, expected=20.000000
predicted=24.207484, expected=24.000000
predicted=21.021566, expected=44.000000
predicted=27.473375, expected=20.000000
predicted=24.361011, expected=24.000000
predicted=26.238058, expected=20.000000
predicted=26.258148, expected=48.000000
predicted=29.320393, expected=40.000000
predicted=33.137203, expected=36.000000
predicted=30.684649, expected=44.000000
predicted=36.342371, expected=16.000000
predicted=33.643224, expected=28.000000
predicted=34.854329, expected=40.000000
predicted=34.863159, expected=36.000000
predicted=32.389193, expected=40.000000
predicted=34.221085, expected=28.000000
predicted=31.690585, expected=52.000000
predicted=37.190995, expected=20.000000
predicted=36.331838, expected=36.000000
predicted=34.361003, expected=60.000000
predicted=40.922630, expected=12.000000
predicted=33.340002, expected=48.000000
predicted=37.913405, expected=12.000000
predicted=32.860966, expected=32.000000
predicted=31.031262, expected=28.000000
predicted=33.845423, expected=36.000000
predicted=26.558501, expected=56.000000
predicted=36.287483, expected=20.000000
predicted=30.375779, expected=24.000000
predicted=32.233314, expected=8.000000
predicted=29.666052, expected=24.000000
predicted=26.702779, expected=12.000000
predicted=24.423001, expected=32.000000
predicted=19.231818, expected=24.000000
predicted=21.471041, expected=44.000000
predicted=23.360213, expected=32.000000
predicted=28.871716, expected=8.000000
predicted=24.433094, expected=52.000000
predicted=32.813063, expected=36.000000
predicted=33.002899, expected=20.000000
predicted=30.343715, expected=32.000000
predicted=31.480399, expected=36.000000
predicted=30.503975, expected=32.000000
predicted=34.030514, expected=24.000000
predicted=30.203772, expected=16.000000
predicted=26.645947, expected=20.000000
predicted=26.542836, expected=20.000000
predicted=24.531895, expected=44.000000
predicted=25.849381, expected=36.000000
predicted=26.999243, expected=16.000000
predicted=24.725559, expected=40.000000
predicted=30.105619, expected=32.000000
predicted=31.546738, expected=12.000000
predicted=28.792162, expected=32.000000
predicted=28.752140, expected=48.000000
predicted=30.337763, expected=32.000000
predicted=31.842050, expected=20.000000
predicted=29.456340, expected=24.000000
predicted=28.556894, expected=20.000000
predicted=28.973041, expected=24.000000
predicted=27.537014, expected=40.000000
predicted=26.992911, expected=44.000000
predicted=28.684812, expected=28.000000
predicted=29.821639, expected=132.000000
predicted=49.088323, expected=24.000000
predicted=49.512119, expected=28.000000
predicted=46.257049, expected=16.000000
predicted=50.033949, expected=12.000000
predicted=36.329627, expected=52.000000
predicted=44.668481, expected=24.000000
predicted=25.930293, expected=12.000000
predicted=22.889881, expected=24.000000
predicted=24.835537, expected=28.000000
predicted=24.738791, expected=28.000000
predicted=27.511344, expected=48.000000
predicted=27.780408, expected=44.000000
predicted=30.981193, expected=100.000000
predicted=45.497080, expected=24.000000
predicted=46.174631, expected=44.000000
predicted=46.384091, expected=32.000000
predicted=51.589014, expected=32.000000
predicted=43.236247, expected=16.000000
predicted=42.048542, expected=28.000000
predicted=28.808877, expected=48.000000
predicted=33.837427, expected=12.000000
predicted=27.303810, expected=32.000000
predicted=27.796600, expected=36.000000
predicted=30.000280, expected=24.000000
predicted=28.553123, expected=20.000000
predicted=29.050409, expected=80.000000
predicted=34.659468, expected=144.000000
predicted=57.100757, expected=72.000000
predicted=62.172792, expected=372.000000
predicted=122.325432, expected=84.000000
predicted=135.170446, expected=60.000000
predicted=126.206517, expected=60.000000
predicted=144.428977, expected=40.000000
predicted=105.623333, expected=20.000000
predicted=105.295156, expected=144.000000
predicted=69.324517, expected=88.000000
predicted=70.197255, expected=84.000000
predicted=70.511824, expected=24.000000
predicted=70.296253, expected=36.000000
predicted=62.575728, expected=28.000000
predicted=68.004833, expected=20.000000
predicted=44.412497, expected=8.000000
predicted=33.639887, expected=32.000000
predicted=24.368284, expected=96.000000
predicted=37.888766, expected=80.000000
predicted=44.907895, expected=36.000000
predicted=45.061127, expected=36.000000
predicted=49.074632, expected=512.000000
predicted=137.849677, expected=56.000000
predicted=139.735587, expected=100.000000
predicted=127.912165, expected=36.000000
predicted=150.904788, expected=64.000000
predicted=117.395683, expected=72.000000
predicted=145.408989, expected=68.000000
predicted=63.829641, expected=60.000000
predicted=67.576404, expected=32.000000
predicted=55.232415, expected=60.000000
predicted=58.961208, expected=68.000000
predicted=60.556411, expected=128.000000
predicted=69.176289, expected=104.000000
predicted=77.548019, expected=32.000000
predicted=69.562575, expected=84.000000
predicted=80.697495, expected=44.000000
predicted=76.870945, expected=32.000000
predicted=67.011069, expected=68.000000
predicted=62.837300, expected=80.000000
predicted=56.253422, expected=52.000000
predicted=59.515491, expected=32.000000
predicted=51.805236, expected=452.000000
predicted=123.790879, expected=64.000000
predicted=129.283987, expected=32.000000
predicted=110.287917, expected=48.000000
predicted=131.078785, expected=32.000000
predicted=97.328458, expected=52.000000
predicted=113.980198, expected=52.000000
predicted=47.699806, expected=44.000000
predicted=42.667602, expected=44.000000
predicted=45.928846, expected=36.000000
predicted=43.283869, expected=60.000000
predicted=47.837385, expected=8.000000
predicted=40.625766, expected=40.000000
predicted=37.643136, expected=80.000000
predicted=46.684335, expected=40.000000
predicted=42.471283, expected=48.000000
predicted=46.429887, expected=52.000000
predicted=46.404940, expected=36.000000
predicted=47.826431, expected=32.000000
predicted=47.960490, expected=40.000000
predicted=41.517318, expected=20.000000
predicted=37.375127, expected=28.000000
predicted=34.190024, expected=48.000000
predicted=34.674359, expected=28.000000
predicted=32.107107, expected=24.000000
predicted=31.149268, expected=60.000000
predicted=35.709781, expected=28.000000
predicted=35.653595, expected=40.000000
predicted=37.315188, expected=60.000000
predicted=41.800883, expected=48.000000
predicted=42.446187, expected=52.000000
Test MSE: 4783.357
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predicted=247.519639, expected=284.000000
predicted=265.225364, expected=272.000000
predicted=255.030679, expected=220.000000
predicted=239.578578, expected=248.000000
predicted=249.674890, expected=248.000000
predicted=246.132791, expected=256.000000
predicted=253.189515, expected=212.000000
predicted=238.593035, expected=268.000000
predicted=245.024209, expected=204.000000
predicted=233.384548, expected=344.000000
predicted=266.431536, expected=348.000000
predicted=283.495522, expected=224.000000
predicted=264.373819, expected=340.000000
predicted=297.970596, expected=348.000000
predicted=305.976400, expected=216.000000
predicted=291.087276, expected=316.000000
predicted=302.406125, expected=184.000000
predicted=256.847880, expected=288.000000
predicted=279.071163, expected=148.000000
predicted=234.384760, expected=288.000000
predicted=243.333038, expected=224.000000
predicted=237.815327, expected=220.000000
predicted=224.276749, expected=360.000000
predicted=269.345142, expected=260.000000
predicted=252.649907, expected=264.000000
predicted=271.579089, expected=264.000000
predicted=266.363860, expected=296.000000
predicted=277.301108, expected=180.000000
predicted=257.566418, expected=200.000000
predicted=236.902163, expected=256.000000
predicted=240.998584, expected=284.000000
predicted=248.388871, expected=184.000000
predicted=228.483970, expected=236.000000
predicted=226.715329, expected=236.000000
predicted=231.107896, expected=140.000000
predicted=209.332061, expected=204.000000
predicted=211.166293, expected=220.000000
predicted=202.429150, expected=352.000000
predicted=245.754264, expected=260.000000
predicted=242.809811, expected=232.000000
predicted=239.716967, expected=300.000000
predicted=267.647974, expected=192.000000
predicted=247.763324, expected=256.000000
predicted=262.077617, expected=244.000000
predicted=245.283357, expected=336.000000
predicted=268.517129, expected=228.000000
predicted=257.274584, expected=212.000000
predicted=242.427124, expected=360.000000
predicted=282.580210, expected=152.000000
predicted=240.054528, expected=248.000000
predicted=254.992177, expected=296.000000
predicted=253.338946, expected=252.000000
predicted=251.068932, expected=248.000000
predicted=259.937809, expected=288.000000
predicted=253.704901, expected=484.000000
predicted=325.599495, expected=172.000000
predicted=279.321282, expected=204.000000
predicted=270.955442, expected=264.000000
predicted=270.577893, expected=220.000000
predicted=256.122735, expected=296.000000
predicted=273.902545, expected=220.000000
predicted=230.309111, expected=296.000000
predicted=256.823479, expected=204.000000
predicted=244.180745, expected=204.000000
predicted=234.739047, expected=304.000000
predicted=257.575080, expected=384.000000
predicted=281.995331, expected=232.000000
predicted=269.692843, expected=204.000000
predicted=254.234395, expected=348.000000
predicted=285.995631, expected=312.000000
predicted=294.059974, expected=344.000000
predicted=310.629248, expected=340.000000
predicted=307.096339, expected=244.000000
predicted=293.888502, expected=232.000000
predicted=293.052694, expected=92.000000
predicted=233.922369, expected=276.000000
predicted=249.551355, expected=256.000000
predicted=235.798806, expected=276.000000
predicted=236.329154, expected=220.000000
predicted=229.385300, expected=280.000000
predicted=241.276663, expected=228.000000
predicted=250.975599, expected=616.000000
predicted=350.681341, expected=304.000000
predicted=325.104094, expected=192.000000
predicted=302.684763, expected=236.000000
predicted=301.601369, expected=280.000000
predicted=294.324000, expected=264.000000
predicted=301.300149, expected=240.000000
predicted=252.221164, expected=176.000000
predicted=225.486171, expected=272.000000
predicted=245.847604, expected=200.000000
predicted=230.613838, expected=204.000000
predicted=222.245544, expected=200.000000
predicted=213.062376, expected=240.000000
predicted=216.506692, expected=184.000000
predicted=211.233380, expected=180.000000
predicted=198.730089, expected=308.000000
predicted=229.467499, expected=152.000000
predicted=202.564973, expected=204.000000
predicted=211.726714, expected=312.000000
predicted=233.894788, expected=344.000000
predicted=260.361223, expected=292.000000
predicted=275.830665, expected=224.000000
predicted=256.932864, expected=284.000000
predicted=277.731914, expected=220.000000
predicted=267.554910, expected=248.000000
predicted=263.089412, expected=208.000000
predicted=239.879000, expected=216.000000
predicted=229.362201, expected=292.000000
predicted=248.757265, expected=188.000000
predicted=223.083040, expected=284.000000
predicted=245.848537, expected=200.000000
predicted=227.613814, expected=324.000000
predicted=258.878542, expected=368.000000
predicted=288.065515, expected=248.000000
predicted=269.757959, expected=240.000000
predicted=276.434042, expected=424.000000
predicted=315.413857, expected=280.000000
predicted=306.815686, expected=236.000000
predicted=294.333788, expected=324.000000
predicted=297.701554, expected=232.000000
predicted=277.757008, expected=236.000000
predicted=279.440664, expected=216.000000
predicted=248.135798, expected=224.000000
predicted=238.777030, expected=308.000000
predicted=260.249303, expected=240.000000
predicted=242.490586, expected=216.000000
predicted=239.320959, expected=332.000000
predicted=266.090488, expected=328.000000
predicted=279.934396, expected=296.000000
predicted=290.090031, expected=324.000000
predicted=298.085796, expected=344.000000
predicted=312.369410, expected=204.000000
predicted=291.529055, expected=344.000000
predicted=310.908187, expected=276.000000
predicted=292.023090, expected=356.000000
predicted=312.635454, expected=284.000000
predicted=301.079539, expected=268.000000
predicted=287.920207, expected=312.000000
predicted=306.140231, expected=416.000000
predicted=328.597423, expected=280.000000
predicted=315.343513, expected=264.000000
predicted=303.479333, expected=288.000000
predicted=302.181580, expected=292.000000
predicted=301.306548, expected=228.000000
predicted=283.587484, expected=336.000000
predicted=288.058975, expected=276.000000
predicted=278.998785, expected=356.000000
predicted=304.065426, expected=272.000000
predicted=293.006230, expected=348.000000
predicted=309.512281, expected=292.000000
predicted=310.692046, expected=176.000000
predicted=272.619333, expected=312.000000
predicted=292.776477, expected=196.000000
predicted=252.414460, expected=232.000000
predicted=253.072888, expected=280.000000
predicted=251.133362, expected=264.000000
predicted=244.768211, expected=184.000000
predicted=238.223764, expected=136.000000
predicted=206.263661, expected=328.000000
predicted=243.925492, expected=204.000000
predicted=224.698945, expected=296.000000
predicted=245.135226, expected=348.000000
predicted=265.328679, expected=328.000000
predicted=282.475196, expected=484.000000
predicted=354.446775, expected=232.000000
predicted=311.545749, expected=240.000000
predicted=314.939914, expected=128.000000
predicted=268.001094, expected=324.000000
predicted=282.606140, expected=224.000000
predicted=258.788211, expected=276.000000
predicted=243.378323, expected=200.000000
predicted=231.582897, expected=156.000000
predicted=210.132209, expected=192.000000
predicted=219.758870, expected=156.000000
predicted=190.469827, expected=264.000000
predicted=210.853178, expected=304.000000
predicted=224.102553, expected=276.000000
predicted=235.337915, expected=240.000000
predicted=244.313183, expected=204.000000
predicted=237.977310, expected=212.000000
predicted=241.987911, expected=156.000000
predicted=218.090326, expected=260.000000
predicted=225.393766, expected=228.000000
predicted=216.634514, expected=248.000000
predicted=222.846158, expected=248.000000
predicted=230.543041, expected=172.000000
predicted=213.853092, expected=268.000000
predicted=239.554704, expected=208.000000
predicted=224.401865, expected=228.000000
predicted=227.683033, expected=196.000000
predicted=217.200644, expected=212.000000
predicted=212.669630, expected=236.000000
predicted=224.117882, expected=196.000000
predicted=210.157010, expected=348.000000
predicted=249.894520, expected=224.000000
predicted=236.194894, expected=252.000000
predicted=248.328219, expected=556.000000
predicted=334.383329, expected=312.000000
predicted=318.722853, expected=184.000000
predicted=305.895626, expected=228.000000
predicted=286.343919, expected=280.000000
predicted=288.674818, expected=148.000000
predicted=258.780551, expected=212.000000
predicted=224.807560, expected=272.000000
predicted=224.881044, expected=272.000000
predicted=237.882265, expected=272.000000
predicted=249.434833, expected=156.000000
predicted=217.636450, expected=336.000000
predicted=262.739297, expected=208.000000
predicted=244.117339, expected=256.000000
predicted=250.854418, expected=224.000000
predicted=240.806923, expected=240.000000
predicted=235.758692, expected=228.000000
predicted=244.044557, expected=164.000000
predicted=212.535540, expected=176.000000
predicted=207.708508, expected=176.000000
predicted=194.399155, expected=288.000000
predicted=217.907753, expected=196.000000
predicted=204.195272, expected=280.000000
predicted=225.257583, expected=300.000000
predicted=246.549997, expected=272.000000
predicted=256.395111, expected=308.000000
predicted=280.774690, expected=776.000000
predicted=411.296027, expected=564.000000
predicted=446.489920, expected=252.000000
predicted=411.567190, expected=296.000000
predicted=408.353892, expected=216.000000
predicted=362.036532, expected=252.000000
predicted=356.429251, expected=356.000000
predicted=321.734996, expected=296.000000
predicted=280.356980, expected=232.000000
predicted=272.704292, expected=364.000000
predicted=298.411994, expected=352.000000
predicted=312.151078, expected=440.000000
predicted=356.105767, expected=332.000000
predicted=341.219477, expected=372.000000
predicted=355.845200, expected=300.000000
predicted=351.020522, expected=440.000000
predicted=379.075238, expected=280.000000
predicted=348.545107, expected=332.000000
predicted=342.092588, expected=328.000000
predicted=339.062141, expected=292.000000
predicted=320.152774, expected=248.000000
predicted=309.088085, expected=172.000000
predicted=258.606864, expected=196.000000
predicted=246.470539, expected=192.000000
predicted=224.991636, expected=204.000000
predicted=211.502012, expected=176.000000
predicted=194.264650, expected=160.000000
predicted=179.730703, expected=152.000000
predicted=174.317295, expected=280.000000
predicted=203.662340, expected=288.000000
predicted=221.281905, expected=284.000000
predicted=237.261793, expected=240.000000
predicted=241.022010, expected=420.000000
predicted=299.396256, expected=152.000000
predicted=260.425571, expected=244.000000
predicted=268.661564, expected=240.000000
predicted=256.853969, expected=312.000000
predicted=267.276941, expected=192.000000
predicted=251.818088, expected=176.000000
predicted=215.343521, expected=208.000000
predicted=222.946195, expected=104.000000
predicted=185.058559, expected=228.000000
predicted=202.933544, expected=340.000000
predicted=224.954599, expected=252.000000
predicted=225.573240, expected=260.000000
predicted=244.183055, expected=260.000000
predicted=246.662426, expected=268.000000
predicted=265.285189, expected=144.000000
predicted=237.092033, expected=208.000000
predicted=226.318827, expected=204.000000
predicted=216.203802, expected=260.000000
predicted=225.390437, expected=180.000000
predicted=208.112270, expected=156.000000
predicted=188.359359, expected=260.000000
predicted=216.369741, expected=148.000000
predicted=190.672977, expected=208.000000
predicted=202.777610, expected=284.000000
predicted=217.310034, expected=312.000000
predicted=239.750488, expected=300.000000
predicted=264.249144, expected=200.000000
predicted=241.743242, expected=252.000000
predicted=258.234673, expected=180.000000
predicted=239.454755, expected=240.000000
predicted=241.613961, expected=176.000000
predicted=215.941484, expected=116.000000
predicted=181.015586, expected=216.000000
predicted=196.506554, expected=228.000000
predicted=193.798801, expected=244.000000
predicted=209.635523, expected=204.000000
predicted=202.987291, expected=248.000000
predicted=216.867955, expected=136.000000
predicted=201.087197, expected=196.000000
predicted=205.067719, expected=192.000000
predicted=198.495977, expected=228.000000
predicted=201.794514, expected=188.000000
predicted=197.910635, expected=188.000000
predicted=189.261963, expected=280.000000
predicted=221.205440, expected=288.000000
predicted=235.979259, expected=224.000000
predicted=235.056292, expected=216.000000
predicted=232.217353, expected=220.000000
predicted=231.975423, expected=252.000000
predicted=243.473577, expected=172.000000
predicted=219.340355, expected=220.000000
predicted=217.378550, expected=188.000000
predicted=206.271824, expected=200.000000
predicted=204.947520, expected=232.000000
predicted=213.123781, expected=176.000000
predicted=194.688923, expected=288.000000
predicted=227.632545, expected=160.000000
predicted=201.496561, expected=236.000000
predicted=218.391095, expected=256.000000
predicted=228.876504, expected=276.000000
predicted=237.223535, expected=240.000000
predicted=245.122782, expected=128.000000
predicted=205.716470, expected=296.000000
predicted=243.873000, expected=96.000000
predicted=194.360298, expected=196.000000
predicted=200.928691, expected=228.000000
predicted=200.042434, expected=244.000000
predicted=202.076051, expected=504.000000
predicted=298.178854, expected=240.000000
predicted=260.068815, expected=240.000000
predicted=279.292917, expected=188.000000
predicted=261.945851, expected=212.000000
predicted=253.447905, expected=268.000000
predicted=266.387750, expected=280.000000
predicted=243.468283, expected=296.000000
predicted=257.150234, expected=208.000000
predicted=241.048488, expected=252.000000
predicted=252.788140, expected=132.000000
predicted=221.349496, expected=204.000000
predicted=220.117515, expected=204.000000
predicted=209.910783, expected=224.000000
predicted=204.925282, expected=160.000000
predicted=192.061962, expected=200.000000
predicted=189.567704, expected=180.000000
predicted=191.394695, expected=140.000000
predicted=176.547460, expected=280.000000
predicted=207.325432, expected=280.000000
predicted=217.682539, expected=312.000000
predicted=247.749996, expected=248.000000
predicted=247.697631, expected=404.000000
predicted=298.158444, expected=276.000000
predicted=298.621419, expected=152.000000
predicted=262.599771, expected=220.000000
predicted=258.588822, expected=248.000000
predicted=248.078047, expected=232.000000
predicted=246.895274, expected=156.000000
predicted=207.208910, expected=164.000000
predicted=190.621380, expected=248.000000
predicted=212.232824, expected=116.000000
predicted=180.303326, expected=240.000000
predicted=198.948828, expected=260.000000
predicted=206.513710, expected=728.000000
predicted=358.156892, expected=756.000000
predicted=470.313324, expected=248.000000
predicted=394.490013, expected=440.000000
predicted=460.045371, expected=544.000000
predicted=495.514131, expected=412.000000
predicted=489.618897, expected=328.000000
predicted=435.772467, expected=344.000000
predicted=382.440921, expected=252.000000
predicted=355.514275, expected=260.000000
predicted=331.121440, expected=164.000000
predicted=264.993950, expected=68.000000
predicted=200.145677, expected=176.000000
predicted=194.035218, expected=232.000000
predicted=189.021362, expected=216.000000
predicted=189.065672, expected=292.000000
predicted=214.893044, expected=168.000000
predicted=195.034707, expected=284.000000
predicted=239.499732, expected=152.000000
predicted=211.219029, expected=256.000000
predicted=230.462258, expected=308.000000
predicted=251.934192, expected=192.000000
predicted=223.205500, expected=180.000000
predicted=223.064476, expected=184.000000
predicted=206.271830, expected=144.000000
predicted=192.670776, expected=140.000000
predicted=177.127451, expected=264.000000
predicted=194.377782, expected=192.000000
predicted=185.078539, expected=344.000000
predicted=237.499611, expected=220.000000
predicted=224.472767, expected=160.000000
predicted=214.921571, expected=360.000000
predicted=271.916791, expected=176.000000
predicted=228.867018, expected=248.000000
predicted=250.715058, expected=220.000000
predicted=229.526593, expected=228.000000
predicted=229.626238, expected=184.000000
predicted=224.197677, expected=136.000000
predicted=187.824839, expected=204.000000
predicted=198.658096, expected=188.000000
predicted=188.149141, expected=188.000000
predicted=186.893004, expected=180.000000
predicted=181.255224, expected=192.000000
predicted=183.651159, expected=180.000000
predicted=186.038067, expected=280.000000
predicted=213.880927, expected=268.000000
predicted=225.365143, expected=232.000000
predicted=228.869415, expected=284.000000
predicted=250.744872, expected=284.000000
predicted=260.820632, expected=252.000000
predicted=264.531929, expected=204.000000
predicted=246.709968, expected=188.000000
predicted=230.051583, expected=448.000000
predicted=299.384868, expected=176.000000
predicted=246.167038, expected=172.000000
predicted=235.739286, expected=300.000000
predicted=255.167154, expected=228.000000
predicted=241.774290, expected=156.000000
predicted=228.710560, expected=180.000000
predicted=200.049741, expected=208.000000
predicted=202.603846, expected=148.000000
predicted=188.771233, expected=212.000000
predicted=191.603477, expected=284.000000
predicted=211.927823, expected=168.000000
predicted=197.037833, expected=184.000000
predicted=201.769789, expected=188.000000
predicted=195.185392, expected=208.000000
predicted=202.895110, expected=172.000000
predicted=193.423708, expected=188.000000
predicted=186.031539, expected=252.000000
predicted=206.478798, expected=240.000000
predicted=213.577868, expected=212.000000
predicted=215.296367, expected=196.000000
predicted=210.698690, expected=252.000000
predicted=226.875184, expected=132.000000
Test MSE: 7270.373
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419])]
predicted=75.494481, expected=88.000000
predicted=79.515825, expected=88.000000
predicted=79.779784, expected=80.000000
predicted=75.589422, expected=72.000000
predicted=77.663583, expected=40.000000
predicted=67.088998, expected=84.000000
predicted=77.871888, expected=40.000000
predicted=61.854798, expected=140.000000
predicted=89.621355, expected=72.000000
predicted=73.277285, expected=112.000000
predicted=86.199730, expected=60.000000
predicted=80.386301, expected=84.000000
predicted=81.024491, expected=108.000000
predicted=100.862488, expected=44.000000
predicted=72.131512, expected=96.000000
predicted=89.099259, expected=104.000000
predicted=84.171723, expected=64.000000
predicted=79.798250, expected=68.000000
predicted=81.185201, expected=40.000000
predicted=61.337849, expected=40.000000
predicted=64.254595, expected=20.000000
predicted=51.162330, expected=56.000000
predicted=49.905965, expected=148.000000
predicted=78.603815, expected=72.000000
predicted=63.206162, expected=80.000000
predicted=72.506347, expected=92.000000
predicted=76.768987, expected=72.000000
predicted=80.866084, expected=60.000000
predicted=86.305136, expected=60.000000
predicted=69.827878, expected=132.000000
predicted=91.522319, expected=80.000000
predicted=82.304856, expected=80.000000
predicted=81.965393, expected=40.000000
predicted=67.539484, expected=56.000000
predicted=69.360340, expected=28.000000
predicted=64.081230, expected=52.000000
predicted=56.258691, expected=84.000000
predicted=62.987336, expected=148.000000
predicted=82.222794, expected=92.000000
predicted=79.597892, expected=64.000000
predicted=73.983789, expected=136.000000
predicted=101.224094, expected=72.000000
predicted=91.069889, expected=104.000000
predicted=107.298633, expected=108.000000
predicted=97.804851, expected=128.000000
predicted=104.389635, expected=80.000000
predicted=102.699987, expected=44.000000
predicted=79.925235, expected=68.000000
predicted=84.761824, expected=36.000000
predicted=68.980666, expected=48.000000
predicted=66.988877, expected=84.000000
predicted=65.607191, expected=124.000000
predicted=77.025954, expected=88.000000
predicted=78.225580, expected=64.000000
predicted=71.297864, expected=112.000000
predicted=89.310817, expected=44.000000
predicted=75.949864, expected=64.000000
predicted=82.400911, expected=124.000000
predicted=90.371009, expected=64.000000
predicted=73.900632, expected=84.000000
predicted=86.711475, expected=44.000000
predicted=62.983695, expected=104.000000
predicted=83.571896, expected=84.000000
predicted=85.808237, expected=40.000000
predicted=64.635634, expected=76.000000
predicted=74.082793, expected=100.000000
predicted=76.105390, expected=100.000000
predicted=88.477385, expected=80.000000
predicted=81.601599, expected=160.000000
predicted=103.491921, expected=120.000000
predicted=106.473974, expected=100.000000
predicted=109.562954, expected=128.000000
predicted=117.183254, expected=132.000000
predicted=118.583209, expected=44.000000
predicted=103.452973, expected=56.000000
predicted=90.947461, expected=108.000000
predicted=94.983214, expected=88.000000
predicted=91.772194, expected=104.000000
predicted=96.544622, expected=48.000000
predicted=68.143015, expected=100.000000
predicted=85.727935, expected=68.000000
predicted=82.306928, expected=72.000000
predicted=79.070029, expected=96.000000
predicted=85.883647, expected=88.000000
predicted=78.010444, expected=76.000000
predicted=83.716837, expected=124.000000
predicted=93.927481, expected=100.000000
predicted=92.272002, expected=100.000000
predicted=99.124536, expected=60.000000
predicted=85.465970, expected=92.000000
predicted=90.540821, expected=60.000000
predicted=84.278727, expected=88.000000
predicted=85.180942, expected=124.000000
predicted=95.210607, expected=76.000000
predicted=80.523444, expected=56.000000
predicted=79.920927, expected=72.000000
predicted=76.207894, expected=84.000000
predicted=81.841887, expected=72.000000
predicted=81.467814, expected=68.000000
predicted=71.747164, expected=64.000000
predicted=67.412915, expected=100.000000
predicted=80.586982, expected=124.000000
predicted=92.661160, expected=100.000000
predicted=90.401118, expected=68.000000
predicted=84.068737, expected=24.000000
predicted=67.763575, expected=56.000000
predicted=74.078121, expected=48.000000
predicted=66.601626, expected=84.000000
predicted=69.592866, expected=68.000000
predicted=61.036130, expected=100.000000
predicted=69.166643, expected=60.000000
predicted=66.995325, expected=68.000000
predicted=69.729668, expected=140.000000
predicted=96.922224, expected=240.000000
predicted=135.992669, expected=160.000000
predicted=135.102108, expected=92.000000
predicted=119.558536, expected=60.000000
predicted=109.334700, expected=80.000000
predicted=116.414721, expected=112.000000
predicted=127.715660, expected=56.000000
predicted=88.701765, expected=96.000000
predicted=87.590994, expected=88.000000
predicted=81.281611, expected=116.000000
predicted=95.777661, expected=64.000000
predicted=85.300528, expected=116.000000
predicted=93.729453, expected=56.000000
predicted=82.010098, expected=124.000000
predicted=99.941132, expected=76.000000
predicted=90.268142, expected=100.000000
predicted=89.814792, expected=80.000000
predicted=91.865289, expected=124.000000
predicted=96.625865, expected=140.000000
predicted=115.786055, expected=112.000000
predicted=105.360682, expected=116.000000
predicted=113.675313, expected=160.000000
predicted=127.585304, expected=128.000000
predicted=128.683853, expected=144.000000
predicted=137.222057, expected=84.000000
predicted=115.413393, expected=148.000000
predicted=132.446745, expected=64.000000
predicted=111.317619, expected=84.000000
predicted=103.893209, expected=112.000000
predicted=109.812576, expected=148.000000
predicted=112.079199, expected=72.000000
predicted=101.976723, expected=48.000000
predicted=79.437347, expected=144.000000
predicted=109.118085, expected=84.000000
predicted=95.492903, expected=80.000000
predicted=96.986993, expected=76.000000
predicted=83.611560, expected=112.000000
predicted=90.616856, expected=128.000000
predicted=111.053144, expected=76.000000
predicted=89.229550, expected=52.000000
predicted=81.108734, expected=76.000000
predicted=83.648942, expected=112.000000
predicted=95.765116, expected=112.000000
predicted=98.098712, expected=116.000000
predicted=96.441818, expected=52.000000
predicted=78.546390, expected=52.000000
predicted=79.170315, expected=80.000000
predicted=86.554867, expected=92.000000
predicted=85.365335, expected=104.000000
predicted=89.304038, expected=144.000000
predicted=98.193633, expected=148.000000
predicted=110.422647, expected=80.000000
predicted=101.255529, expected=112.000000
predicted=113.377385, expected=60.000000
predicted=96.662053, expected=36.000000
predicted=85.118610, expected=64.000000
predicted=83.170647, expected=100.000000
predicted=79.001075, expected=92.000000
predicted=82.378712, expected=52.000000
predicted=64.878476, expected=52.000000
predicted=62.110748, expected=36.000000
predicted=58.428112, expected=44.000000
predicted=59.720416, expected=56.000000
predicted=57.424470, expected=80.000000
predicted=58.676279, expected=132.000000
predicted=80.610148, expected=116.000000
predicted=84.059919, expected=100.000000
predicted=89.540022, expected=68.000000
predicted=85.565421, expected=36.000000
predicted=75.460983, expected=100.000000
predicted=95.611295, expected=120.000000
predicted=97.134849, expected=104.000000
predicted=92.467655, expected=60.000000
predicted=77.560584, expected=48.000000
predicted=68.841341, expected=76.000000
predicted=82.920943, expected=44.000000
predicted=69.799501, expected=60.000000
predicted=66.758138, expected=64.000000
predicted=60.165840, expected=24.000000
predicted=45.161652, expected=80.000000
predicted=64.629834, expected=84.000000
predicted=63.240985, expected=84.000000
predicted=69.384063, expected=28.000000
predicted=54.872883, expected=76.000000
predicted=63.381748, expected=80.000000
predicted=73.460342, expected=116.000000
predicted=86.051061, expected=96.000000
predicted=85.008898, expected=76.000000
predicted=75.315914, expected=56.000000
predicted=77.417008, expected=28.000000
predicted=64.201855, expected=40.000000
predicted=64.582717, expected=64.000000
predicted=62.443017, expected=96.000000
predicted=68.712726, expected=108.000000
predicted=75.000028, expected=96.000000
predicted=75.422860, expected=56.000000
predicted=70.173747, expected=76.000000
predicted=80.059032, expected=48.000000
predicted=72.930643, expected=32.000000
predicted=62.594776, expected=64.000000
predicted=64.974676, expected=48.000000
predicted=51.749209, expected=48.000000
predicted=53.162786, expected=64.000000
predicted=54.084877, expected=64.000000
predicted=53.846163, expected=76.000000
predicted=64.640024, expected=68.000000
predicted=62.292191, expected=88.000000
predicted=71.424704, expected=64.000000
predicted=68.798835, expected=60.000000
predicted=67.293905, expected=76.000000
predicted=73.368497, expected=76.000000
predicted=71.982750, expected=48.000000
predicted=65.260700, expected=72.000000
predicted=67.645176, expected=72.000000
predicted=67.481239, expected=116.000000
predicted=85.427963, expected=68.000000
predicted=74.235120, expected=140.000000
predicted=96.440152, expected=68.000000
predicted=83.951355, expected=72.000000
predicted=83.695971, expected=68.000000
predicted=86.815581, expected=76.000000
predicted=77.760997, expected=56.000000
predicted=78.800079, expected=60.000000
predicted=65.119114, expected=84.000000
predicted=72.832023, expected=96.000000
predicted=77.779954, expected=84.000000
predicted=78.332337, expected=112.000000
predicted=87.960506, expected=164.000000
predicted=112.572394, expected=124.000000
predicted=112.330719, expected=120.000000
predicted=117.650234, expected=208.000000
predicted=150.013219, expected=160.000000
predicted=147.541896, expected=88.000000
predicted=133.832076, expected=64.000000
predicted=114.088147, expected=76.000000
predicted=106.355799, expected=112.000000
predicted=120.344164, expected=132.000000
predicted=115.210238, expected=116.000000
predicted=102.622872, expected=64.000000
predicted=85.936656, expected=136.000000
predicted=111.615588, expected=96.000000
predicted=105.205587, expected=60.000000
predicted=92.658393, expected=64.000000
predicted=86.684600, expected=80.000000
predicted=79.461932, expected=64.000000
predicted=81.195630, expected=72.000000
predicted=74.449648, expected=156.000000
predicted=99.151927, expected=60.000000
predicted=75.526275, expected=64.000000
predicted=79.742759, expected=60.000000
predicted=74.723898, expected=44.000000
predicted=65.082789, expected=28.000000
predicted=65.141124, expected=60.000000
predicted=54.458654, expected=88.000000
predicted=64.407590, expected=52.000000
predicted=54.836794, expected=36.000000
predicted=48.561415, expected=76.000000
predicted=59.544104, expected=60.000000
predicted=59.791234, expected=28.000000
predicted=52.102861, expected=60.000000
predicted=54.988950, expected=72.000000
predicted=56.719484, expected=92.000000
predicted=71.542072, expected=80.000000
predicted=69.757949, expected=44.000000
predicted=56.351045, expected=32.000000
predicted=55.932520, expected=24.000000
predicted=49.184416, expected=68.000000
predicted=60.610257, expected=96.000000
predicted=67.846660, expected=56.000000
predicted=53.572588, expected=52.000000
predicted=54.188153, expected=72.000000
predicted=61.419682, expected=32.000000
predicted=54.117227, expected=60.000000
predicted=63.853332, expected=72.000000
predicted=60.664942, expected=48.000000
predicted=52.841292, expected=80.000000
predicted=67.324241, expected=92.000000
predicted=68.276805, expected=104.000000
predicted=81.423340, expected=52.000000
predicted=70.104845, expected=44.000000
predicted=62.670340, expected=92.000000
predicted=80.706038, expected=120.000000
predicted=91.493794, expected=56.000000
predicted=74.820758, expected=76.000000
predicted=74.673078, expected=56.000000
predicted=67.248954, expected=36.000000
predicted=63.506330, expected=68.000000
predicted=72.764043, expected=92.000000
predicted=69.112517, expected=108.000000
predicted=81.323315, expected=48.000000
predicted=63.377858, expected=44.000000
predicted=59.578016, expected=68.000000
predicted=69.985639, expected=16.000000
predicted=51.363927, expected=52.000000
predicted=59.433771, expected=100.000000
predicted=64.942779, expected=88.000000
predicted=65.123412, expected=64.000000
predicted=66.625747, expected=68.000000
predicted=63.087607, expected=68.000000
predicted=69.569808, expected=60.000000
predicted=72.330139, expected=48.000000
predicted=63.408906, expected=44.000000
predicted=55.348798, expected=120.000000
predicted=80.409002, expected=64.000000
predicted=65.595224, expected=52.000000
predicted=62.526854, expected=72.000000
predicted=68.147538, expected=24.000000
predicted=49.640780, expected=68.000000
predicted=71.369813, expected=68.000000
predicted=60.407608, expected=60.000000
predicted=56.781282, expected=32.000000
predicted=51.317391, expected=68.000000
predicted=54.626787, expected=88.000000
predicted=69.220578, expected=20.000000
predicted=47.627202, expected=56.000000
predicted=56.814307, expected=44.000000
predicted=47.284766, expected=32.000000
predicted=46.442587, expected=44.000000
predicted=50.544454, expected=36.000000
predicted=35.852442, expected=36.000000
predicted=40.941368, expected=44.000000
predicted=40.948851, expected=24.000000
predicted=32.368338, expected=88.000000
predicted=55.745339, expected=76.000000
predicted=55.086497, expected=60.000000
predicted=55.012845, expected=68.000000
predicted=62.505621, expected=76.000000
predicted=64.098354, expected=92.000000
predicted=80.824388, expected=104.000000
predicted=85.349409, expected=104.000000
predicted=87.530051, expected=136.000000
predicted=104.929198, expected=104.000000
predicted=101.252845, expected=72.000000
predicted=94.728218, expected=56.000000
predicted=87.430227, expected=76.000000
predicted=87.153287, expected=68.000000
predicted=83.488684, expected=64.000000
predicted=73.188306, expected=96.000000
predicted=78.406475, expected=40.000000
predicted=58.773996, expected=40.000000
predicted=59.740398, expected=80.000000
predicted=68.620086, expected=56.000000
predicted=59.120874, expected=44.000000
predicted=59.154496, expected=80.000000
predicted=61.958045, expected=192.000000
predicted=104.999503, expected=188.000000
predicted=125.027562, expected=120.000000
predicted=113.874346, expected=84.000000
predicted=107.731959, expected=76.000000
predicted=107.190889, expected=80.000000
predicted=115.106827, expected=72.000000
predicted=100.363804, expected=92.000000
predicted=90.929621, expected=72.000000
predicted=77.603648, expected=64.000000
predicted=73.075529, expected=72.000000
predicted=75.144757, expected=24.000000
predicted=54.587140, expected=28.000000
predicted=53.266465, expected=48.000000
predicted=51.317442, expected=128.000000
predicted=77.094401, expected=56.000000
predicted=59.166278, expected=96.000000
predicted=71.223703, expected=160.000000
predicted=102.236470, expected=76.000000
predicted=83.800028, expected=64.000000
predicted=93.864032, expected=108.000000
predicted=94.895753, expected=56.000000
predicted=80.272450, expected=48.000000
predicted=82.404860, expected=76.000000
predicted=73.321070, expected=80.000000
predicted=71.195420, expected=32.000000
predicted=61.070478, expected=48.000000
predicted=55.806159, expected=80.000000
predicted=63.613833, expected=60.000000
predicted=61.265270, expected=52.000000
predicted=60.065563, expected=44.000000
predicted=49.485890, expected=52.000000
predicted=53.408751, expected=76.000000
predicted=65.628792, expected=52.000000
predicted=54.849705, expected=56.000000
predicted=56.267946, expected=64.000000
predicted=58.298350, expected=48.000000
predicted=53.973398, expected=36.000000
predicted=52.254583, expected=80.000000
predicted=62.013912, expected=28.000000
predicted=44.632226, expected=72.000000
predicted=60.941120, expected=88.000000
predicted=65.454187, expected=72.000000
predicted=61.975260, expected=40.000000
predicted=60.650253, expected=120.000000
predicted=80.233457, expected=60.000000
predicted=68.917079, expected=92.000000
predicted=84.116349, expected=72.000000
predicted=76.063588, expected=84.000000
predicted=75.038062, expected=124.000000
predicted=103.173727, expected=44.000000
predicted=67.998706, expected=60.000000
predicted=77.405800, expected=56.000000
predicted=68.121060, expected=40.000000
predicted=59.446793, expected=52.000000
predicted=65.126625, expected=72.000000
predicted=57.185409, expected=72.000000
predicted=61.742054, expected=20.000000
predicted=44.907781, expected=64.000000
predicted=56.155876, expected=68.000000
predicted=58.391898, expected=56.000000
predicted=58.086678, expected=60.000000
predicted=60.484087, expected=120.000000
predicted=75.297962, expected=40.000000
predicted=59.638346, expected=16.000000
predicted=51.675593, expected=28.000000
predicted=47.417133, expected=32.000000
predicted=41.749222, expected=36.000000
predicted=48.075902, expected=44.000000
predicted=36.623835, expected=96.000000
predicted=54.126388, expected=80.000000
predicted=57.764542, expected=44.000000
predicted=52.294843, expected=60.000000
predicted=59.998372, expected=56.000000
predicted=58.094666, expected=36.000000
Test MSE: 1027.225
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615])]
predicted=82.928300, expected=76.000000
predicted=79.223357, expected=76.000000
predicted=74.650236, expected=44.000000
predicted=52.974830, expected=44.000000
predicted=56.767047, expected=140.000000
predicted=102.804050, expected=64.000000
predicted=76.871309, expected=108.000000
predicted=85.503340, expected=24.000000
predicted=54.253250, expected=28.000000
predicted=58.326179, expected=12.000000
predicted=58.153773, expected=4.000000
predicted=37.834025, expected=20.000000
predicted=37.570607, expected=12.000000
predicted=17.417747, expected=28.000000
predicted=21.153195, expected=52.000000
predicted=26.495282, expected=52.000000
predicted=32.522090, expected=60.000000
predicted=40.680199, expected=88.000000
predicted=52.747002, expected=36.000000
predicted=48.263923, expected=24.000000
predicted=44.162482, expected=36.000000
predicted=42.706201, expected=36.000000
predicted=47.710118, expected=44.000000
predicted=49.948682, expected=32.000000
predicted=34.184564, expected=32.000000
predicted=32.086565, expected=24.000000
predicted=31.137835, expected=16.000000
predicted=27.946328, expected=20.000000
predicted=27.122336, expected=16.000000
predicted=22.683379, expected=60.000000
predicted=35.534856, expected=20.000000
predicted=26.473952, expected=32.000000
predicted=26.934048, expected=40.000000
predicted=29.113646, expected=20.000000
predicted=29.478799, expected=24.000000
predicted=32.637776, expected=12.000000
predicted=20.289275, expected=48.000000
predicted=33.747963, expected=12.000000
predicted=25.747258, expected=48.000000
predicted=30.844298, expected=32.000000
predicted=28.367170, expected=16.000000
predicted=25.617193, expected=48.000000
predicted=35.454591, expected=28.000000
predicted=29.595008, expected=44.000000
predicted=39.872004, expected=80.000000
predicted=47.218304, expected=16.000000
predicted=35.002056, expected=40.000000
predicted=40.220859, expected=32.000000
predicted=33.785331, expected=20.000000
predicted=38.486865, expected=4.000000
predicted=29.355767, expected=24.000000
predicted=20.807836, expected=24.000000
predicted=26.367759, expected=24.000000
predicted=24.511590, expected=24.000000
predicted=20.009615, expected=16.000000
predicted=16.825193, expected=40.000000
predicted=27.684258, expected=12.000000
predicted=21.899341, expected=56.000000
predicted=33.590072, expected=68.000000
predicted=41.635978, expected=28.000000
predicted=36.562713, expected=28.000000
predicted=33.296204, expected=52.000000
predicted=37.370067, expected=20.000000
predicted=41.601114, expected=12.000000
predicted=32.966887, expected=24.000000
predicted=23.646934, expected=24.000000
predicted=27.399219, expected=24.000000
predicted=29.189919, expected=60.000000
predicted=32.936457, expected=16.000000
predicted=24.749893, expected=16.000000
predicted=23.969199, expected=16.000000
predicted=20.015783, expected=20.000000
predicted=25.347392, expected=32.000000
predicted=31.613727, expected=20.000000
predicted=20.317935, expected=12.000000
predicted=17.130008, expected=16.000000
predicted=16.639698, expected=12.000000
predicted=17.457867, expected=36.000000
predicted=25.707733, expected=8.000000
predicted=16.538814, expected=24.000000
predicted=18.283083, expected=12.000000
predicted=15.009044, expected=16.000000
predicted=17.875256, expected=32.000000
predicted=24.076325, expected=16.000000
predicted=17.879516, expected=60.000000
predicted=32.986469, expected=16.000000
predicted=23.026689, expected=32.000000
predicted=28.227217, expected=24.000000
predicted=25.968546, expected=12.000000
predicted=24.330343, expected=20.000000
predicted=27.527729, expected=28.000000
predicted=22.557584, expected=20.000000
predicted=24.319102, expected=32.000000
predicted=24.295004, expected=24.000000
predicted=21.671651, expected=12.000000
predicted=20.524951, expected=12.000000
predicted=18.445399, expected=24.000000
predicted=20.769267, expected=4.000000
predicted=17.616340, expected=12.000000
predicted=14.449840, expected=20.000000
predicted=13.825515, expected=16.000000
predicted=16.088124, expected=20.000000
predicted=17.474501, expected=12.000000
predicted=12.100466, expected=44.000000
predicted=24.278135, expected=8.000000
predicted=18.757494, expected=40.000000
predicted=25.667375, expected=40.000000
predicted=27.882129, expected=32.000000
predicted=30.906854, expected=44.000000
predicted=35.934790, expected=32.000000
predicted=30.110678, expected=8.000000
predicted=28.565292, expected=28.000000
predicted=28.508691, expected=40.000000
predicted=32.876393, expected=8.000000
predicted=27.284254, expected=28.000000
predicted=23.692150, expected=4.000000
predicted=13.855678, expected=20.000000
predicted=22.396743, expected=44.000000
predicted=28.571543, expected=32.000000
predicted=26.027266, expected=20.000000
predicted=24.065540, expected=20.000000
predicted=18.249312, expected=36.000000
predicted=28.870428, expected=12.000000
predicted=27.266917, expected=12.000000
predicted=20.404349, expected=16.000000
predicted=16.715366, expected=12.000000
predicted=17.891616, expected=36.000000
predicted=25.271940, expected=36.000000
predicted=23.789487, expected=28.000000
predicted=24.443090, expected=8.000000
predicted=17.561300, expected=28.000000
predicted=22.255343, expected=8.000000
predicted=22.266487, expected=8.000000
predicted=19.298266, expected=20.000000
predicted=16.629078, expected=20.000000
predicted=16.719246, expected=24.000000
predicted=20.840290, expected=24.000000
predicted=17.390671, expected=28.000000
predicted=20.905107, expected=8.000000
predicted=18.000288, expected=4.000000
predicted=14.267066, expected=32.000000
predicted=21.251178, expected=24.000000
predicted=23.201090, expected=44.000000
predicted=29.171879, expected=24.000000
predicted=21.034123, expected=16.000000
predicted=20.307978, expected=36.000000
predicted=28.605850, expected=100.000000
predicted=52.363089, expected=12.000000
predicted=38.919620, expected=24.000000
predicted=29.731906, expected=28.000000
predicted=26.073939, expected=40.000000
predicted=43.144457, expected=24.000000
predicted=42.397787, expected=32.000000
predicted=25.708242, expected=28.000000
predicted=27.658537, expected=8.000000
predicted=23.658397, expected=48.000000
predicted=33.010633, expected=16.000000
predicted=24.976243, expected=24.000000
predicted=27.102478, expected=32.000000
predicted=24.827430, expected=24.000000
predicted=24.959457, expected=4.000000
predicted=22.736667, expected=24.000000
predicted=18.946198, expected=48.000000
predicted=30.292463, expected=36.000000
predicted=32.841906, expected=20.000000
predicted=24.521486, expected=20.000000
predicted=19.730386, expected=20.000000
predicted=25.425830, expected=20.000000
predicted=28.455711, expected=44.000000
predicted=31.007257, expected=36.000000
predicted=28.974811, expected=24.000000
predicted=26.602693, expected=44.000000
predicted=30.789512, expected=36.000000
predicted=33.487858, expected=20.000000
predicted=33.208335, expected=24.000000
predicted=27.998787, expected=32.000000
predicted=29.272533, expected=32.000000
predicted=33.838322, expected=76.000000
predicted=44.657879, expected=20.000000
predicted=31.756787, expected=24.000000
predicted=30.682620, expected=24.000000
predicted=28.219347, expected=56.000000
predicted=43.138449, expected=52.000000
predicted=49.140859, expected=68.000000
predicted=45.107433, expected=76.000000
predicted=52.041621, expected=52.000000
predicted=52.152508, expected=44.000000
predicted=53.672600, expected=48.000000
predicted=52.554330, expected=4.000000
predicted=42.320440, expected=4.000000
predicted=33.202850, expected=8.000000
predicted=22.942559, expected=4.000000
predicted=19.616830, expected=4.000000
predicted=14.030836, expected=48.000000
predicted=18.103533, expected=64.000000
predicted=31.390032, expected=48.000000
predicted=34.325325, expected=36.000000
predicted=29.976796, expected=20.000000
predicted=27.452410, expected=28.000000
predicted=37.539121, expected=32.000000
predicted=39.379520, expected=20.000000
predicted=31.285053, expected=40.000000
predicted=31.588118, expected=28.000000
predicted=27.407330, expected=48.000000
predicted=36.107210, expected=24.000000
predicted=30.209844, expected=68.000000
predicted=42.336730, expected=16.000000
predicted=33.944062, expected=52.000000
predicted=40.532630, expected=40.000000
predicted=39.981128, expected=68.000000
predicted=49.598423, expected=24.000000
predicted=43.412533, expected=28.000000
predicted=32.489744, expected=20.000000
predicted=33.430005, expected=16.000000
predicted=30.541958, expected=32.000000
predicted=34.679650, expected=24.000000
predicted=24.857935, expected=24.000000
predicted=24.834031, expected=16.000000
predicted=19.638671, expected=20.000000
predicted=20.466110, expected=24.000000
predicted=24.119886, expected=28.000000
predicted=24.468603, expected=36.000000
predicted=27.260246, expected=32.000000
predicted=26.717278, expected=40.000000
predicted=31.029504, expected=36.000000
predicted=32.461747, expected=20.000000
predicted=29.273290, expected=28.000000
predicted=30.112063, expected=28.000000
predicted=29.852187, expected=24.000000
predicted=30.104647, expected=16.000000
predicted=24.044998, expected=32.000000
predicted=24.839961, expected=16.000000
predicted=23.321453, expected=24.000000
predicted=23.943644, expected=8.000000
predicted=17.103417, expected=12.000000
predicted=16.159093, expected=20.000000
predicted=19.464138, expected=40.000000
predicted=24.683192, expected=16.000000
predicted=21.171401, expected=16.000000
predicted=16.263854, expected=16.000000
predicted=16.397791, expected=16.000000
predicted=19.988863, expected=8.000000
predicted=18.691340, expected=32.000000
predicted=19.601028, expected=64.000000
predicted=33.389384, expected=40.000000
predicted=33.583263, expected=4.000000
predicted=20.864874, expected=8.000000
predicted=15.893281, expected=28.000000
predicted=28.091347, expected=40.000000
predicted=38.477930, expected=16.000000
predicted=24.740310, expected=120.000000
predicted=48.578857, expected=60.000000
predicted=49.149755, expected=40.000000
predicted=48.522621, expected=20.000000
predicted=35.647081, expected=20.000000
predicted=35.740877, expected=20.000000
predicted=48.872451, expected=16.000000
predicted=30.195377, expected=40.000000
predicted=30.256881, expected=28.000000
predicted=25.632723, expected=28.000000
predicted=25.883723, expected=20.000000
predicted=22.392790, expected=32.000000
predicted=26.641129, expected=24.000000
predicted=29.195112, expected=16.000000
predicted=23.398117, expected=8.000000
predicted=17.943510, expected=128.000000
predicted=54.105157, expected=12.000000
predicted=38.668577, expected=12.000000
predicted=27.707921, expected=8.000000
predicted=16.155217, expected=8.000000
predicted=23.954816, expected=12.000000
predicted=37.488149, expected=44.000000
predicted=21.495740, expected=32.000000
predicted=23.237297, expected=28.000000
predicted=22.475917, expected=4.000000
predicted=14.680282, expected=8.000000
predicted=15.757841, expected=20.000000
predicted=23.541375, expected=32.000000
predicted=25.598167, expected=36.000000
predicted=26.450115, expected=28.000000
predicted=21.274655, expected=16.000000
predicted=19.399587, expected=16.000000
predicted=20.946828, expected=36.000000
predicted=29.076076, expected=4.000000
predicted=21.742345, expected=24.000000
predicted=21.211814, expected=40.000000
predicted=24.549937, expected=28.000000
predicted=26.791990, expected=4.000000
predicted=20.177102, expected=8.000000
predicted=11.747322, expected=24.000000
predicted=21.220518, expected=4.000000
predicted=19.155880, expected=24.000000
predicted=18.122687, expected=56.000000
predicted=25.358273, expected=32.000000
predicted=27.417792, expected=28.000000
predicted=27.486522, expected=16.000000
predicted=19.596624, expected=12.000000
predicted=23.442761, expected=12.000000
predicted=25.787327, expected=36.000000
predicted=26.450094, expected=12.000000
predicted=20.298181, expected=32.000000
predicted=21.753146, expected=8.000000
predicted=15.126586, expected=28.000000
predicted=21.366599, expected=16.000000
predicted=22.062692, expected=12.000000
predicted=16.562141, expected=32.000000
predicted=23.573119, expected=48.000000
predicted=28.121870, expected=44.000000
predicted=34.780952, expected=36.000000
predicted=30.744535, expected=48.000000
predicted=35.050721, expected=24.000000
predicted=35.092362, expected=40.000000
predicted=40.190749, expected=20.000000
predicted=32.665166, expected=20.000000
predicted=29.381146, expected=32.000000
predicted=31.666718, expected=32.000000
predicted=29.277419, expected=16.000000
predicted=26.667176, expected=24.000000
predicted=22.260306, expected=12.000000
predicted=19.618427, expected=20.000000
predicted=23.033565, expected=16.000000
predicted=20.265013, expected=12.000000
predicted=15.836706, expected=16.000000
predicted=16.731522, expected=12.000000
predicted=13.740871, expected=28.000000
predicted=19.795413, expected=36.000000
predicted=23.508240, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=15.698650, expected=24.000000
predicted=18.465973, expected=16.000000
predicted=17.448375, expected=24.000000
predicted=24.063071, expected=4.000000
predicted=16.995463, expected=40.000000
predicted=20.437453, expected=8.000000
predicted=18.575075, expected=36.000000
predicted=23.758850, expected=8.000000
predicted=17.608099, expected=32.000000
predicted=21.298387, expected=16.000000
predicted=23.565359, expected=20.000000
predicted=18.966285, expected=44.000000
predicted=29.944231, expected=24.000000
predicted=23.943802, expected=32.000000
predicted=29.225940, expected=8.000000
predicted=18.821459, expected=20.000000
predicted=22.113402, expected=16.000000
predicted=24.075410, expected=8.000000
predicted=17.241952, expected=8.000000
predicted=14.845628, expected=20.000000
predicted=13.513403, expected=20.000000
predicted=17.626079, expected=20.000000
predicted=16.938019, expected=28.000000
predicted=18.157241, expected=16.000000
predicted=17.262799, expected=28.000000
predicted=22.540073, expected=36.000000
predicted=26.376188, expected=52.000000
predicted=34.585614, expected=24.000000
predicted=30.325732, expected=24.000000
predicted=25.954757, expected=16.000000
predicted=25.069328, expected=4.000000
predicted=22.349779, expected=4.000000
predicted=19.652516, expected=24.000000
predicted=17.899245, expected=20.000000
predicted=18.712698, expected=12.000000
predicted=14.144552, expected=8.000000
predicted=9.116663, expected=16.000000
Test MSE: 370.084
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329])]
predicted=41.646810, expected=36.000000
predicted=40.505801, expected=36.000000
predicted=39.238774, expected=16.000000
predicted=30.711347, expected=16.000000
predicted=24.048367, expected=56.000000
predicted=38.705559, expected=72.000000
predicted=54.892632, expected=16.000000
predicted=37.554612, expected=8.000000
predicted=18.149150, expected=44.000000
predicted=27.722275, expected=36.000000
predicted=39.782525, expected=40.000000
predicted=44.983715, expected=68.000000
predicted=46.443174, expected=60.000000
predicted=49.139652, expected=24.000000
predicted=41.348971, expected=24.000000
predicted=30.773792, expected=36.000000
predicted=33.748744, expected=12.000000
predicted=31.146625, expected=36.000000
predicted=35.052454, expected=64.000000
predicted=43.216170, expected=64.000000
predicted=52.318309, expected=32.000000
predicted=43.191688, expected=32.000000
predicted=31.541030, expected=20.000000
predicted=28.397337, expected=12.000000
predicted=27.649589, expected=56.000000
predicted=43.566570, expected=56.000000
predicted=46.062386, expected=32.000000
predicted=39.612716, expected=24.000000
predicted=28.191758, expected=24.000000
predicted=23.150793, expected=32.000000
predicted=34.977689, expected=52.000000
predicted=45.097525, expected=52.000000
predicted=45.177581, expected=28.000000
predicted=34.895453, expected=32.000000
predicted=31.616298, expected=36.000000
predicted=34.010385, expected=40.000000
predicted=41.103571, expected=16.000000
predicted=31.267208, expected=28.000000
predicted=26.734970, expected=20.000000
predicted=24.420441, expected=60.000000
predicted=42.205932, expected=48.000000
predicted=45.483380, expected=28.000000
predicted=33.072976, expected=28.000000
predicted=30.157928, expected=16.000000
predicted=22.023954, expected=4.000000
predicted=21.923702, expected=36.000000
predicted=29.308969, expected=8.000000
predicted=18.549229, expected=32.000000
predicted=25.659756, expected=8.000000
predicted=15.202144, expected=16.000000
predicted=13.651451, expected=20.000000
predicted=21.104168, expected=4.000000
predicted=10.320303, expected=4.000000
predicted=11.557196, expected=16.000000
predicted=10.491800, expected=16.000000
predicted=14.841370, expected=16.000000
predicted=16.454750, expected=16.000000
predicted=13.208842, expected=20.000000
predicted=15.267922, expected=20.000000
predicted=18.667550, expected=28.000000
predicted=22.579466, expected=28.000000
predicted=24.410016, expected=12.000000
predicted=18.252343, expected=16.000000
predicted=17.311271, expected=24.000000
predicted=20.358684, expected=16.000000
predicted=20.569850, expected=28.000000
predicted=24.473870, expected=8.000000
predicted=14.422868, expected=20.000000
predicted=17.342680, expected=12.000000
predicted=16.129866, expected=12.000000
predicted=13.986024, expected=4.000000
predicted=11.774059, expected=28.000000
predicted=16.569318, expected=24.000000
predicted=21.755393, expected=12.000000
predicted=16.194785, expected=24.000000
predicted=18.375450, expected=8.000000
predicted=11.771331, expected=8.000000
predicted=14.157394, expected=28.000000
predicted=20.307439, expected=12.000000
predicted=15.478395, expected=8.000000
predicted=14.211395, expected=16.000000
predicted=12.024997, expected=24.000000
predicted=17.315264, expected=24.000000
predicted=23.652327, expected=16.000000
predicted=17.561104, expected=4.000000
predicted=9.934481, expected=12.000000
predicted=11.836404, expected=36.000000
predicted=24.570759, expected=36.000000
predicted=30.412666, expected=48.000000
predicted=36.157570, expected=16.000000
predicted=22.646963, expected=8.000000
predicted=15.462028, expected=28.000000
predicted=24.499292, expected=12.000000
predicted=21.216451, expected=20.000000
predicted=24.666743, expected=24.000000
predicted=19.873409, expected=12.000000
predicted=15.077252, expected=32.000000
predicted=25.317231, expected=8.000000
predicted=15.035204, expected=36.000000
predicted=25.546651, expected=32.000000
predicted=28.343379, expected=4.000000
predicted=15.971619, expected=40.000000
predicted=28.486866, expected=24.000000
predicted=22.745156, expected=4.000000
predicted=19.655816, expected=28.000000
predicted=22.347470, expected=8.000000
predicted=12.326283, expected=20.000000
predicted=22.376733, expected=4.000000
predicted=12.160878, expected=48.000000
predicted=25.385012, expected=24.000000
predicted=27.768980, expected=48.000000
predicted=33.243396, expected=12.000000
predicted=23.106584, expected=24.000000
predicted=20.178388, expected=12.000000
predicted=22.885001, expected=4.000000
predicted=13.313021, expected=32.000000
predicted=26.283312, expected=24.000000
predicted=21.371648, expected=24.000000
predicted=24.340056, expected=20.000000
predicted=19.211138, expected=24.000000
predicted=19.229057, expected=28.000000
predicted=27.015081, expected=24.000000
predicted=24.935386, expected=24.000000
predicted=24.294077, expected=16.000000
predicted=19.784809, expected=12.000000
predicted=17.155509, expected=16.000000
predicted=17.866743, expected=12.000000
predicted=15.808696, expected=16.000000
predicted=16.718123, expected=12.000000
predicted=13.762709, expected=12.000000
predicted=12.519215, expected=32.000000
predicted=21.448670, expected=36.000000
predicted=27.078836, expected=24.000000
predicted=25.473643, expected=8.000000
predicted=15.468141, expected=20.000000
predicted=16.498967, expected=4.000000
predicted=14.980811, expected=20.000000
predicted=19.720567, expected=24.000000
predicted=20.616817, expected=44.000000
predicted=28.714512, expected=16.000000
predicted=23.698675, expected=20.000000
predicted=18.105121, expected=32.000000
predicted=25.072475, expected=8.000000
predicted=19.207315, expected=36.000000
predicted=30.140691, expected=16.000000
predicted=20.070010, expected=44.000000
predicted=31.239847, expected=20.000000
predicted=27.421852, expected=16.000000
predicted=18.668772, expected=20.000000
predicted=22.384596, expected=28.000000
predicted=23.056294, expected=28.000000
predicted=30.224207, expected=36.000000
predicted=29.354520, expected=16.000000
predicted=22.020843, expected=4.000000
predicted=14.096528, expected=32.000000
predicted=23.084006, expected=12.000000
predicted=20.042586, expected=24.000000
predicted=24.100562, expected=36.000000
predicted=25.663149, expected=24.000000
predicted=22.903521, expected=20.000000
predicted=24.729709, expected=12.000000
predicted=15.552451, expected=8.000000
predicted=14.454100, expected=28.000000
predicted=23.337121, expected=8.000000
predicted=16.394439, expected=8.000000
predicted=12.550782, expected=8.000000
predicted=8.901209, expected=4.000000
predicted=7.005773, expected=12.000000
predicted=12.884339, expected=4.000000
predicted=6.819884, expected=8.000000
predicted=7.424951, expected=32.000000
predicted=17.697470, expected=16.000000
predicted=16.277503, expected=8.000000
predicted=12.861259, expected=16.000000
predicted=11.454211, expected=20.000000
predicted=15.869479, expected=12.000000
predicted=18.483734, expected=8.000000
predicted=11.771133, expected=4.000000
predicted=7.023701, expected=8.000000
predicted=9.162009, expected=32.000000
predicted=20.445708, expected=8.000000
predicted=14.331203, expected=28.000000
predicted=18.695839, expected=16.000000
predicted=15.330818, expected=16.000000
predicted=16.094957, expected=4.000000
predicted=13.967904, expected=20.000000
predicted=13.705118, expected=4.000000
predicted=13.149887, expected=4.000000
predicted=8.434744, expected=8.000000
predicted=8.237357, expected=20.000000
predicted=12.274001, expected=4.000000
predicted=11.385932, expected=12.000000
predicted=8.957484, expected=8.000000
predicted=7.776294, expected=4.000000
predicted=7.070802, expected=60.000000
predicted=31.457212, expected=20.000000
predicted=24.125625, expected=36.000000
predicted=28.520100, expected=12.000000
predicted=17.570683, expected=20.000000
predicted=17.888582, expected=20.000000
predicted=27.568488, expected=20.000000
predicted=20.591484, expected=4.000000
predicted=16.243654, expected=28.000000
predicted=17.968872, expected=32.000000
predicted=25.427040, expected=20.000000
predicted=23.506332, expected=20.000000
predicted=20.632143, expected=40.000000
predicted=25.546571, expected=36.000000
predicted=33.542089, expected=28.000000
predicted=31.545756, expected=8.000000
predicted=18.535319, expected=16.000000
predicted=17.175418, expected=36.000000
predicted=29.449798, expected=12.000000
predicted=23.430757, expected=44.000000
predicted=30.942970, expected=32.000000
predicted=27.451031, expected=36.000000
predicted=31.618362, expected=44.000000
predicted=38.186848, expected=52.000000
predicted=40.068014, expected=32.000000
predicted=40.402293, expected=16.000000
predicted=27.492257, expected=76.000000
predicted=48.223936, expected=60.000000
predicted=55.636498, expected=28.000000
predicted=45.181840, expected=12.000000
predicted=25.530735, expected=20.000000
predicted=20.901805, expected=4.000000
predicted=25.372577, expected=12.000000
predicted=21.207413, expected=32.000000
predicted=23.024714, expected=32.000000
predicted=25.213097, expected=12.000000
predicted=19.888137, expected=12.000000
predicted=12.639588, expected=12.000000
predicted=12.979437, expected=16.000000
predicted=18.455511, expected=12.000000
predicted=16.962502, expected=8.000000
predicted=10.696831, expected=4.000000
predicted=7.752211, expected=8.000000
predicted=8.225498, expected=4.000000
predicted=7.650845, expected=12.000000
predicted=9.524317, expected=8.000000
predicted=8.357429, expected=44.000000
predicted=22.777372, expected=20.000000
predicted=21.200123, expected=8.000000
predicted=13.606665, expected=8.000000
predicted=10.526044, expected=4.000000
predicted=7.734132, expected=4.000000
predicted=13.116470, expected=16.000000
predicted=12.519117, expected=16.000000
predicted=12.743554, expected=12.000000
predicted=12.089347, expected=4.000000
predicted=7.144112, expected=12.000000
predicted=8.752539, expected=16.000000
predicted=13.858833, expected=16.000000
predicted=15.295203, expected=4.000000
predicted=9.620687, expected=4.000000
predicted=5.618820, expected=4.000000
predicted=6.203747, expected=24.000000
predicted=15.325493, expected=8.000000
predicted=12.635277, expected=16.000000
predicted=11.930748, expected=8.000000
predicted=9.094714, expected=12.000000
predicted=10.216180, expected=4.000000
predicted=10.578622, expected=4.000000
predicted=6.055630, expected=4.000000
predicted=6.679836, expected=4.000000
predicted=5.068349, expected=16.000000
predicted=10.687345, expected=8.000000
predicted=8.391573, expected=8.000000
predicted=7.751465, expected=4.000000
predicted=5.462122, expected=8.000000
predicted=6.549357, expected=8.000000
predicted=9.219064, expected=8.000000
predicted=7.922182, expected=12.000000
predicted=9.539339, expected=4.000000
predicted=6.385390, expected=20.000000
predicted=12.552371, expected=4.000000
predicted=8.691880, expected=4.000000
predicted=6.636309, expected=8.000000
predicted=7.544658, expected=8.000000
predicted=7.146939, expected=20.000000
predicted=15.292596, expected=8.000000
predicted=9.756143, expected=8.000000
predicted=8.348509, expected=8.000000
predicted=8.174402, expected=8.000000
predicted=8.422591, expected=4.000000
predicted=8.722814, expected=20.000000
predicted=12.155121, expected=4.000000
predicted=8.631288, expected=12.000000
predicted=9.876414, expected=12.000000
predicted=10.239160, expected=24.000000
predicted=15.604787, expected=4.000000
predicted=12.690537, expected=4.000000
predicted=6.342535, expected=20.000000
predicted=12.975620, expected=4.000000
predicted=9.947939, expected=4.000000
predicted=9.607838, expected=4.000000
predicted=4.239593, expected=12.000000
predicted=7.924823, expected=8.000000
predicted=10.719826, expected=8.000000
predicted=7.359644, expected=20.000000
predicted=12.171923, expected=4.000000
predicted=8.354863, expected=4.000000
predicted=7.382398, expected=32.000000
predicted=17.007781, expected=16.000000
predicted=16.757166, expected=8.000000
predicted=14.419963, expected=20.000000
predicted=13.296869, expected=4.000000
predicted=9.174552, expected=20.000000
predicted=18.490787, expected=20.000000
predicted=17.171971, expected=12.000000
predicted=13.962212, expected=8.000000
predicted=12.576340, expected=28.000000
predicted=16.615892, expected=4.000000
predicted=13.763560, expected=16.000000
predicted=15.041417, expected=16.000000
predicted=13.895002, expected=16.000000
predicted=14.602700, expected=12.000000
predicted=16.353135, expected=4.000000
predicted=7.614178, expected=16.000000
predicted=12.884150, expected=4.000000
predicted=9.689743, expected=4.000000
predicted=7.904922, expected=8.000000
predicted=7.475288, expected=8.000000
predicted=6.989100, expected=8.000000
predicted=9.403506, expected=12.000000
predicted=8.714509, expected=4.000000
predicted=6.399948, expected=4.000000
predicted=5.801313, expected=12.000000
predicted=8.421464, expected=8.000000
predicted=8.566241, expected=4.000000
predicted=7.315680, expected=16.000000
predicted=9.552203, expected=4.000000
predicted=7.043142, expected=8.000000
predicted=8.638105, expected=8.000000
predicted=7.568422, expected=24.000000
predicted=14.108473, expected=4.000000
predicted=11.428684, expected=8.000000
predicted=7.882246, expected=8.000000
predicted=7.849894, expected=12.000000
predicted=10.153435, expected=12.000000
predicted=13.686839, expected=8.000000
predicted=8.484967, expected=8.000000
predicted=8.458196, expected=8.000000
predicted=8.194305, expected=4.000000
predicted=7.259978, expected=28.000000
predicted=16.282721, expected=20.000000
predicted=17.152709, expected=20.000000
predicted=17.694712, expected=24.000000
predicted=18.828839, expected=24.000000
predicted=19.631549, expected=4.000000
predicted=16.244512, expected=8.000000
predicted=11.822477, expected=4.000000
predicted=9.160996, expected=8.000000
predicted=10.819874, expected=20.000000
predicted=15.750706, expected=16.000000
predicted=13.187684, expected=12.000000
predicted=12.552628, expected=8.000000
predicted=9.079124, expected=24.000000
predicted=15.659238, expected=12.000000
predicted=16.080726, expected=20.000000
predicted=17.313856, expected=8.000000
predicted=12.199618, expected=16.000000
predicted=13.168075, expected=8.000000
predicted=13.409755, expected=12.000000
predicted=11.694333, expected=8.000000
predicted=11.480278, expected=16.000000
predicted=12.016798, expected=4.000000
Test MSE: 155.284
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984])]
predicted=5.594402, expected=20.000000
predicted=10.117503, expected=8.000000
predicted=8.202264, expected=4.000000
predicted=9.141031, expected=24.000000
predicted=11.227389, expected=4.000000
predicted=10.330180, expected=4.000000
predicted=11.866546, expected=4.000000
predicted=6.246456, expected=4.000000
predicted=8.208657, expected=8.000000
predicted=6.889533, expected=12.000000
predicted=6.169913, expected=4.000000
predicted=5.952434, expected=4.000000
predicted=6.330989, expected=4.000000
predicted=5.502493, expected=8.000000
predicted=6.952809, expected=8.000000
predicted=6.197361, expected=16.000000
predicted=8.039305, expected=4.000000
predicted=6.797009, expected=4.000000
predicted=8.136034, expected=8.000000
predicted=7.210059, expected=8.000000
predicted=8.320417, expected=8.000000
predicted=7.726052, expected=16.000000
predicted=8.346559, expected=8.000000
predicted=8.455537, expected=4.000000
predicted=9.107663, expected=4.000000
predicted=7.337909, expected=20.000000
predicted=10.746086, expected=8.000000
predicted=9.058603, expected=24.000000
predicted=12.909957, expected=4.000000
predicted=9.172258, expected=8.000000
predicted=13.036129, expected=4.000000
predicted=9.773426, expected=4.000000
predicted=9.473811, expected=4.000000
predicted=7.268075, expected=8.000000
predicted=5.523035, expected=8.000000
predicted=5.916196, expected=8.000000
predicted=6.212959, expected=4.000000
predicted=5.786536, expected=4.000000
predicted=5.989512, expected=4.000000
predicted=5.702178, expected=4.000000
predicted=5.313797, expected=4.000000
predicted=4.529681, expected=4.000000
predicted=3.934275, expected=4.000000
predicted=3.934482, expected=8.000000
predicted=4.749620, expected=4.000000
predicted=4.516984, expected=36.000000
predicted=11.258415, expected=8.000000
predicted=10.125776, expected=4.000000
predicted=12.429765, expected=4.000000
predicted=8.675720, expected=4.000000
predicted=10.782947, expected=4.000000
predicted=9.873171, expected=4.000000
predicted=4.535229, expected=4.000000
predicted=3.936832, expected=4.000000
predicted=3.937025, expected=40.000000
predicted=11.443801, expected=4.000000
predicted=9.647360, expected=4.000000
predicted=11.778030, expected=12.000000
predicted=9.202647, expected=12.000000
predicted=13.584723, expected=4.000000
predicted=12.646755, expected=4.000000
predicted=6.689752, expected=4.000000
predicted=6.328947, expected=8.000000
predicted=7.319550, expected=4.000000
predicted=5.658545, expected=4.000000
predicted=4.832345, expected=8.000000
predicted=5.218965, expected=4.000000
predicted=5.241146, expected=16.000000
predicted=7.766897, expected=4.000000
predicted=6.211001, expected=4.000000
predicted=7.351039, expected=4.000000
predicted=5.955891, expected=4.000000
predicted=6.130973, expected=16.000000
predicted=7.959539, expected=4.000000
predicted=5.713438, expected=4.000000
predicted=6.601776, expected=4.000000
predicted=5.379409, expected=4.000000
predicted=6.241371, expected=4.000000
predicted=5.597288, expected=8.000000
predicted=4.718199, expected=4.000000
predicted=4.530267, expected=4.000000
predicted=4.821248, expected=4.000000
predicted=4.417888, expected=4.000000
predicted=4.701200, expected=16.000000
predicted=6.823555, expected=8.000000
predicted=6.474353, expected=4.000000
predicted=7.154917, expected=16.000000
predicted=8.559446, expected=4.000000
predicted=8.473567, expected=4.000000
predicted=9.117834, expected=4.000000
predicted=5.891889, expected=4.000000
predicted=6.236146, expected=4.000000
predicted=5.604199, expected=12.000000
predicted=5.488371, expected=8.000000
predicted=5.888180, expected=4.000000
predicted=6.316384, expected=4.000000
predicted=5.755063, expected=8.000000
predicted=6.692109, expected=12.000000
predicted=7.971732, expected=4.000000
predicted=6.548423, expected=4.000000
predicted=6.202908, expected=4.000000
predicted=5.650467, expected=16.000000
predicted=8.356483, expected=4.000000
predicted=6.772625, expected=8.000000
predicted=7.364929, expected=4.000000
predicted=6.005881, expected=12.000000
predicted=8.605609, expected=4.000000
predicted=7.329650, expected=8.000000
predicted=7.182686, expected=4.000000
predicted=6.143263, expected=4.000000
predicted=6.313772, expected=4.000000
predicted=5.604952, expected=12.000000
predicted=6.171248, expected=4.000000
predicted=5.703607, expected=4.000000
predicted=5.675390, expected=4.000000
predicted=4.994992, expected=4.000000
predicted=5.432059, expected=4.000000
predicted=5.113839, expected=12.000000
predicted=5.421103, expected=4.000000
predicted=5.115488, expected=16.000000
predicted=7.848460, expected=40.000000
predicted=13.921890, expected=4.000000
predicted=13.278264, expected=16.000000
predicted=17.073669, expected=12.000000
predicted=13.796514, expected=8.000000
predicted=17.085408, expected=16.000000
predicted=15.328249, expected=4.000000
predicted=9.932876, expected=8.000000
predicted=11.045056, expected=4.000000
predicted=7.740271, expected=4.000000
predicted=7.685274, expected=16.000000
predicted=8.202638, expected=24.000000
predicted=10.427243, expected=8.000000
predicted=10.981987, expected=12.000000
predicted=11.929356, expected=4.000000
predicted=10.521141, expected=4.000000
predicted=11.726367, expected=8.000000
predicted=9.190527, expected=4.000000
predicted=6.657418, expected=8.000000
predicted=6.746982, expected=8.000000
predicted=5.766745, expected=4.000000
predicted=6.230314, expected=8.000000
predicted=6.594631, expected=8.000000
predicted=6.529717, expected=12.000000
Test MSE: 51.428
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703])]
predicted=14.531336, expected=28.000000
predicted=18.534431, expected=12.000000
predicted=17.878376, expected=4.000000
predicted=17.224293, expected=12.000000
predicted=17.793637, expected=12.000000
predicted=18.873806, expected=4.000000
predicted=12.663246, expected=32.000000
predicted=12.317003, expected=16.000000
predicted=14.323819, expected=12.000000
predicted=12.921958, expected=144.000000
predicted=36.530997, expected=8.000000
predicted=40.548102, expected=20.000000
predicted=29.281637, expected=20.000000
predicted=34.793014, expected=4.000000
predicted=40.088048, expected=4.000000
predicted=39.860856, expected=8.000000
predicted=10.809002, expected=24.000000
predicted=14.656062, expected=24.000000
predicted=15.048014, expected=4.000000
predicted=10.232788, expected=12.000000
predicted=10.709957, expected=24.000000
predicted=16.534790, expected=4.000000
predicted=16.676368, expected=4.000000
predicted=11.051977, expected=8.000000
predicted=9.002372, expected=8.000000
predicted=10.978042, expected=12.000000
predicted=10.620274, expected=12.000000
predicted=7.817479, expected=24.000000
predicted=11.059521, expected=4.000000
predicted=11.327329, expected=4.000000
predicted=9.289298, expected=4.000000
predicted=9.967131, expected=28.000000
predicted=13.669633, expected=12.000000
predicted=14.165109, expected=8.000000
predicted=8.380064, expected=8.000000
predicted=9.547605, expected=28.000000
predicted=15.069261, expected=12.000000
predicted=17.460726, expected=16.000000
predicted=12.777903, expected=8.000000
predicted=12.753284, expected=12.000000
predicted=13.852943, expected=16.000000
predicted=16.185969, expected=12.000000
predicted=12.958165, expected=8.000000
predicted=11.692179, expected=16.000000
predicted=11.635221, expected=12.000000
predicted=13.165969, expected=12.000000
predicted=12.591131, expected=4.000000
predicted=10.383819, expected=8.000000
predicted=9.677317, expected=16.000000
predicted=11.982123, expected=12.000000
predicted=11.232356, expected=24.000000
predicted=12.278835, expected=12.000000
predicted=12.451146, expected=8.000000
predicted=12.331872, expected=16.000000
predicted=14.437768, expected=4.000000
predicted=13.351447, expected=12.000000
predicted=12.689255, expected=20.000000
predicted=12.412172, expected=12.000000
predicted=12.340704, expected=36.000000
predicted=16.115655, expected=4.000000
predicted=14.783077, expected=8.000000
predicted=13.500281, expected=20.000000
predicted=16.893979, expected=20.000000
predicted=18.126848, expected=8.000000
predicted=16.419296, expected=16.000000
predicted=11.325111, expected=40.000000
predicted=19.091248, expected=28.000000
predicted=23.172097, expected=16.000000
predicted=19.807304, expected=4.000000
predicted=16.846915, expected=4.000000
predicted=18.031179, expected=4.000000
predicted=17.767594, expected=4.000000
predicted=11.186415, expected=8.000000
predicted=7.094587, expected=8.000000
predicted=5.416176, expected=4.000000
predicted=5.080399, expected=32.000000
predicted=9.802006, expected=24.000000
predicted=14.267313, expected=16.000000
predicted=14.124438, expected=24.000000
predicted=16.485053, expected=4.000000
predicted=17.220315, expected=4.000000
predicted=17.100540, expected=12.000000
predicted=14.603262, expected=8.000000
predicted=12.528104, expected=16.000000
predicted=11.686803, expected=4.000000
predicted=7.778247, expected=20.000000
predicted=10.005050, expected=8.000000
predicted=11.880250, expected=8.000000
predicted=10.052072, expected=8.000000
predicted=10.510185, expected=4.000000
predicted=8.754100, expected=12.000000
predicted=10.329282, expected=4.000000
predicted=7.657404, expected=36.000000
predicted=11.935750, expected=28.000000
predicted=16.436163, expected=8.000000
predicted=13.852811, expected=12.000000
predicted=14.505731, expected=4.000000
predicted=15.463716, expected=8.000000
predicted=17.145598, expected=12.000000
predicted=12.938375, expected=12.000000
predicted=9.672630, expected=8.000000
predicted=9.148106, expected=28.000000
predicted=11.650760, expected=8.000000
predicted=13.209245, expected=12.000000
predicted=12.116404, expected=12.000000
predicted=13.065466, expected=4.000000
predicted=12.271707, expected=12.000000
predicted=12.900867, expected=8.000000
predicted=9.701475, expected=4.000000
predicted=8.648425, expected=4.000000
predicted=7.053761, expected=12.000000
predicted=7.474731, expected=12.000000
predicted=9.343750, expected=8.000000
predicted=7.780609, expected=4.000000
predicted=6.579337, expected=8.000000
predicted=7.690570, expected=20.000000
predicted=11.323652, expected=4.000000
predicted=9.847195, expected=4.000000
predicted=6.802016, expected=4.000000
predicted=6.951918, expected=12.000000
predicted=9.286887, expected=16.000000
predicted=10.902299, expected=4.000000
predicted=7.024732, expected=4.000000
predicted=6.174612, expected=12.000000
predicted=8.608521, expected=4.000000
predicted=9.458083, expected=4.000000
predicted=7.122477, expected=12.000000
predicted=6.490155, expected=24.000000
predicted=10.630307, expected=12.000000
predicted=11.635762, expected=24.000000
predicted=12.071430, expected=4.000000
predicted=12.947525, expected=36.000000
predicted=18.110112, expected=4.000000
predicted=18.698129, expected=16.000000
predicted=14.514580, expected=20.000000
predicted=17.709472, expected=16.000000
predicted=16.534158, expected=20.000000
predicted=18.793973, expected=8.000000
predicted=13.513792, expected=8.000000
predicted=14.152857, expected=16.000000
predicted=15.046756, expected=16.000000
predicted=14.904082, expected=8.000000
predicted=12.700452, expected=8.000000
predicted=9.832107, expected=4.000000
predicted=9.938481, expected=8.000000
predicted=10.343765, expected=4.000000
predicted=8.491612, expected=16.000000
predicted=8.021890, expected=8.000000
predicted=8.386039, expected=8.000000
predicted=7.328875, expected=12.000000
predicted=9.016330, expected=24.000000
predicted=12.329690, expected=16.000000
predicted=14.512923, expected=12.000000
predicted=12.293389, expected=16.000000
predicted=13.950246, expected=24.000000
predicted=17.791802, expected=20.000000
predicted=19.319593, expected=36.000000
predicted=20.299945, expected=16.000000
predicted=20.634173, expected=8.000000
predicted=18.550590, expected=16.000000
predicted=19.645196, expected=48.000000
predicted=25.629178, expected=12.000000
predicted=24.446050, expected=12.000000
predicted=15.953480, expected=24.000000
predicted=19.262968, expected=4.000000
predicted=20.686551, expected=4.000000
predicted=17.481162, expected=8.000000
predicted=10.673279, expected=32.000000
predicted=15.138349, expected=8.000000
predicted=14.494540, expected=36.000000
predicted=13.589363, expected=8.000000
predicted=16.086601, expected=16.000000
predicted=16.590560, expected=32.000000
predicted=22.619605, expected=8.000000
predicted=18.824722, expected=4.000000
predicted=16.402524, expected=28.000000
predicted=15.643618, expected=8.000000
predicted=17.678884, expected=4.000000
predicted=13.561663, expected=4.000000
predicted=8.593834, expected=28.000000
predicted=13.278982, expected=20.000000
predicted=17.017385, expected=8.000000
predicted=10.882254, expected=8.000000
predicted=10.471891, expected=8.000000
predicted=12.711590, expected=28.000000
predicted=17.804632, expected=12.000000
predicted=14.929946, expected=8.000000
predicted=10.678613, expected=20.000000
predicted=13.374082, expected=8.000000
predicted=14.687653, expected=20.000000
predicted=16.028286, expected=4.000000
predicted=12.135060, expected=16.000000
predicted=12.063311, expected=16.000000
predicted=14.668622, expected=4.000000
predicted=11.322160, expected=28.000000
predicted=14.238911, expected=24.000000
predicted=16.107207, expected=8.000000
predicted=15.586984, expected=20.000000
predicted=15.373431, expected=4.000000
predicted=14.962091, expected=8.000000
predicted=15.499153, expected=8.000000
predicted=12.514534, expected=8.000000
predicted=9.699265, expected=12.000000
predicted=10.292517, expected=4.000000
predicted=7.236569, expected=16.000000
predicted=8.975085, expected=20.000000
predicted=11.773927, expected=20.000000
predicted=13.358665, expected=8.000000
predicted=12.650803, expected=4.000000
predicted=10.930847, expected=12.000000
predicted=13.547064, expected=64.000000
predicted=22.838015, expected=12.000000
predicted=21.572446, expected=16.000000
predicted=15.435036, expected=4.000000
predicted=17.415454, expected=4.000000
predicted=19.665105, expected=8.000000
predicted=20.082747, expected=8.000000
predicted=9.346299, expected=16.000000
predicted=9.600330, expected=20.000000
predicted=10.016973, expected=4.000000
predicted=9.542997, expected=8.000000
predicted=9.524329, expected=12.000000
predicted=11.567748, expected=8.000000
predicted=12.088910, expected=52.000000
predicted=17.637947, expected=12.000000
predicted=16.882806, expected=4.000000
predicted=13.118014, expected=24.000000
predicted=17.487662, expected=8.000000
predicted=19.846894, expected=4.000000
predicted=18.020741, expected=24.000000
predicted=12.278631, expected=12.000000
predicted=13.581761, expected=16.000000
predicted=14.411190, expected=4.000000
predicted=10.698398, expected=4.000000
predicted=10.190665, expected=4.000000
predicted=11.282587, expected=4.000000
predicted=7.907634, expected=28.000000
predicted=10.538150, expected=24.000000
predicted=11.980144, expected=4.000000
predicted=10.136652, expected=16.000000
predicted=11.434684, expected=4.000000
predicted=13.735318, expected=4.000000
predicted=13.963860, expected=4.000000
predicted=9.720670, expected=4.000000
predicted=6.280628, expected=76.000000
predicted=18.875029, expected=4.000000
predicted=17.684366, expected=16.000000
predicted=13.258619, expected=12.000000
predicted=17.745771, expected=12.000000
predicted=22.360626, expected=20.000000
predicted=25.371510, expected=12.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=12.698398, expected=4.000000
predicted=12.234127, expected=12.000000
predicted=11.573607, expected=4.000000
predicted=11.397379, expected=16.000000
predicted=11.621164, expected=12.000000
predicted=10.336755, expected=8.000000
predicted=8.972894, expected=4.000000
predicted=8.816866, expected=8.000000
predicted=8.549153, expected=8.000000
predicted=9.968026, expected=4.000000
predicted=7.527002, expected=12.000000
predicted=7.082185, expected=4.000000
predicted=6.835844, expected=8.000000
predicted=7.044339, expected=4.000000
predicted=6.639574, expected=4.000000
predicted=5.949838, expected=40.000000
predicted=12.233994, expected=24.000000
predicted=15.037749, expected=8.000000
predicted=12.894380, expected=28.000000
predicted=15.879181, expected=12.000000
predicted=20.261750, expected=4.000000
predicted=19.770320, expected=4.000000
predicted=12.931519, expected=4.000000
predicted=10.617417, expected=24.000000
predicted=13.790562, expected=12.000000
predicted=10.736417, expected=16.000000
predicted=9.596127, expected=12.000000
predicted=11.214098, expected=8.000000
predicted=12.490089, expected=32.000000
predicted=17.598412, expected=4.000000
predicted=14.827683, expected=4.000000
predicted=11.406825, expected=8.000000
predicted=10.915864, expected=8.000000
predicted=11.801868, expected=4.000000
predicted=10.714556, expected=8.000000
predicted=5.605854, expected=4.000000
predicted=6.066122, expected=4.000000
predicted=5.960605, expected=4.000000
predicted=5.301717, expected=4.000000
predicted=4.747862, expected=8.000000
predicted=5.432431, expected=4.000000
predicted=4.712611, expected=4.000000
predicted=4.365037, expected=8.000000
predicted=5.190459, expected=4.000000
predicted=5.511376, expected=24.000000
predicted=8.588105, expected=16.000000
predicted=10.381964, expected=8.000000
predicted=9.801257, expected=12.000000
predicted=10.900257, expected=12.000000
predicted=12.922301, expected=12.000000
predicted=14.614834, expected=4.000000
predicted=10.602246, expected=4.000000
predicted=8.284189, expected=12.000000
predicted=9.622469, expected=4.000000
predicted=8.661924, expected=24.000000
predicted=9.803503, expected=16.000000
predicted=10.938427, expected=8.000000
predicted=10.607345, expected=4.000000
predicted=10.320948, expected=8.000000
predicted=10.712447, expected=4.000000
predicted=11.646503, expected=8.000000
predicted=8.241349, expected=12.000000
predicted=7.440900, expected=4.000000
predicted=6.690742, expected=24.000000
predicted=9.568894, expected=4.000000
predicted=9.680685, expected=4.000000
predicted=8.427826, expected=8.000000
predicted=8.991104, expected=40.000000
predicted=14.872014, expected=8.000000
predicted=15.899734, expected=8.000000
predicted=9.697818, expected=4.000000
predicted=10.982518, expected=20.000000
predicted=15.631202, expected=16.000000
predicted=17.572394, expected=12.000000
predicted=10.837974, expected=4.000000
predicted=9.770763, expected=16.000000
predicted=11.723145, expected=12.000000
predicted=14.298798, expected=4.000000
predicted=10.682349, expected=12.000000
predicted=9.444029, expected=16.000000
predicted=11.042416, expected=4.000000
predicted=11.025465, expected=12.000000
predicted=9.294687, expected=8.000000
predicted=9.446005, expected=12.000000
predicted=10.880369, expected=8.000000
predicted=10.087205, expected=8.000000
Test MSE: 177.598
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474])]
predicted=23.707370, expected=16.000000
predicted=29.053274, expected=44.000000
predicted=33.703827, expected=36.000000
predicted=29.375044, expected=48.000000
predicted=32.164317, expected=32.000000
predicted=29.273379, expected=28.000000
predicted=28.280120, expected=20.000000
predicted=32.722440, expected=4.000000
predicted=23.356792, expected=32.000000
predicted=33.482062, expected=48.000000
predicted=33.644380, expected=32.000000
predicted=29.601191, expected=36.000000
predicted=29.033609, expected=8.000000
predicted=15.504838, expected=4.000000
predicted=22.025361, expected=12.000000
predicted=25.703474, expected=16.000000
predicted=20.899812, expected=48.000000
predicted=32.296933, expected=56.000000
predicted=28.977045, expected=44.000000
predicted=28.314330, expected=20.000000
predicted=23.900751, expected=16.000000
predicted=23.510124, expected=16.000000
predicted=31.631550, expected=20.000000
predicted=33.315180, expected=32.000000
predicted=31.848863, expected=40.000000
predicted=27.726987, expected=4.000000
predicted=15.455015, expected=16.000000
predicted=18.478758, expected=8.000000
predicted=15.544292, expected=20.000000
predicted=23.579091, expected=16.000000
predicted=22.706724, expected=64.000000
predicted=29.009360, expected=52.000000
predicted=32.632473, expected=32.000000
predicted=27.048781, expected=48.000000
predicted=35.943004, expected=40.000000
predicted=34.018165, expected=8.000000
predicted=38.074151, expected=28.000000
predicted=36.969272, expected=44.000000
predicted=35.003900, expected=60.000000
predicted=47.930260, expected=28.000000
predicted=34.962611, expected=20.000000
predicted=22.257226, expected=12.000000
predicted=24.157977, expected=20.000000
predicted=30.810904, expected=28.000000
predicted=36.413641, expected=48.000000
predicted=33.308991, expected=52.000000
predicted=34.240905, expected=24.000000
predicted=24.290599, expected=24.000000
predicted=26.726445, expected=28.000000
predicted=29.806896, expected=16.000000
predicted=31.637219, expected=24.000000
predicted=33.470533, expected=16.000000
predicted=20.442434, expected=8.000000
predicted=17.407162, expected=20.000000
predicted=21.296554, expected=12.000000
predicted=14.587433, expected=44.000000
predicted=28.787426, expected=32.000000
predicted=23.337540, expected=8.000000
predicted=14.468710, expected=28.000000
predicted=23.614280, expected=60.000000
predicted=33.637911, expected=12.000000
predicted=29.455452, expected=12.000000
predicted=24.460996, expected=20.000000
predicted=16.916387, expected=16.000000
predicted=22.747469, expected=24.000000
predicted=33.959983, expected=32.000000
predicted=21.009682, expected=40.000000
predicted=25.770517, expected=36.000000
predicted=28.567185, expected=12.000000
predicted=19.768807, expected=28.000000
predicted=27.217301, expected=24.000000
predicted=27.425537, expected=12.000000
predicted=25.713559, expected=28.000000
predicted=28.096711, expected=12.000000
predicted=14.796026, expected=8.000000
predicted=18.485148, expected=16.000000
predicted=17.962014, expected=12.000000
predicted=12.941074, expected=16.000000
predicted=19.128933, expected=16.000000
predicted=13.643764, expected=20.000000
predicted=14.575918, expected=40.000000
predicted=24.891329, expected=24.000000
predicted=19.781620, expected=20.000000
predicted=20.825957, expected=8.000000
predicted=15.530534, expected=16.000000
predicted=19.233562, expected=8.000000
predicted=21.029866, expected=24.000000
predicted=20.985069, expected=20.000000
predicted=18.015093, expected=8.000000
predicted=11.107865, expected=20.000000
predicted=17.105032, expected=8.000000
predicted=10.505896, expected=4.000000
predicted=14.026031, expected=16.000000
predicted=15.207387, expected=20.000000
predicted=13.394946, expected=40.000000
predicted=25.448649, expected=28.000000
predicted=19.088891, expected=16.000000
predicted=15.544487, expected=28.000000
predicted=23.043894, expected=12.000000
predicted=18.980846, expected=28.000000
predicted=30.371367, expected=12.000000
predicted=19.552456, expected=32.000000
predicted=23.523024, expected=12.000000
predicted=19.660496, expected=16.000000
predicted=16.682738, expected=28.000000
predicted=24.420096, expected=20.000000
predicted=18.044333, expected=12.000000
predicted=21.193472, expected=4.000000
predicted=10.868500, expected=12.000000
predicted=14.219038, expected=8.000000
predicted=15.595471, expected=24.000000
predicted=18.409949, expected=8.000000
predicted=10.443533, expected=8.000000
predicted=8.591902, expected=12.000000
predicted=11.480519, expected=24.000000
predicted=15.316112, expected=24.000000
predicted=20.865077, expected=8.000000
predicted=11.059354, expected=24.000000
predicted=16.547483, expected=8.000000
predicted=12.459700, expected=8.000000
predicted=16.175431, expected=28.000000
predicted=21.345649, expected=8.000000
predicted=10.737309, expected=24.000000
predicted=21.262453, expected=16.000000
predicted=13.019462, expected=12.000000
predicted=13.295090, expected=4.000000
predicted=15.033840, expected=24.000000
predicted=15.442515, expected=36.000000
predicted=25.157048, expected=24.000000
predicted=20.498541, expected=12.000000
predicted=15.362075, expected=12.000000
predicted=12.565056, expected=24.000000
predicted=22.753769, expected=12.000000
predicted=21.805854, expected=20.000000
predicted=20.155173, expected=36.000000
predicted=21.909350, expected=28.000000
predicted=21.444770, expected=32.000000
predicted=27.443205, expected=8.000000
predicted=15.461739, expected=8.000000
predicted=17.536653, expected=8.000000
predicted=19.881496, expected=28.000000
predicted=23.800135, expected=20.000000
predicted=21.914355, expected=4.000000
predicted=9.515426, expected=24.000000
predicted=15.686966, expected=4.000000
predicted=9.433079, expected=8.000000
predicted=16.734824, expected=40.000000
predicted=23.551738, expected=36.000000
predicted=20.372511, expected=4.000000
predicted=17.091090, expected=16.000000
predicted=13.713202, expected=12.000000
predicted=13.289291, expected=28.000000
predicted=29.091281, expected=12.000000
predicted=20.740517, expected=24.000000
predicted=15.680934, expected=36.000000
predicted=23.711301, expected=36.000000
predicted=25.053729, expected=16.000000
predicted=23.687239, expected=28.000000
predicted=22.771936, expected=12.000000
predicted=20.579740, expected=12.000000
predicted=23.680278, expected=44.000000
predicted=32.702811, expected=28.000000
predicted=22.731250, expected=16.000000
predicted=23.441034, expected=12.000000
predicted=15.513997, expected=20.000000
predicted=18.552560, expected=8.000000
predicted=23.207534, expected=28.000000
predicted=24.022492, expected=20.000000
predicted=17.360064, expected=32.000000
predicted=21.951536, expected=28.000000
predicted=23.295440, expected=8.000000
predicted=14.123416, expected=12.000000
predicted=20.311054, expected=16.000000
predicted=17.963977, expected=12.000000
predicted=19.994985, expected=20.000000
predicted=20.363863, expected=36.000000
predicted=20.152808, expected=8.000000
predicted=13.466744, expected=4.000000
predicted=13.090760, expected=8.000000
predicted=11.233662, expected=20.000000
predicted=18.051205, expected=16.000000
predicted=20.968481, expected=56.000000
predicted=26.967515, expected=32.000000
predicted=20.291315, expected=28.000000
predicted=23.347744, expected=28.000000
predicted=26.157854, expected=24.000000
predicted=24.720361, expected=8.000000
predicted=30.267675, expected=12.000000
predicted=21.583513, expected=28.000000
predicted=24.519367, expected=52.000000
predicted=33.966932, expected=12.000000
predicted=20.408842, expected=12.000000
predicted=15.637718, expected=24.000000
predicted=19.470058, expected=12.000000
predicted=21.110331, expected=24.000000
predicted=31.212938, expected=24.000000
predicted=17.803405, expected=32.000000
predicted=22.306046, expected=16.000000
predicted=20.822088, expected=4.000000
predicted=12.930471, expected=20.000000
predicted=20.649749, expected=16.000000
predicted=18.850682, expected=24.000000
predicted=24.152688, expected=16.000000
predicted=15.886198, expected=40.000000
predicted=21.834900, expected=28.000000
predicted=23.880333, expected=12.000000
predicted=18.551320, expected=12.000000
predicted=19.412747, expected=20.000000
predicted=19.066469, expected=24.000000
predicted=27.522040, expected=16.000000
predicted=20.526514, expected=32.000000
predicted=21.264587, expected=4.000000
predicted=12.133460, expected=32.000000
predicted=24.504419, expected=24.000000
predicted=22.332888, expected=16.000000
predicted=18.851268, expected=24.000000
predicted=25.039480, expected=16.000000
predicted=14.154084, expected=16.000000
predicted=22.804793, expected=32.000000
predicted=24.856888, expected=12.000000
predicted=16.352740, expected=12.000000
predicted=18.652460, expected=16.000000
predicted=16.039531, expected=8.000000
predicted=13.680444, expected=32.000000
predicted=26.020694, expected=8.000000
predicted=11.837916, expected=20.000000
predicted=16.795824, expected=16.000000
predicted=15.593599, expected=16.000000
predicted=14.606973, expected=12.000000
predicted=19.471032, expected=24.000000
predicted=16.181259, expected=24.000000
predicted=20.392646, expected=40.000000
predicted=25.897061, expected=24.000000
predicted=21.671202, expected=24.000000
predicted=21.700418, expected=4.000000
predicted=17.617087, expected=32.000000
predicted=26.508377, expected=16.000000
predicted=25.109565, expected=24.000000
predicted=23.187569, expected=44.000000
predicted=29.181993, expected=20.000000
predicted=17.713143, expected=20.000000
predicted=26.457729, expected=40.000000
predicted=27.218733, expected=16.000000
predicted=23.378067, expected=28.000000
predicted=32.760670, expected=20.000000
predicted=21.154090, expected=4.000000
predicted=16.583054, expected=8.000000
predicted=21.202650, expected=20.000000
predicted=16.589733, expected=16.000000
predicted=19.253098, expected=4.000000
predicted=12.190417, expected=8.000000
predicted=7.721340, expected=8.000000
predicted=8.833286, expected=8.000000
predicted=12.418617, expected=20.000000
predicted=14.607881, expected=4.000000
predicted=6.168618, expected=8.000000
predicted=8.941371, expected=36.000000
predicted=18.027680, expected=20.000000
predicted=15.217798, expected=16.000000
predicted=18.543452, expected=4.000000
predicted=8.429378, expected=16.000000
predicted=14.132262, expected=28.000000
predicted=25.932772, expected=12.000000
predicted=16.276863, expected=8.000000
predicted=13.178829, expected=4.000000
predicted=7.250603, expected=8.000000
predicted=12.115436, expected=12.000000
predicted=15.897646, expected=12.000000
predicted=10.835641, expected=16.000000
predicted=11.239113, expected=32.000000
predicted=16.457776, expected=4.000000
predicted=9.819251, expected=12.000000
predicted=13.725336, expected=24.000000
predicted=16.623724, expected=16.000000
predicted=16.902423, expected=16.000000
predicted=21.015470, expected=32.000000
predicted=17.745375, expected=32.000000
predicted=22.245934, expected=20.000000
predicted=23.081801, expected=24.000000
predicted=21.688338, expected=24.000000
predicted=21.937339, expected=8.000000
predicted=21.412736, expected=12.000000
predicted=20.835802, expected=24.000000
predicted=19.978523, expected=20.000000
predicted=20.489576, expected=16.000000
predicted=19.029476, expected=12.000000
predicted=12.425878, expected=12.000000
predicted=13.749990, expected=8.000000
predicted=15.346290, expected=4.000000
predicted=11.772206, expected=24.000000
predicted=16.528346, expected=8.000000
predicted=10.393655, expected=8.000000
predicted=10.892605, expected=12.000000
predicted=9.840830, expected=4.000000
predicted=6.780710, expected=20.000000
predicted=17.673022, expected=24.000000
predicted=14.329895, expected=20.000000
predicted=14.954605, expected=36.000000
predicted=22.248575, expected=12.000000
predicted=13.293523, expected=4.000000
predicted=15.799323, expected=8.000000
predicted=15.629885, expected=8.000000
predicted=13.914573, expected=16.000000
predicted=20.241514, expected=28.000000
predicted=16.745090, expected=16.000000
predicted=11.945789, expected=28.000000
predicted=18.331075, expected=8.000000
predicted=11.956409, expected=12.000000
predicted=16.229140, expected=4.000000
predicted=15.019156, expected=32.000000
predicted=20.871045, expected=20.000000
predicted=20.570996, expected=12.000000
predicted=13.120813, expected=4.000000
predicted=10.291939, expected=20.000000
predicted=13.476362, expected=16.000000
predicted=20.448173, expected=8.000000
predicted=14.026859, expected=28.000000
predicted=17.535411, expected=16.000000
predicted=12.379545, expected=32.000000
predicted=23.940600, expected=4.000000
predicted=12.989309, expected=28.000000
predicted=19.241797, expected=8.000000
predicted=17.698013, expected=20.000000
predicted=18.640415, expected=16.000000
predicted=20.477754, expected=16.000000
predicted=12.966212, expected=4.000000
predicted=15.353366, expected=16.000000
predicted=12.620220, expected=28.000000
predicted=20.263796, expected=28.000000
predicted=20.613427, expected=52.000000
predicted=30.070426, expected=40.000000
predicted=25.429499, expected=20.000000
predicted=24.760906, expected=20.000000
predicted=26.943144, expected=12.000000
predicted=23.247862, expected=20.000000
predicted=31.529609, expected=4.000000
predicted=20.056647, expected=28.000000
predicted=21.073771, expected=52.000000
predicted=29.810118, expected=20.000000
predicted=20.157589, expected=16.000000
predicted=21.157680, expected=16.000000
predicted=15.064284, expected=24.000000
predicted=25.803842, expected=44.000000
predicted=38.842970, expected=20.000000
predicted=21.905705, expected=24.000000
predicted=22.542967, expected=12.000000
predicted=17.670211, expected=40.000000
predicted=30.094958, expected=4.000000
predicted=23.374207, expected=20.000000
predicted=20.606108, expected=44.000000
predicted=28.432820, expected=32.000000
predicted=24.402757, expected=12.000000
predicted=26.086574, expected=20.000000
predicted=16.640519, expected=16.000000
predicted=20.256781, expected=16.000000
predicted=26.664429, expected=20.000000
predicted=22.553515, expected=32.000000
predicted=20.977773, expected=60.000000
predicted=34.715650, expected=4.000000
predicted=17.340722, expected=20.000000
predicted=22.310271, expected=12.000000
predicted=18.612762, expected=8.000000
predicted=21.404756, expected=12.000000
predicted=27.220118, expected=52.000000
predicted=23.527491, expected=40.000000
predicted=27.654583, expected=4.000000
predicted=15.363923, expected=8.000000
predicted=13.770936, expected=16.000000
predicted=16.820645, expected=20.000000
predicted=29.700150, expected=12.000000
predicted=21.461059, expected=12.000000
predicted=10.126729, expected=48.000000
predicted=24.195573, expected=4.000000
predicted=13.955772, expected=36.000000
predicted=26.197537, expected=28.000000
predicted=20.774320, expected=4.000000
predicted=15.478809, expected=24.000000
predicted=29.786386, expected=20.000000
predicted=15.019919, expected=32.000000
predicted=29.638415, expected=24.000000
predicted=23.926453, expected=12.000000
predicted=13.986470, expected=4.000000
predicted=16.144890, expected=48.000000
predicted=28.718093, expected=28.000000
predicted=27.138262, expected=40.000000
predicted=30.397128, expected=32.000000
predicted=24.330397, expected=32.000000
predicted=24.802924, expected=12.000000
predicted=30.514550, expected=20.000000
predicted=25.501726, expected=16.000000
predicted=25.943145, expected=36.000000
predicted=29.655505, expected=36.000000
predicted=29.810190, expected=28.000000
predicted=22.983105, expected=16.000000
predicted=21.570747, expected=32.000000
predicted=25.533192, expected=8.000000
predicted=23.438755, expected=24.000000
predicted=27.312931, expected=20.000000
predicted=22.094285, expected=20.000000
predicted=19.359572, expected=20.000000
predicted=23.253650, expected=28.000000
predicted=19.117978, expected=4.000000
predicted=16.495360, expected=28.000000
predicted=22.205560, expected=12.000000
predicted=16.736116, expected=16.000000
predicted=18.463669, expected=12.000000
predicted=17.951158, expected=24.000000
predicted=15.081335, expected=20.000000
predicted=21.331677, expected=20.000000
predicted=16.998714, expected=4.000000
predicted=12.798219, expected=4.000000
predicted=10.736049, expected=20.000000
predicted=18.257669, expected=36.000000
predicted=22.922620, expected=52.000000
predicted=30.338527, expected=28.000000
predicted=20.618604, expected=16.000000
predicted=18.151217, expected=8.000000
predicted=19.371158, expected=12.000000
Test MSE: 154.539
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819])]
predicted=13.999171, expected=24.000000
predicted=17.924764, expected=24.000000
predicted=18.715591, expected=28.000000
predicted=18.365097, expected=16.000000
predicted=19.775114, expected=12.000000
predicted=16.767762, expected=20.000000
predicted=21.058833, expected=36.000000
predicted=23.257212, expected=16.000000
predicted=20.690438, expected=24.000000
predicted=21.401543, expected=8.000000
predicted=18.314624, expected=8.000000
predicted=17.363971, expected=8.000000
predicted=17.505735, expected=24.000000
predicted=14.899641, expected=24.000000
predicted=16.864566, expected=24.000000
predicted=16.070383, expected=20.000000
predicted=18.058966, expected=8.000000
predicted=16.395201, expected=4.000000
predicted=16.801703, expected=12.000000
predicted=15.561149, expected=24.000000
predicted=16.133568, expected=20.000000
predicted=15.073014, expected=20.000000
predicted=14.967049, expected=8.000000
predicted=13.607073, expected=12.000000
predicted=15.376638, expected=4.000000
predicted=14.256198, expected=12.000000
predicted=12.811956, expected=4.000000
predicted=10.120392, expected=16.000000
predicted=9.625864, expected=20.000000
predicted=12.233633, expected=16.000000
predicted=11.281622, expected=12.000000
predicted=13.570064, expected=12.000000
predicted=12.657459, expected=20.000000
predicted=16.196157, expected=32.000000
predicted=19.721722, expected=32.000000
predicted=21.136910, expected=12.000000
predicted=18.779531, expected=12.000000
predicted=19.410761, expected=16.000000
predicted=20.224264, expected=12.000000
predicted=18.742195, expected=12.000000
predicted=16.870116, expected=12.000000
predicted=12.646033, expected=24.000000
predicted=15.202910, expected=20.000000
predicted=16.101703, expected=16.000000
predicted=15.676343, expected=4.000000
predicted=13.858060, expected=16.000000
predicted=15.220671, expected=16.000000
predicted=16.225995, expected=12.000000
predicted=13.695761, expected=4.000000
predicted=11.411598, expected=8.000000
predicted=9.460343, expected=8.000000
predicted=10.537493, expected=12.000000
predicted=10.270719, expected=12.000000
predicted=9.794767, expected=4.000000
predicted=7.176691, expected=4.000000
predicted=7.833757, expected=8.000000
predicted=7.965972, expected=4.000000
predicted=6.880426, expected=20.000000
predicted=10.067079, expected=20.000000
predicted=10.304052, expected=16.000000
predicted=11.491331, expected=12.000000
predicted=13.391079, expected=16.000000
predicted=14.026209, expected=24.000000
predicted=18.524248, expected=12.000000
predicted=16.042220, expected=8.000000
predicted=14.389819, expected=20.000000
predicted=15.969999, expected=12.000000
predicted=14.290693, expected=16.000000
predicted=15.976177, expected=36.000000
predicted=19.202566, expected=16.000000
predicted=16.191716, expected=12.000000
predicted=18.571828, expected=24.000000
predicted=20.119503, expected=12.000000
predicted=17.267486, expected=12.000000
predicted=19.430484, expected=24.000000
predicted=17.804832, expected=20.000000
predicted=16.390845, expected=20.000000
predicted=19.263702, expected=12.000000
predicted=16.220674, expected=12.000000
predicted=15.801639, expected=16.000000
predicted=17.715332, expected=16.000000
predicted=15.882172, expected=12.000000
predicted=14.752469, expected=20.000000
predicted=15.193555, expected=20.000000
predicted=15.863987, expected=20.000000
predicted=17.287281, expected=12.000000
predicted=16.380196, expected=24.000000
predicted=18.285617, expected=28.000000
predicted=21.080134, expected=8.000000
predicted=17.199567, expected=4.000000
predicted=15.968037, expected=12.000000
predicted=14.457298, expected=20.000000
predicted=16.081766, expected=12.000000
predicted=14.442423, expected=12.000000
predicted=11.543141, expected=28.000000
predicted=15.520154, expected=20.000000
predicted=16.419507, expected=4.000000
predicted=15.149534, expected=12.000000
predicted=15.234400, expected=8.000000
predicted=12.693816, expected=4.000000
predicted=12.341649, expected=28.000000
predicted=15.260862, expected=8.000000
predicted=8.990820, expected=8.000000
predicted=11.290764, expected=12.000000
predicted=12.041711, expected=28.000000
predicted=14.242778, expected=8.000000
predicted=15.095631, expected=12.000000
predicted=12.813619, expected=20.000000
predicted=15.241595, expected=12.000000
predicted=13.616040, expected=20.000000
predicted=18.230590, expected=12.000000
predicted=13.385857, expected=32.000000
predicted=18.780952, expected=8.000000
predicted=16.392583, expected=4.000000
predicted=13.600120, expected=16.000000
predicted=16.730686, expected=12.000000
predicted=12.316201, expected=24.000000
predicted=17.885478, expected=12.000000
predicted=12.318151, expected=4.000000
predicted=10.667952, expected=4.000000
predicted=12.184923, expected=20.000000
predicted=12.904738, expected=32.000000
predicted=17.425203, expected=40.000000
predicted=19.880599, expected=32.000000
predicted=21.899482, expected=28.000000
predicted=25.077177, expected=36.000000
predicted=31.426644, expected=20.000000
predicted=29.667919, expected=4.000000
predicted=25.380357, expected=32.000000
predicted=27.363629, expected=28.000000
predicted=23.958321, expected=20.000000
predicted=23.370927, expected=24.000000
predicted=22.816173, expected=8.000000
predicted=16.600033, expected=28.000000
predicted=24.616081, expected=4.000000
predicted=17.443913, expected=20.000000
predicted=17.713072, expected=20.000000
predicted=18.466826, expected=24.000000
predicted=16.369945, expected=8.000000
predicted=17.623613, expected=4.000000
predicted=11.974599, expected=24.000000
predicted=17.961549, expected=8.000000
predicted=13.215052, expected=20.000000
predicted=16.026275, expected=16.000000
predicted=13.649287, expected=32.000000
predicted=17.327965, expected=12.000000
predicted=18.423322, expected=4.000000
predicted=13.866867, expected=28.000000
predicted=20.557748, expected=16.000000
predicted=16.294622, expected=28.000000
predicted=21.511859, expected=28.000000
predicted=20.263319, expected=12.000000
predicted=17.043547, expected=32.000000
predicted=25.841894, expected=24.000000
predicted=22.440591, expected=24.000000
predicted=24.421678, expected=20.000000
predicted=23.978029, expected=44.000000
predicted=26.642958, expected=16.000000
predicted=25.429450, expected=16.000000
predicted=23.701644, expected=28.000000
predicted=25.867704, expected=24.000000
predicted=22.955719, expected=20.000000
predicted=25.590559, expected=8.000000
predicted=17.968509, expected=28.000000
predicted=21.235284, expected=16.000000
predicted=20.033484, expected=16.000000
predicted=18.527159, expected=8.000000
predicted=16.223345, expected=16.000000
predicted=14.655763, expected=12.000000
predicted=16.149340, expected=20.000000
predicted=14.987592, expected=20.000000
predicted=15.883602, expected=4.000000
predicted=11.874001, expected=12.000000
predicted=14.594929, expected=20.000000
predicted=14.810959, expected=8.000000
predicted=12.929698, expected=12.000000
predicted=13.600086, expected=52.000000
predicted=20.504701, expected=16.000000
predicted=17.453704, expected=28.000000
predicted=24.052032, expected=24.000000
predicted=23.626697, expected=20.000000
predicted=22.637760, expected=16.000000
predicted=27.403160, expected=8.000000
predicted=17.388576, expected=28.000000
predicted=21.817137, expected=28.000000
predicted=20.872653, expected=24.000000
predicted=20.610634, expected=60.000000
predicted=30.633849, expected=52.000000
predicted=32.891541, expected=12.000000
predicted=31.627174, expected=8.000000
predicted=30.633070, expected=20.000000
predicted=27.756634, expected=24.000000
predicted=29.089589, expected=20.000000
predicted=24.123015, expected=8.000000
predicted=14.859199, expected=28.000000
predicted=18.914325, expected=12.000000
predicted=17.275583, expected=28.000000
predicted=21.034458, expected=12.000000
predicted=17.852707, expected=56.000000
predicted=25.923402, expected=12.000000
predicted=23.472920, expected=12.000000
predicted=20.638575, expected=24.000000
predicted=26.182182, expected=28.000000
predicted=21.346890, expected=8.000000
predicted=23.871219, expected=40.000000
predicted=22.989659, expected=56.000000
predicted=29.136805, expected=28.000000
predicted=28.604511, expected=12.000000
predicted=29.307330, expected=24.000000
predicted=27.412775, expected=8.000000
predicted=24.928363, expected=8.000000
predicted=23.119322, expected=16.000000
predicted=17.393500, expected=36.000000
predicted=17.917103, expected=12.000000
predicted=16.756947, expected=44.000000
predicted=23.409418, expected=32.000000
predicted=24.468592, expected=16.000000
predicted=23.265463, expected=20.000000
predicted=28.765299, expected=16.000000
predicted=20.640499, expected=24.000000
predicted=25.830822, expected=8.000000
predicted=18.981625, expected=16.000000
predicted=16.685580, expected=24.000000
predicted=18.911578, expected=52.000000
predicted=25.053949, expected=8.000000
predicted=20.517940, expected=28.000000
predicted=23.759897, expected=28.000000
predicted=26.318245, expected=16.000000
predicted=22.319801, expected=28.000000
predicted=30.135572, expected=16.000000
predicted=18.864704, expected=16.000000
predicted=21.447879, expected=20.000000
predicted=21.640014, expected=24.000000
predicted=19.345562, expected=20.000000
predicted=21.055074, expected=28.000000
predicted=21.458319, expected=16.000000
predicted=19.827490, expected=40.000000
predicted=26.044808, expected=32.000000
predicted=26.903569, expected=12.000000
predicted=22.732965, expected=36.000000
predicted=29.965428, expected=12.000000
predicted=21.582775, expected=20.000000
predicted=25.461622, expected=36.000000
predicted=27.141046, expected=32.000000
predicted=22.983425, expected=56.000000
predicted=35.519377, expected=32.000000
predicted=30.485376, expected=44.000000
predicted=36.938912, expected=32.000000
predicted=38.562922, expected=32.000000
predicted=36.134293, expected=48.000000
predicted=42.842364, expected=52.000000
predicted=39.884928, expected=48.000000
predicted=43.539903, expected=28.000000
predicted=39.203688, expected=20.000000
predicted=36.213977, expected=28.000000
predicted=36.755930, expected=40.000000
predicted=36.346215, expected=52.000000
predicted=38.117301, expected=28.000000
predicted=32.116870, expected=24.000000
predicted=31.414276, expected=56.000000
predicted=39.691168, expected=12.000000
predicted=31.560295, expected=20.000000
predicted=33.242175, expected=44.000000
predicted=32.589796, expected=56.000000
predicted=34.095816, expected=44.000000
predicted=40.799313, expected=16.000000
predicted=30.447147, expected=40.000000
predicted=37.251193, expected=4.000000
predicted=30.304563, expected=32.000000
predicted=33.274222, expected=36.000000
predicted=30.631416, expected=56.000000
predicted=30.693450, expected=28.000000
predicted=33.713183, expected=28.000000
predicted=29.312066, expected=28.000000
predicted=34.570774, expected=28.000000
predicted=32.239156, expected=4.000000
predicted=28.017610, expected=20.000000
predicted=23.159406, expected=8.000000
predicted=18.185232, expected=12.000000
predicted=16.028104, expected=8.000000
predicted=14.369270, expected=28.000000
predicted=13.677932, expected=12.000000
predicted=14.593072, expected=12.000000
predicted=13.003521, expected=28.000000
predicted=18.420193, expected=20.000000
predicted=16.366323, expected=16.000000
predicted=19.869899, expected=8.000000
predicted=15.644303, expected=28.000000
predicted=18.832125, expected=24.000000
predicted=20.881345, expected=32.000000
predicted=22.215507, expected=20.000000
predicted=21.709989, expected=16.000000
predicted=19.856512, expected=12.000000
predicted=21.682957, expected=8.000000
predicted=17.206602, expected=12.000000
predicted=16.985262, expected=4.000000
predicted=11.285308, expected=16.000000
predicted=12.058295, expected=28.000000
predicted=14.783743, expected=20.000000
predicted=14.295628, expected=16.000000
predicted=16.585564, expected=32.000000
predicted=20.287738, expected=24.000000
predicted=21.619708, expected=20.000000
predicted=23.363085, expected=24.000000
predicted=23.457626, expected=24.000000
predicted=22.332086, expected=44.000000
predicted=29.899558, expected=20.000000
predicted=25.128728, expected=12.000000
predicted=22.979166, expected=16.000000
predicted=23.477045, expected=12.000000
predicted=18.995430, expected=28.000000
predicted=23.820309, expected=24.000000
predicted=19.252811, expected=8.000000
predicted=15.372112, expected=4.000000
predicted=15.093143, expected=36.000000
predicted=19.836464, expected=8.000000
predicted=16.127156, expected=64.000000
predicted=28.611132, expected=20.000000
predicted=22.750106, expected=12.000000
predicted=21.035675, expected=8.000000
predicted=26.284663, expected=12.000000
predicted=16.679561, expected=20.000000
predicted=24.926992, expected=24.000000
predicted=16.870434, expected=8.000000
predicted=13.398319, expected=12.000000
predicted=13.879090, expected=12.000000
predicted=14.159263, expected=16.000000
predicted=14.998424, expected=60.000000
predicted=26.264119, expected=36.000000
predicted=23.660445, expected=40.000000
predicted=30.038487, expected=36.000000
predicted=33.773614, expected=24.000000
predicted=31.710166, expected=12.000000
predicted=34.278904, expected=4.000000
predicted=23.239684, expected=44.000000
predicted=28.997680, expected=12.000000
predicted=21.032917, expected=12.000000
predicted=18.085637, expected=16.000000
predicted=17.642296, expected=24.000000
predicted=16.685957, expected=12.000000
predicted=20.769735, expected=20.000000
predicted=16.499468, expected=16.000000
predicted=16.407362, expected=20.000000
predicted=17.606498, expected=144.000000
predicted=50.517605, expected=60.000000
predicted=43.838781, expected=12.000000
predicted=42.058034, expected=20.000000
predicted=45.749998, expected=8.000000
predicted=35.101384, expected=36.000000
predicted=53.590126, expected=16.000000
predicted=26.014592, expected=20.000000
predicted=18.500278, expected=32.000000
predicted=23.739623, expected=8.000000
predicted=17.037831, expected=40.000000
predicted=28.316951, expected=24.000000
predicted=22.687511, expected=20.000000
predicted=23.123960, expected=32.000000
predicted=27.723218, expected=12.000000
predicted=19.995500, expected=36.000000
predicted=29.346055, expected=28.000000
predicted=25.368527, expected=12.000000
predicted=21.637189, expected=40.000000
predicted=29.141312, expected=44.000000
predicted=29.048183, expected=20.000000
predicted=28.920732, expected=12.000000
predicted=25.258974, expected=28.000000
predicted=25.611924, expected=24.000000
predicted=27.383022, expected=4.000000
predicted=20.844012, expected=24.000000
predicted=20.041259, expected=12.000000
predicted=15.792394, expected=24.000000
predicted=20.266816, expected=12.000000
predicted=16.551851, expected=4.000000
predicted=11.714734, expected=40.000000
predicted=22.341961, expected=28.000000
predicted=19.644782, expected=8.000000
predicted=18.429840, expected=16.000000
predicted=18.439302, expected=44.000000
predicted=24.439262, expected=24.000000
predicted=25.941976, expected=28.000000
predicted=25.956786, expected=64.000000
predicted=34.107469, expected=16.000000
predicted=28.057987, expected=8.000000
predicted=30.240507, expected=40.000000
predicted=31.509669, expected=24.000000
predicted=27.093417, expected=44.000000
predicted=36.286030, expected=20.000000
predicted=24.242358, expected=36.000000
predicted=28.913315, expected=24.000000
predicted=30.775500, expected=32.000000
predicted=29.827106, expected=24.000000
predicted=30.076728, expected=28.000000
predicted=27.026601, expected=16.000000
predicted=25.908884, expected=12.000000
predicted=21.584791, expected=12.000000
predicted=20.251098, expected=12.000000
predicted=16.679261, expected=8.000000
predicted=14.387295, expected=12.000000
predicted=12.234287, expected=16.000000
predicted=12.305916, expected=12.000000
predicted=11.813744, expected=16.000000
predicted=13.209770, expected=12.000000
predicted=12.284866, expected=20.000000
predicted=15.167101, expected=4.000000
predicted=12.197516, expected=12.000000
predicted=12.835494, expected=4.000000
predicted=10.506143, expected=20.000000
predicted=12.756307, expected=8.000000
predicted=11.108351, expected=12.000000
predicted=10.096024, expected=20.000000
predicted=13.642848, expected=24.000000
predicted=14.797153, expected=20.000000
predicted=17.846807, expected=12.000000
predicted=15.423468, expected=20.000000
predicted=18.146192, expected=24.000000
predicted=20.109819, expected=4.000000
Test MSE: 191.025
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872])]
predicted=35.440014, expected=52.000000
predicted=39.266515, expected=28.000000
predicted=34.159923, expected=52.000000
predicted=41.483669, expected=8.000000
predicted=38.317004, expected=16.000000
predicted=24.938086, expected=8.000000
predicted=26.351799, expected=12.000000
predicted=21.132728, expected=24.000000
predicted=23.523750, expected=40.000000
predicted=20.931649, expected=28.000000
predicted=22.068247, expected=4.000000
predicted=14.941606, expected=4.000000
predicted=14.469245, expected=40.000000
predicted=26.453073, expected=36.000000
predicted=30.141849, expected=44.000000
predicted=28.625930, expected=36.000000
predicted=25.333030, expected=24.000000
predicted=26.796617, expected=8.000000
predicted=27.949864, expected=20.000000
predicted=27.394352, expected=4.000000
predicted=22.605956, expected=44.000000
predicted=27.334043, expected=32.000000
predicted=24.538373, expected=44.000000
predicted=26.431076, expected=44.000000
predicted=31.236949, expected=28.000000
predicted=29.323712, expected=48.000000
predicted=40.775985, expected=52.000000
predicted=42.748242, expected=44.000000
predicted=44.113117, expected=32.000000
predicted=39.202121, expected=68.000000
predicted=46.722036, expected=36.000000
predicted=46.533775, expected=20.000000
predicted=38.912819, expected=28.000000
predicted=35.505623, expected=16.000000
predicted=31.718111, expected=20.000000
predicted=33.329351, expected=68.000000
predicted=37.519743, expected=24.000000
predicted=29.275936, expected=16.000000
predicted=25.106301, expected=16.000000
predicted=22.108799, expected=4.000000
predicted=22.292367, expected=8.000000
predicted=24.989579, expected=12.000000
predicted=14.252197, expected=36.000000
predicted=19.128419, expected=24.000000
predicted=18.273123, expected=60.000000
predicted=27.162826, expected=24.000000
predicted=25.102616, expected=4.000000
predicted=20.666649, expected=8.000000
predicted=22.322842, expected=12.000000
predicted=21.781840, expected=40.000000
predicted=31.712790, expected=16.000000
predicted=18.466302, expected=32.000000
predicted=18.280585, expected=16.000000
predicted=18.084327, expected=24.000000
predicted=22.449411, expected=36.000000
predicted=29.741187, expected=56.000000
predicted=33.601146, expected=16.000000
predicted=28.283292, expected=32.000000
predicted=27.104996, expected=28.000000
predicted=30.355985, expected=40.000000
predicted=36.794005, expected=32.000000
predicted=35.884111, expected=8.000000
predicted=21.870583, expected=20.000000
predicted=24.976806, expected=36.000000
predicted=29.438308, expected=100.000000
predicted=50.556646, expected=72.000000
predicted=49.289329, expected=12.000000
predicted=30.914432, expected=24.000000
predicted=34.473726, expected=68.000000
predicted=55.223566, expected=28.000000
predicted=55.153205, expected=88.000000
predicted=55.793077, expected=44.000000
predicted=40.757454, expected=44.000000
predicted=45.570482, expected=36.000000
predicted=48.998953, expected=24.000000
predicted=40.591800, expected=16.000000
predicted=42.616178, expected=32.000000
predicted=33.929485, expected=84.000000
predicted=48.063302, expected=64.000000
predicted=46.929078, expected=40.000000
predicted=38.971592, expected=28.000000
predicted=35.860963, expected=12.000000
predicted=37.635105, expected=16.000000
predicted=42.134444, expected=48.000000
predicted=41.036861, expected=40.000000
predicted=34.716629, expected=40.000000
predicted=31.210056, expected=24.000000
predicted=25.673285, expected=16.000000
predicted=26.352455, expected=24.000000
predicted=32.443544, expected=8.000000
predicted=24.973943, expected=16.000000
predicted=22.322080, expected=36.000000
predicted=23.625458, expected=24.000000
predicted=21.714707, expected=28.000000
predicted=22.837151, expected=12.000000
predicted=17.080670, expected=16.000000
predicted=20.236312, expected=20.000000
predicted=23.797177, expected=32.000000
predicted=24.572818, expected=8.000000
predicted=18.474542, expected=24.000000
predicted=17.789695, expected=4.000000
predicted=15.045805, expected=28.000000
predicted=21.025669, expected=16.000000
predicted=19.931351, expected=20.000000
predicted=16.348057, expected=40.000000
predicted=24.447626, expected=20.000000
predicted=20.041325, expected=8.000000
predicted=19.387566, expected=8.000000
predicted=15.551256, expected=20.000000
predicted=20.374356, expected=20.000000
predicted=22.577008, expected=44.000000
predicted=23.845626, expected=28.000000
predicted=21.005257, expected=80.000000
predicted=37.585558, expected=16.000000
predicted=30.686756, expected=20.000000
predicted=28.718459, expected=16.000000
predicted=30.837201, expected=20.000000
predicted=30.415904, expected=20.000000
predicted=33.226685, expected=48.000000
predicted=26.657723, expected=44.000000
predicted=30.451634, expected=24.000000
predicted=25.974888, expected=4.000000
predicted=20.300408, expected=16.000000
predicted=23.234566, expected=40.000000
predicted=34.713576, expected=44.000000
predicted=34.480717, expected=68.000000
predicted=37.056364, expected=44.000000
predicted=33.201886, expected=24.000000
predicted=32.654372, expected=20.000000
predicted=35.178381, expected=4.000000
predicted=31.007585, expected=20.000000
predicted=33.263734, expected=60.000000
predicted=36.915778, expected=72.000000
predicted=40.836574, expected=40.000000
predicted=33.943753, expected=40.000000
predicted=32.058041, expected=32.000000
predicted=38.544033, expected=32.000000
predicted=46.388512, expected=52.000000
predicted=49.645397, expected=48.000000
predicted=42.883836, expected=76.000000
predicted=50.793781, expected=52.000000
predicted=47.269946, expected=28.000000
predicted=41.453036, expected=8.000000
predicted=36.773937, expected=28.000000
predicted=39.471207, expected=24.000000
predicted=40.972470, expected=36.000000
predicted=34.050406, expected=48.000000
predicted=31.716760, expected=56.000000
predicted=34.614377, expected=40.000000
predicted=37.190111, expected=28.000000
predicted=33.603363, expected=16.000000
predicted=32.543415, expected=20.000000
predicted=34.026602, expected=20.000000
predicted=32.304080, expected=116.000000
predicted=54.652757, expected=36.000000
predicted=40.452173, expected=32.000000
predicted=31.500227, expected=8.000000
predicted=27.088104, expected=24.000000
predicted=36.489134, expected=20.000000
predicted=47.768463, expected=64.000000
predicted=38.210385, expected=20.000000
predicted=28.157371, expected=56.000000
predicted=30.762613, expected=36.000000
predicted=34.810059, expected=24.000000
predicted=32.539443, expected=16.000000
predicted=34.805341, expected=36.000000
predicted=31.027407, expected=56.000000
predicted=44.820757, expected=32.000000
predicted=34.346511, expected=72.000000
predicted=41.076218, expected=32.000000
predicted=36.548182, expected=32.000000
predicted=39.200504, expected=48.000000
predicted=46.134602, expected=52.000000
predicted=46.367726, expected=40.000000
predicted=48.809901, expected=52.000000
predicted=41.643201, expected=64.000000
predicted=48.986096, expected=24.000000
predicted=43.668308, expected=8.000000
predicted=33.842319, expected=12.000000
predicted=29.623534, expected=24.000000
predicted=34.394967, expected=28.000000
predicted=33.441992, expected=68.000000
predicted=34.239565, expected=72.000000
predicted=39.278680, expected=8.000000
predicted=26.303997, expected=20.000000
predicted=27.526264, expected=40.000000
predicted=38.557472, expected=28.000000
predicted=44.716047, expected=20.000000
predicted=34.390235, expected=40.000000
predicted=24.896661, expected=44.000000
predicted=33.611665, expected=52.000000
predicted=40.785676, expected=20.000000
predicted=29.985259, expected=24.000000
predicted=28.149055, expected=24.000000
predicted=33.141369, expected=60.000000
predicted=43.720636, expected=24.000000
predicted=36.026035, expected=56.000000
predicted=34.698330, expected=20.000000
predicted=30.619381, expected=32.000000
predicted=32.965446, expected=16.000000
predicted=34.823557, expected=4.000000
predicted=21.628274, expected=28.000000
predicted=30.122370, expected=44.000000
predicted=28.657962, expected=44.000000
predicted=32.399126, expected=48.000000
predicted=30.666547, expected=16.000000
predicted=23.375626, expected=16.000000
predicted=27.504892, expected=8.000000
predicted=27.681515, expected=32.000000
predicted=31.585439, expected=44.000000
predicted=34.673287, expected=16.000000
predicted=20.427107, expected=8.000000
predicted=15.406486, expected=12.000000
predicted=16.115956, expected=40.000000
predicted=30.362458, expected=20.000000
predicted=27.129706, expected=12.000000
predicted=15.271613, expected=44.000000
predicted=23.262121, expected=32.000000
predicted=27.387172, expected=24.000000
predicted=28.980155, expected=16.000000
predicted=20.968208, expected=8.000000
predicted=18.482739, expected=24.000000
predicted=27.518360, expected=12.000000
predicted=20.774478, expected=52.000000
predicted=27.957481, expected=28.000000
predicted=24.086229, expected=20.000000
predicted=19.867225, expected=40.000000
predicted=28.950370, expected=8.000000
predicted=22.699456, expected=36.000000
predicted=33.711702, expected=92.000000
predicted=46.614379, expected=76.000000
predicted=50.243442, expected=48.000000
predicted=45.843616, expected=64.000000
predicted=45.946587, expected=32.000000
predicted=51.114276, expected=60.000000
predicted=66.082390, expected=28.000000
predicted=51.468125, expected=56.000000
predicted=49.225420, expected=96.000000
predicted=65.087250, expected=104.000000
predicted=68.505780, expected=48.000000
predicted=60.078470, expected=100.000000
predicted=67.063438, expected=88.000000
predicted=81.307200, expected=52.000000
predicted=79.273323, expected=60.000000
predicted=74.109912, expected=20.000000
predicted=52.276001, expected=48.000000
predicted=64.307116, expected=80.000000
predicted=67.857894, expected=76.000000
predicted=61.797099, expected=100.000000
predicted=69.237743, expected=52.000000
predicted=53.914364, expected=40.000000
predicted=56.415425, expected=16.000000
predicted=53.746474, expected=16.000000
predicted=48.049328, expected=84.000000
predicted=66.153310, expected=76.000000
predicted=57.547925, expected=28.000000
predicted=38.951994, expected=4.000000
predicted=22.720670, expected=24.000000
predicted=32.294120, expected=16.000000
predicted=44.244990, expected=40.000000
predicted=40.625084, expected=16.000000
predicted=21.336222, expected=4.000000
predicted=11.751227, expected=56.000000
predicted=30.459645, expected=64.000000
predicted=39.333475, expected=20.000000
predicted=31.788165, expected=32.000000
predicted=25.864503, expected=16.000000
predicted=25.013838, expected=20.000000
predicted=36.190701, expected=48.000000
predicted=40.809649, expected=88.000000
predicted=46.439844, expected=72.000000
predicted=49.966480, expected=12.000000
predicted=29.791319, expected=32.000000
predicted=35.338574, expected=88.000000
predicted=64.071631, expected=16.000000
predicted=53.600823, expected=88.000000
predicted=58.380892, expected=36.000000
predicted=38.990705, expected=20.000000
predicted=39.989289, expected=16.000000
predicted=42.700096, expected=36.000000
predicted=34.608675, expected=28.000000
predicted=44.907975, expected=48.000000
predicted=34.607661, expected=56.000000
predicted=35.968066, expected=20.000000
predicted=28.691296, expected=12.000000
predicted=27.525049, expected=28.000000
predicted=30.362192, expected=24.000000
predicted=34.612513, expected=36.000000
predicted=34.987373, expected=28.000000
predicted=24.269292, expected=40.000000
predicted=27.546627, expected=12.000000
predicted=24.768974, expected=32.000000
predicted=27.867517, expected=24.000000
predicted=29.331075, expected=28.000000
predicted=28.216710, expected=20.000000
predicted=26.447346, expected=48.000000
predicted=28.888606, expected=36.000000
predicted=33.135453, expected=16.000000
predicted=25.034025, expected=24.000000
predicted=26.001935, expected=28.000000
predicted=28.029161, expected=32.000000
predicted=34.558602, expected=28.000000
predicted=28.592356, expected=32.000000
predicted=25.621253, expected=48.000000
predicted=33.844424, expected=28.000000
predicted=31.572396, expected=16.000000
predicted=27.027491, expected=24.000000
predicted=27.257388, expected=24.000000
predicted=29.423335, expected=80.000000
predicted=47.436573, expected=36.000000
predicted=35.179533, expected=48.000000
predicted=34.361195, expected=24.000000
predicted=32.461086, expected=44.000000
predicted=40.813103, expected=20.000000
predicted=44.378022, expected=20.000000
predicted=30.219669, expected=56.000000
predicted=40.858980, expected=36.000000
predicted=34.443880, expected=24.000000
predicted=32.167229, expected=36.000000
predicted=29.238921, expected=20.000000
predicted=29.031844, expected=28.000000
predicted=35.779555, expected=32.000000
predicted=30.838780, expected=28.000000
predicted=28.005484, expected=32.000000
predicted=30.398347, expected=60.000000
predicted=36.369267, expected=16.000000
predicted=29.658358, expected=12.000000
predicted=24.983753, expected=24.000000
predicted=26.866294, expected=8.000000
predicted=25.185827, expected=36.000000
predicted=32.960811, expected=24.000000
predicted=20.617952, expected=24.000000
predicted=20.279298, expected=8.000000
predicted=17.677088, expected=24.000000
predicted=19.194553, expected=12.000000
predicted=22.523662, expected=12.000000
predicted=17.415204, expected=40.000000
predicted=23.928286, expected=48.000000
predicted=27.383623, expected=20.000000
predicted=24.417533, expected=8.000000
predicted=16.375719, expected=12.000000
predicted=18.867420, expected=32.000000
predicted=31.254189, expected=48.000000
predicted=36.163245, expected=48.000000
predicted=30.621998, expected=40.000000
predicted=28.161373, expected=52.000000
predicted=36.058898, expected=64.000000
predicted=48.635855, expected=100.000000
predicted=65.797983, expected=84.000000
predicted=66.440092, expected=100.000000
predicted=72.176391, expected=120.000000
predicted=87.515435, expected=76.000000
predicted=84.835419, expected=88.000000
predicted=92.084583, expected=72.000000
predicted=85.537072, expected=12.000000
predicted=69.079448, expected=16.000000
predicted=60.063396, expected=60.000000
predicted=59.714131, expected=8.000000
predicted=45.900919, expected=32.000000
predicted=37.033884, expected=28.000000
predicted=23.627454, expected=32.000000
predicted=29.404902, expected=20.000000
predicted=31.788624, expected=44.000000
predicted=27.582386, expected=16.000000
predicted=27.200645, expected=56.000000
predicted=36.215683, expected=52.000000
predicted=39.918444, expected=44.000000
predicted=37.719552, expected=24.000000
predicted=35.273962, expected=4.000000
predicted=23.322761, expected=8.000000
predicted=29.572732, expected=24.000000
predicted=30.297811, expected=8.000000
predicted=21.435000, expected=64.000000
predicted=30.547461, expected=32.000000
predicted=23.811162, expected=8.000000
predicted=17.461443, expected=52.000000
predicted=31.725037, expected=8.000000
predicted=23.705342, expected=40.000000
predicted=39.137839, expected=24.000000
predicted=26.923447, expected=68.000000
predicted=37.537002, expected=28.000000
predicted=38.020317, expected=40.000000
predicted=30.649905, expected=40.000000
predicted=38.960763, expected=20.000000
predicted=32.579022, expected=52.000000
predicted=46.369250, expected=36.000000
predicted=36.037923, expected=60.000000
predicted=45.120606, expected=32.000000
predicted=38.270122, expected=16.000000
predicted=28.897550, expected=28.000000
predicted=35.995962, expected=44.000000
predicted=39.042317, expected=28.000000
predicted=38.364531, expected=4.000000
predicted=20.861885, expected=76.000000
predicted=37.418799, expected=40.000000
predicted=39.396078, expected=56.000000
predicted=44.321483, expected=8.000000
predicted=26.976191, expected=20.000000
predicted=25.843239, expected=40.000000
predicted=45.203805, expected=24.000000
predicted=33.585557, expected=40.000000
predicted=35.617003, expected=48.000000
predicted=30.354046, expected=48.000000
predicted=37.456924, expected=12.000000
predicted=30.754546, expected=36.000000
predicted=31.583539, expected=44.000000
predicted=40.421812, expected=52.000000
predicted=45.178900, expected=36.000000
predicted=38.598971, expected=44.000000
predicted=34.061098, expected=16.000000
predicted=33.288822, expected=24.000000
predicted=34.106284, expected=32.000000
predicted=36.255783, expected=20.000000
predicted=29.226413, expected=60.000000
predicted=39.090611, expected=48.000000
predicted=35.123271, expected=44.000000
predicted=37.149859, expected=24.000000
predicted=32.731534, expected=32.000000
predicted=33.670288, expected=36.000000
predicted=43.008992, expected=40.000000
predicted=40.298006, expected=32.000000
Test MSE: 426.138
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577])]
predicted=123.915145, expected=36.000000
predicted=107.694636, expected=36.000000
predicted=72.892399, expected=72.000000
predicted=105.795864, expected=112.000000
predicted=90.964567, expected=124.000000
predicted=117.907781, expected=112.000000
predicted=79.597082, expected=148.000000
predicted=100.252206, expected=152.000000
predicted=120.459994, expected=160.000000
predicted=134.248999, expected=88.000000
predicted=125.009585, expected=76.000000
predicted=114.613039, expected=100.000000
predicted=123.603565, expected=148.000000
predicted=126.820046, expected=108.000000
predicted=116.125329, expected=100.000000
predicted=99.399290, expected=112.000000
predicted=107.438760, expected=88.000000
predicted=105.181580, expected=116.000000
predicted=115.142891, expected=112.000000
predicted=108.309925, expected=140.000000
predicted=112.326885, expected=228.000000
predicted=144.634529, expected=144.000000
predicted=133.385889, expected=84.000000
predicted=124.159454, expected=84.000000
predicted=128.321514, expected=88.000000
predicted=125.024536, expected=108.000000
predicted=130.348315, expected=144.000000
predicted=117.280006, expected=176.000000
predicted=119.315444, expected=116.000000
predicted=113.986791, expected=96.000000
predicted=112.767997, expected=100.000000
predicted=121.194028, expected=148.000000
predicted=134.233540, expected=144.000000
predicted=136.785733, expected=116.000000
predicted=116.756860, expected=160.000000
predicted=129.535551, expected=116.000000
predicted=126.664402, expected=84.000000
predicted=121.148501, expected=136.000000
predicted=131.862979, expected=84.000000
predicted=112.302280, expected=76.000000
predicted=106.948710, expected=144.000000
predicted=115.921425, expected=112.000000
predicted=104.163286, expected=116.000000
predicted=111.653056, expected=28.000000
predicted=85.053741, expected=92.000000
predicted=91.161991, expected=112.000000
predicted=111.008860, expected=84.000000
predicted=87.896632, expected=148.000000
predicted=105.644090, expected=144.000000
predicted=101.202096, expected=96.000000
predicted=104.958818, expected=120.000000
predicted=117.891011, expected=108.000000
predicted=113.820241, expected=56.000000
predicted=106.094375, expected=128.000000
predicted=115.854345, expected=124.000000
predicted=108.998513, expected=104.000000
predicted=104.241908, expected=136.000000
predicted=113.974436, expected=84.000000
predicted=97.503336, expected=124.000000
predicted=117.230265, expected=96.000000
predicted=112.990494, expected=92.000000
predicted=101.487195, expected=116.000000
predicted=113.545482, expected=128.000000
predicted=107.087912, expected=112.000000
predicted=111.874100, expected=132.000000
predicted=113.279552, expected=128.000000
predicted=117.360216, expected=88.000000
predicted=112.024451, expected=172.000000
predicted=133.317182, expected=132.000000
predicted=128.115632, expected=168.000000
predicted=136.868661, expected=124.000000
predicted=135.603204, expected=60.000000
predicted=109.191741, expected=212.000000
predicted=157.950296, expected=68.000000
predicted=123.834445, expected=136.000000
predicted=126.248862, expected=124.000000
predicted=127.252291, expected=144.000000
predicted=117.138324, expected=36.000000
predicted=120.792377, expected=68.000000
predicted=87.690024, expected=100.000000
predicted=108.686535, expected=108.000000
predicted=98.946434, expected=100.000000
predicted=97.753405, expected=124.000000
predicted=88.127163, expected=180.000000
predicted=118.089138, expected=104.000000
predicted=115.168797, expected=120.000000
predicted=118.598450, expected=88.000000
predicted=116.701818, expected=104.000000
predicted=116.629558, expected=100.000000
predicted=121.495469, expected=100.000000
predicted=101.436472, expected=184.000000
predicted=125.316844, expected=88.000000
predicted=106.560164, expected=48.000000
predicted=93.203404, expected=116.000000
predicted=110.201871, expected=120.000000
predicted=110.601497, expected=128.000000
predicted=119.813238, expected=120.000000
predicted=104.323098, expected=152.000000
predicted=112.166906, expected=100.000000
predicted=119.724849, expected=84.000000
predicted=111.788456, expected=72.000000
predicted=108.179418, expected=84.000000
predicted=101.179724, expected=104.000000
predicted=105.256674, expected=76.000000
predicted=86.053527, expected=88.000000
predicted=84.113105, expected=68.000000
predicted=80.277911, expected=96.000000
predicted=86.086918, expected=132.000000
predicted=100.733769, expected=140.000000
predicted=102.035341, expected=100.000000
predicted=100.998564, expected=156.000000
predicted=115.895885, expected=140.000000
predicted=127.895797, expected=136.000000
predicted=131.739661, expected=92.000000
predicted=125.019274, expected=100.000000
predicted=115.500973, expected=80.000000
predicted=117.345213, expected=120.000000
predicted=114.127511, expected=68.000000
predicted=99.642629, expected=140.000000
predicted=102.271742, expected=120.000000
predicted=109.134467, expected=140.000000
predicted=108.938676, expected=80.000000
predicted=109.909438, expected=96.000000
predicted=100.346853, expected=92.000000
predicted=113.799244, expected=120.000000
predicted=109.238148, expected=104.000000
predicted=109.101674, expected=116.000000
predicted=99.993236, expected=120.000000
predicted=109.438379, expected=96.000000
predicted=104.247171, expected=104.000000
predicted=109.832851, expected=112.000000
predicted=109.490484, expected=172.000000
predicted=125.997767, expected=128.000000
predicted=123.198109, expected=84.000000
predicted=107.425733, expected=88.000000
predicted=111.833930, expected=144.000000
predicted=124.409511, expected=80.000000
predicted=116.352605, expected=96.000000
predicted=102.185605, expected=128.000000
predicted=107.793981, expected=152.000000
predicted=115.741035, expected=124.000000
predicted=122.719595, expected=80.000000
predicted=102.534651, expected=120.000000
predicted=116.156568, expected=92.000000
predicted=115.290207, expected=108.000000
predicted=113.329158, expected=132.000000
predicted=115.388674, expected=204.000000
predicted=128.776566, expected=140.000000
predicted=132.602368, expected=76.000000
predicted=112.679640, expected=120.000000
predicted=129.667793, expected=84.000000
predicted=122.366940, expected=84.000000
predicted=118.801731, expected=148.000000
predicted=119.093676, expected=172.000000
predicted=118.014811, expected=124.000000
predicted=120.144694, expected=88.000000
predicted=109.191912, expected=152.000000
predicted=128.761882, expected=96.000000
predicted=127.761023, expected=156.000000
predicted=135.764891, expected=112.000000
predicted=123.825325, expected=244.000000
predicted=146.146838, expected=140.000000
predicted=153.350772, expected=88.000000
predicted=121.705898, expected=148.000000
predicted=154.658535, expected=100.000000
predicted=131.183634, expected=104.000000
predicted=140.448386, expected=144.000000
predicted=128.365606, expected=204.000000
predicted=136.044254, expected=104.000000
predicted=130.756474, expected=104.000000
predicted=119.108185, expected=172.000000
predicted=144.041386, expected=56.000000
predicted=120.343429, expected=116.000000
predicted=130.495702, expected=184.000000
predicted=133.377301, expected=184.000000
predicted=134.908703, expected=104.000000
predicted=135.413165, expected=80.000000
predicted=109.412674, expected=148.000000
predicted=138.077586, expected=64.000000
predicted=123.693978, expected=48.000000
predicted=102.606681, expected=160.000000
predicted=113.056048, expected=204.000000
predicted=123.008436, expected=88.000000
predicted=113.723694, expected=104.000000
predicted=107.886389, expected=60.000000
predicted=100.937936, expected=68.000000
predicted=109.077490, expected=148.000000
predicted=129.656812, expected=136.000000
predicted=102.262884, expected=76.000000
predicted=93.838148, expected=96.000000
predicted=95.466464, expected=100.000000
predicted=100.402519, expected=164.000000
predicted=127.272515, expected=96.000000
predicted=111.880783, expected=144.000000
predicted=111.184772, expected=220.000000
predicted=147.320029, expected=172.000000
predicted=143.162342, expected=52.000000
predicted=130.679204, expected=72.000000
predicted=119.849634, expected=140.000000
predicted=138.512433, expected=84.000000
predicted=123.498387, expected=80.000000
predicted=104.263557, expected=84.000000
predicted=85.401246, expected=164.000000
predicted=107.553728, expected=112.000000
predicted=112.531199, expected=88.000000
predicted=95.981631, expected=112.000000
predicted=109.410229, expected=88.000000
predicted=101.117694, expected=80.000000
predicted=108.080405, expected=168.000000
predicted=119.010554, expected=140.000000
predicted=111.952650, expected=120.000000
predicted=114.781086, expected=52.000000
predicted=101.524645, expected=108.000000
predicted=108.248057, expected=76.000000
predicted=112.809979, expected=72.000000
predicted=92.394645, expected=112.000000
predicted=99.604443, expected=200.000000
predicted=110.451168, expected=128.000000
predicted=113.930755, expected=112.000000
predicted=110.769746, expected=128.000000
predicted=125.590173, expected=96.000000
predicted=119.788011, expected=180.000000
predicted=152.905221, expected=140.000000
predicted=132.102080, expected=168.000000
predicted=135.733666, expected=164.000000
predicted=150.570222, expected=48.000000
predicted=113.640630, expected=168.000000
predicted=154.777194, expected=104.000000
predicted=131.003466, expected=132.000000
predicted=128.485729, expected=108.000000
predicted=128.764322, expected=116.000000
predicted=103.731895, expected=108.000000
predicted=126.851477, expected=72.000000
predicted=100.513195, expected=104.000000
predicted=109.759807, expected=52.000000
predicted=89.391334, expected=116.000000
predicted=98.287691, expected=144.000000
predicted=108.317835, expected=132.000000
predicted=100.305744, expected=76.000000
predicted=100.830108, expected=156.000000
predicted=114.264413, expected=148.000000
predicted=130.599690, expected=48.000000
predicted=106.125084, expected=116.000000
predicted=119.222748, expected=112.000000
predicted=108.004760, expected=80.000000
predicted=105.497216, expected=80.000000
predicted=102.798638, expected=124.000000
predicted=93.603629, expected=92.000000
predicted=99.269551, expected=188.000000
predicted=122.373623, expected=96.000000
predicted=105.951354, expected=8.000000
predicted=80.841364, expected=80.000000
predicted=105.366926, expected=136.000000
predicted=102.954055, expected=80.000000
predicted=99.196360, expected=160.000000
predicted=104.475060, expected=180.000000
predicted=108.224617, expected=172.000000
predicted=129.804216, expected=88.000000
predicted=131.331280, expected=124.000000
predicted=128.696006, expected=140.000000
predicted=146.702009, expected=88.000000
predicted=126.601070, expected=108.000000
predicted=125.836205, expected=100.000000
predicted=106.092872, expected=196.000000
predicted=133.861531, expected=140.000000
predicted=130.935495, expected=84.000000
predicted=108.657045, expected=104.000000
predicted=123.844505, expected=56.000000
predicted=102.595245, expected=164.000000
predicted=136.094204, expected=180.000000
predicted=132.078603, expected=176.000000
predicted=124.765067, expected=64.000000
predicted=115.443911, expected=104.000000
predicted=116.031372, expected=80.000000
predicted=127.967047, expected=136.000000
predicted=127.621067, expected=160.000000
predicted=133.527190, expected=152.000000
predicted=112.175412, expected=192.000000
predicted=142.805591, expected=160.000000
predicted=141.383409, expected=144.000000
predicted=151.909457, expected=96.000000
predicted=145.778919, expected=144.000000
predicted=148.229003, expected=148.000000
predicted=153.060624, expected=120.000000
predicted=132.847872, expected=108.000000
predicted=127.479846, expected=88.000000
predicted=111.505326, expected=136.000000
predicted=128.035279, expected=164.000000
predicted=134.936324, expected=172.000000
predicted=133.779900, expected=96.000000
predicted=120.400513, expected=164.000000
predicted=137.061592, expected=196.000000
predicted=160.672547, expected=148.000000
predicted=151.156842, expected=128.000000
predicted=151.389187, expected=136.000000
predicted=140.879672, expected=80.000000
predicted=134.021101, expected=140.000000
predicted=145.155061, expected=144.000000
predicted=134.807634, expected=184.000000
predicted=138.403898, expected=148.000000
predicted=140.751192, expected=128.000000
predicted=128.605647, expected=128.000000
predicted=144.741965, expected=124.000000
predicted=139.607034, expected=168.000000
predicted=153.910874, expected=140.000000
predicted=139.853552, expected=200.000000
predicted=152.701439, expected=140.000000
predicted=147.189413, expected=148.000000
predicted=147.291604, expected=152.000000
predicted=161.875131, expected=72.000000
predicted=129.035971, expected=128.000000
predicted=146.335101, expected=148.000000
predicted=136.770017, expected=216.000000
predicted=151.539715, expected=164.000000
predicted=149.743265, expected=48.000000
predicted=108.750409, expected=84.000000
predicted=129.215015, expected=92.000000
predicted=125.551601, expected=124.000000
predicted=128.917967, expected=168.000000
predicted=127.834094, expected=136.000000
predicted=103.863934, expected=116.000000
predicted=114.469121, expected=116.000000
predicted=122.237706, expected=148.000000
predicted=135.759437, expected=120.000000
predicted=134.856140, expected=140.000000
predicted=131.077136, expected=112.000000
predicted=123.422612, expected=100.000000
predicted=117.409743, expected=24.000000
predicted=100.254546, expected=100.000000
predicted=102.971309, expected=80.000000
predicted=97.616313, expected=64.000000
predicted=76.960991, expected=96.000000
predicted=85.424449, expected=172.000000
predicted=94.489974, expected=196.000000
predicted=126.419117, expected=84.000000
predicted=103.232793, expected=120.000000
predicted=117.577501, expected=120.000000
predicted=129.485417, expected=60.000000
predicted=116.004234, expected=184.000000
predicted=146.610578, expected=200.000000
predicted=134.479525, expected=236.000000
predicted=157.843328, expected=104.000000
predicted=140.475531, expected=136.000000
predicted=140.076277, expected=80.000000
predicted=152.413411, expected=84.000000
predicted=134.430394, expected=108.000000
predicted=138.229098, expected=160.000000
predicted=117.675231, expected=208.000000
predicted=143.046036, expected=112.000000
predicted=115.327253, expected=76.000000
predicted=111.280183, expected=100.000000
predicted=124.950894, expected=100.000000
predicted=124.765213, expected=92.000000
predicted=120.894231, expected=164.000000
predicted=118.731697, expected=232.000000
predicted=139.338446, expected=224.000000
predicted=155.795219, expected=232.000000
predicted=175.804823, expected=176.000000
predicted=174.406425, expected=124.000000
predicted=175.039549, expected=96.000000
predicted=172.832189, expected=172.000000
predicted=178.556610, expected=128.000000
predicted=158.755353, expected=88.000000
predicted=125.446108, expected=132.000000
predicted=128.669240, expected=116.000000
predicted=116.919090, expected=104.000000
predicted=123.619349, expected=168.000000
predicted=134.182783, expected=192.000000
predicted=138.691784, expected=220.000000
predicted=163.687616, expected=208.000000
predicted=170.883918, expected=72.000000
predicted=134.814941, expected=100.000000
predicted=150.508063, expected=96.000000
predicted=146.077419, expected=112.000000
predicted=137.115088, expected=164.000000
predicted=145.561349, expected=128.000000
predicted=109.304586, expected=120.000000
predicted=116.558149, expected=88.000000
predicted=110.806496, expected=152.000000
predicted=129.838309, expected=84.000000
predicted=120.553437, expected=116.000000
predicted=114.481592, expected=116.000000
predicted=117.508896, expected=184.000000
predicted=128.628428, expected=96.000000
predicted=123.231227, expected=104.000000
predicted=108.027750, expected=112.000000
predicted=122.682545, expected=56.000000
predicted=97.749864, expected=72.000000
predicted=108.210499, expected=144.000000
predicted=108.312842, expected=160.000000
predicted=116.291448, expected=136.000000
predicted=116.651412, expected=92.000000
predicted=100.252472, expected=96.000000
predicted=107.182674, expected=80.000000
predicted=113.896208, expected=100.000000
predicted=113.952169, expected=116.000000
predicted=110.981890, expected=96.000000
predicted=94.836034, expected=128.000000
predicted=107.275203, expected=164.000000
predicted=120.787573, expected=160.000000
predicted=129.222675, expected=84.000000
predicted=114.741739, expected=108.000000
predicted=117.514935, expected=184.000000
predicted=148.195872, expected=132.000000
predicted=137.652760, expected=92.000000
predicted=122.920385, expected=92.000000
predicted=109.775752, expected=108.000000
predicted=114.888608, expected=112.000000
predicted=125.762986, expected=100.000000
predicted=107.725196, expected=80.000000
predicted=93.223092, expected=156.000000
predicted=116.637914, expected=76.000000
predicted=99.107189, expected=96.000000
predicted=100.799831, expected=156.000000
predicted=122.873597, expected=108.000000
predicted=103.549478, expected=100.000000
predicted=117.008599, expected=176.000000
predicted=127.898613, expected=104.000000
predicted=113.653386, expected=128.000000
predicted=130.847572, expected=112.000000
predicted=121.237135, expected=88.000000
predicted=106.658216, expected=100.000000
predicted=123.348179, expected=116.000000
predicted=109.063364, expected=112.000000
predicted=111.339620, expected=120.000000
predicted=111.048123, expected=100.000000
predicted=102.699934, expected=104.000000
predicted=106.269881, expected=112.000000
predicted=112.272908, expected=76.000000
Test MSE: 1752.122
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754])]
predicted=33.315937, expected=32.000000
predicted=29.049893, expected=44.000000
predicted=35.808958, expected=16.000000
predicted=35.182894, expected=44.000000
predicted=36.154171, expected=28.000000
predicted=29.616606, expected=20.000000
predicted=30.176797, expected=24.000000
predicted=28.939942, expected=36.000000
predicted=28.358095, expected=40.000000
predicted=33.962035, expected=44.000000
predicted=32.781897, expected=48.000000
predicted=35.195110, expected=36.000000
predicted=36.673108, expected=48.000000
predicted=41.910475, expected=24.000000
predicted=38.386518, expected=28.000000
predicted=37.381118, expected=20.000000
predicted=33.241995, expected=24.000000
predicted=30.261695, expected=32.000000
predicted=30.822559, expected=32.000000
predicted=27.278311, expected=32.000000
predicted=28.236335, expected=32.000000
predicted=28.109454, expected=24.000000
predicted=28.319979, expected=28.000000
predicted=29.754318, expected=36.000000
predicted=31.312349, expected=12.000000
predicted=26.314352, expected=32.000000
predicted=27.636393, expected=8.000000
predicted=21.775469, expected=32.000000
predicted=25.841088, expected=76.000000
predicted=37.085092, expected=32.000000
predicted=31.763439, expected=20.000000
predicted=30.548828, expected=48.000000
predicted=33.758594, expected=8.000000
predicted=34.370675, expected=36.000000
predicted=39.566013, expected=16.000000
predicted=25.319937, expected=12.000000
predicted=22.913199, expected=28.000000
predicted=25.572480, expected=48.000000
predicted=26.482924, expected=40.000000
predicted=31.825247, expected=64.000000
predicted=35.850914, expected=28.000000
predicted=33.625197, expected=24.000000
predicted=36.126558, expected=28.000000
predicted=37.267696, expected=4.000000
predicted=30.131253, expected=8.000000
predicted=26.534612, expected=24.000000
predicted=20.097097, expected=20.000000
predicted=19.540880, expected=28.000000
predicted=20.266838, expected=16.000000
predicted=15.184602, expected=48.000000
predicted=25.325890, expected=36.000000
predicted=29.325957, expected=24.000000
predicted=27.908175, expected=36.000000
predicted=30.332727, expected=24.000000
predicted=29.231762, expected=16.000000
predicted=30.493947, expected=52.000000
predicted=33.254141, expected=52.000000
predicted=36.046921, expected=52.000000
predicted=40.580375, expected=36.000000
predicted=36.256438, expected=24.000000
predicted=34.980534, expected=48.000000
predicted=44.659884, expected=32.000000
predicted=41.272173, expected=24.000000
predicted=36.111514, expected=24.000000
predicted=29.806575, expected=48.000000
predicted=34.595067, expected=40.000000
predicted=37.887517, expected=20.000000
predicted=30.156790, expected=4.000000
predicted=22.801095, expected=40.000000
predicted=29.948266, expected=48.000000
predicted=36.895895, expected=48.000000
predicted=36.127710, expected=68.000000
predicted=39.164352, expected=28.000000
predicted=35.492089, expected=20.000000
predicted=38.863995, expected=40.000000
predicted=41.228974, expected=28.000000
predicted=39.559247, expected=36.000000
predicted=39.145702, expected=56.000000
predicted=35.984775, expected=40.000000
predicted=36.437749, expected=48.000000
predicted=41.699131, expected=44.000000
predicted=40.502099, expected=44.000000
predicted=44.407964, expected=44.000000
predicted=46.256141, expected=16.000000
predicted=36.753327, expected=20.000000
predicted=34.543134, expected=28.000000
predicted=32.692209, expected=20.000000
predicted=29.712601, expected=24.000000
predicted=26.328677, expected=28.000000
predicted=22.457566, expected=24.000000
predicted=23.960924, expected=20.000000
predicted=23.601491, expected=20.000000
predicted=21.834121, expected=20.000000
predicted=22.428804, expected=60.000000
predicted=32.406992, expected=8.000000
predicted=23.802037, expected=40.000000
predicted=28.242685, expected=16.000000
predicted=24.305024, expected=28.000000
predicted=29.268200, expected=24.000000
predicted=30.017335, expected=48.000000
predicted=28.779432, expected=44.000000
predicted=35.114396, expected=44.000000
predicted=34.025237, expected=20.000000
predicted=31.738933, expected=56.000000
predicted=39.588365, expected=76.000000
predicted=51.641748, expected=52.000000
predicted=50.048985, expected=16.000000
predicted=39.527850, expected=20.000000
predicted=34.969007, expected=24.000000
predicted=40.484322, expected=36.000000
predicted=41.211992, expected=16.000000
predicted=27.777295, expected=44.000000
predicted=26.940444, expected=52.000000
predicted=33.480221, expected=52.000000
predicted=38.950014, expected=32.000000
predicted=36.959865, expected=44.000000
predicted=38.201111, expected=44.000000
predicted=44.610163, expected=16.000000
predicted=38.505412, expected=32.000000
predicted=36.408048, expected=56.000000
predicted=39.227376, expected=48.000000
predicted=42.372635, expected=32.000000
predicted=37.311089, expected=32.000000
predicted=33.192148, expected=44.000000
predicted=40.552521, expected=24.000000
predicted=39.167461, expected=32.000000
predicted=35.586801, expected=60.000000
predicted=39.385947, expected=36.000000
predicted=38.147160, expected=40.000000
predicted=39.425074, expected=60.000000
predicted=42.109362, expected=48.000000
predicted=46.008306, expected=44.000000
predicted=48.322111, expected=64.000000
predicted=49.042563, expected=56.000000
predicted=52.075015, expected=64.000000
predicted=57.465062, expected=76.000000
predicted=59.685977, expected=64.000000
predicted=60.835873, expected=60.000000
predicted=63.369830, expected=36.000000
predicted=55.817960, expected=64.000000
predicted=61.272060, expected=44.000000
predicted=57.344258, expected=72.000000
predicted=59.553117, expected=40.000000
predicted=51.440478, expected=32.000000
predicted=45.368448, expected=40.000000
predicted=47.777267, expected=20.000000
predicted=39.611873, expected=44.000000
predicted=43.746887, expected=48.000000
predicted=38.805783, expected=52.000000
predicted=41.077995, expected=88.000000
predicted=52.583785, expected=48.000000
predicted=48.247775, expected=28.000000
predicted=47.542546, expected=44.000000
predicted=48.579398, expected=36.000000
predicted=48.847466, expected=60.000000
predicted=55.170717, expected=80.000000
predicted=53.045325, expected=48.000000
predicted=48.300218, expected=40.000000
predicted=48.386837, expected=60.000000
predicted=52.372811, expected=72.000000
predicted=62.614665, expected=36.000000
predicted=55.927702, expected=60.000000
predicted=52.413021, expected=88.000000
predicted=61.113641, expected=36.000000
predicted=57.403250, expected=48.000000
predicted=56.172488, expected=48.000000
predicted=49.678870, expected=40.000000
predicted=53.503789, expected=8.000000
predicted=43.129964, expected=4.000000
predicted=26.960193, expected=60.000000
predicted=38.622943, expected=28.000000
predicted=33.071423, expected=32.000000
predicted=30.357810, expected=36.000000
predicted=26.135359, expected=24.000000
predicted=28.509457, expected=16.000000
predicted=32.362855, expected=56.000000
predicted=34.398592, expected=68.000000
predicted=42.373091, expected=56.000000
predicted=44.672951, expected=32.000000
predicted=38.614133, expected=52.000000
predicted=44.546204, expected=32.000000
predicted=47.614240, expected=40.000000
predicted=47.910346, expected=40.000000
predicted=42.281480, expected=68.000000
predicted=46.621135, expected=36.000000
predicted=44.240669, expected=36.000000
predicted=40.502869, expected=44.000000
predicted=42.875316, expected=32.000000
predicted=41.563558, expected=44.000000
predicted=45.348676, expected=24.000000
predicted=34.222022, expected=32.000000
predicted=35.071444, expected=36.000000
predicted=35.666647, expected=52.000000
predicted=38.717059, expected=48.000000
predicted=40.876460, expected=44.000000
predicted=38.861719, expected=44.000000
predicted=41.693548, expected=40.000000
predicted=42.860715, expected=40.000000
predicted=44.626079, expected=16.000000
predicted=36.287949, expected=28.000000
predicted=34.804866, expected=52.000000
predicted=39.022261, expected=44.000000
predicted=38.567965, expected=60.000000
predicted=42.713071, expected=52.000000
predicted=41.020310, expected=40.000000
predicted=44.074232, expected=48.000000
predicted=48.894912, expected=20.000000
predicted=40.792703, expected=28.000000
predicted=40.938610, expected=84.000000
predicted=50.595846, expected=44.000000
predicted=44.691743, expected=44.000000
predicted=45.205364, expected=56.000000
predicted=43.731524, expected=24.000000
predicted=42.938022, expected=4.000000
predicted=40.876342, expected=24.000000
predicted=31.416790, expected=72.000000
predicted=42.989148, expected=52.000000
predicted=42.790389, expected=56.000000
predicted=40.076478, expected=72.000000
predicted=45.708424, expected=72.000000
predicted=57.701401, expected=28.000000
predicted=55.701021, expected=52.000000
predicted=54.160958, expected=40.000000
predicted=50.959482, expected=64.000000
predicted=58.272197, expected=60.000000
predicted=55.162275, expected=4.000000
predicted=35.467953, expected=16.000000
predicted=36.339869, expected=60.000000
predicted=42.654774, expected=36.000000
predicted=42.320750, expected=48.000000
predicted=41.215051, expected=72.000000
predicted=40.096108, expected=16.000000
predicted=35.969201, expected=36.000000
predicted=45.037065, expected=36.000000
predicted=38.230900, expected=64.000000
predicted=49.228146, expected=24.000000
predicted=41.533214, expected=40.000000
predicted=35.106719, expected=52.000000
predicted=41.942365, expected=28.000000
predicted=39.158687, expected=40.000000
predicted=43.140745, expected=40.000000
predicted=35.982015, expected=16.000000
predicted=33.987402, expected=8.000000
predicted=29.144925, expected=16.000000
predicted=23.169596, expected=72.000000
predicted=38.452063, expected=40.000000
predicted=33.964325, expected=44.000000
predicted=33.524772, expected=52.000000
predicted=36.780300, expected=32.000000
predicted=39.187050, expected=76.000000
predicted=57.610630, expected=56.000000
predicted=49.628339, expected=52.000000
predicted=52.351355, expected=48.000000
predicted=51.076046, expected=32.000000
predicted=45.696143, expected=32.000000
predicted=49.072764, expected=44.000000
predicted=44.753306, expected=80.000000
predicted=53.134606, expected=36.000000
predicted=44.481976, expected=52.000000
predicted=46.019426, expected=4.000000
predicted=34.242771, expected=24.000000
predicted=38.810885, expected=32.000000
predicted=39.917930, expected=64.000000
predicted=40.402284, expected=56.000000
predicted=42.283035, expected=40.000000
predicted=34.364656, expected=40.000000
predicted=39.875770, expected=20.000000
predicted=37.841625, expected=32.000000
predicted=42.744225, expected=60.000000
predicted=45.162700, expected=60.000000
predicted=45.038351, expected=48.000000
predicted=43.814518, expected=52.000000
predicted=43.329502, expected=52.000000
predicted=48.969254, expected=60.000000
predicted=56.731386, expected=40.000000
predicted=51.002794, expected=28.000000
predicted=44.086016, expected=72.000000
predicted=53.426277, expected=56.000000
predicted=52.426492, expected=44.000000
predicted=50.784658, expected=48.000000
predicted=46.281600, expected=56.000000
predicted=49.489814, expected=32.000000
predicted=50.768594, expected=4.000000
predicted=36.144901, expected=32.000000
predicted=35.632242, expected=40.000000
predicted=37.189923, expected=32.000000
predicted=35.396082, expected=52.000000
predicted=34.577111, expected=72.000000
predicted=40.269245, expected=28.000000
predicted=39.906902, expected=28.000000
predicted=39.699076, expected=48.000000
predicted=42.059147, expected=40.000000
predicted=45.192539, expected=44.000000
predicted=46.436112, expected=20.000000
predicted=31.472180, expected=48.000000
predicted=38.686521, expected=52.000000
predicted=43.630845, expected=88.000000
predicted=54.429249, expected=48.000000
predicted=48.894969, expected=48.000000
predicted=47.787794, expected=60.000000
predicted=55.991887, expected=44.000000
predicted=54.904558, expected=36.000000
predicted=54.587586, expected=24.000000
predicted=40.451363, expected=40.000000
predicted=42.275997, expected=68.000000
predicted=50.015429, expected=88.000000
predicted=55.706769, expected=32.000000
predicted=44.465791, expected=44.000000
predicted=46.104688, expected=36.000000
predicted=47.193934, expected=36.000000
predicted=50.962280, expected=28.000000
predicted=45.320658, expected=52.000000
predicted=39.659877, expected=84.000000
predicted=52.165381, expected=24.000000
predicted=39.983763, expected=28.000000
predicted=39.436352, expected=36.000000
predicted=38.840747, expected=16.000000
predicted=38.219159, expected=16.000000
predicted=35.891568, expected=44.000000
predicted=29.228478, expected=40.000000
predicted=31.475476, expected=32.000000
predicted=31.682343, expected=40.000000
predicted=30.881652, expected=8.000000
predicted=25.098233, expected=40.000000
predicted=36.075705, expected=48.000000
predicted=36.659352, expected=88.000000
predicted=49.471917, expected=52.000000
predicted=46.053717, expected=24.000000
predicted=37.125364, expected=8.000000
predicted=36.557436, expected=24.000000
predicted=39.112661, expected=32.000000
predicted=42.374591, expected=52.000000
predicted=37.646374, expected=8.000000
predicted=21.616160, expected=24.000000
predicted=22.871849, expected=48.000000
predicted=32.633108, expected=36.000000
predicted=34.256125, expected=16.000000
predicted=30.333469, expected=52.000000
predicted=31.439618, expected=20.000000
predicted=29.614381, expected=52.000000
predicted=41.259587, expected=24.000000
predicted=31.415626, expected=16.000000
predicted=27.054328, expected=40.000000
predicted=36.056150, expected=20.000000
predicted=26.741727, expected=28.000000
predicted=32.118040, expected=28.000000
predicted=25.534771, expected=44.000000
predicted=30.615715, expected=40.000000
predicted=34.827328, expected=40.000000
predicted=33.158905, expected=48.000000
predicted=38.312371, expected=8.000000
predicted=29.894013, expected=48.000000
predicted=40.187397, expected=32.000000
predicted=35.300909, expected=60.000000
predicted=43.382962, expected=36.000000
predicted=38.463715, expected=36.000000
predicted=34.177229, expected=36.000000
predicted=40.572786, expected=40.000000
predicted=39.586613, expected=12.000000
predicted=35.160483, expected=24.000000
predicted=30.112102, expected=32.000000
predicted=30.602838, expected=24.000000
predicted=28.584274, expected=12.000000
predicted=23.523519, expected=16.000000
predicted=18.383235, expected=12.000000
predicted=19.109868, expected=20.000000
predicted=20.750465, expected=20.000000
predicted=18.220189, expected=28.000000
predicted=18.985842, expected=36.000000
predicted=23.414053, expected=36.000000
predicted=25.720652, expected=28.000000
predicted=27.141864, expected=8.000000
predicted=22.468032, expected=24.000000
predicted=26.249902, expected=32.000000
predicted=28.820340, expected=32.000000
predicted=28.710888, expected=60.000000
predicted=34.748599, expected=36.000000
predicted=30.186533, expected=20.000000
predicted=30.982250, expected=32.000000
predicted=33.867909, expected=16.000000
predicted=30.221612, expected=56.000000
predicted=42.203677, expected=36.000000
predicted=33.233108, expected=24.000000
predicted=29.070198, expected=48.000000
predicted=36.074100, expected=32.000000
predicted=33.228703, expected=32.000000
predicted=39.153772, expected=44.000000
predicted=36.652079, expected=36.000000
predicted=35.107804, expected=64.000000
predicted=46.483915, expected=32.000000
predicted=37.791602, expected=32.000000
predicted=38.327134, expected=48.000000
predicted=42.826304, expected=16.000000
predicted=35.127939, expected=12.000000
predicted=33.557321, expected=48.000000
predicted=33.289426, expected=32.000000
predicted=31.997110, expected=32.000000
predicted=33.395572, expected=40.000000
predicted=29.333542, expected=28.000000
predicted=29.715976, expected=52.000000
predicted=41.604077, expected=40.000000
predicted=36.958040, expected=24.000000
predicted=34.243196, expected=84.000000
predicted=49.460134, expected=28.000000
predicted=39.271648, expected=32.000000
predicted=43.515634, expected=20.000000
predicted=33.789513, expected=36.000000
predicted=36.978498, expected=36.000000
predicted=42.796270, expected=28.000000
predicted=29.880423, expected=40.000000
predicted=32.801560, expected=60.000000
predicted=38.477465, expected=20.000000
predicted=34.460528, expected=12.000000
predicted=29.892342, expected=16.000000
predicted=26.427063, expected=20.000000
predicted=28.551915, expected=48.000000
predicted=35.071543, expected=40.000000
predicted=27.413929, expected=44.000000
predicted=30.549934, expected=20.000000
predicted=27.529280, expected=32.000000
predicted=32.541652, expected=8.000000
predicted=29.625952, expected=20.000000
predicted=27.914657, expected=12.000000
predicted=22.561504, expected=32.000000
predicted=22.768421, expected=40.000000
predicted=26.833108, expected=24.000000
predicted=21.807251, expected=28.000000
predicted=25.323071, expected=32.000000
Test MSE: 303.352
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052])]
predicted=58.288118, expected=40.000000
predicted=51.739847, expected=56.000000
predicted=92.589277, expected=124.000000
predicted=96.438071, expected=104.000000
predicted=68.742069, expected=76.000000
predicted=64.532599, expected=80.000000
predicted=72.258008, expected=40.000000
predicted=47.290738, expected=60.000000
predicted=89.665293, expected=132.000000
predicted=114.576132, expected=100.000000
predicted=77.571921, expected=144.000000
predicted=115.697155, expected=88.000000
predicted=72.543397, expected=108.000000
predicted=85.762224, expected=108.000000
predicted=123.317600, expected=64.000000
predicted=76.491412, expected=60.000000
predicted=105.898192, expected=56.000000
predicted=72.421888, expected=96.000000
predicted=94.983579, expected=80.000000
predicted=88.997353, expected=52.000000
predicted=59.138052, expected=56.000000
predicted=65.195431, expected=32.000000
predicted=42.848878, expected=20.000000
predicted=54.883727, expected=88.000000
predicted=82.615029, expected=152.000000
predicted=92.689194, expected=84.000000
predicted=64.467864, expected=72.000000
predicted=66.930939, expected=36.000000
predicted=40.272097, expected=52.000000
predicted=64.651559, expected=80.000000
predicted=109.646569, expected=84.000000
predicted=76.297632, expected=112.000000
predicted=92.299028, expected=60.000000
predicted=51.389944, expected=72.000000
predicted=67.244827, expected=64.000000
predicted=74.816583, expected=36.000000
predicted=54.659361, expected=72.000000
predicted=92.697539, expected=112.000000
predicted=81.670634, expected=100.000000
predicted=79.334028, expected=84.000000
predicted=79.388379, expected=80.000000
predicted=66.036266, expected=80.000000
predicted=75.890213, expected=68.000000
predicted=87.274636, expected=64.000000
predicted=81.533920, expected=96.000000
predicted=89.337656, expected=116.000000
predicted=93.595358, expected=96.000000
predicted=86.113789, expected=36.000000
predicted=58.783276, expected=72.000000
predicted=75.467923, expected=64.000000
predicted=74.809328, expected=60.000000
predicted=79.460950, expected=64.000000
predicted=82.707395, expected=84.000000
predicted=59.466222, expected=56.000000
predicted=61.999134, expected=96.000000
predicted=81.767312, expected=68.000000
predicted=64.250353, expected=44.000000
predicted=53.373322, expected=52.000000
predicted=73.694782, expected=76.000000
predicted=62.186851, expected=64.000000
predicted=73.858992, expected=112.000000
predicted=90.331108, expected=92.000000
predicted=68.427349, expected=52.000000
predicted=53.610472, expected=56.000000
predicted=74.760208, expected=40.000000
predicted=50.416249, expected=88.000000
predicted=93.767640, expected=120.000000
predicted=100.796138, expected=64.000000
predicted=54.859230, expected=64.000000
predicted=70.219737, expected=112.000000
predicted=80.877946, expected=52.000000
predicted=60.888007, expected=92.000000
predicted=107.746681, expected=180.000000
predicted=123.309872, expected=152.000000
predicted=95.840035, expected=96.000000
predicted=111.308256, expected=76.000000
predicted=81.820384, expected=72.000000
predicted=82.387600, expected=48.000000
predicted=105.579538, expected=52.000000
predicted=98.410690, expected=80.000000
predicted=85.487720, expected=72.000000
predicted=68.451602, expected=44.000000
predicted=58.742767, expected=96.000000
predicted=77.140896, expected=76.000000
predicted=60.022836, expected=60.000000
predicted=67.886565, expected=32.000000
predicted=59.374789, expected=144.000000
predicted=93.035486, expected=208.000000
predicted=140.139696, expected=68.000000
predicted=65.455905, expected=76.000000
predicted=94.324169, expected=44.000000
predicted=49.881333, expected=40.000000
predicted=77.204971, expected=40.000000
predicted=119.085618, expected=72.000000
predicted=65.042093, expected=84.000000
predicted=75.423929, expected=44.000000
predicted=43.703095, expected=48.000000
predicted=51.432389, expected=72.000000
predicted=57.867790, expected=44.000000
predicted=51.136575, expected=84.000000
predicted=84.462135, expected=52.000000
predicted=48.637757, expected=144.000000
predicted=94.464420, expected=88.000000
predicted=78.515505, expected=64.000000
predicted=56.621526, expected=84.000000
predicted=96.390480, expected=44.000000
predicted=42.954246, expected=96.000000
predicted=115.855560, expected=76.000000
predicted=79.602043, expected=48.000000
predicted=53.823909, expected=124.000000
predicted=109.499155, expected=100.000000
predicted=66.434058, expected=72.000000
predicted=82.385390, expected=52.000000
predicted=75.130450, expected=160.000000
predicted=103.442792, expected=160.000000
predicted=128.656580, expected=32.000000
predicted=65.347946, expected=84.000000
predicted=101.482413, expected=60.000000
predicted=56.407240, expected=44.000000
predicted=86.282391, expected=60.000000
predicted=110.611052, expected=64.000000
predicted=45.866684, expected=80.000000
predicted=77.748244, expected=116.000000
predicted=87.598829, expected=116.000000
predicted=79.301398, expected=76.000000
predicted=71.935151, expected=60.000000
predicted=71.267884, expected=72.000000
predicted=78.177017, expected=56.000000
predicted=78.991560, expected=148.000000
predicted=127.015922, expected=148.000000
predicted=105.902548, expected=84.000000
predicted=73.183582, expected=112.000000
predicted=108.520703, expected=76.000000
predicted=68.729726, expected=96.000000
predicted=115.532887, expected=128.000000
predicted=135.334508, expected=152.000000
predicted=112.205912, expected=116.000000
predicted=114.272888, expected=84.000000
predicted=89.388788, expected=68.000000
predicted=89.180548, expected=72.000000
predicted=96.691765, expected=84.000000
predicted=110.372717, expected=88.000000
predicted=96.815893, expected=72.000000
predicted=77.700110, expected=120.000000
predicted=96.288660, expected=72.000000
predicted=70.321167, expected=68.000000
predicted=78.296279, expected=80.000000
predicted=88.881705, expected=48.000000
predicted=55.554916, expected=84.000000
predicted=100.200990, expected=96.000000
predicted=81.879009, expected=152.000000
predicted=105.053180, expected=76.000000
predicted=78.846403, expected=56.000000
predicted=62.655233, expected=76.000000
predicted=88.167113, expected=80.000000
predicted=78.644133, expected=96.000000
predicted=116.174061, expected=92.000000
predicted=84.485961, expected=116.000000
predicted=87.917981, expected=96.000000
predicted=87.063360, expected=64.000000
predicted=74.837324, expected=92.000000
predicted=98.431693, expected=76.000000
predicted=80.230468, expected=88.000000
predicted=97.568629, expected=168.000000
predicted=131.241845, expected=156.000000
predicted=104.284720, expected=16.000000
predicted=59.623953, expected=96.000000
predicted=106.633762, expected=96.000000
predicted=86.319291, expected=84.000000
predicted=107.515718, expected=88.000000
predicted=125.628872, expected=92.000000
predicted=58.236964, expected=156.000000
predicted=122.738870, expected=96.000000
predicted=92.323073, expected=36.000000
predicted=67.827455, expected=80.000000
predicted=95.732875, expected=32.000000
predicted=54.138012, expected=56.000000
predicted=97.447843, expected=44.000000
predicted=69.345939, expected=164.000000
predicted=94.535902, expected=80.000000
predicted=73.168238, expected=68.000000
predicted=58.436713, expected=60.000000
predicted=73.781783, expected=48.000000
predicted=42.441533, expected=60.000000
predicted=105.006151, expected=112.000000
predicted=91.600596, expected=128.000000
predicted=91.750111, expected=60.000000
predicted=62.134663, expected=44.000000
predicted=59.698532, expected=52.000000
predicted=61.308514, expected=40.000000
predicted=66.710709, expected=64.000000
predicted=89.633998, expected=96.000000
predicted=75.190719, expected=68.000000
predicted=53.370196, expected=72.000000
predicted=67.020819, expected=88.000000
predicted=68.737632, expected=108.000000
predicted=82.511058, expected=64.000000
predicted=78.435046, expected=60.000000
predicted=70.128637, expected=140.000000
predicted=107.473288, expected=168.000000
predicted=116.431922, expected=68.000000
predicted=85.931057, expected=44.000000
predicted=73.808037, expected=84.000000
predicted=80.634600, expected=52.000000
predicted=80.539854, expected=56.000000
predicted=104.941029, expected=60.000000
predicted=67.000389, expected=92.000000
predicted=65.065529, expected=64.000000
predicted=70.423194, expected=56.000000
predicted=57.610860, expected=76.000000
predicted=70.494598, expected=32.000000
predicted=43.094475, expected=40.000000
predicted=66.314028, expected=112.000000
predicted=87.310035, expected=160.000000
predicted=96.677055, expected=64.000000
predicted=67.426768, expected=52.000000
predicted=61.548113, expected=72.000000
predicted=66.630475, expected=68.000000
predicted=77.363603, expected=32.000000
predicted=88.922859, expected=152.000000
predicted=110.575964, expected=136.000000
predicted=84.649090, expected=92.000000
predicted=80.587818, expected=96.000000
predicted=100.441708, expected=104.000000
predicted=71.968306, expected=60.000000
predicted=98.665988, expected=56.000000
predicted=97.356442, expected=76.000000
predicted=84.422666, expected=172.000000
predicted=124.761355, expected=104.000000
predicted=94.434754, expected=76.000000
predicted=78.256332, expected=56.000000
predicted=72.877973, expected=44.000000
predicted=57.279455, expected=72.000000
predicted=113.588681, expected=84.000000
predicted=86.444374, expected=160.000000
predicted=113.225422, expected=68.000000
predicted=61.022603, expected=52.000000
predicted=60.269974, expected=60.000000
predicted=77.472194, expected=112.000000
predicted=87.474464, expected=44.000000
predicted=90.921217, expected=628.000000
predicted=331.905643, expected=136.000000
predicted=90.044776, expected=84.000000
predicted=105.030016, expected=80.000000
predicted=183.652621, expected=64.000000
predicted=24.753379, expected=56.000000
predicted=324.554687, expected=88.000000
predicted=104.479127, expected=100.000000
predicted=86.106339, expected=64.000000
predicted=71.811426, expected=68.000000
predicted=71.728176, expected=100.000000
predicted=79.028654, expected=72.000000
predicted=76.273331, expected=120.000000
predicted=105.892958, expected=68.000000
predicted=70.593687, expected=104.000000
predicted=86.843678, expected=72.000000
predicted=88.741192, expected=132.000000
predicted=97.575024, expected=68.000000
predicted=94.334508, expected=72.000000
predicted=74.145407, expected=116.000000
predicted=109.986045, expected=136.000000
predicted=96.426912, expected=40.000000
predicted=87.557980, expected=36.000000
predicted=65.629806, expected=60.000000
predicted=69.668733, expected=60.000000
predicted=75.387130, expected=52.000000
predicted=85.455695, expected=52.000000
predicted=49.176216, expected=72.000000
predicted=54.365993, expected=48.000000
predicted=53.201893, expected=48.000000
predicted=55.100240, expected=40.000000
predicted=48.741762, expected=36.000000
predicted=43.386700, expected=32.000000
predicted=50.035761, expected=72.000000
predicted=55.810237, expected=156.000000
predicted=91.135111, expected=52.000000
predicted=47.500642, expected=64.000000
predicted=62.581643, expected=76.000000
predicted=65.372986, expected=48.000000
predicted=55.518199, expected=48.000000
predicted=96.058388, expected=108.000000
predicted=77.360797, expected=148.000000
predicted=95.815918, expected=64.000000
predicted=71.780881, expected=48.000000
predicted=63.853445, expected=48.000000
predicted=58.758308, expected=36.000000
predicted=65.242124, expected=64.000000
predicted=94.767590, expected=68.000000
predicted=61.787328, expected=96.000000
predicted=68.186351, expected=68.000000
predicted=60.607034, expected=96.000000
predicted=69.268469, expected=72.000000
predicted=71.385563, expected=72.000000
predicted=70.933289, expected=60.000000
predicted=79.582101, expected=80.000000
predicted=72.606952, expected=108.000000
predicted=95.868854, expected=124.000000
predicted=93.359214, expected=92.000000
predicted=85.177793, expected=132.000000
predicted=100.998587, expected=60.000000
predicted=76.919745, expected=88.000000
predicted=98.770626, expected=80.000000
predicted=101.867973, expected=116.000000
predicted=96.219979, expected=64.000000
predicted=96.464782, expected=40.000000
predicted=57.542027, expected=52.000000
predicted=73.959957, expected=16.000000
predicted=45.830840, expected=36.000000
predicted=68.908236, expected=84.000000
predicted=67.464779, expected=44.000000
predicted=38.149287, expected=52.000000
predicted=54.081431, expected=36.000000
predicted=34.091539, expected=80.000000
predicted=54.805788, expected=76.000000
predicted=74.088384, expected=48.000000
predicted=47.611583, expected=88.000000
predicted=72.999394, expected=72.000000
predicted=55.471433, expected=80.000000
predicted=76.908398, expected=64.000000
predicted=72.980653, expected=60.000000
predicted=57.122562, expected=20.000000
predicted=56.535023, expected=52.000000
predicted=60.687729, expected=92.000000
predicted=77.762640, expected=80.000000
predicted=64.743989, expected=48.000000
predicted=58.283875, expected=64.000000
predicted=51.064609, expected=68.000000
predicted=60.109005, expected=44.000000
predicted=64.261478, expected=40.000000
predicted=61.002826, expected=56.000000
predicted=52.537218, expected=92.000000
predicted=71.007284, expected=60.000000
predicted=61.184707, expected=40.000000
predicted=47.998919, expected=64.000000
predicted=57.278380, expected=44.000000
predicted=48.497718, expected=56.000000
predicted=68.956260, expected=56.000000
predicted=57.955970, expected=56.000000
predicted=47.624206, expected=48.000000
predicted=56.138927, expected=40.000000
predicted=44.157850, expected=36.000000
predicted=46.558755, expected=40.000000
predicted=46.566546, expected=72.000000
predicted=59.127383, expected=96.000000
predicted=66.458723, expected=176.000000
predicted=100.956407, expected=88.000000
predicted=68.174372, expected=68.000000
predicted=69.203988, expected=104.000000
predicted=98.206150, expected=52.000000
predicted=70.890015, expected=44.000000
predicted=103.675982, expected=76.000000
predicted=81.926334, expected=112.000000
predicted=81.224164, expected=36.000000
predicted=67.661558, expected=40.000000
predicted=55.125991, expected=64.000000
predicted=58.329773, expected=40.000000
predicted=51.115826, expected=48.000000
predicted=74.563989, expected=68.000000
predicted=52.961348, expected=300.000000
predicted=150.867582, expected=192.000000
predicted=119.612281, expected=188.000000
predicted=130.407201, expected=264.000000
predicted=184.525209, expected=52.000000
predicted=78.669314, expected=64.000000
predicted=185.721430, expected=108.000000
predicted=148.070133, expected=64.000000
predicted=104.855273, expected=48.000000
predicted=140.668091, expected=72.000000
predicted=66.754547, expected=56.000000
predicted=57.187478, expected=36.000000
predicted=67.775243, expected=40.000000
predicted=53.468514, expected=156.000000
predicted=93.608287, expected=60.000000
predicted=61.987516, expected=52.000000
predicted=63.385966, expected=84.000000
predicted=71.221638, expected=68.000000
predicted=51.273531, expected=84.000000
predicted=109.339303, expected=100.000000
predicted=81.202393, expected=104.000000
predicted=78.931754, expected=92.000000
predicted=89.988864, expected=16.000000
predicted=51.764712, expected=44.000000
predicted=67.471097, expected=52.000000
predicted=68.642104, expected=52.000000
predicted=66.071392, expected=80.000000
predicted=80.138030, expected=104.000000
predicted=61.389935, expected=64.000000
predicted=57.688430, expected=68.000000
predicted=67.023134, expected=56.000000
predicted=59.086391, expected=36.000000
predicted=56.539889, expected=68.000000
predicted=80.228544, expected=64.000000
predicted=60.172850, expected=64.000000
predicted=63.389018, expected=68.000000
predicted=63.969332, expected=64.000000
predicted=52.920636, expected=44.000000
predicted=57.073143, expected=68.000000
predicted=65.645732, expected=44.000000
predicted=53.025203, expected=72.000000
predicted=66.995481, expected=104.000000
predicted=80.617565, expected=84.000000
predicted=64.259827, expected=128.000000
predicted=99.333343, expected=128.000000
predicted=90.886544, expected=80.000000
predicted=82.016836, expected=88.000000
predicted=102.028228, expected=76.000000
predicted=82.627384, expected=164.000000
predicted=134.129995, expected=84.000000
predicted=102.252537, expected=84.000000
predicted=89.501808, expected=48.000000
predicted=77.955052, expected=44.000000
predicted=59.744053, expected=48.000000
predicted=94.716307, expected=108.000000
predicted=86.209564, expected=76.000000
predicted=74.771305, expected=40.000000
predicted=50.997639, expected=40.000000
predicted=51.281030, expected=48.000000
predicted=47.406115, expected=60.000000
predicted=73.642538, expected=72.000000
predicted=68.852085, expected=84.000000
predicted=62.392003, expected=108.000000
predicted=75.209583, expected=92.000000
predicted=73.699240, expected=40.000000
predicted=58.376135, expected=24.000000
predicted=55.316384, expected=28.000000
predicted=53.790786, expected=56.000000
predicted=69.390762, expected=60.000000
predicted=66.227701, expected=104.000000
predicted=69.256385, expected=52.000000
predicted=44.045466, expected=32.000000
predicted=39.508630, expected=76.000000
predicted=68.257089, expected=48.000000
Test MSE: 2243.229
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946])]
predicted=42.436626, expected=12.000000
predicted=32.234639, expected=8.000000
predicted=28.928181, expected=40.000000
predicted=34.056657, expected=24.000000
predicted=42.669051, expected=24.000000
predicted=20.975721, expected=240.000000
predicted=51.990313, expected=24.000000
predicted=59.775453, expected=4.000000
predicted=58.215707, expected=20.000000
predicted=53.275466, expected=20.000000
predicted=54.809427, expected=28.000000
predicted=70.107001, expected=20.000000
predicted=19.526059, expected=200.000000
predicted=43.592280, expected=4.000000
predicted=49.436995, expected=12.000000
predicted=45.163666, expected=236.000000
predicted=74.382863, expected=40.000000
predicted=82.527722, expected=4.000000
predicted=96.984515, expected=388.000000
predicted=91.389240, expected=64.000000
predicted=107.705822, expected=8.000000
predicted=159.917869, expected=68.000000
predicted=90.540469, expected=16.000000
predicted=77.787755, expected=20.000000
predicted=128.545276, expected=12.000000
predicted=33.620553, expected=24.000000
predicted=22.198604, expected=8.000000
predicted=28.064126, expected=8.000000
predicted=15.205133, expected=12.000000
predicted=13.991277, expected=24.000000
predicted=13.643162, expected=28.000000
predicted=17.517613, expected=28.000000
predicted=17.371340, expected=8.000000
predicted=17.718573, expected=8.000000
predicted=17.880460, expected=8.000000
predicted=17.101918, expected=4.000000
predicted=14.683691, expected=16.000000
predicted=13.058538, expected=16.000000
predicted=9.236617, expected=20.000000
predicted=11.717033, expected=8.000000
predicted=11.838279, expected=20.000000
predicted=13.174831, expected=28.000000
predicted=16.957404, expected=36.000000
predicted=20.568757, expected=40.000000
predicted=25.014933, expected=20.000000
predicted=24.419102, expected=84.000000
predicted=36.053483, expected=16.000000
predicted=35.678294, expected=20.000000
predicted=39.094006, expected=4.000000
predicted=30.659171, expected=12.000000
predicted=24.346005, expected=28.000000
predicted=31.102317, expected=36.000000
predicted=18.358537, expected=12.000000
predicted=19.550474, expected=60.000000
predicted=23.695400, expected=20.000000
predicted=25.565361, expected=12.000000
predicted=30.005037, expected=4.000000
predicted=24.869268, expected=28.000000
predicted=20.310834, expected=24.000000
predicted=26.662019, expected=292.000000
predicted=55.891479, expected=12.000000
predicted=57.525466, expected=16.000000
predicted=71.849055, expected=28.000000
predicted=59.991661, expected=16.000000
predicted=56.820269, expected=28.000000
predicted=88.114446, expected=144.000000
predicted=35.326114, expected=184.000000
predicted=62.337525, expected=12.000000
predicted=69.605428, expected=20.000000
predicted=68.115552, expected=12.000000
predicted=57.889030, expected=44.000000
predicted=75.009777, expected=68.000000
predicted=69.927837, expected=24.000000
predicted=28.849060, expected=40.000000
predicted=34.828395, expected=112.000000
predicted=44.248436, expected=12.000000
predicted=48.843877, expected=16.000000
predicted=51.823526, expected=48.000000
predicted=37.812422, expected=8.000000
predicted=37.580217, expected=48.000000
predicted=49.573619, expected=8.000000
predicted=20.987835, expected=8.000000
predicted=23.102347, expected=20.000000
predicted=25.046455, expected=20.000000
predicted=16.574189, expected=344.000000
predicted=69.794747, expected=16.000000
predicted=61.274434, expected=32.000000
predicted=82.111347, expected=8.000000
predicted=63.697230, expected=8.000000
predicted=65.324502, expected=4.000000
predicted=98.795079, expected=8.000000
predicted=12.529492, expected=20.000000
predicted=14.688363, expected=16.000000
predicted=10.209660, expected=20.000000
predicted=12.494831, expected=4.000000
predicted=11.168700, expected=272.000000
predicted=49.983756, expected=16.000000
predicted=53.433385, expected=40.000000
predicted=68.138419, expected=12.000000
predicted=53.134415, expected=4.000000
predicted=51.433765, expected=4.000000
predicted=78.879949, expected=12.000000
predicted=13.903520, expected=16.000000
predicted=16.622819, expected=160.000000
predicted=31.664566, expected=36.000000
predicted=35.653890, expected=304.000000
predicted=84.663321, expected=28.000000
predicted=88.203434, expected=4.000000
predicted=92.918924, expected=8.000000
predicted=90.873647, expected=28.000000
predicted=59.852585, expected=212.000000
predicted=115.952909, expected=12.000000
predicted=49.786253, expected=28.000000
predicted=50.012714, expected=4.000000
predicted=40.167239, expected=20.000000
predicted=50.015714, expected=20.000000
predicted=62.289616, expected=28.000000
predicted=18.369950, expected=36.000000
predicted=22.822249, expected=24.000000
predicted=20.772033, expected=32.000000
predicted=26.114446, expected=4.000000
predicted=23.572242, expected=40.000000
predicted=27.093952, expected=16.000000
predicted=25.624242, expected=20.000000
predicted=23.620430, expected=8.000000
predicted=20.265583, expected=316.000000
predicted=58.007292, expected=36.000000
predicted=73.310541, expected=20.000000
predicted=73.624261, expected=12.000000
predicted=58.700131, expected=24.000000
predicted=65.339068, expected=20.000000
predicted=92.937538, expected=188.000000
predicted=46.913800, expected=20.000000
predicted=46.380645, expected=8.000000
predicted=46.010813, expected=120.000000
predicted=53.867186, expected=60.000000
predicted=64.697333, expected=176.000000
predicted=105.383781, expected=8.000000
predicted=61.460950, expected=356.000000
predicted=104.939087, expected=28.000000
predicted=131.185345, expected=8.000000
predicted=112.311611, expected=12.000000
predicted=101.215436, expected=8.000000
predicted=65.920555, expected=8.000000
predicted=96.237073, expected=12.000000
predicted=13.549544, expected=12.000000
predicted=9.681005, expected=264.000000
predicted=44.479465, expected=16.000000
predicted=56.070675, expected=12.000000
predicted=55.788316, expected=24.000000
predicted=47.808629, expected=16.000000
predicted=53.976505, expected=12.000000
predicted=74.769311, expected=16.000000
predicted=15.596877, expected=20.000000
predicted=15.987798, expected=8.000000
predicted=16.809777, expected=112.000000
predicted=27.441608, expected=4.000000
predicted=29.617112, expected=36.000000
predicted=32.715618, expected=156.000000
predicted=48.347501, expected=4.000000
predicted=53.971246, expected=8.000000
predicted=60.998335, expected=40.000000
predicted=34.179851, expected=28.000000
predicted=44.534251, expected=112.000000
predicted=64.538937, expected=16.000000
predicted=34.129735, expected=12.000000
predicted=35.958234, expected=8.000000
predicted=34.103559, expected=8.000000
predicted=30.399033, expected=16.000000
predicted=34.600916, expected=12.000000
predicted=12.232361, expected=16.000000
predicted=11.942631, expected=20.000000
predicted=12.597244, expected=24.000000
predicted=15.271094, expected=232.000000
predicted=46.232530, expected=4.000000
predicted=53.728348, expected=16.000000
predicted=54.161421, expected=16.000000
predicted=44.435735, expected=12.000000
predicted=49.657490, expected=12.000000
predicted=62.736296, expected=8.000000
predicted=10.638703, expected=24.000000
predicted=14.270955, expected=8.000000
predicted=13.637240, expected=44.000000
predicted=17.025106, expected=20.000000
predicted=18.837140, expected=12.000000
predicted=19.411901, expected=288.000000
predicted=56.201850, expected=12.000000
predicted=66.299070, expected=8.000000
predicted=70.392838, expected=104.000000
predicted=61.014465, expected=8.000000
predicted=70.286653, expected=32.000000
predicted=93.909793, expected=8.000000
predicted=25.393369, expected=16.000000
predicted=28.459741, expected=8.000000
predicted=33.739811, expected=32.000000
predicted=16.239060, expected=24.000000
predicted=20.544445, expected=36.000000
predicted=20.080445, expected=16.000000
predicted=21.707308, expected=4.000000
predicted=19.791198, expected=4.000000
predicted=19.577801, expected=32.000000
predicted=18.520209, expected=8.000000
predicted=18.290618, expected=28.000000
predicted=15.594610, expected=24.000000
predicted=15.047214, expected=4.000000
predicted=16.737282, expected=20.000000
predicted=19.643051, expected=64.000000
predicted=21.745973, expected=12.000000
predicted=26.912819, expected=12.000000
predicted=24.066942, expected=20.000000
predicted=19.102349, expected=28.000000
predicted=25.271483, expected=12.000000
predicted=27.774208, expected=16.000000
predicted=16.414545, expected=16.000000
predicted=16.405791, expected=20.000000
predicted=18.637916, expected=16.000000
predicted=18.621024, expected=8.000000
predicted=14.673453, expected=20.000000
predicted=15.504551, expected=12.000000
predicted=15.168498, expected=200.000000
predicted=39.868780, expected=368.000000
predicted=99.084015, expected=4.000000
predicted=106.211237, expected=8.000000
predicted=101.504056, expected=200.000000
predicted=113.767696, expected=12.000000
predicted=137.720715, expected=16.000000
predicted=128.587416, expected=20.000000
predicted=36.820438, expected=36.000000
predicted=44.317645, expected=4.000000
predicted=56.946490, expected=28.000000
predicted=19.401373, expected=8.000000
predicted=17.533487, expected=32.000000
predicted=21.461964, expected=28.000000
predicted=22.762219, expected=12.000000
predicted=18.536452, expected=20.000000
predicted=21.779590, expected=24.000000
predicted=19.159758, expected=60.000000
predicted=29.049583, expected=16.000000
predicted=27.097856, expected=28.000000
predicted=27.273674, expected=8.000000
predicted=24.652056, expected=4.000000
predicted=23.327335, expected=200.000000
predicted=50.206454, expected=12.000000
predicted=43.258841, expected=4.000000
predicted=50.301221, expected=24.000000
predicted=36.036449, expected=28.000000
predicted=40.885617, expected=28.000000
predicted=58.109726, expected=120.000000
predicted=33.660340, expected=4.000000
predicted=33.325368, expected=28.000000
predicted=41.595281, expected=20.000000
predicted=34.495992, expected=20.000000
predicted=35.890678, expected=40.000000
predicted=43.169814, expected=8.000000
predicted=19.088402, expected=4.000000
predicted=21.386275, expected=4.000000
predicted=15.349168, expected=28.000000
predicted=16.648751, expected=12.000000
predicted=17.183828, expected=8.000000
predicted=11.331277, expected=36.000000
predicted=13.930254, expected=12.000000
predicted=15.544747, expected=16.000000
predicted=20.135086, expected=8.000000
predicted=14.584634, expected=16.000000
predicted=15.305882, expected=296.000000
predicted=58.302182, expected=8.000000
predicted=57.435128, expected=8.000000
predicted=68.596259, expected=24.000000
predicted=51.063999, expected=4.000000
predicted=55.939015, expected=12.000000
predicted=73.914756, expected=44.000000
predicted=15.011777, expected=8.000000
predicted=16.213922, expected=20.000000
predicted=20.142074, expected=40.000000
predicted=18.940493, expected=12.000000
predicted=22.177249, expected=208.000000
predicted=52.793008, expected=16.000000
predicted=47.847953, expected=16.000000
predicted=58.294648, expected=196.000000
predicted=71.097654, expected=8.000000
predicted=71.874990, expected=8.000000
predicted=92.866398, expected=24.000000
predicted=38.041348, expected=12.000000
predicted=41.381874, expected=96.000000
predicted=64.166109, expected=4.000000
predicted=24.076347, expected=8.000000
predicted=28.564503, expected=20.000000
predicted=24.320333, expected=24.000000
predicted=26.069514, expected=4.000000
predicted=30.201400, expected=28.000000
predicted=14.080539, expected=8.000000
predicted=14.152120, expected=28.000000
predicted=19.287824, expected=16.000000
predicted=17.496267, expected=16.000000
predicted=16.661830, expected=36.000000
predicted=21.522560, expected=312.000000
predicted=60.771607, expected=16.000000
predicted=69.060985, expected=32.000000
predicted=82.478506, expected=12.000000
predicted=61.007638, expected=772.000000
predicted=158.678681, expected=8.000000
predicted=195.711386, expected=24.000000
predicted=174.546153, expected=16.000000
predicted=181.391295, expected=24.000000
predicted=141.310966, expected=16.000000
predicted=182.783042, expected=24.000000
predicted=18.103672, expected=16.000000
predicted=20.157636, expected=8.000000
predicted=17.638767, expected=24.000000
predicted=18.796979, expected=4.000000
predicted=15.186033, expected=12.000000
predicted=15.128026, expected=24.000000
predicted=14.323979, expected=16.000000
predicted=13.570563, expected=8.000000
predicted=15.406366, expected=20.000000
predicted=13.898861, expected=24.000000
predicted=16.320337, expected=28.000000
predicted=19.276653, expected=12.000000
predicted=18.317623, expected=20.000000
predicted=18.788469, expected=20.000000
predicted=20.498291, expected=28.000000
predicted=21.257850, expected=40.000000
predicted=23.891451, expected=32.000000
predicted=24.371935, expected=24.000000
predicted=27.651847, expected=4.000000
predicted=25.975031, expected=24.000000
predicted=25.680591, expected=20.000000
predicted=23.729097, expected=12.000000
predicted=19.405631, expected=12.000000
predicted=16.898544, expected=16.000000
predicted=14.201427, expected=20.000000
predicted=16.922795, expected=20.000000
predicted=16.346119, expected=12.000000
predicted=15.400862, expected=4.000000
predicted=14.611869, expected=12.000000
predicted=14.218748, expected=12.000000
predicted=13.012652, expected=44.000000
predicted=15.793567, expected=24.000000
predicted=16.880265, expected=12.000000
predicted=18.372740, expected=24.000000
predicted=22.021164, expected=32.000000
predicted=23.239306, expected=8.000000
predicted=24.536608, expected=28.000000
predicted=21.839776, expected=32.000000
predicted=21.650861, expected=44.000000
predicted=26.386547, expected=28.000000
predicted=28.851806, expected=20.000000
predicted=27.039959, expected=108.000000
predicted=40.439881, expected=16.000000
predicted=39.776508, expected=16.000000
predicted=41.845755, expected=28.000000
predicted=38.426404, expected=4.000000
predicted=30.598140, expected=12.000000
predicted=33.479015, expected=40.000000
predicted=18.285866, expected=20.000000
predicted=18.538989, expected=24.000000
predicted=21.895898, expected=36.000000
predicted=22.180159, expected=28.000000
predicted=25.470750, expected=24.000000
predicted=29.308062, expected=16.000000
predicted=25.303042, expected=8.000000
predicted=23.310286, expected=92.000000
predicted=31.305568, expected=8.000000
predicted=27.969130, expected=12.000000
predicted=29.102876, expected=20.000000
predicted=28.018896, expected=28.000000
predicted=25.365327, expected=24.000000
predicted=31.914709, expected=36.000000
predicted=20.563553, expected=16.000000
predicted=22.590621, expected=8.000000
predicted=22.945193, expected=24.000000
predicted=23.120162, expected=8.000000
predicted=18.993254, expected=20.000000
predicted=19.011295, expected=48.000000
predicted=19.250427, expected=20.000000
predicted=19.948233, expected=8.000000
predicted=22.893897, expected=20.000000
predicted=21.368809, expected=32.000000
predicted=23.187171, expected=20.000000
predicted=24.630306, expected=20.000000
predicted=20.473908, expected=84.000000
predicted=27.902516, expected=12.000000
predicted=30.073590, expected=4.000000
predicted=31.633955, expected=52.000000
predicted=32.559746, expected=28.000000
predicted=30.329904, expected=16.000000
predicted=34.759982, expected=44.000000
predicted=26.268872, expected=48.000000
predicted=29.336516, expected=4.000000
predicted=33.255894, expected=20.000000
predicted=28.765277, expected=8.000000
predicted=23.570395, expected=20.000000
predicted=23.718289, expected=20.000000
predicted=20.515552, expected=4.000000
predicted=12.499897, expected=8.000000
predicted=14.304321, expected=204.000000
predicted=35.402505, expected=16.000000
predicted=40.677875, expected=4.000000
predicted=49.072458, expected=24.000000
predicted=48.956749, expected=20.000000
predicted=41.588268, expected=8.000000
predicted=50.887634, expected=104.000000
predicted=26.159449, expected=40.000000
predicted=29.587957, expected=32.000000
Test MSE: 6312.177
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predicted=214.680827, expected=221.032000
predicted=327.018016, expected=323.056000
predicted=270.076103, expected=343.224000
predicted=231.111976, expected=144.116000
predicted=121.170973, expected=171.728000
predicted=209.496522, expected=159.024000
predicted=158.975545, expected=171.208000
predicted=215.363578, expected=358.280000
predicted=447.961401, expected=418.484000
predicted=258.845554, expected=295.576000
predicted=200.295609, expected=153.860000
predicted=167.292689, expected=177.472000
predicted=169.394319, expected=130.016000
predicted=192.150700, expected=170.872000
predicted=319.168277, expected=208.316000
predicted=290.017665, expected=461.516000
predicted=356.136695, expected=468.740000
predicted=304.293266, expected=146.960000
predicted=52.019661, expected=167.824000
predicted=261.394106, expected=144.204000
predicted=103.562561, expected=119.524000
predicted=236.409236, expected=219.260000
predicted=449.378103, expected=294.688000
predicted=216.338593, expected=288.732000
predicted=219.200291, expected=139.948000
predicted=126.525890, expected=156.592000
predicted=157.060613, expected=157.752000
predicted=165.188095, expected=133.920000
predicted=186.010714, expected=175.752000
predicted=281.239012, expected=368.488000
predicted=295.156942, expected=335.028000
predicted=203.717293, expected=148.028000
predicted=125.534832, expected=135.984000
predicted=182.714998, expected=170.856000
predicted=132.898189, expected=146.432000
predicted=222.645970, expected=153.288000
predicted=288.726898, expected=313.972000
predicted=280.805277, expected=280.580000
predicted=162.561166, expected=148.520000
predicted=140.695372, expected=154.592000
predicted=196.890901, expected=155.656000
predicted=110.334406, expected=154.724000
predicted=220.267123, expected=198.388000
predicted=280.449061, expected=330.980000
predicted=267.498280, expected=313.656000
predicted=209.479141, expected=119.868000
predicted=99.287420, expected=182.520000
predicted=228.477651, expected=143.436000
predicted=113.876413, expected=162.140000
predicted=232.427150, expected=167.252000
predicted=289.790349, expected=317.136000
predicted=237.827437, expected=293.428000
predicted=219.961919, expected=134.492000
predicted=101.320788, expected=135.788000
predicted=197.219474, expected=166.900000
predicted=135.138820, expected=160.636000
predicted=212.044724, expected=224.096000
predicted=311.617718, expected=371.384000
predicted=286.840597, expected=379.144000
predicted=230.858655, expected=192.292000
predicted=143.929748, expected=134.652000
predicted=172.404155, expected=149.788000
predicted=164.909571, expected=124.380000
predicted=205.516845, expected=224.996000
predicted=364.880325, expected=282.592000
predicted=251.102582, expected=350.432000
predicted=247.738445, expected=161.896000
predicted=118.345527, expected=175.840000
predicted=172.373496, expected=214.776000
predicted=222.262987, expected=166.272000
predicted=160.873309, expected=258.608000
predicted=380.338867, expected=401.780000
predicted=307.489298, expected=379.708000
predicted=236.645846, expected=235.676000
predicted=219.752436, expected=162.124000
predicted=169.803471, expected=250.492000
predicted=252.443775, expected=163.624000
predicted=225.332437, expected=242.072000
predicted=367.096639, expected=359.956000
predicted=344.817505, expected=264.680000
predicted=139.638970, expected=127.640000
predicted=202.354834, expected=171.356000
predicted=200.267354, expected=214.996000
predicted=189.396748, expected=127.188000
predicted=213.043944, expected=250.608000
predicted=341.944665, expected=335.808000
predicted=230.008456, expected=248.668000
predicted=154.098686, expected=143.728000
predicted=206.323553, expected=181.356000
predicted=165.736547, expected=186.176000
predicted=178.892083, expected=152.236000
predicted=237.257589, expected=250.496000
predicted=309.722208, expected=306.220000
predicted=216.242814, expected=323.200000
predicted=244.995169, expected=164.308000
predicted=155.118205, expected=169.196000
predicted=175.511468, expected=179.164000
predicted=203.446955, expected=136.308000
predicted=179.442590, expected=242.556000
predicted=352.882844, expected=315.992000
predicted=242.425546, expected=247.948000
predicted=173.510695, expected=133.620000
predicted=164.959001, expected=186.404000
predicted=180.693630, expected=226.836000
predicted=207.624980, expected=115.048000
predicted=177.206348, expected=155.320000
predicted=264.026551, expected=295.364000
predicted=237.394745, expected=302.548000
predicted=199.128519, expected=226.016000
predicted=239.440514, expected=162.280000
predicted=148.038863, expected=172.844000
predicted=146.674188, expected=170.756000
predicted=215.252141, expected=275.260000
predicted=323.644981, expected=352.592000
predicted=308.747711, expected=292.580000
predicted=199.823330, expected=204.872000
predicted=194.551123, expected=167.188000
predicted=161.708057, expected=200.316000
predicted=224.716152, expected=177.904000
predicted=251.608952, expected=238.996000
predicted=299.274437, expected=350.776000
predicted=310.986126, expected=293.472000
predicted=188.665287, expected=151.260000
predicted=164.714013, expected=178.800000
predicted=212.120595, expected=208.072000
predicted=190.367315, expected=174.640000
predicted=239.435636, expected=263.260000
predicted=342.977971, expected=325.824000
predicted=239.178427, expected=292.016000
predicted=207.820956, expected=206.724000
predicted=213.175280, expected=211.852000
predicted=198.893344, expected=237.904000
predicted=236.027125, expected=168.520000
predicted=218.145973, expected=251.708000
predicted=325.110798, expected=472.644000
predicted=387.405170, expected=370.380000
predicted=214.094227, expected=208.908000
predicted=231.639655, expected=218.080000
predicted=236.653508, expected=181.400000
predicted=137.464593, expected=172.204000
predicted=322.926583, expected=235.128000
predicted=355.546700, expected=438.404000
predicted=360.967857, expected=330.512000
predicted=221.152084, expected=177.408000
predicted=173.790652, expected=171.244000
predicted=210.910834, expected=200.096000
predicted=161.891986, expected=193.924000
predicted=308.600760, expected=287.876000
predicted=368.095068, expected=382.440000
predicted=296.301430, expected=337.384000
predicted=222.952021, expected=169.464000
predicted=165.745280, expected=166.688000
predicted=200.904161, expected=193.540000
predicted=216.687420, expected=172.756000
predicted=250.618080, expected=223.612000
predicted=333.843780, expected=396.616000
predicted=326.479396, expected=289.100000
predicted=163.324885, expected=149.428000
predicted=168.968116, expected=165.260000
predicted=209.787064, expected=181.956000
predicted=146.712380, expected=152.484000
predicted=265.390119, expected=298.236000
predicted=371.186098, expected=480.828000
predicted=339.956167, expected=352.388000
predicted=190.293203, expected=200.008000
predicted=205.455096, expected=154.360000
predicted=159.296645, expected=180.168000
predicted=189.900590, expected=224.016000
predicted=363.183421, expected=280.820000
predicted=351.396077, expected=301.444000
predicted=262.514717, expected=299.956000
predicted=226.973163, expected=179.472000
predicted=147.548452, expected=201.632000
predicted=229.890330, expected=154.864000
predicted=193.663595, expected=154.856000
predicted=217.540836, expected=227.736000
predicted=311.733886, expected=370.184000
predicted=290.101182, expected=327.452000
predicted=242.411744, expected=165.428000
predicted=138.487817, expected=186.072000
predicted=208.615598, expected=195.752000
predicted=169.180309, expected=150.080000
predicted=230.178948, expected=234.176000
predicted=349.741088, expected=322.572000
predicted=250.535300, expected=325.452000
predicted=235.857570, expected=190.256000
predicted=181.440589, expected=159.472000
predicted=164.672957, expected=165.868000
predicted=184.557011, expected=133.736000
predicted=195.230383, expected=207.796000
predicted=316.495770, expected=334.408000
predicted=292.057817, expected=323.180000
predicted=213.820076, expected=294.140000
predicted=246.875799, expected=226.308000
predicted=170.253814, expected=215.744000
predicted=190.371250, expected=136.212000
predicted=210.848258, expected=222.740000
predicted=304.681875, expected=345.200000
predicted=350.362138, expected=299.664000
predicted=223.356599, expected=189.348000
predicted=214.341917, expected=155.472000
predicted=154.091615, expected=186.688000
predicted=182.315959, expected=190.528000
predicted=255.096691, expected=244.908000
predicted=305.872587, expected=338.908000
predicted=293.941775, expected=337.032000
predicted=226.596890, expected=193.320000
predicted=161.461602, expected=207.464000
predicted=229.808406, expected=179.796000
predicted=177.896017, expected=127.244000
predicted=200.996761, expected=258.996000
predicted=375.241637, expected=322.676000
predicted=245.450853, expected=363.272000
predicted=288.587564, expected=215.084000
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predicted=222.529293, expected=176.300000
predicted=213.166568, expected=219.356000
predicted=320.908103, expected=377.524000
predicted=356.183523, expected=339.560000
predicted=197.002428, expected=196.776000
predicted=157.024241, expected=178.360000
predicted=209.956829, expected=204.308000
predicted=178.162065, expected=138.660000
predicted=221.053020, expected=282.732000
predicted=390.057836, expected=432.404000
predicted=338.752845, expected=321.904000
predicted=184.567506, expected=212.352000
predicted=237.579579, expected=178.616000
predicted=156.022177, expected=159.068000
predicted=168.809732, expected=153.548000
predicted=300.500509, expected=227.824000
predicted=313.785781, expected=333.084000
predicted=294.137584, expected=338.500000
predicted=249.313483, expected=171.736000
predicted=134.578888, expected=199.604000
predicted=212.118996, expected=209.408000
predicted=190.101496, expected=189.560000
predicted=228.250251, expected=329.628000
predicted=416.192211, expected=422.096000
predicted=295.010070, expected=370.556000
predicted=256.088171, expected=274.192000
predicted=252.698694, expected=279.972000
predicted=235.133977, expected=317.260000
predicted=302.629403, expected=356.712000
predicted=390.995367, expected=419.472000
predicted=429.053998, expected=329.808000
predicted=273.459824, expected=205.436000
predicted=223.632365, expected=187.884000
predicted=266.524843, expected=307.276000
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predicted=427.274102, expected=442.248000
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predicted=242.220345, expected=207.200000
predicted=183.332074, expected=178.416000
predicted=230.038593, expected=198.932000
predicted=288.889366, expected=157.304000
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predicted=320.884810, expected=365.452000
predicted=242.040442, expected=150.680000
predicted=139.138657, expected=155.808000
predicted=199.393689, expected=170.536000
predicted=168.359952, expected=120.660000
predicted=194.227194, expected=222.696000
predicted=376.931192, expected=473.464000
predicted=365.833873, expected=359.444000
predicted=177.158695, expected=181.004000
predicted=179.417399, expected=147.112000
predicted=166.914011, expected=178.544000
predicted=138.991321, expected=138.176000
predicted=284.973444, expected=227.208000
predicted=358.521129, expected=383.496000
predicted=322.765335, expected=349.576000
predicted=203.642046, expected=188.748000
predicted=171.468484, expected=133.956000
predicted=151.394312, expected=189.216000
predicted=189.660667, expected=141.496000
predicted=220.163834, expected=221.656000
predicted=343.661901, expected=402.536000
predicted=352.727912, expected=349.480000
predicted=180.715072, expected=138.712000
predicted=141.650209, expected=150.116000
predicted=193.481281, expected=160.088000
predicted=138.079869, expected=137.144000
predicted=240.964949, expected=207.632000
predicted=349.419571, expected=343.488000
predicted=266.682350, expected=286.044000
predicted=176.239507, expected=253.312000
predicted=227.704270, expected=276.248000
predicted=223.133183, expected=193.708000
predicted=134.743144, expected=135.604000
predicted=244.556146, expected=259.620000
predicted=325.426577, expected=292.244000
predicted=242.155986, expected=320.212000
predicted=314.174690, expected=163.304000
predicted=162.559538, expected=117.392000
predicted=119.097545, expected=125.956000
predicted=194.962685, expected=119.928000
predicted=171.135086, expected=221.436000
predicted=326.896308, expected=365.188000
predicted=299.571042, expected=368.308000
predicted=221.653802, expected=162.124000
predicted=106.609334, expected=147.780000
predicted=164.587822, expected=133.884000
predicted=138.996351, expected=137.956000
predicted=222.177848, expected=199.552000
predicted=341.810497, expected=364.800000
predicted=301.789037, expected=313.188000
predicted=194.863770, expected=145.892000
predicted=115.072828, expected=141.400000
predicted=176.596337, expected=203.488000
predicted=171.258334, expected=118.680000
predicted=192.293665, expected=207.268000
predicted=336.649074, expected=402.264000
predicted=322.903418, expected=362.492000
predicted=185.484933, expected=133.796000
predicted=148.689122, expected=120.256000
predicted=163.452754, expected=160.352000
predicted=141.718185, expected=105.900000
predicted=204.464466, expected=215.288000
predicted=378.083502, expected=411.480000
predicted=318.335626, expected=304.316000
predicted=135.796229, expected=114.148000
predicted=136.152543, expected=128.652000
predicted=156.129869, expected=165.360000
predicted=132.896503, expected=145.244000
predicted=260.947231, expected=219.496000
predicted=331.334116, expected=285.656000
predicted=208.545676, expected=341.296000
predicted=232.024086, expected=183.084000
predicted=137.872139, expected=190.300000
predicted=192.293345, expected=196.248000
predicted=197.783132, expected=179.100000
predicted=189.976991, expected=216.460000
predicted=327.958389, expected=275.640000
predicted=239.172322, expected=264.908000
predicted=212.346483, expected=133.964000
predicted=140.941632, expected=171.876000
predicted=209.006864, expected=134.344000
predicted=139.697156, expected=119.004000
predicted=182.170810, expected=202.176000
predicted=292.645455, expected=379.384000
predicted=279.364847, expected=427.628000
predicted=293.986468, expected=173.436000
predicted=94.762948, expected=142.220000
predicted=175.393386, expected=153.604000
predicted=147.190851, expected=113.092000
predicted=181.619980, expected=197.860000
predicted=394.232009, expected=361.808000
predicted=308.152406, expected=285.764000
predicted=159.527683, expected=152.536000
predicted=155.100477, expected=138.372000
predicted=148.354001, expected=173.728000
predicted=146.856301, expected=118.616000
predicted=213.552543, expected=192.492000
predicted=297.152096, expected=389.368000
predicted=322.441893, expected=322.196000
predicted=164.850069, expected=130.584000
predicted=138.480737, expected=128.124000
predicted=167.081770, expected=179.392000
predicted=141.611714, expected=156.132000
predicted=242.092614, expected=193.780000
predicted=315.463852, expected=332.576000
predicted=273.479837, expected=385.676000
predicted=236.409694, expected=125.364000
predicted=83.648642, expected=112.404000
predicted=189.894105, expected=122.624000
predicted=132.927091, expected=145.868000
predicted=191.208509, expected=216.784000
predicted=372.818427, expected=344.968000
predicted=265.796331, expected=327.612000
predicted=197.886414, expected=126.204000
predicted=79.313425, expected=120.504000
predicted=169.433973, expected=174.636000
predicted=175.211352, expected=131.628000
predicted=188.830876, expected=218.008000
predicted=349.640279, expected=433.068000
predicted=335.995833, expected=404.308000
predicted=203.035257, expected=128.932000
predicted=106.697324, expected=156.016000
predicted=212.182598, expected=171.412000
predicted=133.588317, expected=128.044000
predicted=229.767924, expected=193.984000
predicted=390.935324, expected=315.876000
predicted=242.013297, expected=248.008000
predicted=154.313726, expected=167.876000
predicted=181.936794, expected=118.372000
predicted=124.647275, expected=155.920000
predicted=154.312140, expected=130.256000
predicted=209.716082, expected=214.264000
predicted=270.721989, expected=304.828000
predicted=264.633534, expected=323.056000
predicted=202.001033, expected=153.216000
predicted=124.232352, expected=134.572000
predicted=151.875497, expected=171.056000
predicted=183.856432, expected=140.324000
predicted=176.122392, expected=306.292000
predicted=403.498723, expected=359.008000
predicted=252.599758, expected=303.508000
predicted=187.440232, expected=149.296000
predicted=159.388012, expected=141.780000
predicted=134.769997, expected=176.644000
predicted=227.773942, expected=134.792000
predicted=216.629787, expected=268.792000
predicted=365.570519, expected=382.324000
predicted=282.276920, expected=306.592000
predicted=174.223787, expected=122.484000
predicted=142.753749, expected=153.884000
predicted=170.161690, expected=172.300000
predicted=178.022288, expected=119.244000
predicted=221.174256, expected=238.732000
predicted=362.062249, expected=291.656000
predicted=196.841828, expected=336.828000
predicted=241.828893, expected=115.516000
predicted=105.259587, expected=94.096000
predicted=120.384616, expected=153.392000
predicted=205.442652, expected=216.676000
predicted=217.209244, expected=191.268000
predicted=293.190562, expected=430.680000
predicted=361.874227, expected=393.948000
predicted=190.786661, expected=128.460000
predicted=59.901757, expected=143.400000
predicted=270.784910, expected=167.488000
predicted=116.682840, expected=135.708000
predicted=237.682637, expected=225.120000
predicted=401.950429, expected=288.308000
predicted=211.363013, expected=283.928000
predicted=195.272062, expected=125.304000
predicted=124.717134, expected=118.300000
predicted=141.322200, expected=164.308000
predicted=189.475649, expected=175.948000
Test MSE: 2835.051
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903])]
predicted=20.002397, expected=48.000000
predicted=25.995406, expected=4.000000
predicted=19.474056, expected=12.000000
predicted=21.849859, expected=28.000000
predicted=24.948486, expected=12.000000
predicted=18.251944, expected=4.000000
predicted=14.926911, expected=32.000000
predicted=18.454429, expected=8.000000
predicted=14.341439, expected=20.000000
predicted=15.892109, expected=20.000000
predicted=17.890495, expected=8.000000
predicted=14.349034, expected=32.000000
predicted=20.283385, expected=20.000000
predicted=18.238358, expected=148.000000
predicted=46.651642, expected=12.000000
predicted=37.633675, expected=12.000000
predicted=39.790091, expected=16.000000
predicted=50.917163, expected=24.000000
predicted=35.343114, expected=12.000000
predicted=26.892822, expected=52.000000
predicted=23.284068, expected=24.000000
predicted=23.338199, expected=16.000000
predicted=22.998635, expected=20.000000
predicted=27.332284, expected=16.000000
predicted=22.838214, expected=12.000000
predicted=20.410781, expected=40.000000
predicted=22.192682, expected=28.000000
predicted=21.467366, expected=8.000000
predicted=19.166145, expected=8.000000
predicted=20.523611, expected=8.000000
predicted=17.526048, expected=12.000000
predicted=14.687505, expected=20.000000
predicted=12.977868, expected=16.000000
predicted=11.761327, expected=12.000000
predicted=12.705329, expected=4.000000
predicted=12.334641, expected=4.000000
predicted=11.096479, expected=32.000000
predicted=15.035236, expected=8.000000
predicted=10.718097, expected=12.000000
predicted=11.510514, expected=8.000000
predicted=13.350784, expected=24.000000
predicted=14.668938, expected=28.000000
predicted=17.695289, expected=16.000000
predicted=15.365803, expected=32.000000
predicted=21.706770, expected=24.000000
predicted=22.917661, expected=36.000000
predicted=26.271953, expected=12.000000
predicted=24.255960, expected=4.000000
predicted=20.234232, expected=32.000000
predicted=24.692855, expected=12.000000
predicted=17.683684, expected=24.000000
predicted=18.163956, expected=12.000000
predicted=17.322590, expected=28.000000
predicted=19.100600, expected=4.000000
predicted=17.364334, expected=12.000000
predicted=15.016305, expected=20.000000
predicted=17.408548, expected=20.000000
predicted=14.755677, expected=16.000000
predicted=15.623732, expected=12.000000
predicted=14.854888, expected=24.000000
predicted=18.104746, expected=8.000000
predicted=15.506972, expected=12.000000
predicted=14.631829, expected=12.000000
predicted=14.558332, expected=20.000000
predicted=14.127690, expected=16.000000
predicted=14.423530, expected=8.000000
predicted=12.421687, expected=12.000000
predicted=13.935812, expected=12.000000
predicted=13.235845, expected=16.000000
predicted=13.015981, expected=36.000000
predicted=17.283398, expected=44.000000
predicted=22.113822, expected=28.000000
predicted=24.537505, expected=16.000000
predicted=26.674093, expected=20.000000
predicted=28.390645, expected=28.000000
predicted=27.815075, expected=4.000000
predicted=20.066027, expected=20.000000
predicted=19.282562, expected=8.000000
predicted=16.213086, expected=12.000000
predicted=13.582356, expected=20.000000
predicted=15.409682, expected=4.000000
predicted=10.460790, expected=20.000000
predicted=14.025552, expected=20.000000
predicted=14.855158, expected=36.000000
predicted=18.439887, expected=52.000000
predicted=26.727359, expected=28.000000
predicted=26.968239, expected=20.000000
predicted=30.215627, expected=16.000000
predicted=30.430335, expected=16.000000
predicted=26.411450, expected=12.000000
predicted=21.253456, expected=28.000000
predicted=19.649979, expected=8.000000
predicted=15.489582, expected=12.000000
predicted=14.862225, expected=24.000000
predicted=18.109452, expected=28.000000
predicted=18.082864, expected=16.000000
predicted=17.946947, expected=24.000000
predicted=20.163907, expected=12.000000
predicted=19.696384, expected=24.000000
predicted=20.775961, expected=24.000000
predicted=21.202017, expected=12.000000
predicted=17.475238, expected=24.000000
predicted=20.591111, expected=24.000000
predicted=20.636552, expected=24.000000
predicted=20.888481, expected=36.000000
predicted=24.822194, expected=36.000000
predicted=26.862491, expected=36.000000
predicted=30.090144, expected=20.000000
predicted=29.587806, expected=28.000000
predicted=30.753793, expected=12.000000
predicted=26.965021, expected=12.000000
predicted=22.127981, expected=20.000000
predicted=21.033591, expected=40.000000
predicted=21.969541, expected=20.000000
predicted=20.355667, expected=8.000000
predicted=18.640024, expected=20.000000
predicted=22.333278, expected=44.000000
predicted=25.768429, expected=24.000000
predicted=23.037352, expected=28.000000
predicted=24.476992, expected=36.000000
predicted=29.793974, expected=16.000000
predicted=26.688528, expected=32.000000
predicted=29.555821, expected=4.000000
predicted=22.814154, expected=24.000000
predicted=22.496103, expected=16.000000
predicted=20.953124, expected=16.000000
predicted=16.345052, expected=8.000000
predicted=16.101275, expected=24.000000
predicted=16.312267, expected=12.000000
predicted=15.563927, expected=36.000000
predicted=18.934602, expected=20.000000
predicted=19.704866, expected=12.000000
predicted=18.079666, expected=12.000000
predicted=20.329357, expected=20.000000
predicted=18.755337, expected=8.000000
predicted=15.604838, expected=4.000000
predicted=11.682073, expected=4.000000
predicted=10.314232, expected=36.000000
predicted=14.667116, expected=44.000000
predicted=19.050780, expected=16.000000
predicted=17.516555, expected=12.000000
predicted=21.683644, expected=8.000000
predicted=21.957859, expected=40.000000
predicted=25.169881, expected=32.000000
predicted=23.143678, expected=40.000000
predicted=24.591524, expected=20.000000
predicted=27.023735, expected=4.000000
predicted=24.045572, expected=16.000000
predicted=25.511941, expected=44.000000
predicted=25.981801, expected=20.000000
predicted=20.556642, expected=24.000000
predicted=21.406063, expected=28.000000
predicted=25.850407, expected=52.000000
predicted=31.389084, expected=32.000000
predicted=31.561297, expected=16.000000
predicted=28.288199, expected=24.000000
predicted=31.636546, expected=16.000000
predicted=27.059545, expected=16.000000
predicted=23.056481, expected=20.000000
predicted=20.374945, expected=32.000000
predicted=20.962782, expected=52.000000
predicted=27.379106, expected=12.000000
predicted=23.351736, expected=12.000000
predicted=24.759207, expected=40.000000
predicted=31.501520, expected=40.000000
predicted=29.190456, expected=40.000000
predicted=30.346363, expected=28.000000
predicted=30.543058, expected=44.000000
predicted=36.314493, expected=40.000000
predicted=38.515307, expected=12.000000
predicted=31.428822, expected=32.000000
predicted=33.830408, expected=16.000000
predicted=28.376214, expected=36.000000
predicted=27.967299, expected=24.000000
predicted=26.174388, expected=28.000000
predicted=24.545972, expected=4.000000
predicted=22.771611, expected=16.000000
predicted=20.902877, expected=24.000000
predicted=21.822307, expected=28.000000
predicted=18.995723, expected=20.000000
predicted=19.201047, expected=4.000000
predicted=16.440471, expected=16.000000
predicted=18.994341, expected=12.000000
predicted=16.514444, expected=12.000000
predicted=13.211229, expected=28.000000
predicted=16.061298, expected=40.000000
predicted=19.826501, expected=24.000000
predicted=21.171653, expected=16.000000
predicted=22.790181, expected=36.000000
predicted=28.757111, expected=20.000000
predicted=25.893853, expected=12.000000
predicted=22.294733, expected=40.000000
predicted=27.057346, expected=68.000000
predicted=33.536960, expected=52.000000
predicted=36.158094, expected=36.000000
predicted=39.256424, expected=48.000000
predicted=47.235682, expected=16.000000
predicted=41.737119, expected=32.000000
predicted=39.840824, expected=20.000000
predicted=33.250343, expected=24.000000
predicted=27.080769, expected=12.000000
predicted=23.963156, expected=28.000000
predicted=22.395484, expected=24.000000
predicted=22.786094, expected=24.000000
predicted=21.112015, expected=20.000000
predicted=22.386667, expected=24.000000
predicted=22.618365, expected=20.000000
predicted=22.752021, expected=12.000000
predicted=19.652065, expected=20.000000
predicted=20.204261, expected=44.000000
predicted=24.489659, expected=8.000000
predicted=18.799385, expected=8.000000
predicted=18.392874, expected=20.000000
predicted=21.491240, expected=12.000000
predicted=16.315646, expected=40.000000
predicted=21.190980, expected=12.000000
predicted=16.599048, expected=20.000000
predicted=18.774860, expected=16.000000
predicted=21.585731, expected=40.000000
predicted=23.619390, expected=16.000000
predicted=22.024679, expected=8.000000
predicted=18.041178, expected=4.000000
predicted=18.528158, expected=16.000000
predicted=16.178509, expected=16.000000
predicted=14.427253, expected=32.000000
predicted=15.353031, expected=4.000000
predicted=12.866797, expected=48.000000
predicted=22.612165, expected=48.000000
predicted=29.360252, expected=24.000000
predicted=26.169141, expected=28.000000
predicted=32.786408, expected=36.000000
predicted=34.194531, expected=36.000000
predicted=34.463804, expected=56.000000
predicted=38.032203, expected=48.000000
predicted=38.951352, expected=64.000000
predicted=46.183369, expected=40.000000
predicted=47.477206, expected=28.000000
predicted=44.770716, expected=56.000000
predicted=50.599170, expected=20.000000
predicted=39.727420, expected=24.000000
predicted=35.744582, expected=40.000000
predicted=36.907442, expected=44.000000
predicted=34.164150, expected=20.000000
predicted=31.045977, expected=48.000000
predicted=35.489223, expected=32.000000
predicted=35.291287, expected=32.000000
predicted=33.939583, expected=24.000000
predicted=33.777357, expected=32.000000
predicted=31.665190, expected=72.000000
predicted=41.192738, expected=16.000000
predicted=31.754989, expected=32.000000
predicted=35.208136, expected=32.000000
predicted=38.416023, expected=32.000000
predicted=33.283697, expected=20.000000
predicted=31.264341, expected=24.000000
predicted=26.875353, expected=40.000000
predicted=30.639233, expected=12.000000
predicted=24.271248, expected=36.000000
predicted=27.806800, expected=24.000000
predicted=27.109534, expected=28.000000
predicted=25.872007, expected=20.000000
predicted=26.566239, expected=28.000000
predicted=25.240432, expected=56.000000
predicted=33.031590, expected=84.000000
predicted=41.801931, expected=32.000000
predicted=39.785050, expected=48.000000
predicted=48.141055, expected=28.000000
predicted=48.870846, expected=12.000000
predicted=38.874795, expected=20.000000
predicted=35.181675, expected=52.000000
predicted=32.653493, expected=56.000000
predicted=34.365950, expected=24.000000
predicted=30.532112, expected=44.000000
predicted=38.640134, expected=4.000000
predicted=33.161238, expected=8.000000
predicted=27.997061, expected=16.000000
predicted=25.025267, expected=16.000000
predicted=16.152238, expected=24.000000
predicted=17.192970, expected=28.000000
predicted=17.335094, expected=16.000000
predicted=17.898377, expected=4.000000
predicted=16.984029, expected=8.000000
predicted=16.354203, expected=20.000000
predicted=16.200156, expected=8.000000
predicted=11.698338, expected=12.000000
predicted=11.017762, expected=12.000000
predicted=11.754328, expected=12.000000
predicted=11.480818, expected=4.000000
predicted=10.378543, expected=4.000000
predicted=8.509416, expected=4.000000
predicted=7.663201, expected=8.000000
predicted=6.639292, expected=28.000000
predicted=10.704867, expected=8.000000
predicted=8.614051, expected=12.000000
predicted=10.991064, expected=8.000000
predicted=12.777336, expected=8.000000
predicted=11.069902, expected=8.000000
predicted=10.983359, expected=24.000000
predicted=11.997824, expected=12.000000
predicted=11.346050, expected=12.000000
predicted=11.842432, expected=12.000000
predicted=13.792944, expected=12.000000
predicted=12.964072, expected=4.000000
predicted=11.343922, expected=8.000000
predicted=9.857891, expected=12.000000
predicted=10.032040, expected=8.000000
predicted=8.366596, expected=4.000000
predicted=7.487505, expected=16.000000
predicted=9.648232, expected=8.000000
predicted=8.795195, expected=16.000000
predicted=10.409716, expected=8.000000
predicted=10.336918, expected=4.000000
predicted=8.801037, expected=16.000000
predicted=11.928396, expected=4.000000
predicted=8.406781, expected=8.000000
predicted=8.487928, expected=4.000000
predicted=7.704333, expected=4.000000
predicted=6.021387, expected=12.000000
predicted=7.924958, expected=12.000000
predicted=7.247500, expected=4.000000
predicted=6.625990, expected=4.000000
predicted=7.038661, expected=4.000000
predicted=6.796776, expected=4.000000
predicted=5.741487, expected=4.000000
predicted=4.704526, expected=4.000000
predicted=3.828819, expected=8.000000
predicted=4.739036, expected=4.000000
predicted=4.369620, expected=24.000000
predicted=9.018063, expected=20.000000
predicted=11.144834, expected=4.000000
predicted=9.705817, expected=20.000000
predicted=15.294912, expected=4.000000
predicted=12.446156, expected=12.000000
predicted=12.476251, expected=112.000000
predicted=35.008935, expected=4.000000
predicted=21.771813, expected=4.000000
predicted=25.331440, expected=4.000000
predicted=30.864273, expected=4.000000
predicted=19.421585, expected=12.000000
predicted=18.068462, expected=4.000000
predicted=4.898963, expected=4.000000
predicted=5.129931, expected=16.000000
predicted=8.405704, expected=4.000000
predicted=6.513645, expected=4.000000
predicted=6.679827, expected=4.000000
predicted=6.654106, expected=16.000000
predicted=8.141882, expected=24.000000
predicted=11.266265, expected=8.000000
predicted=9.346559, expected=8.000000
predicted=11.337803, expected=12.000000
predicted=13.143110, expected=12.000000
predicted=12.334073, expected=12.000000
predicted=11.714262, expected=20.000000
predicted=12.662124, expected=96.000000
predicted=31.481565, expected=32.000000
predicted=28.873459, expected=248.000000
predicted=83.393862, expected=72.000000
predicted=88.765217, expected=52.000000
predicted=84.207845, expected=72.000000
predicted=106.387150, expected=60.000000
predicted=86.334834, expected=64.000000
predicted=83.664441, expected=40.000000
predicted=58.766506, expected=48.000000
predicted=55.416705, expected=16.000000
predicted=46.676365, expected=20.000000
predicted=37.654941, expected=44.000000
predicted=37.684688, expected=48.000000
predicted=35.125092, expected=52.000000
predicted=37.993864, expected=56.000000
predicted=42.854954, expected=64.000000
predicted=50.482180, expected=4.000000
predicted=42.151652, expected=4.000000
predicted=35.143685, expected=4.000000
predicted=28.049651, expected=24.000000
predicted=21.459272, expected=12.000000
predicted=14.934769, expected=32.000000
predicted=15.005249, expected=4.000000
predicted=14.049585, expected=12.000000
predicted=14.422328, expected=8.000000
predicted=15.101411, expected=4.000000
predicted=10.159580, expected=4.000000
predicted=8.951315, expected=12.000000
predicted=7.619635, expected=12.000000
predicted=8.395805, expected=4.000000
predicted=6.844419, expected=4.000000
predicted=6.804802, expected=4.000000
predicted=6.567576, expected=8.000000
predicted=6.615009, expected=8.000000
predicted=6.262065, expected=16.000000
predicted=8.001237, expected=4.000000
predicted=7.336778, expected=8.000000
predicted=8.047962, expected=8.000000
predicted=8.925441, expected=12.000000
predicted=8.982159, expected=4.000000
predicted=7.860723, expected=4.000000
predicted=6.467410, expected=32.000000
predicted=13.110851, expected=20.000000
predicted=13.761558, expected=12.000000
predicted=13.636623, expected=12.000000
predicted=15.563424, expected=16.000000
predicted=16.286148, expected=12.000000
predicted=15.546891, expected=8.000000
Test MSE: 397.085
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052])]
predicted=8.819812, expected=8.000000
predicted=9.309586, expected=16.000000
predicted=11.478876, expected=8.000000
predicted=8.840697, expected=12.000000
predicted=9.477121, expected=8.000000
predicted=10.764109, expected=8.000000
predicted=9.471431, expected=8.000000
predicted=10.127315, expected=8.000000
predicted=8.539676, expected=4.000000
predicted=7.810440, expected=4.000000
predicted=6.245100, expected=4.000000
predicted=5.861415, expected=8.000000
predicted=6.213606, expected=8.000000
predicted=6.466926, expected=16.000000
predicted=8.005263, expected=4.000000
predicted=7.332782, expected=4.000000
predicted=6.213870, expected=4.000000
predicted=7.075971, expected=12.000000
predicted=8.273435, expected=4.000000
predicted=7.881304, expected=4.000000
predicted=4.693467, expected=4.000000
predicted=5.207657, expected=20.000000
predicted=8.801248, expected=4.000000
predicted=8.639160, expected=12.000000
predicted=7.241369, expected=4.000000
predicted=8.225192, expected=12.000000
predicted=8.548112, expected=4.000000
predicted=10.073608, expected=4.000000
predicted=5.682797, expected=4.000000
predicted=6.842408, expected=28.000000
predicted=10.386978, expected=4.000000
predicted=10.393031, expected=8.000000
predicted=6.903126, expected=4.000000
predicted=9.189580, expected=4.000000
predicted=7.291383, expected=4.000000
predicted=9.581638, expected=4.000000
predicted=4.449541, expected=8.000000
predicted=5.636710, expected=4.000000
predicted=4.770081, expected=12.000000
predicted=6.078288, expected=8.000000
predicted=7.196130, expected=4.000000
predicted=5.951516, expected=12.000000
predicted=8.269886, expected=8.000000
predicted=8.170927, expected=4.000000
predicted=7.547003, expected=8.000000
predicted=7.395185, expected=4.000000
predicted=6.460138, expected=4.000000
predicted=6.386497, expected=4.000000
predicted=5.442340, expected=8.000000
predicted=5.336431, expected=8.000000
predicted=6.443264, expected=16.000000
predicted=7.812291, expected=12.000000
predicted=9.262215, expected=16.000000
predicted=10.568407, expected=8.000000
predicted=11.379840, expected=8.000000
predicted=10.323952, expected=4.000000
predicted=10.495069, expected=4.000000
predicted=7.941487, expected=8.000000
predicted=8.378021, expected=12.000000
predicted=7.909277, expected=4.000000
predicted=6.753873, expected=8.000000
predicted=6.247906, expected=8.000000
predicted=7.537524, expected=4.000000
predicted=6.857753, expected=4.000000
predicted=6.573203, expected=8.000000
predicted=6.021072, expected=4.000000
predicted=6.042501, expected=4.000000
predicted=5.110714, expected=8.000000
predicted=5.562904, expected=8.000000
predicted=6.163916, expected=8.000000
predicted=6.863431, expected=4.000000
predicted=5.818627, expected=4.000000
predicted=5.447170, expected=12.000000
predicted=7.741760, expected=4.000000
predicted=6.860363, expected=8.000000
predicted=6.384165, expected=4.000000
predicted=6.155780, expected=4.000000
predicted=5.243755, expected=4.000000
predicted=6.226290, expected=8.000000
predicted=5.339757, expected=16.000000
predicted=8.350805, expected=24.000000
predicted=11.589621, expected=8.000000
predicted=10.671109, expected=12.000000
predicted=10.818452, expected=4.000000
predicted=11.437021, expected=4.000000
predicted=9.985748, expected=12.000000
predicted=11.734955, expected=24.000000
predicted=12.184802, expected=4.000000
predicted=10.358600, expected=4.000000
predicted=6.862692, expected=12.000000
predicted=10.069646, expected=4.000000
predicted=9.483877, expected=8.000000
predicted=10.021988, expected=12.000000
predicted=7.894534, expected=8.000000
predicted=7.664759, expected=4.000000
predicted=7.875752, expected=8.000000
predicted=6.975158, expected=12.000000
predicted=9.004255, expected=4.000000
predicted=8.054908, expected=24.000000
predicted=10.832039, expected=4.000000
predicted=9.637842, expected=4.000000
predicted=7.619908, expected=4.000000
predicted=8.973284, expected=4.000000
predicted=6.168479, expected=16.000000
predicted=11.193955, expected=4.000000
predicted=6.338020, expected=8.000000
predicted=5.933795, expected=4.000000
predicted=6.595818, expected=12.000000
predicted=7.577103, expected=8.000000
predicted=9.681004, expected=4.000000
predicted=5.980095, expected=12.000000
predicted=8.188057, expected=4.000000
predicted=7.213225, expected=24.000000
predicted=11.167566, expected=8.000000
predicted=11.057300, expected=8.000000
predicted=8.491194, expected=8.000000
predicted=10.771123, expected=4.000000
predicted=8.543046, expected=8.000000
predicted=10.509717, expected=8.000000
predicted=7.636725, expected=4.000000
predicted=6.542025, expected=4.000000
predicted=5.749998, expected=16.000000
predicted=7.672742, expected=4.000000
predicted=7.834111, expected=4.000000
predicted=5.918112, expected=12.000000
predicted=7.454303, expected=16.000000
predicted=9.737889, expected=12.000000
predicted=11.328274, expected=8.000000
predicted=8.805133, expected=4.000000
predicted=8.474966, expected=4.000000
predicted=8.876630, expected=4.000000
predicted=8.154004, expected=4.000000
predicted=6.148968, expected=4.000000
predicted=4.786517, expected=8.000000
predicted=4.841587, expected=8.000000
predicted=5.654319, expected=12.000000
predicted=6.909653, expected=8.000000
predicted=7.456773, expected=12.000000
predicted=8.427556, expected=12.000000
predicted=10.310023, expected=16.000000
predicted=11.483657, expected=4.000000
predicted=10.553695, expected=8.000000
predicted=9.050546, expected=8.000000
predicted=10.210164, expected=4.000000
predicted=8.349446, expected=8.000000
predicted=8.272760, expected=4.000000
predicted=5.932312, expected=4.000000
predicted=5.669387, expected=4.000000
predicted=5.382064, expected=16.000000
predicted=7.148771, expected=4.000000
predicted=7.252126, expected=16.000000
predicted=7.679673, expected=4.000000
predicted=8.368991, expected=4.000000
predicted=6.622739, expected=8.000000
predicted=9.114850, expected=12.000000
predicted=8.103906, expected=8.000000
predicted=9.349601, expected=4.000000
predicted=6.143688, expected=4.000000
predicted=6.092497, expected=8.000000
predicted=7.332881, expected=16.000000
predicted=9.577931, expected=48.000000
predicted=17.940736, expected=12.000000
predicted=16.287424, expected=4.000000
predicted=11.318531, expected=12.000000
predicted=15.793295, expected=8.000000
predicted=16.506406, expected=4.000000
predicted=16.486370, expected=8.000000
predicted=8.190827, expected=8.000000
predicted=7.263107, expected=4.000000
predicted=7.292305, expected=12.000000
predicted=7.701216, expected=12.000000
predicted=8.473222, expected=20.000000
predicted=11.434573, expected=12.000000
predicted=11.733222, expected=4.000000
predicted=9.099177, expected=4.000000
predicted=9.742746, expected=4.000000
predicted=8.817885, expected=4.000000
predicted=8.360671, expected=20.000000
predicted=9.663771, expected=4.000000
predicted=7.012864, expected=4.000000
predicted=5.390951, expected=4.000000
predicted=6.251524, expected=4.000000
predicted=5.970334, expected=20.000000
predicted=11.305272, expected=4.000000
predicted=7.009434, expected=4.000000
predicted=5.381875, expected=4.000000
predicted=6.221655, expected=8.000000
predicted=7.134500, expected=12.000000
predicted=10.018367, expected=28.000000
predicted=11.544759, expected=4.000000
predicted=9.651314, expected=4.000000
predicted=7.633479, expected=8.000000
predicted=10.286216, expected=4.000000
predicted=9.898419, expected=12.000000
predicted=11.689488, expected=28.000000
predicted=11.557406, expected=4.000000
predicted=9.461054, expected=4.000000
predicted=8.098269, expected=8.000000
predicted=9.091444, expected=4.000000
predicted=9.969629, expected=4.000000
predicted=10.359959, expected=4.000000
predicted=4.481630, expected=4.000000
predicted=4.505439, expected=8.000000
predicted=5.885967, expected=4.000000
predicted=4.667592, expected=8.000000
predicted=5.268953, expected=4.000000
predicted=5.181303, expected=4.000000
predicted=4.871066, expected=4.000000
predicted=5.457894, expected=4.000000
predicted=4.509354, expected=4.000000
predicted=4.946984, expected=4.000000
Test MSE: 39.589
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838])]
predicted=16.838986, expected=40.000000
predicted=20.907395, expected=20.000000
predicted=20.698926, expected=24.000000
predicted=25.412012, expected=16.000000
predicted=17.201237, expected=32.000000
predicted=25.418292, expected=12.000000
predicted=24.435390, expected=40.000000
predicted=25.380518, expected=32.000000
predicted=25.229262, expected=44.000000
predicted=28.995121, expected=44.000000
predicted=33.333008, expected=32.000000
predicted=31.101102, expected=8.000000
predicted=31.996580, expected=28.000000
predicted=32.642525, expected=12.000000
predicted=29.332152, expected=28.000000
predicted=28.832812, expected=16.000000
predicted=20.941790, expected=20.000000
predicted=17.924179, expected=28.000000
predicted=22.955322, expected=20.000000
predicted=19.621226, expected=24.000000
predicted=23.298898, expected=16.000000
predicted=19.527033, expected=8.000000
predicted=18.887502, expected=4.000000
predicted=17.314420, expected=8.000000
predicted=14.388690, expected=24.000000
predicted=16.484471, expected=28.000000
predicted=15.546401, expected=24.000000
predicted=14.879358, expected=8.000000
predicted=13.046436, expected=16.000000
predicted=17.096665, expected=12.000000
predicted=19.211224, expected=4.000000
predicted=16.349459, expected=28.000000
predicted=17.688622, expected=48.000000
predicted=20.315203, expected=28.000000
predicted=21.145043, expected=20.000000
predicted=20.539383, expected=32.000000
predicted=24.520916, expected=20.000000
predicted=28.915908, expected=24.000000
predicted=31.089468, expected=12.000000
predicted=22.096126, expected=20.000000
predicted=21.784606, expected=24.000000
predicted=23.466358, expected=20.000000
predicted=20.076410, expected=16.000000
predicted=19.290843, expected=8.000000
predicted=15.324174, expected=4.000000
predicted=15.311793, expected=52.000000
predicted=24.816498, expected=28.000000
predicted=20.564071, expected=4.000000
predicted=16.173589, expected=48.000000
predicted=24.138263, expected=28.000000
predicted=24.328982, expected=32.000000
predicted=34.910737, expected=20.000000
predicted=25.048120, expected=44.000000
predicted=28.735052, expected=16.000000
predicted=31.422544, expected=36.000000
predicted=30.472019, expected=12.000000
predicted=25.568439, expected=8.000000
predicted=22.170100, expected=36.000000
predicted=28.844184, expected=28.000000
predicted=22.269561, expected=32.000000
predicted=26.798212, expected=24.000000
predicted=21.141696, expected=16.000000
predicted=21.836055, expected=48.000000
predicted=33.273181, expected=20.000000
predicted=26.765038, expected=24.000000
predicted=27.952767, expected=20.000000
predicted=24.328021, expected=20.000000
predicted=24.439118, expected=32.000000
predicted=30.101981, expected=32.000000
predicted=24.497002, expected=20.000000
predicted=23.822216, expected=16.000000
predicted=22.331427, expected=16.000000
predicted=22.403477, expected=20.000000
predicted=24.184165, expected=16.000000
predicted=21.064184, expected=44.000000
predicted=23.656026, expected=20.000000
predicted=20.093890, expected=12.000000
predicted=20.052570, expected=20.000000
predicted=21.611478, expected=8.000000
predicted=19.532770, expected=24.000000
predicted=24.766519, expected=20.000000
predicted=17.340555, expected=12.000000
predicted=15.333600, expected=32.000000
predicted=20.189885, expected=12.000000
predicted=16.079143, expected=12.000000
predicted=19.200424, expected=8.000000
predicted=15.589140, expected=36.000000
predicted=20.309814, expected=16.000000
predicted=19.660624, expected=8.000000
predicted=14.315845, expected=20.000000
predicted=16.211853, expected=16.000000
predicted=16.841598, expected=16.000000
predicted=20.526887, expected=16.000000
predicted=15.086946, expected=20.000000
predicted=15.582280, expected=40.000000
predicted=22.546910, expected=24.000000
predicted=20.590708, expected=24.000000
predicted=22.349106, expected=24.000000
predicted=23.385287, expected=36.000000
predicted=28.487512, expected=16.000000
predicted=27.426830, expected=24.000000
predicted=24.933550, expected=24.000000
predicted=24.474916, expected=48.000000
predicted=30.250162, expected=44.000000
predicted=32.217995, expected=28.000000
predicted=28.151450, expected=40.000000
predicted=33.793307, expected=16.000000
predicted=31.284546, expected=52.000000
predicted=41.374406, expected=40.000000
predicted=36.814908, expected=36.000000
predicted=34.848803, expected=44.000000
predicted=37.710275, expected=24.000000
predicted=32.961664, expected=12.000000
predicted=35.534279, expected=24.000000
predicted=31.435988, expected=28.000000
predicted=29.801349, expected=28.000000
predicted=28.667560, expected=24.000000
predicted=22.809452, expected=8.000000
predicted=18.712693, expected=24.000000
predicted=23.674611, expected=28.000000
predicted=24.397091, expected=48.000000
predicted=28.574904, expected=32.000000
predicted=25.753069, expected=40.000000
predicted=28.163534, expected=56.000000
predicted=37.537712, expected=12.000000
predicted=33.255379, expected=12.000000
predicted=33.912813, expected=64.000000
predicted=38.642546, expected=16.000000
predicted=32.660301, expected=28.000000
predicted=34.454680, expected=24.000000
predicted=23.068427, expected=36.000000
predicted=30.333534, expected=8.000000
predicted=30.928165, expected=28.000000
predicted=23.762439, expected=28.000000
predicted=25.473302, expected=8.000000
predicted=21.664219, expected=20.000000
predicted=22.948424, expected=12.000000
predicted=16.031110, expected=32.000000
predicted=23.526666, expected=8.000000
predicted=17.401357, expected=24.000000
predicted=17.418856, expected=20.000000
predicted=18.850275, expected=16.000000
predicted=18.336900, expected=16.000000
predicted=20.149323, expected=20.000000
predicted=16.799541, expected=64.000000
predicted=29.051374, expected=24.000000
predicted=24.036801, expected=20.000000
predicted=25.242078, expected=24.000000
predicted=26.336334, expected=20.000000
predicted=28.738212, expected=8.000000
predicted=29.440409, expected=24.000000
predicted=21.142226, expected=32.000000
predicted=21.838664, expected=8.000000
predicted=18.664263, expected=12.000000
predicted=17.440241, expected=12.000000
predicted=15.150426, expected=40.000000
predicted=23.625312, expected=40.000000
predicted=24.719443, expected=40.000000
predicted=23.844629, expected=48.000000
predicted=30.429994, expected=20.000000
predicted=29.922117, expected=12.000000
predicted=33.219125, expected=12.000000
predicted=29.240301, expected=4.000000
predicted=23.893894, expected=48.000000
predicted=29.146652, expected=16.000000
predicted=17.348661, expected=36.000000
predicted=21.773649, expected=24.000000
predicted=20.867461, expected=16.000000
predicted=22.399491, expected=8.000000
predicted=25.612311, expected=12.000000
predicted=18.655283, expected=24.000000
predicted=22.329603, expected=32.000000
predicted=20.747694, expected=36.000000
predicted=21.424935, expected=12.000000
predicted=17.887005, expected=20.000000
predicted=21.640513, expected=8.000000
predicted=21.237895, expected=12.000000
predicted=21.613175, expected=44.000000
predicted=25.250774, expected=16.000000
predicted=17.232992, expected=20.000000
predicted=19.920830, expected=20.000000
predicted=17.996656, expected=12.000000
predicted=20.069847, expected=24.000000
predicted=25.132738, expected=20.000000
predicted=18.352738, expected=32.000000
predicted=22.254502, expected=8.000000
predicted=17.791482, expected=16.000000
predicted=18.296267, expected=32.000000
predicted=22.868638, expected=40.000000
predicted=25.792543, expected=16.000000
predicted=23.269496, expected=20.000000
predicted=20.256330, expected=32.000000
predicted=25.656499, expected=40.000000
predicted=31.546787, expected=44.000000
predicted=33.123926, expected=12.000000
predicted=24.124422, expected=36.000000
predicted=30.654505, expected=36.000000
predicted=33.449942, expected=4.000000
predicted=28.616769, expected=16.000000
predicted=26.037205, expected=32.000000
predicted=22.802060, expected=56.000000
predicted=33.152365, expected=52.000000
predicted=32.842362, expected=20.000000
predicted=25.265302, expected=48.000000
predicted=36.592095, expected=24.000000
predicted=37.104542, expected=20.000000
predicted=38.614439, expected=64.000000
predicted=41.068387, expected=32.000000
predicted=32.704911, expected=4.000000
predicted=31.766872, expected=28.000000
predicted=28.303141, expected=12.000000
predicted=26.061546, expected=32.000000
predicted=33.838465, expected=72.000000
predicted=32.151746, expected=28.000000
predicted=25.074322, expected=48.000000
predicted=36.502053, expected=8.000000
predicted=27.420311, expected=24.000000
predicted=37.405261, expected=24.000000
predicted=36.868676, expected=8.000000
predicted=24.369613, expected=28.000000
predicted=25.853478, expected=68.000000
predicted=27.755164, expected=32.000000
predicted=29.176956, expected=32.000000
predicted=30.597619, expected=32.000000
predicted=29.207914, expected=8.000000
predicted=32.466327, expected=24.000000
predicted=36.761171, expected=36.000000
predicted=28.538586, expected=40.000000
predicted=30.671856, expected=16.000000
predicted=24.718025, expected=8.000000
predicted=19.298757, expected=56.000000
predicted=32.169279, expected=24.000000
predicted=29.841155, expected=20.000000
predicted=28.819933, expected=60.000000
predicted=29.770975, expected=148.000000
predicted=57.899713, expected=44.000000
predicted=52.268965, expected=40.000000
predicted=52.775484, expected=28.000000
predicted=50.168877, expected=24.000000
predicted=59.139759, expected=16.000000
predicted=58.643052, expected=20.000000
predicted=29.658563, expected=8.000000
predicted=22.484449, expected=20.000000
predicted=20.761140, expected=20.000000
predicted=18.467811, expected=40.000000
predicted=22.826118, expected=8.000000
predicted=17.137174, expected=36.000000
predicted=23.202727, expected=16.000000
predicted=21.252523, expected=28.000000
predicted=25.492070, expected=28.000000
predicted=27.009995, expected=12.000000
predicted=19.202593, expected=8.000000
predicted=21.385870, expected=16.000000
predicted=17.809944, expected=36.000000
predicted=23.883847, expected=32.000000
predicted=23.235573, expected=12.000000
predicted=17.494292, expected=28.000000
predicted=21.729014, expected=28.000000
predicted=24.589235, expected=28.000000
predicted=28.459174, expected=44.000000
predicted=30.621050, expected=28.000000
predicted=26.035035, expected=28.000000
predicted=30.474839, expected=8.000000
predicted=24.914549, expected=4.000000
predicted=22.272331, expected=8.000000
predicted=21.040767, expected=24.000000
predicted=18.986544, expected=12.000000
predicted=14.654364, expected=40.000000
predicted=18.418545, expected=24.000000
predicted=16.999456, expected=12.000000
predicted=18.261283, expected=12.000000
predicted=19.849881, expected=20.000000
predicted=19.589052, expected=16.000000
predicted=21.985072, expected=32.000000
predicted=21.497740, expected=32.000000
predicted=20.748563, expected=28.000000
predicted=22.792922, expected=60.000000
predicted=33.876130, expected=44.000000
predicted=33.883552, expected=20.000000
predicted=33.905850, expected=16.000000
predicted=31.133311, expected=16.000000
predicted=28.953812, expected=16.000000
predicted=30.518233, expected=20.000000
predicted=23.980748, expected=8.000000
predicted=15.184427, expected=16.000000
predicted=15.768786, expected=20.000000
predicted=16.330548, expected=44.000000
predicted=23.538831, expected=28.000000
predicted=22.475145, expected=40.000000
predicted=26.520004, expected=16.000000
predicted=24.128568, expected=24.000000
predicted=27.918737, expected=8.000000
predicted=25.543708, expected=16.000000
predicted=22.365587, expected=32.000000
predicted=25.466146, expected=52.000000
predicted=27.596178, expected=36.000000
predicted=28.255099, expected=32.000000
predicted=27.649697, expected=24.000000
predicted=29.090572, expected=16.000000
predicted=30.087894, expected=8.000000
predicted=27.771968, expected=24.000000
predicted=25.007133, expected=28.000000
predicted=23.775475, expected=36.000000
predicted=24.857604, expected=28.000000
predicted=22.956232, expected=20.000000
predicted=21.819318, expected=20.000000
predicted=24.957094, expected=8.000000
predicted=21.636203, expected=28.000000
predicted=25.707914, expected=32.000000
predicted=24.327125, expected=28.000000
predicted=23.297418, expected=48.000000
predicted=29.525838, expected=24.000000
predicted=24.922035, expected=24.000000
predicted=29.888352, expected=16.000000
predicted=26.847899, expected=40.000000
predicted=31.764287, expected=20.000000
predicted=29.153132, expected=68.000000
predicted=36.793297, expected=8.000000
predicted=25.130184, expected=16.000000
predicted=25.828823, expected=24.000000
predicted=29.216136, expected=24.000000
predicted=26.179266, expected=20.000000
predicted=30.412481, expected=28.000000
predicted=19.745691, expected=52.000000
predicted=29.557325, expected=8.000000
predicted=23.096459, expected=24.000000
predicted=25.951184, expected=28.000000
predicted=25.660655, expected=24.000000
predicted=27.375923, expected=24.000000
predicted=29.087791, expected=20.000000
predicted=19.645390, expected=40.000000
predicted=28.347006, expected=24.000000
predicted=26.258515, expected=28.000000
predicted=26.834013, expected=12.000000
predicted=22.625042, expected=24.000000
predicted=24.406842, expected=40.000000
predicted=30.819986, expected=36.000000
predicted=28.198838, expected=36.000000
predicted=30.073753, expected=36.000000
predicted=29.259832, expected=48.000000
predicted=37.003432, expected=20.000000
predicted=34.153801, expected=8.000000
predicted=28.406505, expected=28.000000
predicted=29.919620, expected=40.000000
predicted=32.145164, expected=24.000000
predicted=29.568224, expected=24.000000
predicted=23.619003, expected=20.000000
predicted=21.659210, expected=20.000000
predicted=25.600064, expected=28.000000
predicted=27.819699, expected=32.000000
predicted=25.591289, expected=20.000000
predicted=23.394652, expected=24.000000
predicted=23.676410, expected=28.000000
predicted=25.091654, expected=12.000000
predicted=22.817840, expected=24.000000
predicted=24.562301, expected=28.000000
predicted=22.964283, expected=48.000000
predicted=30.013581, expected=40.000000
predicted=30.870162, expected=40.000000
predicted=31.085005, expected=20.000000
predicted=30.279748, expected=36.000000
predicted=35.007712, expected=12.000000
predicted=31.303686, expected=24.000000
predicted=29.677524, expected=56.000000
predicted=35.586631, expected=36.000000
predicted=30.108239, expected=52.000000
predicted=38.474541, expected=16.000000
predicted=27.599822, expected=28.000000
predicted=33.693046, expected=36.000000
predicted=38.982352, expected=28.000000
predicted=32.791006, expected=48.000000
predicted=38.345265, expected=60.000000
predicted=36.975810, expected=28.000000
predicted=35.527917, expected=28.000000
predicted=36.495234, expected=24.000000
predicted=33.307957, expected=16.000000
predicted=33.518666, expected=28.000000
predicted=33.703532, expected=52.000000
predicted=32.444171, expected=28.000000
predicted=28.917675, expected=52.000000
predicted=35.091184, expected=24.000000
predicted=29.498780, expected=16.000000
predicted=30.868742, expected=40.000000
predicted=37.647954, expected=24.000000
predicted=29.674631, expected=48.000000
predicted=38.422913, expected=28.000000
predicted=28.477664, expected=48.000000
predicted=34.376399, expected=36.000000
predicted=36.985977, expected=20.000000
predicted=31.445925, expected=24.000000
predicted=33.949382, expected=32.000000
predicted=31.224679, expected=44.000000
predicted=37.280973, expected=24.000000
predicted=29.748441, expected=36.000000
predicted=29.762548, expected=48.000000
predicted=35.078639, expected=44.000000
predicted=38.526788, expected=20.000000
predicted=34.568281, expected=28.000000
predicted=31.584112, expected=48.000000
predicted=38.730957, expected=40.000000
predicted=39.644190, expected=36.000000
predicted=36.877694, expected=16.000000
predicted=27.720453, expected=44.000000
predicted=36.143158, expected=16.000000
predicted=32.443474, expected=12.000000
predicted=27.132693, expected=68.000000
predicted=36.905097, expected=20.000000
predicted=26.591883, expected=48.000000
predicted=38.057737, expected=52.000000
predicted=34.518325, expected=28.000000
predicted=35.051499, expected=48.000000
predicted=46.729614, expected=44.000000
predicted=38.112789, expected=32.000000
predicted=42.086538, expected=64.000000
predicted=47.608474, expected=44.000000
predicted=41.643718, expected=32.000000
predicted=43.675065, expected=12.000000
predicted=34.600988, expected=12.000000
predicted=30.428074, expected=20.000000
predicted=32.868709, expected=36.000000
predicted=29.672365, expected=44.000000
predicted=29.079450, expected=36.000000
predicted=26.294502, expected=24.000000
predicted=26.006577, expected=36.000000
predicted=31.636185, expected=36.000000
predicted=35.565717, expected=12.000000
Test MSE: 246.011
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171])]
predicted=409.570808, expected=416.000000
predicted=555.310786, expected=532.000000
predicted=467.664880, expected=624.000000
predicted=529.707804, expected=316.000000
predicted=296.765397, expected=348.000000
predicted=393.905614, expected=380.000000
predicted=394.220393, expected=344.000000
predicted=373.474980, expected=444.000000
predicted=561.746735, expected=716.000000
predicted=545.397321, expected=704.000000
predicted=500.776887, expected=464.000000
predicted=429.296309, expected=368.000000
predicted=412.768544, expected=440.000000
predicted=437.671976, expected=256.000000
predicted=403.717135, expected=440.000000
predicted=603.177195, expected=592.000000
predicted=534.455236, expected=352.000000
predicted=292.475940, expected=432.000000
predicted=514.837899, expected=360.000000
predicted=300.148422, expected=404.000000
predicted=392.822739, expected=280.000000
predicted=429.304072, expected=364.000000
predicted=367.555952, expected=668.000000
predicted=582.231654, expected=656.000000
predicted=462.621660, expected=440.000000
predicted=433.185585, expected=396.000000
predicted=405.488387, expected=496.000000
predicted=426.392803, expected=304.000000
predicted=408.832474, expected=364.000000
predicted=535.928338, expected=516.000000
predicted=498.103877, expected=704.000000
predicted=528.693467, expected=428.000000
predicted=433.868035, expected=304.000000
predicted=352.409745, expected=356.000000
predicted=392.273925, expected=252.000000
predicted=302.513362, expected=376.000000
predicted=549.356202, expected=636.000000
predicted=559.466125, expected=632.000000
predicted=433.006494, expected=488.000000
predicted=445.617414, expected=308.000000
predicted=314.051897, expected=480.000000
predicted=452.828624, expected=336.000000
predicted=412.966380, expected=416.000000
predicted=527.236596, expected=536.000000
predicted=545.582251, expected=624.000000
predicted=442.972578, expected=424.000000
predicted=443.196301, expected=360.000000
predicted=383.908906, expected=456.000000
predicted=455.526204, expected=204.000000
predicted=285.033699, expected=352.000000
predicted=527.050384, expected=600.000000
predicted=532.775543, expected=600.000000
predicted=419.891434, expected=388.000000
predicted=442.353449, expected=376.000000
predicted=350.228770, expected=448.000000
predicted=392.363274, expected=296.000000
predicted=381.172322, expected=432.000000
predicted=553.531226, expected=512.000000
predicted=451.483239, expected=352.000000
predicted=315.583172, expected=404.000000
predicted=479.820823, expected=384.000000
predicted=334.166636, expected=384.000000
predicted=382.436781, expected=356.000000
predicted=440.700860, expected=372.000000
predicted=361.779699, expected=516.000000
predicted=475.519421, expected=668.000000
predicted=529.273396, expected=392.000000
predicted=351.279232, expected=300.000000
predicted=377.165956, expected=576.000000
predicted=525.575314, expected=508.000000
predicted=418.343920, expected=584.000000
predicted=647.805988, expected=700.000000
predicted=601.157171, expected=732.000000
predicted=499.047433, expected=356.000000
predicted=437.431711, expected=260.000000
predicted=427.865890, expected=448.000000
predicted=528.704703, expected=268.000000
predicted=366.286074, expected=320.000000
predicted=550.309445, expected=500.000000
predicted=470.187706, expected=544.000000
predicted=359.269671, expected=428.000000
predicted=443.803926, expected=412.000000
predicted=383.930501, expected=356.000000
predicted=328.904214, expected=364.000000
predicted=414.414043, expected=388.000000
predicted=462.743250, expected=584.000000
predicted=520.486745, expected=640.000000
predicted=520.572114, expected=340.000000
predicted=320.922334, expected=360.000000
predicted=431.413923, expected=408.000000
predicted=388.472624, expected=272.000000
predicted=350.404793, expected=316.000000
predicted=507.339635, expected=452.000000
predicted=408.600920, expected=456.000000
predicted=373.558061, expected=332.000000
predicted=372.688475, expected=284.000000
predicted=307.023744, expected=456.000000
predicted=403.032992, expected=288.000000
predicted=305.036158, expected=352.000000
predicted=432.498344, expected=580.000000
predicted=500.703858, expected=716.000000
predicted=469.096651, expected=536.000000
predicted=490.957215, expected=392.000000
predicted=387.906371, expected=388.000000
predicted=391.212287, expected=284.000000
predicted=371.528239, expected=372.000000
predicted=540.596018, expected=372.000000
predicted=439.243161, expected=444.000000
predicted=414.739244, expected=384.000000
predicted=389.150854, expected=304.000000
predicted=292.117072, expected=432.000000
predicted=435.280629, expected=336.000000
predicted=311.150275, expected=432.000000
predicted=454.431371, expected=708.000000
predicted=593.197022, expected=584.000000
predicted=390.943012, expected=352.000000
predicted=411.207450, expected=348.000000
predicted=402.490237, expected=340.000000
predicted=340.860823, expected=356.000000
predicted=492.822406, expected=384.000000
predicted=487.333170, expected=388.000000
predicted=367.570687, expected=512.000000
predicted=451.995632, expected=376.000000
predicted=333.615573, expected=328.000000
predicted=356.936976, expected=428.000000
predicted=436.328301, expected=300.000000
predicted=286.943346, expected=388.000000
predicted=472.977026, expected=468.000000
predicted=434.100671, expected=460.000000
predicted=367.951809, expected=320.000000
predicted=379.022897, expected=508.000000
predicted=455.091370, expected=516.000000
predicted=423.490270, expected=340.000000
predicted=367.706992, expected=392.000000
predicted=485.455363, expected=668.000000
predicted=512.932711, expected=660.000000
predicted=529.755178, expected=428.000000
predicted=473.727226, expected=272.000000
predicted=355.545471, expected=344.000000
predicted=370.219033, expected=332.000000
predicted=436.155686, expected=236.000000
predicted=412.661313, expected=452.000000
predicted=492.650725, expected=524.000000
predicted=378.362471, expected=380.000000
predicted=333.985131, expected=276.000000
predicted=349.311244, expected=556.000000
predicted=445.056821, expected=312.000000
predicted=286.285334, expected=348.000000
predicted=465.820861, expected=616.000000
predicted=566.833009, expected=648.000000
predicted=395.396420, expected=384.000000
predicted=461.255046, expected=372.000000
predicted=417.377578, expected=412.000000
predicted=369.010992, expected=276.000000
predicted=371.258012, expected=380.000000
predicted=544.618359, expected=596.000000
predicted=507.871105, expected=604.000000
predicted=451.520634, expected=400.000000
predicted=414.969905, expected=392.000000
predicted=391.688461, expected=500.000000
predicted=438.856845, expected=416.000000
predicted=444.398437, expected=460.000000
predicted=555.306429, expected=720.000000
predicted=607.107057, expected=704.000000
predicted=508.297284, expected=472.000000
predicted=484.719691, expected=324.000000
predicted=417.821731, expected=420.000000
predicted=442.721758, expected=336.000000
predicted=451.275510, expected=476.000000
predicted=600.375106, expected=448.000000
predicted=457.211928, expected=556.000000
predicted=451.083702, expected=356.000000
predicted=376.105061, expected=324.000000
predicted=343.868049, expected=364.000000
predicted=434.259785, expected=224.000000
predicted=269.457159, expected=440.000000
predicted=540.453036, expected=500.000000
predicted=413.995193, expected=636.000000
predicted=483.256062, expected=372.000000
predicted=367.023809, expected=352.000000
predicted=326.862271, expected=320.000000
predicted=382.488529, expected=348.000000
predicted=376.335750, expected=336.000000
predicted=479.080542, expected=440.000000
predicted=417.599789, expected=540.000000
predicted=455.821319, expected=360.000000
predicted=310.860154, expected=320.000000
predicted=371.694959, expected=320.000000
predicted=335.253422, expected=224.000000
predicted=278.979813, expected=344.000000
predicted=461.754312, expected=440.000000
predicted=395.802535, expected=324.000000
predicted=287.713461, expected=460.000000
predicted=450.494723, expected=652.000000
predicted=460.885774, expected=496.000000
predicted=368.388095, expected=340.000000
predicted=424.285836, expected=364.000000
predicted=383.578369, expected=576.000000
predicted=501.363536, expected=736.000000
predicted=672.221413, expected=356.000000
predicted=380.012033, expected=356.000000
predicted=435.594098, expected=412.000000
predicted=395.935567, expected=224.000000
predicted=293.580844, expected=336.000000
predicted=576.605851, expected=496.000000
predicted=434.043528, expected=528.000000
predicted=404.262740, expected=364.000000
predicted=397.206267, expected=312.000000
predicted=307.463032, expected=284.000000
predicted=302.532048, expected=276.000000
predicted=351.294610, expected=396.000000
predicted=468.590133, expected=592.000000
predicted=489.345727, expected=652.000000
predicted=481.213037, expected=396.000000
predicted=335.674651, expected=356.000000
predicted=374.123932, expected=416.000000
predicted=408.043143, expected=288.000000
predicted=363.487891, expected=336.000000
predicted=511.728613, expected=464.000000
predicted=445.558404, expected=612.000000
predicted=472.534106, expected=388.000000
predicted=376.734524, expected=516.000000
predicted=475.818708, expected=460.000000
predicted=388.331073, expected=416.000000
predicted=403.886012, expected=404.000000
predicted=532.777326, expected=544.000000
predicted=471.418585, expected=652.000000
predicted=578.373922, expected=428.000000
predicted=411.347101, expected=432.000000
predicted=480.108067, expected=372.000000
predicted=381.171611, expected=316.000000
predicted=383.509022, expected=348.000000
predicted=507.564627, expected=484.000000
predicted=456.464032, expected=624.000000
predicted=528.456591, expected=340.000000
predicted=319.970965, expected=320.000000
predicted=376.972101, expected=496.000000
predicted=452.364565, expected=484.000000
predicted=408.864547, expected=476.000000
predicted=562.085684, expected=568.000000
predicted=500.781397, expected=612.000000
predicted=459.754511, expected=592.000000
predicted=543.233202, expected=520.000000
predicted=514.950274, expected=616.000000
predicted=572.815573, expected=368.000000
predicted=414.386721, expected=336.000000
predicted=485.304817, expected=352.000000
predicted=476.503169, expected=296.000000
predicted=346.722145, expected=396.000000
predicted=521.589317, expected=552.000000
predicted=472.475130, expected=280.000000
predicted=252.190944, expected=516.000000
predicted=523.058606, expected=640.000000
predicted=472.066667, expected=476.000000
predicted=368.030478, expected=412.000000
predicted=544.601001, expected=572.000000
predicted=463.436704, expected=332.000000
predicted=338.262568, expected=360.000000
predicted=526.911630, expected=472.000000
predicted=498.451202, expected=552.000000
predicted=438.443651, expected=364.000000
predicted=450.891521, expected=288.000000
predicted=343.533586, expected=288.000000
predicted=329.565863, expected=244.000000
predicted=308.092979, expected=296.000000
predicted=421.065355, expected=520.000000
predicted=465.929708, expected=552.000000
predicted=400.900671, expected=376.000000
predicted=332.772918, expected=348.000000
predicted=352.564759, expected=380.000000
predicted=334.777799, expected=244.000000
predicted=322.808722, expected=260.000000
predicted=418.169692, expected=512.000000
predicted=473.531377, expected=536.000000
predicted=398.157783, expected=336.000000
predicted=352.127145, expected=300.000000
predicted=334.599131, expected=364.000000
predicted=310.033116, expected=212.000000
predicted=292.141164, expected=328.000000
predicted=461.868683, expected=572.000000
predicted=478.728568, expected=600.000000
predicted=412.192300, expected=516.000000
predicted=469.732182, expected=336.000000
predicted=302.898884, expected=364.000000
predicted=361.814566, expected=276.000000
predicted=377.161233, expected=336.000000
predicted=452.510384, expected=488.000000
predicted=518.703143, expected=316.000000
predicted=275.323367, expected=340.000000
predicted=395.166492, expected=336.000000
predicted=317.306768, expected=460.000000
predicted=383.487083, expected=348.000000
predicted=396.658458, expected=408.000000
predicted=389.300413, expected=448.000000
predicted=409.098968, expected=632.000000
predicted=489.241874, expected=268.000000
predicted=312.421321, expected=416.000000
predicted=455.589173, expected=372.000000
predicted=378.027839, expected=200.000000
predicted=242.572283, expected=364.000000
predicted=563.940277, expected=480.000000
predicted=351.863524, expected=584.000000
predicted=485.444970, expected=304.000000
predicted=332.243041, expected=304.000000
predicted=305.223257, expected=340.000000
predicted=353.469023, expected=236.000000
predicted=285.233792, expected=372.000000
predicted=510.409334, expected=428.000000
predicted=360.169489, expected=532.000000
predicted=418.394205, expected=344.000000
predicted=338.246903, expected=324.000000
predicted=311.250057, expected=460.000000
predicted=440.852075, expected=320.000000
predicted=304.298246, expected=420.000000
predicted=509.782570, expected=520.000000
predicted=451.734885, expected=596.000000
predicted=442.535486, expected=324.000000
predicted=376.204621, expected=264.000000
predicted=331.603368, expected=432.000000
predicted=446.441081, expected=228.000000
predicted=273.363373, expected=396.000000
predicted=539.928953, expected=460.000000
predicted=401.808279, expected=488.000000
predicted=347.806792, expected=280.000000
predicted=363.741339, expected=316.000000
predicted=307.976659, expected=480.000000
predicted=445.341875, expected=388.000000
predicted=359.901994, expected=512.000000
predicted=545.560258, expected=592.000000
predicted=459.943326, expected=672.000000
predicted=490.302949, expected=428.000000
predicted=444.967857, expected=384.000000
predicted=422.135375, expected=460.000000
predicted=495.461727, expected=348.000000
predicted=397.062961, expected=268.000000
predicted=466.698710, expected=492.000000
predicted=502.959988, expected=480.000000
predicted=382.592495, expected=344.000000
predicted=387.719794, expected=392.000000
predicted=430.734343, expected=372.000000
predicted=298.446594, expected=348.000000
predicted=395.794854, expected=564.000000
predicted=561.611446, expected=624.000000
predicted=467.941485, expected=800.000000
predicted=629.881923, expected=512.000000
predicted=435.074095, expected=380.000000
predicted=395.169980, expected=428.000000
predicted=523.513135, expected=280.000000
predicted=359.953751, expected=424.000000
predicted=623.360594, expected=516.000000
predicted=511.520837, expected=556.000000
predicted=449.948140, expected=312.000000
predicted=368.935893, expected=248.000000
predicted=295.652995, expected=320.000000
predicted=373.747681, expected=308.000000
predicted=351.524496, expected=272.000000
predicted=403.486203, expected=520.000000
predicted=466.057636, expected=624.000000
predicted=424.884043, expected=476.000000
predicted=383.380825, expected=344.000000
predicted=376.354883, expected=436.000000
predicted=384.432668, expected=344.000000
predicted=371.030529, expected=360.000000
predicted=484.113996, expected=432.000000
predicted=472.820307, expected=504.000000
predicted=411.507952, expected=264.000000
predicted=319.893375, expected=344.000000
predicted=394.449841, expected=336.000000
predicted=333.366348, expected=204.000000
predicted=259.695517, expected=348.000000
predicted=471.858258, expected=444.000000
predicted=342.170498, expected=728.000000
predicted=555.391536, expected=480.000000
predicted=387.491800, expected=436.000000
predicted=376.058831, expected=460.000000
predicted=444.699597, expected=252.000000
predicted=264.411410, expected=388.000000
predicted=586.921200, expected=524.000000
predicted=496.273467, expected=344.000000
predicted=326.225957, expected=404.000000
predicted=492.460008, expected=316.000000
predicted=277.268601, expected=360.000000
predicted=357.677131, expected=288.000000
predicted=395.769903, expected=336.000000
predicted=338.915732, expected=408.000000
predicted=413.621247, expected=532.000000
predicted=425.799085, expected=428.000000
predicted=385.413377, expected=288.000000
predicted=301.574737, expected=468.000000
predicted=452.388586, expected=300.000000
predicted=284.623055, expected=408.000000
predicted=486.186613, expected=472.000000
predicted=469.346586, expected=576.000000
predicted=418.583818, expected=316.000000
predicted=375.081125, expected=308.000000
predicted=344.447361, expected=352.000000
predicted=383.898647, expected=260.000000
predicted=299.240959, expected=372.000000
predicted=497.748001, expected=444.000000
predicted=381.033623, expected=516.000000
predicted=408.291310, expected=364.000000
predicted=359.399652, expected=580.000000
predicted=480.922350, expected=500.000000
predicted=409.569189, expected=320.000000
predicted=353.753256, expected=360.000000
predicted=491.421160, expected=504.000000
predicted=419.173053, expected=664.000000
predicted=601.221495, expected=360.000000
predicted=396.433491, expected=272.000000
predicted=349.899392, expected=380.000000
predicted=396.595494, expected=292.000000
predicted=311.655677, expected=312.000000
predicted=488.336008, expected=444.000000
predicted=430.567489, expected=552.000000
predicted=401.337404, expected=304.000000
predicted=314.937505, expected=288.000000
predicted=342.256186, expected=348.000000
predicted=338.953779, expected=280.000000
predicted=298.760342, expected=428.000000
predicted=516.013719, expected=564.000000
predicted=445.894701, expected=376.000000
predicted=295.820315, expected=296.000000
predicted=366.073726, expected=296.000000
predicted=304.402100, expected=296.000000
predicted=319.247003, expected=256.000000
predicted=388.137829, expected=320.000000
predicted=358.981702, expected=484.000000
predicted=403.213379, expected=540.000000
predicted=410.443082, expected=300.000000
predicted=287.282066, expected=352.000000
predicted=366.598170, expected=364.000000
predicted=329.707763, expected=240.000000
Test MSE: 11863.283
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259])]
predicted=8.482011, expected=12.000000
predicted=12.645841, expected=4.000000
predicted=7.889713, expected=8.000000
predicted=10.449669, expected=24.000000
predicted=16.168988, expected=16.000000
predicted=12.019343, expected=16.000000
predicted=13.255871, expected=8.000000
predicted=10.043014, expected=8.000000
predicted=11.101758, expected=12.000000
predicted=14.713248, expected=16.000000
predicted=14.113848, expected=4.000000
predicted=9.428528, expected=20.000000
predicted=12.702965, expected=24.000000
predicted=16.323834, expected=32.000000
predicted=21.022198, expected=28.000000
predicted=21.825191, expected=20.000000
predicted=18.470400, expected=32.000000
predicted=26.566891, expected=20.000000
predicted=24.568596, expected=12.000000
predicted=21.322652, expected=24.000000
predicted=23.359041, expected=24.000000
predicted=22.851186, expected=16.000000
predicted=21.070749, expected=20.000000
predicted=19.104188, expected=16.000000
predicted=17.256430, expected=20.000000
predicted=20.395309, expected=12.000000
predicted=17.080715, expected=64.000000
predicted=33.887822, expected=40.000000
predicted=31.936300, expected=68.000000
predicted=41.353425, expected=32.000000
predicted=35.632687, expected=52.000000
predicted=41.134111, expected=28.000000
predicted=45.414123, expected=56.000000
predicted=46.714079, expected=72.000000
predicted=60.208953, expected=104.000000
predicted=67.394808, expected=32.000000
predicted=50.987538, expected=28.000000
predicted=39.357312, expected=16.000000
predicted=43.925428, expected=12.000000
predicted=39.186422, expected=20.000000
predicted=41.010456, expected=28.000000
predicted=25.914179, expected=8.000000
predicted=17.082197, expected=20.000000
predicted=16.750670, expected=32.000000
predicted=23.102452, expected=36.000000
predicted=27.321713, expected=16.000000
predicted=21.850488, expected=28.000000
predicted=21.523578, expected=24.000000
predicted=25.338833, expected=16.000000
predicted=23.083526, expected=16.000000
predicted=22.210810, expected=28.000000
predicted=22.520665, expected=20.000000
predicted=22.717346, expected=24.000000
predicted=21.912119, expected=16.000000
predicted=18.526923, expected=24.000000
predicted=20.819284, expected=28.000000
predicted=25.767305, expected=8.000000
predicted=16.499855, expected=32.000000
predicted=24.117110, expected=12.000000
predicted=18.470708, expected=16.000000
predicted=18.043473, expected=40.000000
predicted=28.673507, expected=28.000000
predicted=23.198556, expected=20.000000
predicted=23.556693, expected=20.000000
predicted=20.114559, expected=28.000000
predicted=24.788018, expected=24.000000
predicted=28.034368, expected=16.000000
predicted=21.159210, expected=40.000000
predicted=28.021663, expected=12.000000
predicted=20.804269, expected=20.000000
predicted=21.448673, expected=24.000000
predicted=23.772784, expected=8.000000
predicted=16.102568, expected=4.000000
predicted=16.235251, expected=24.000000
predicted=17.102890, expected=20.000000
predicted=18.866848, expected=16.000000
predicted=16.752856, expected=12.000000
predicted=12.420093, expected=16.000000
predicted=13.660487, expected=8.000000
predicted=14.939757, expected=4.000000
predicted=10.712991, expected=12.000000
predicted=11.928649, expected=16.000000
predicted=12.984296, expected=12.000000
predicted=12.199036, expected=8.000000
predicted=8.884785, expected=20.000000
predicted=12.905965, expected=4.000000
predicted=10.173339, expected=24.000000
predicted=16.177372, expected=36.000000
predicted=22.828753, expected=20.000000
predicted=17.872177, expected=12.000000
predicted=16.630843, expected=32.000000
predicted=21.585173, expected=16.000000
predicted=22.058152, expected=8.000000
predicted=18.425209, expected=12.000000
predicted=15.581931, expected=16.000000
predicted=15.358134, expected=32.000000
predicted=24.749987, expected=4.000000
predicted=12.467392, expected=12.000000
predicted=11.289886, expected=8.000000
predicted=12.495825, expected=12.000000
predicted=13.201374, expected=12.000000
predicted=15.686342, expected=20.000000
predicted=12.603041, expected=12.000000
predicted=12.668396, expected=4.000000
predicted=8.327848, expected=16.000000
predicted=13.151318, expected=8.000000
predicted=11.251086, expected=16.000000
predicted=14.073499, expected=24.000000
predicted=16.500850, expected=4.000000
predicted=8.821773, expected=12.000000
predicted=12.404523, expected=16.000000
predicted=13.670361, expected=4.000000
predicted=10.642853, expected=24.000000
predicted=17.595724, expected=20.000000
predicted=14.676095, expected=40.000000
predicted=23.734693, expected=4.000000
predicted=14.854017, expected=20.000000
predicted=15.172957, expected=28.000000
predicted=25.156310, expected=28.000000
predicted=24.169328, expected=32.000000
predicted=29.167001, expected=48.000000
predicted=29.594708, expected=60.000000
predicted=41.321921, expected=36.000000
predicted=37.046203, expected=28.000000
predicted=33.263646, expected=28.000000
predicted=34.533251, expected=24.000000
predicted=34.819560, expected=8.000000
predicted=27.866465, expected=24.000000
predicted=25.198935, expected=32.000000
predicted=27.425714, expected=12.000000
predicted=19.710688, expected=16.000000
predicted=18.281457, expected=40.000000
predicted=25.367595, expected=20.000000
predicted=23.543299, expected=28.000000
predicted=25.880313, expected=48.000000
predicted=31.630515, expected=36.000000
predicted=31.051903, expected=36.000000
predicted=35.553865, expected=40.000000
predicted=34.374114, expected=20.000000
predicted=29.476766, expected=28.000000
predicted=33.787432, expected=40.000000
predicted=35.809111, expected=24.000000
predicted=30.130288, expected=28.000000
predicted=30.396684, expected=24.000000
predicted=25.507537, expected=28.000000
predicted=27.933126, expected=8.000000
predicted=22.621057, expected=12.000000
predicted=17.676281, expected=28.000000
predicted=24.145491, expected=52.000000
predicted=33.134734, expected=16.000000
predicted=23.391338, expected=16.000000
predicted=17.263969, expected=40.000000
predicted=28.971749, expected=8.000000
predicted=21.722583, expected=8.000000
predicted=22.164036, expected=20.000000
predicted=18.353107, expected=20.000000
predicted=18.287050, expected=40.000000
predicted=30.114927, expected=4.000000
predicted=12.812981, expected=12.000000
predicted=13.358797, expected=12.000000
predicted=16.848518, expected=4.000000
predicted=12.187176, expected=32.000000
predicted=24.184621, expected=16.000000
predicted=13.708300, expected=36.000000
predicted=22.036999, expected=24.000000
predicted=21.375897, expected=12.000000
predicted=15.589865, expected=24.000000
predicted=24.578127, expected=8.000000
predicted=16.377199, expected=12.000000
predicted=18.760156, expected=24.000000
predicted=20.015923, expected=28.000000
predicted=20.276651, expected=20.000000
predicted=20.380738, expected=20.000000
predicted=17.420672, expected=16.000000
predicted=17.741827, expected=12.000000
predicted=18.010895, expected=16.000000
predicted=18.861027, expected=32.000000
predicted=22.915867, expected=24.000000
predicted=21.674448, expected=40.000000
predicted=26.818984, expected=28.000000
predicted=24.986973, expected=24.000000
predicted=24.509015, expected=16.000000
predicted=24.613004, expected=12.000000
predicted=20.117525, expected=4.000000
predicted=18.180601, expected=24.000000
predicted=20.449746, expected=24.000000
predicted=20.709273, expected=16.000000
predicted=16.103452, expected=24.000000
predicted=18.269808, expected=40.000000
predicted=24.794685, expected=12.000000
predicted=20.902812, expected=16.000000
predicted=19.732018, expected=20.000000
predicted=20.121084, expected=16.000000
predicted=20.001136, expected=16.000000
predicted=21.482415, expected=36.000000
predicted=22.891840, expected=16.000000
predicted=19.037630, expected=12.000000
predicted=16.835726, expected=24.000000
predicted=20.274656, expected=20.000000
predicted=19.877772, expected=32.000000
predicted=27.421928, expected=20.000000
predicted=20.360247, expected=8.000000
predicted=14.772297, expected=16.000000
predicted=18.851228, expected=4.000000
predicted=13.509383, expected=8.000000
predicted=14.602208, expected=12.000000
predicted=12.662882, expected=12.000000
predicted=10.268273, expected=20.000000
predicted=14.796584, expected=16.000000
predicted=12.308470, expected=16.000000
predicted=13.629637, expected=16.000000
predicted=15.009559, expected=20.000000
predicted=16.833030, expected=32.000000
predicted=23.442038, expected=20.000000
predicted=19.957446, expected=24.000000
predicted=21.052794, expected=16.000000
predicted=19.165125, expected=32.000000
predicted=25.211436, expected=16.000000
predicted=23.011637, expected=24.000000
predicted=21.713653, expected=24.000000
predicted=23.423894, expected=20.000000
predicted=20.515605, expected=8.000000
predicted=18.573225, expected=12.000000
predicted=15.019860, expected=16.000000
predicted=17.697746, expected=20.000000
predicted=18.585634, expected=32.000000
predicted=22.382336, expected=24.000000
predicted=19.258416, expected=28.000000
predicted=22.175331, expected=44.000000
predicted=30.606869, expected=20.000000
predicted=25.318490, expected=20.000000
predicted=25.616703, expected=44.000000
predicted=32.769451, expected=8.000000
predicted=22.777878, expected=20.000000
predicted=25.823626, expected=12.000000
predicted=18.173008, expected=4.000000
predicted=13.825222, expected=20.000000
predicted=21.565716, expected=20.000000
predicted=15.169443, expected=48.000000
predicted=28.334817, expected=48.000000
predicted=31.286930, expected=28.000000
predicted=25.434921, expected=16.000000
predicted=24.045095, expected=20.000000
predicted=24.821917, expected=32.000000
predicted=33.895542, expected=40.000000
predicted=36.115748, expected=12.000000
predicted=22.121510, expected=16.000000
predicted=18.949780, expected=20.000000
predicted=21.614726, expected=16.000000
predicted=22.023154, expected=28.000000
predicted=25.910538, expected=28.000000
predicted=21.558685, expected=60.000000
predicted=35.597284, expected=56.000000
predicted=40.316915, expected=20.000000
predicted=28.471377, expected=76.000000
predicted=49.792889, expected=32.000000
predicted=41.221189, expected=24.000000
predicted=40.557484, expected=24.000000
predicted=35.678000, expected=28.000000
predicted=30.051364, expected=20.000000
predicted=35.519549, expected=32.000000
predicted=28.506614, expected=12.000000
predicted=20.613320, expected=8.000000
predicted=16.881351, expected=20.000000
predicted=20.236234, expected=48.000000
predicted=29.914342, expected=56.000000
predicted=38.691019, expected=36.000000
predicted=30.546671, expected=40.000000
predicted=32.367635, expected=40.000000
predicted=37.226942, expected=20.000000
predicted=35.293643, expected=36.000000
predicted=38.825219, expected=4.000000
predicted=23.159608, expected=24.000000
predicted=26.639635, expected=32.000000
predicted=29.436224, expected=24.000000
predicted=23.827415, expected=16.000000
predicted=22.396613, expected=12.000000
predicted=14.423320, expected=8.000000
predicted=16.155544, expected=20.000000
predicted=20.211161, expected=32.000000
predicted=23.418347, expected=24.000000
predicted=20.666296, expected=8.000000
predicted=14.035295, expected=12.000000
predicted=13.745445, expected=16.000000
predicted=17.703958, expected=20.000000
predicted=20.791913, expected=32.000000
predicted=23.322001, expected=56.000000
predicted=31.781031, expected=28.000000
predicted=27.038969, expected=20.000000
predicted=24.036582, expected=20.000000
predicted=24.462213, expected=16.000000
predicted=25.050152, expected=24.000000
predicted=29.765245, expected=12.000000
predicted=18.897023, expected=16.000000
predicted=17.258779, expected=16.000000
predicted=17.100299, expected=28.000000
predicted=20.980404, expected=16.000000
predicted=19.081602, expected=16.000000
predicted=16.008780, expected=16.000000
predicted=16.852889, expected=12.000000
predicted=15.505758, expected=8.000000
predicted=14.940351, expected=8.000000
predicted=11.361212, expected=16.000000
predicted=13.810986, expected=20.000000
predicted=15.835864, expected=12.000000
predicted=12.720852, expected=4.000000
predicted=8.531377, expected=20.000000
predicted=13.942541, expected=4.000000
predicted=10.985086, expected=4.000000
predicted=9.500845, expected=16.000000
predicted=11.515672, expected=8.000000
predicted=8.643154, expected=20.000000
predicted=15.157488, expected=40.000000
predicted=21.294381, expected=28.000000
predicted=21.075013, expected=16.000000
predicted=19.212759, expected=24.000000
predicted=20.397429, expected=12.000000
predicted=19.510334, expected=20.000000
predicted=24.044409, expected=4.000000
predicted=14.822207, expected=32.000000
predicted=21.063291, expected=16.000000
predicted=19.037998, expected=12.000000
predicted=14.268657, expected=32.000000
predicted=22.462426, expected=16.000000
predicted=16.730294, expected=12.000000
predicted=19.048522, expected=8.000000
predicted=13.099124, expected=36.000000
predicted=22.636011, expected=20.000000
predicted=22.959939, expected=4.000000
predicted=12.645032, expected=16.000000
predicted=14.496888, expected=8.000000
predicted=12.202653, expected=12.000000
predicted=17.117275, expected=12.000000
predicted=12.916089, expected=24.000000
predicted=14.787143, expected=4.000000
predicted=11.132775, expected=4.000000
predicted=7.857244, expected=12.000000
predicted=11.013833, expected=4.000000
predicted=8.636578, expected=8.000000
predicted=10.557034, expected=16.000000
predicted=9.672509, expected=20.000000
predicted=12.807203, expected=44.000000
predicted=24.677133, expected=20.000000
predicted=18.484628, expected=20.000000
predicted=18.998511, expected=16.000000
predicted=19.363146, expected=48.000000
predicted=32.225157, expected=20.000000
predicted=28.993443, expected=12.000000
predicted=18.981447, expected=12.000000
predicted=17.709074, expected=28.000000
predicted=22.786010, expected=12.000000
predicted=22.817377, expected=8.000000
predicted=13.510910, expected=24.000000
predicted=17.316978, expected=24.000000
predicted=19.250474, expected=20.000000
predicted=20.857317, expected=20.000000
predicted=17.860150, expected=20.000000
predicted=18.032958, expected=20.000000
predicted=21.156890, expected=20.000000
predicted=20.809659, expected=12.000000
predicted=16.882048, expected=8.000000
predicted=14.213475, expected=8.000000
predicted=12.944350, expected=24.000000
predicted=18.032124, expected=12.000000
predicted=14.657553, expected=8.000000
predicted=10.741933, expected=4.000000
predicted=8.137907, expected=16.000000
predicted=12.151007, expected=4.000000
predicted=10.977781, expected=8.000000
predicted=8.551739, expected=4.000000
predicted=6.404264, expected=8.000000
predicted=6.810291, expected=16.000000
predicted=12.004250, expected=8.000000
predicted=7.825420, expected=12.000000
predicted=9.789284, expected=12.000000
predicted=9.856649, expected=16.000000
predicted=12.580389, expected=4.000000
predicted=9.950156, expected=20.000000
predicted=13.319604, expected=16.000000
predicted=14.248177, expected=12.000000
predicted=12.817470, expected=4.000000
predicted=10.113930, expected=12.000000
predicted=10.104869, expected=20.000000
predicted=16.353087, expected=4.000000
predicted=10.139701, expected=12.000000
predicted=10.801060, expected=12.000000
predicted=10.222565, expected=8.000000
predicted=10.365074, expected=8.000000
predicted=10.866424, expected=12.000000
predicted=9.282078, expected=8.000000
predicted=9.684594, expected=8.000000
predicted=9.126732, expected=4.000000
predicted=6.749942, expected=12.000000
predicted=9.215590, expected=16.000000
predicted=12.039626, expected=4.000000
predicted=7.508370, expected=4.000000
predicted=6.547500, expected=12.000000
predicted=8.731720, expected=16.000000
predicted=12.358096, expected=12.000000
predicted=11.925878, expected=4.000000
predicted=6.816099, expected=8.000000
predicted=7.926192, expected=8.000000
predicted=9.478306, expected=8.000000
predicted=9.609294, expected=8.000000
predicted=8.426394, expected=4.000000
predicted=5.531117, expected=4.000000
predicted=5.827274, expected=8.000000
predicted=7.000351, expected=8.000000
Test MSE: 143.994
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105])]
predicted=42.765801, expected=48.000000
predicted=48.060270, expected=60.000000
predicted=60.294563, expected=108.000000
predicted=68.182368, expected=36.000000
predicted=38.467193, expected=28.000000
predicted=41.762148, expected=56.000000
predicted=57.730146, expected=36.000000
predicted=37.194177, expected=48.000000
predicted=75.714543, expected=36.000000
predicted=38.249757, expected=100.000000
predicted=63.518975, expected=40.000000
predicted=44.927784, expected=36.000000
predicted=40.231459, expected=44.000000
predicted=53.247189, expected=40.000000
predicted=31.267094, expected=20.000000
predicted=56.860315, expected=60.000000
predicted=51.893652, expected=44.000000
predicted=36.705165, expected=20.000000
predicted=30.982253, expected=16.000000
predicted=33.786817, expected=48.000000
predicted=32.642038, expected=32.000000
predicted=39.433282, expected=48.000000
predicted=46.171222, expected=64.000000
predicted=45.166277, expected=36.000000
predicted=24.581205, expected=32.000000
predicted=43.763616, expected=32.000000
predicted=34.266782, expected=28.000000
predicted=34.165933, expected=24.000000
predicted=42.137204, expected=28.000000
predicted=31.713942, expected=80.000000
predicted=54.951388, expected=68.000000
predicted=46.370403, expected=56.000000
predicted=44.967004, expected=32.000000
predicted=36.258169, expected=44.000000
predicted=37.400395, expected=24.000000
predicted=47.899934, expected=36.000000
predicted=49.134328, expected=76.000000
predicted=65.356022, expected=64.000000
predicted=43.620231, expected=48.000000
predicted=48.973826, expected=40.000000
predicted=39.009703, expected=36.000000
predicted=35.729597, expected=24.000000
predicted=46.758525, expected=48.000000
predicted=54.503106, expected=48.000000
predicted=45.155653, expected=56.000000
predicted=46.796650, expected=60.000000
predicted=50.644989, expected=48.000000
predicted=37.057408, expected=52.000000
predicted=51.961845, expected=28.000000
predicted=38.136416, expected=20.000000
predicted=37.597607, expected=72.000000
predicted=65.634949, expected=64.000000
predicted=49.273367, expected=24.000000
predicted=37.906523, expected=52.000000
predicted=49.484726, expected=32.000000
predicted=23.879377, expected=28.000000
predicted=45.674648, expected=32.000000
predicted=49.757222, expected=88.000000
predicted=53.728738, expected=32.000000
predicted=37.470651, expected=44.000000
predicted=43.485643, expected=36.000000
predicted=37.979191, expected=24.000000
predicted=22.627394, expected=12.000000
predicted=49.817975, expected=56.000000
predicted=43.298298, expected=80.000000
predicted=56.851615, expected=80.000000
predicted=55.882152, expected=44.000000
predicted=40.868788, expected=40.000000
predicted=33.316893, expected=80.000000
predicted=68.027965, expected=48.000000
predicted=55.976228, expected=60.000000
predicted=71.036636, expected=80.000000
predicted=66.069101, expected=96.000000
predicted=64.071052, expected=48.000000
predicted=64.271950, expected=24.000000
predicted=42.833884, expected=80.000000
predicted=73.211203, expected=40.000000
predicted=49.013373, expected=32.000000
predicted=62.553921, expected=100.000000
predicted=80.494522, expected=72.000000
predicted=39.543903, expected=60.000000
predicted=71.434042, expected=64.000000
predicted=61.703237, expected=56.000000
predicted=41.944817, expected=40.000000
predicted=67.597050, expected=36.000000
predicted=54.637321, expected=52.000000
predicted=54.445422, expected=44.000000
predicted=49.955959, expected=40.000000
predicted=47.676609, expected=48.000000
predicted=46.109489, expected=32.000000
predicted=32.751853, expected=32.000000
predicted=42.176102, expected=32.000000
predicted=38.275375, expected=56.000000
predicted=45.748046, expected=60.000000
predicted=51.747725, expected=12.000000
predicted=22.641034, expected=12.000000
predicted=28.658631, expected=36.000000
predicted=33.680097, expected=36.000000
predicted=37.142579, expected=56.000000
predicted=56.583409, expected=100.000000
predicted=58.436489, expected=72.000000
predicted=41.145776, expected=48.000000
predicted=48.484418, expected=24.000000
predicted=37.741563, expected=60.000000
predicted=56.125540, expected=28.000000
predicted=55.868799, expected=56.000000
predicted=62.480574, expected=60.000000
predicted=55.588303, expected=40.000000
predicted=29.399370, expected=44.000000
predicted=56.167901, expected=48.000000
predicted=38.723074, expected=32.000000
predicted=40.908129, expected=48.000000
predicted=54.737373, expected=52.000000
predicted=45.102839, expected=84.000000
predicted=62.095401, expected=128.000000
predicted=88.418323, expected=60.000000
predicted=46.006409, expected=28.000000
predicted=48.767590, expected=44.000000
predicted=55.244810, expected=52.000000
predicted=57.367841, expected=64.000000
predicted=88.313305, expected=56.000000
predicted=58.434980, expected=68.000000
predicted=50.955326, expected=52.000000
predicted=49.098008, expected=36.000000
predicted=44.663142, expected=36.000000
predicted=51.643684, expected=32.000000
predicted=41.316029, expected=36.000000
predicted=48.888339, expected=64.000000
predicted=56.852682, expected=100.000000
predicted=66.139742, expected=48.000000
predicted=41.191942, expected=48.000000
predicted=48.948843, expected=68.000000
predicted=56.684892, expected=68.000000
predicted=58.468272, expected=40.000000
predicted=68.226528, expected=80.000000
predicted=68.895500, expected=76.000000
predicted=59.314213, expected=76.000000
predicted=69.550119, expected=68.000000
predicted=72.727808, expected=72.000000
predicted=57.724330, expected=32.000000
predicted=55.049734, expected=52.000000
predicted=65.297331, expected=56.000000
predicted=63.386629, expected=84.000000
predicted=70.612811, expected=92.000000
predicted=81.910692, expected=52.000000
predicted=43.993497, expected=36.000000
predicted=51.057550, expected=40.000000
predicted=49.793135, expected=32.000000
predicted=51.216092, expected=76.000000
predicted=80.580201, expected=84.000000
predicted=64.975753, expected=40.000000
predicted=37.974812, expected=52.000000
predicted=55.228876, expected=76.000000
predicted=54.710162, expected=40.000000
predicted=50.551262, expected=52.000000
predicted=71.072111, expected=84.000000
predicted=63.969109, expected=72.000000
predicted=56.016770, expected=44.000000
predicted=62.195413, expected=20.000000
predicted=36.449625, expected=28.000000
predicted=39.931673, expected=52.000000
predicted=61.855578, expected=72.000000
predicted=65.998728, expected=72.000000
predicted=57.745535, expected=84.000000
predicted=56.798072, expected=48.000000
predicted=41.051429, expected=36.000000
predicted=47.417680, expected=56.000000
predicted=65.203427, expected=32.000000
predicted=45.210164, expected=52.000000
predicted=66.940893, expected=56.000000
predicted=52.216653, expected=68.000000
predicted=49.841185, expected=44.000000
predicted=51.207506, expected=20.000000
predicted=29.192141, expected=44.000000
predicted=50.517501, expected=32.000000
predicted=38.351840, expected=40.000000
predicted=50.961916, expected=64.000000
predicted=55.551415, expected=80.000000
predicted=48.178566, expected=44.000000
predicted=44.411882, expected=40.000000
predicted=42.672712, expected=36.000000
predicted=40.119322, expected=56.000000
predicted=55.449045, expected=44.000000
predicted=58.305352, expected=48.000000
predicted=46.682720, expected=72.000000
predicted=58.176278, expected=48.000000
predicted=39.594187, expected=28.000000
predicted=44.317371, expected=48.000000
predicted=50.062078, expected=32.000000
predicted=35.244408, expected=28.000000
predicted=47.618959, expected=52.000000
predicted=51.728164, expected=20.000000
predicted=20.599392, expected=48.000000
predicted=49.608435, expected=56.000000
predicted=44.272953, expected=56.000000
predicted=38.909078, expected=16.000000
predicted=36.853206, expected=32.000000
predicted=30.819032, expected=48.000000
predicted=45.718010, expected=64.000000
predicted=53.655045, expected=40.000000
predicted=48.051159, expected=36.000000
predicted=31.123636, expected=32.000000
predicted=34.324052, expected=16.000000
predicted=29.045061, expected=32.000000
predicted=47.094483, expected=56.000000
predicted=45.583827, expected=68.000000
predicted=48.545815, expected=56.000000
predicted=45.728909, expected=68.000000
predicted=47.535978, expected=40.000000
predicted=37.445510, expected=20.000000
predicted=38.725174, expected=48.000000
predicted=59.436346, expected=52.000000
predicted=47.780257, expected=56.000000
predicted=58.624964, expected=32.000000
predicted=38.975007, expected=36.000000
predicted=31.405248, expected=60.000000
predicted=53.622608, expected=16.000000
predicted=28.990240, expected=24.000000
predicted=43.116783, expected=72.000000
predicted=53.552294, expected=80.000000
predicted=49.759942, expected=36.000000
predicted=48.297540, expected=40.000000
predicted=38.665398, expected=32.000000
predicted=29.262594, expected=44.000000
predicted=52.431939, expected=48.000000
predicted=61.433691, expected=52.000000
predicted=43.120585, expected=88.000000
predicted=65.496021, expected=36.000000
predicted=32.707387, expected=32.000000
predicted=43.459518, expected=36.000000
predicted=45.763278, expected=24.000000
predicted=31.390509, expected=48.000000
predicted=65.875947, expected=68.000000
predicted=50.370019, expected=76.000000
predicted=52.078170, expected=56.000000
predicted=49.115906, expected=44.000000
predicted=39.548533, expected=44.000000
predicted=48.041757, expected=40.000000
predicted=50.856090, expected=52.000000
predicted=61.526060, expected=72.000000
predicted=62.566981, expected=68.000000
predicted=54.553865, expected=44.000000
predicted=46.435431, expected=68.000000
predicted=58.958464, expected=32.000000
predicted=39.667576, expected=36.000000
predicted=53.465804, expected=48.000000
predicted=58.715168, expected=52.000000
predicted=43.163148, expected=56.000000
predicted=61.080035, expected=52.000000
predicted=43.767540, expected=68.000000
predicted=53.590738, expected=28.000000
predicted=37.398530, expected=60.000000
predicted=58.749715, expected=92.000000
predicted=72.582803, expected=68.000000
predicted=54.028973, expected=48.000000
predicted=63.534800, expected=76.000000
predicted=58.585320, expected=28.000000
predicted=39.197198, expected=40.000000
predicted=66.215360, expected=76.000000
predicted=72.465269, expected=64.000000
predicted=48.373665, expected=52.000000
predicted=65.764704, expected=24.000000
predicted=31.928809, expected=20.000000
predicted=31.205423, expected=32.000000
predicted=50.802461, expected=20.000000
predicted=36.267753, expected=56.000000
predicted=53.318873, expected=76.000000
predicted=48.713169, expected=40.000000
predicted=28.832397, expected=36.000000
predicted=41.658540, expected=48.000000
predicted=37.271306, expected=36.000000
predicted=40.707402, expected=36.000000
predicted=54.930299, expected=60.000000
predicted=51.018666, expected=56.000000
predicted=43.190340, expected=40.000000
predicted=44.580941, expected=48.000000
predicted=46.269568, expected=56.000000
predicted=45.303922, expected=52.000000
predicted=53.247349, expected=68.000000
predicted=62.996911, expected=52.000000
predicted=46.221671, expected=60.000000
predicted=55.472551, expected=52.000000
predicted=54.868446, expected=52.000000
predicted=51.243908, expected=44.000000
predicted=55.995081, expected=56.000000
predicted=53.705290, expected=40.000000
predicted=48.417613, expected=4.000000
predicted=28.155303, expected=64.000000
predicted=61.036421, expected=40.000000
predicted=34.737541, expected=52.000000
predicted=52.024503, expected=36.000000
predicted=43.112082, expected=32.000000
predicted=18.859291, expected=40.000000
predicted=52.024470, expected=32.000000
predicted=33.536706, expected=44.000000
predicted=47.356901, expected=56.000000
predicted=45.729979, expected=52.000000
predicted=40.913726, expected=36.000000
predicted=40.002500, expected=28.000000
predicted=33.092177, expected=36.000000
predicted=39.783224, expected=48.000000
predicted=48.569044, expected=76.000000
predicted=61.535732, expected=32.000000
predicted=33.374433, expected=52.000000
predicted=45.971446, expected=36.000000
predicted=37.496735, expected=48.000000
predicted=44.854525, expected=52.000000
predicted=63.128424, expected=80.000000
predicted=54.774732, expected=72.000000
predicted=61.251868, expected=60.000000
predicted=50.786504, expected=60.000000
predicted=58.604643, expected=60.000000
predicted=55.761911, expected=44.000000
predicted=59.891531, expected=32.000000
predicted=52.360171, expected=60.000000
predicted=60.003133, expected=72.000000
predicted=61.370641, expected=32.000000
predicted=43.846663, expected=20.000000
predicted=38.425532, expected=56.000000
predicted=46.201591, expected=48.000000
predicted=45.917109, expected=32.000000
predicted=50.149898, expected=48.000000
predicted=45.235493, expected=48.000000
predicted=32.879265, expected=28.000000
predicted=39.856501, expected=44.000000
predicted=48.729382, expected=64.000000
predicted=46.828481, expected=28.000000
predicted=34.376785, expected=44.000000
predicted=50.434639, expected=48.000000
predicted=39.064780, expected=52.000000
predicted=44.077369, expected=48.000000
predicted=56.336658, expected=40.000000
predicted=35.759917, expected=28.000000
predicted=37.093527, expected=36.000000
predicted=42.001527, expected=28.000000
predicted=37.530855, expected=40.000000
predicted=42.586702, expected=80.000000
predicted=59.283642, expected=44.000000
predicted=33.033271, expected=20.000000
predicted=33.340380, expected=60.000000
predicted=50.364190, expected=24.000000
predicted=25.151058, expected=60.000000
predicted=68.577692, expected=96.000000
predicted=70.213863, expected=96.000000
predicted=53.867247, expected=32.000000
predicted=50.992188, expected=44.000000
predicted=45.141006, expected=44.000000
predicted=50.384372, expected=12.000000
predicted=45.452131, expected=56.000000
predicted=76.736348, expected=60.000000
predicted=42.119070, expected=48.000000
predicted=43.021255, expected=40.000000
predicted=47.606715, expected=36.000000
predicted=26.655003, expected=36.000000
predicted=44.371475, expected=20.000000
predicted=38.071190, expected=40.000000
predicted=43.959856, expected=72.000000
predicted=53.591789, expected=68.000000
predicted=48.353474, expected=56.000000
predicted=49.630554, expected=36.000000
predicted=34.079374, expected=44.000000
predicted=43.776665, expected=20.000000
predicted=42.720679, expected=48.000000
predicted=56.405177, expected=64.000000
predicted=57.175038, expected=44.000000
predicted=37.072334, expected=48.000000
predicted=50.715067, expected=24.000000
predicted=24.470476, expected=44.000000
predicted=45.625417, expected=44.000000
predicted=51.157741, expected=48.000000
predicted=43.569408, expected=52.000000
predicted=51.245631, expected=100.000000
predicted=62.673494, expected=56.000000
predicted=47.636284, expected=48.000000
predicted=51.685569, expected=48.000000
predicted=53.617339, expected=28.000000
predicted=35.827673, expected=76.000000
predicted=85.820492, expected=68.000000
predicted=57.530417, expected=60.000000
predicted=53.778414, expected=40.000000
predicted=49.882643, expected=48.000000
predicted=40.233383, expected=60.000000
predicted=65.024135, expected=28.000000
predicted=44.458673, expected=44.000000
predicted=54.561681, expected=76.000000
predicted=57.396091, expected=92.000000
predicted=64.586471, expected=28.000000
predicted=45.072248, expected=36.000000
predicted=42.272582, expected=20.000000
predicted=32.810735, expected=36.000000
predicted=49.202438, expected=44.000000
predicted=64.011251, expected=64.000000
predicted=44.066358, expected=68.000000
predicted=52.288059, expected=68.000000
predicted=46.433029, expected=16.000000
predicted=29.496584, expected=64.000000
predicted=58.722461, expected=52.000000
predicted=52.987976, expected=44.000000
predicted=51.451924, expected=24.000000
predicted=50.266645, expected=60.000000
predicted=39.422004, expected=52.000000
predicted=53.052052, expected=76.000000
predicted=62.442016, expected=44.000000
predicted=46.353855, expected=24.000000
predicted=27.817899, expected=56.000000
predicted=60.834449, expected=44.000000
predicted=41.865266, expected=64.000000
predicted=67.315916, expected=64.000000
predicted=55.526613, expected=52.000000
predicted=38.805083, expected=12.000000
predicted=37.262907, expected=24.000000
predicted=37.154001, expected=56.000000
predicted=55.760964, expected=60.000000
predicted=53.956204, expected=80.000000
predicted=66.243832, expected=72.000000
predicted=45.772408, expected=40.000000
predicted=35.615932, expected=32.000000
predicted=48.860077, expected=52.000000
predicted=55.147241, expected=52.000000
predicted=59.520913, expected=64.000000
predicted=65.864138, expected=20.000000
predicted=31.780554, expected=68.000000
predicted=53.921661, expected=48.000000
predicted=47.007953, expected=40.000000
predicted=43.618339, expected=28.000000
predicted=50.296142, expected=48.000000
predicted=33.978942, expected=36.000000
predicted=48.131675, expected=64.000000
predicted=55.056343, expected=44.000000
predicted=41.969279, expected=16.000000
predicted=23.905376, expected=20.000000
predicted=38.375199, expected=28.000000
Test MSE: 340.653
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928])]
predicted=26.341450, expected=24.000000
predicted=28.250153, expected=40.000000
predicted=31.313332, expected=24.000000
predicted=26.973701, expected=24.000000
predicted=25.755910, expected=32.000000
predicted=30.210614, expected=32.000000
predicted=29.865796, expected=28.000000
predicted=30.288516, expected=12.000000
predicted=22.996774, expected=36.000000
predicted=27.465505, expected=16.000000
predicted=25.521503, expected=28.000000
predicted=25.214232, expected=8.000000
predicted=19.936327, expected=8.000000
predicted=14.980758, expected=20.000000
predicted=19.353555, expected=4.000000
predicted=12.923665, expected=4.000000
predicted=10.432313, expected=20.000000
predicted=11.618995, expected=16.000000
predicted=13.255845, expected=32.000000
predicted=18.908714, expected=20.000000
predicted=17.460301, expected=12.000000
predicted=15.832859, expected=32.000000
predicted=22.768991, expected=12.000000
predicted=20.050353, expected=20.000000
predicted=20.657661, expected=40.000000
predicted=25.304152, expected=16.000000
predicted=22.172282, expected=36.000000
predicted=26.964645, expected=28.000000
predicted=26.025879, expected=20.000000
predicted=25.501229, expected=40.000000
predicted=31.083719, expected=24.000000
predicted=27.515516, expected=40.000000
predicted=32.418264, expected=32.000000
predicted=31.420497, expected=12.000000
predicted=25.484667, expected=24.000000
predicted=26.640103, expected=16.000000
predicted=23.258479, expected=32.000000
predicted=26.995744, expected=24.000000
predicted=24.399815, expected=8.000000
predicted=17.588438, expected=20.000000
predicted=19.270766, expected=32.000000
predicted=23.472868, expected=16.000000
predicted=22.447528, expected=8.000000
predicted=16.101659, expected=12.000000
predicted=14.178786, expected=44.000000
predicted=25.079225, expected=20.000000
predicted=23.844072, expected=28.000000
predicted=21.922143, expected=4.000000
predicted=16.787047, expected=16.000000
predicted=18.525271, expected=16.000000
predicted=20.826470, expected=28.000000
predicted=20.290207, expected=28.000000
predicted=22.058941, expected=44.000000
predicted=25.898687, expected=24.000000
predicted=26.634549, expected=24.000000
predicted=25.887157, expected=60.000000
predicted=37.683406, expected=20.000000
predicted=33.567104, expected=24.000000
predicted=30.523046, expected=52.000000
predicted=35.280507, expected=8.000000
predicted=29.673987, expected=24.000000
predicted=29.626653, expected=4.000000
predicted=18.714559, expected=40.000000
predicted=26.334223, expected=24.000000
predicted=27.085183, expected=8.000000
predicted=16.932489, expected=8.000000
predicted=15.272582, expected=40.000000
predicted=22.326871, expected=56.000000
predicted=34.756888, expected=40.000000
predicted=32.636633, expected=20.000000
predicted=26.973878, expected=24.000000
predicted=28.792854, expected=16.000000
predicted=30.083716, expected=8.000000
predicted=24.352408, expected=4.000000
predicted=15.835923, expected=28.000000
predicted=17.773108, expected=8.000000
predicted=14.889345, expected=24.000000
predicted=15.555651, expected=16.000000
predicted=15.221375, expected=20.000000
predicted=16.966270, expected=16.000000
predicted=18.382193, expected=24.000000
predicted=18.613629, expected=20.000000
predicted=20.365238, expected=12.000000
predicted=17.094445, expected=8.000000
predicted=14.856314, expected=44.000000
predicted=23.418535, expected=24.000000
predicted=24.145557, expected=12.000000
predicted=18.809770, expected=24.000000
predicted=20.090192, expected=36.000000
predicted=26.270371, expected=8.000000
predicted=23.325386, expected=16.000000
predicted=18.507413, expected=20.000000
predicted=19.040476, expected=28.000000
predicted=22.916191, expected=32.000000
predicted=25.254342, expected=8.000000
predicted=17.593161, expected=24.000000
predicted=20.653336, expected=40.000000
predicted=27.511487, expected=16.000000
predicted=24.440098, expected=32.000000
predicted=25.740613, expected=28.000000
predicted=25.323445, expected=48.000000
predicted=33.630828, expected=16.000000
predicted=29.229973, expected=28.000000
predicted=26.936606, expected=36.000000
predicted=31.909785, expected=12.000000
predicted=26.214198, expected=36.000000
predicted=29.353955, expected=20.000000
predicted=24.643415, expected=16.000000
predicted=23.209349, expected=16.000000
predicted=21.274487, expected=8.000000
predicted=16.381700, expected=24.000000
predicted=19.936355, expected=8.000000
predicted=14.853966, expected=32.000000
predicted=18.803485, expected=12.000000
predicted=16.963013, expected=8.000000
predicted=13.991939, expected=16.000000
predicted=15.850978, expected=4.000000
predicted=12.257478, expected=20.000000
predicted=15.305678, expected=12.000000
predicted=12.463747, expected=16.000000
predicted=13.098864, expected=24.000000
predicted=16.454600, expected=8.000000
predicted=13.818159, expected=28.000000
predicted=18.631351, expected=16.000000
predicted=17.797430, expected=24.000000
predicted=19.850082, expected=32.000000
predicted=23.347246, expected=24.000000
predicted=23.069663, expected=12.000000
predicted=21.134997, expected=8.000000
predicted=17.057030, expected=4.000000
predicted=14.839931, expected=60.000000
predicted=27.421803, expected=20.000000
predicted=23.888184, expected=28.000000
predicted=22.338438, expected=24.000000
predicted=23.558582, expected=44.000000
predicted=31.856966, expected=40.000000
predicted=37.050360, expected=32.000000
predicted=31.949639, expected=16.000000
predicted=28.518575, expected=32.000000
predicted=30.537093, expected=20.000000
predicted=29.554643, expected=16.000000
predicted=24.252270, expected=8.000000
predicted=18.443841, expected=12.000000
predicted=16.075502, expected=20.000000
predicted=17.899090, expected=20.000000
predicted=16.848721, expected=20.000000
predicted=16.686010, expected=20.000000
predicted=17.263618, expected=28.000000
predicted=21.131293, expected=20.000000
predicted=21.597444, expected=28.000000
predicted=23.157138, expected=24.000000
predicted=23.729401, expected=4.000000
predicted=18.571052, expected=20.000000
predicted=19.305667, expected=28.000000
predicted=21.826330, expected=20.000000
predicted=21.136853, expected=12.000000
predicted=17.010373, expected=12.000000
predicted=15.162370, expected=8.000000
predicted=15.243584, expected=28.000000
predicted=18.758782, expected=16.000000
predicted=16.789722, expected=16.000000
predicted=15.318889, expected=20.000000
predicted=16.928515, expected=32.000000
predicted=21.829790, expected=28.000000
predicted=24.493311, expected=28.000000
predicted=24.173384, expected=16.000000
predicted=22.535786, expected=36.000000
predicted=27.324966, expected=4.000000
predicted=22.156719, expected=20.000000
predicted=20.384880, expected=12.000000
predicted=18.409713, expected=20.000000
predicted=17.998902, expected=32.000000
predicted=21.983093, expected=8.000000
predicted=16.098665, expected=4.000000
predicted=13.535444, expected=16.000000
predicted=14.717773, expected=12.000000
predicted=15.197951, expected=40.000000
predicted=20.952298, expected=24.000000
predicted=19.662875, expected=8.000000
predicted=16.281866, expected=20.000000
predicted=18.913820, expected=36.000000
predicted=25.287504, expected=20.000000
predicted=24.771553, expected=16.000000
predicted=19.631594, expected=12.000000
predicted=17.605646, expected=24.000000
predicted=21.370126, expected=24.000000
predicted=22.365417, expected=16.000000
predicted=18.515058, expected=12.000000
predicted=16.352438, expected=24.000000
predicted=19.101789, expected=12.000000
predicted=18.182565, expected=4.000000
predicted=13.416760, expected=24.000000
predicted=15.732765, expected=32.000000
predicted=20.473654, expected=20.000000
predicted=19.976767, expected=16.000000
predicted=17.555751, expected=24.000000
predicted=20.471918, expected=12.000000
predicted=20.372442, expected=8.000000
predicted=16.674546, expected=20.000000
predicted=16.582409, expected=20.000000
predicted=17.433252, expected=12.000000
predicted=15.525671, expected=16.000000
predicted=14.561348, expected=16.000000
predicted=15.552411, expected=20.000000
predicted=17.600777, expected=20.000000
predicted=17.752939, expected=36.000000
predicted=22.157552, expected=16.000000
predicted=20.906783, expected=12.000000
predicted=18.561712, expected=32.000000
predicted=23.335009, expected=28.000000
predicted=25.199491, expected=24.000000
predicted=24.536942, expected=16.000000
predicted=20.662943, expected=24.000000
predicted=22.633594, expected=16.000000
predicted=22.410913, expected=8.000000
predicted=17.528535, expected=28.000000
predicted=19.795243, expected=32.000000
predicted=22.711728, expected=12.000000
predicted=19.430748, expected=24.000000
predicted=19.955756, expected=12.000000
predicted=18.793568, expected=12.000000
predicted=18.501926, expected=28.000000
predicted=20.507607, expected=36.000000
predicted=23.204020, expected=16.000000
predicted=21.257592, expected=28.000000
predicted=22.348186, expected=12.000000
predicted=21.089882, expected=4.000000
predicted=18.033393, expected=12.000000
predicted=16.389034, expected=16.000000
predicted=14.815946, expected=32.000000
predicted=19.216999, expected=20.000000
predicted=17.275359, expected=28.000000
predicted=19.859345, expected=16.000000
predicted=20.368457, expected=24.000000
predicted=22.511821, expected=28.000000
predicted=25.076298, expected=16.000000
predicted=21.564685, expected=48.000000
predicted=28.801203, expected=52.000000
predicted=34.609463, expected=16.000000
predicted=29.791513, expected=24.000000
predicted=28.758745, expected=16.000000
predicted=26.862871, expected=28.000000
predicted=29.888366, expected=44.000000
predicted=31.799082, expected=8.000000
predicted=21.849965, expected=8.000000
predicted=18.637191, expected=16.000000
predicted=18.916157, expected=20.000000
predicted=20.805024, expected=20.000000
predicted=19.287473, expected=8.000000
predicted=12.788417, expected=24.000000
predicted=16.646338, expected=12.000000
predicted=16.459813, expected=36.000000
predicted=21.719087, expected=12.000000
predicted=18.510463, expected=8.000000
predicted=15.311720, expected=16.000000
predicted=17.052528, expected=36.000000
predicted=22.275896, expected=20.000000
predicted=21.698285, expected=20.000000
predicted=18.626519, expected=16.000000
predicted=18.885048, expected=24.000000
predicted=22.215181, expected=12.000000
predicted=20.177809, expected=24.000000
predicted=19.535197, expected=32.000000
predicted=22.843858, expected=20.000000
predicted=21.694461, expected=16.000000
predicted=20.337367, expected=28.000000
predicted=22.563082, expected=16.000000
predicted=22.198007, expected=20.000000
predicted=21.347064, expected=24.000000
predicted=21.018562, expected=12.000000
predicted=18.697800, expected=16.000000
predicted=18.433598, expected=16.000000
predicted=17.130793, expected=20.000000
predicted=18.229993, expected=24.000000
predicted=19.316588, expected=8.000000
predicted=15.291609, expected=12.000000
predicted=15.017480, expected=16.000000
predicted=15.875815, expected=24.000000
predicted=18.236702, expected=32.000000
predicted=21.039484, expected=16.000000
predicted=18.263806, expected=20.000000
predicted=19.672913, expected=16.000000
predicted=20.091501, expected=16.000000
predicted=19.994471, expected=16.000000
predicted=18.650247, expected=12.000000
predicted=15.503779, expected=12.000000
predicted=14.691929, expected=12.000000
predicted=13.638218, expected=24.000000
predicted=16.314712, expected=16.000000
predicted=15.767479, expected=32.000000
predicted=19.610968, expected=36.000000
predicted=24.253300, expected=40.000000
predicted=28.930983, expected=36.000000
predicted=31.656166, expected=16.000000
predicted=27.877556, expected=36.000000
predicted=32.333163, expected=28.000000
predicted=31.878053, expected=16.000000
predicted=26.974446, expected=12.000000
predicted=21.738766, expected=8.000000
predicted=17.673684, expected=52.000000
predicted=28.125553, expected=4.000000
predicted=19.435970, expected=12.000000
predicted=15.702285, expected=12.000000
predicted=15.817478, expected=40.000000
predicted=23.902936, expected=8.000000
predicted=19.955495, expected=16.000000
predicted=14.908991, expected=24.000000
predicted=19.467272, expected=16.000000
predicted=19.386943, expected=16.000000
predicted=18.813174, expected=16.000000
predicted=16.150712, expected=24.000000
predicted=19.286017, expected=24.000000
predicted=20.559834, expected=4.000000
predicted=15.329322, expected=8.000000
predicted=13.866824, expected=16.000000
predicted=15.297320, expected=16.000000
predicted=15.327254, expected=8.000000
predicted=11.837796, expected=32.000000
predicted=16.041143, expected=4.000000
predicted=13.718473, expected=12.000000
predicted=13.637017, expected=20.000000
predicted=15.839653, expected=52.000000
predicted=25.224519, expected=36.000000
predicted=28.039225, expected=32.000000
predicted=27.099578, expected=28.000000
predicted=30.211872, expected=8.000000
predicted=26.904441, expected=16.000000
predicted=25.930552, expected=4.000000
predicted=18.281049, expected=24.000000
predicted=18.477834, expected=28.000000
predicted=19.494963, expected=32.000000
predicted=20.797447, expected=8.000000
predicted=17.712037, expected=24.000000
predicted=20.055708, expected=16.000000
predicted=21.573388, expected=12.000000
predicted=18.603661, expected=16.000000
predicted=17.278742, expected=20.000000
predicted=16.672806, expected=44.000000
predicted=24.716729, expected=20.000000
predicted=22.191884, expected=20.000000
predicted=21.416132, expected=8.000000
predicted=19.757214, expected=8.000000
predicted=18.030926, expected=28.000000
predicted=21.480015, expected=16.000000
predicted=17.150824, expected=20.000000
predicted=16.701666, expected=20.000000
predicted=17.320448, expected=8.000000
predicted=15.836178, expected=20.000000
predicted=18.158381, expected=12.000000
predicted=15.813159, expected=24.000000
predicted=17.832393, expected=8.000000
predicted=14.703651, expected=36.000000
predicted=19.798243, expected=28.000000
predicted=23.037328, expected=12.000000
predicted=19.190655, expected=36.000000
predicted=24.752339, expected=16.000000
predicted=22.978705, expected=32.000000
predicted=26.516056, expected=8.000000
predicted=20.677280, expected=12.000000
predicted=17.957336, expected=8.000000
predicted=16.857943, expected=4.000000
predicted=12.022734, expected=12.000000
predicted=11.759424, expected=32.000000
predicted=15.236654, expected=36.000000
predicted=20.510731, expected=20.000000
predicted=19.453903, expected=28.000000
predicted=22.640876, expected=20.000000
predicted=24.600085, expected=24.000000
predicted=25.963059, expected=12.000000
predicted=21.709448, expected=16.000000
predicted=19.061124, expected=20.000000
predicted=19.776033, expected=12.000000
predicted=16.785818, expected=16.000000
predicted=16.080825, expected=32.000000
predicted=19.870454, expected=4.000000
predicted=15.849242, expected=12.000000
predicted=14.502801, expected=56.000000
predicted=26.146526, expected=44.000000
predicted=31.192803, expected=24.000000
predicted=28.145766, expected=32.000000
predicted=29.094900, expected=16.000000
predicted=29.346397, expected=24.000000
predicted=30.579858, expected=16.000000
predicted=24.432838, expected=12.000000
predicted=19.256745, expected=24.000000
predicted=20.526740, expected=16.000000
predicted=18.129126, expected=36.000000
predicted=22.885505, expected=8.000000
predicted=18.119005, expected=24.000000
predicted=19.882198, expected=24.000000
predicted=22.438601, expected=12.000000
predicted=19.297209, expected=8.000000
predicted=16.504157, expected=24.000000
predicted=17.423832, expected=16.000000
predicted=18.042465, expected=12.000000
predicted=15.203536, expected=20.000000
predicted=15.763898, expected=28.000000
predicted=19.624825, expected=8.000000
predicted=17.017665, expected=16.000000
predicted=16.034704, expected=20.000000
predicted=17.792154, expected=8.000000
predicted=15.664824, expected=32.000000
predicted=19.643148, expected=12.000000
predicted=16.419765, expected=12.000000
predicted=15.723839, expected=8.000000
predicted=14.129654, expected=4.000000
Test MSE: 138.734
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539])]
predicted=322.477318, expected=360.000000
predicted=288.364444, expected=624.000000
predicted=351.219748, expected=188.000000
predicted=221.466914, expected=276.000000
predicted=290.162633, expected=164.000000
predicted=255.647521, expected=284.000000
predicted=270.135833, expected=292.000000
predicted=402.689763, expected=404.000000
predicted=282.399452, expected=464.000000
predicted=368.950282, expected=228.000000
predicted=222.891510, expected=212.000000
predicted=296.673658, expected=360.000000
predicted=339.208912, expected=244.000000
predicted=271.776091, expected=108.000000
predicted=272.053520, expected=320.000000
predicted=301.620303, expected=140.000000
predicted=153.224210, expected=232.000000
predicted=270.842898, expected=364.000000
predicted=309.320510, expected=152.000000
predicted=120.846030, expected=360.000000
predicted=349.442493, expected=136.000000
predicted=161.635098, expected=332.000000
predicted=272.786175, expected=656.000000
predicted=481.475416, expected=168.000000
predicted=146.216531, expected=236.000000
predicted=362.769934, expected=204.000000
predicted=239.691996, expected=4096.000000
predicted=1857.531687, expected=160.000000
predicted=657.778639, expected=512.000000
predicted=626.583010, expected=460.000000
predicted=1553.380635, expected=420.000000
predicted=325.956441, expected=148.000000
predicted=1777.903794, expected=360.000000
predicted=325.735737, expected=196.000000
predicted=338.939003, expected=100.000000
predicted=251.201086, expected=616.000000
predicted=389.258505, expected=644.000000
predicted=342.551653, expected=176.000000
predicted=309.316273, expected=148.000000
predicted=327.593847, expected=408.000000
predicted=335.172805, expected=272.000000
predicted=343.245271, expected=352.000000
predicted=373.026100, expected=264.000000
predicted=278.544474, expected=544.000000
predicted=331.950994, expected=188.000000
predicted=323.553447, expected=440.000000
predicted=347.613476, expected=204.000000
predicted=336.346957, expected=68.000000
predicted=220.046822, expected=252.000000
predicted=336.585180, expected=232.000000
predicted=201.361851, expected=404.000000
predicted=295.668543, expected=1076.000000
predicted=476.892266, expected=180.000000
predicted=281.739672, expected=88.000000
predicted=343.679866, expected=220.000000
predicted=393.439057, expected=120.000000
predicted=243.740402, expected=464.000000
predicted=462.943026, expected=224.000000
predicted=214.464366, expected=384.000000
predicted=244.686456, expected=140.000000
predicted=259.923262, expected=244.000000
predicted=227.158769, expected=168.000000
predicted=290.685577, expected=188.000000
predicted=200.230039, expected=196.000000
predicted=244.127946, expected=428.000000
predicted=240.488315, expected=272.000000
predicted=247.621691, expected=236.000000
predicted=237.412864, expected=268.000000
predicted=275.170360, expected=184.000000
predicted=230.102852, expected=224.000000
predicted=280.030413, expected=236.000000
predicted=242.615136, expected=352.000000
predicted=256.310554, expected=232.000000
predicted=248.622993, expected=156.000000
predicted=215.093073, expected=276.000000
predicted=259.056451, expected=220.000000
predicted=228.321975, expected=224.000000
predicted=247.606991, expected=208.000000
predicted=228.045642, expected=264.000000
predicted=217.463456, expected=156.000000
predicted=218.891830, expected=112.000000
predicted=186.854052, expected=108.000000
predicted=178.823785, expected=72.000000
predicted=138.728307, expected=268.000000
predicted=188.709133, expected=156.000000
predicted=142.802154, expected=276.000000
predicted=172.781647, expected=232.000000
predicted=195.376765, expected=152.000000
predicted=161.739926, expected=216.000000
predicted=233.597781, expected=72.000000
predicted=158.241417, expected=116.000000
predicted=175.772612, expected=252.000000
predicted=197.098472, expected=152.000000
predicted=142.370912, expected=188.000000
predicted=179.072433, expected=92.000000
predicted=137.366815, expected=68.000000
predicted=122.488101, expected=120.000000
predicted=157.829423, expected=60.000000
predicted=100.536615, expected=224.000000
predicted=146.338522, expected=280.000000
predicted=155.944090, expected=136.000000
predicted=127.887581, expected=80.000000
predicted=149.518981, expected=148.000000
predicted=147.661469, expected=192.000000
predicted=172.188062, expected=108.000000
predicted=158.149694, expected=200.000000
predicted=157.311945, expected=140.000000
predicted=136.865974, expected=132.000000
predicted=142.567442, expected=244.000000
predicted=190.471238, expected=352.000000
predicted=201.381922, expected=96.000000
predicted=174.606021, expected=160.000000
predicted=189.716089, expected=400.000000
predicted=252.864008, expected=224.000000
predicted=215.935018, expected=152.000000
predicted=239.948005, expected=160.000000
predicted=200.710123, expected=84.000000
predicted=160.940697, expected=76.000000
predicted=188.755608, expected=108.000000
predicted=141.626921, expected=168.000000
predicted=127.281570, expected=188.000000
predicted=139.913286, expected=320.000000
predicted=174.054994, expected=288.000000
predicted=192.572706, expected=480.000000
predicted=275.468737, expected=92.000000
predicted=224.925048, expected=188.000000
predicted=243.397484, expected=300.000000
predicted=301.861610, expected=388.000000
predicted=270.952840, expected=428.000000
predicted=355.539732, expected=212.000000
predicted=243.504520, expected=400.000000
predicted=326.597703, expected=160.000000
predicted=289.259724, expected=228.000000
predicted=288.646787, expected=636.000000
predicted=413.790961, expected=664.000000
predicted=377.438267, expected=320.000000
predicted=388.581454, expected=336.000000
predicted=391.426168, expected=220.000000
predicted=355.399660, expected=188.000000
predicted=369.469699, expected=248.000000
predicted=361.907273, expected=408.000000
predicted=300.125505, expected=716.000000
predicted=402.471930, expected=332.000000
predicted=326.970624, expected=216.000000
predicted=325.831694, expected=208.000000
predicted=346.309299, expected=124.000000
predicted=282.580689, expected=244.000000
predicted=343.609316, expected=672.000000
predicted=362.032970, expected=432.000000
predicted=303.452422, expected=248.000000
predicted=303.299682, expected=132.000000
predicted=291.464957, expected=260.000000
predicted=295.207119, expected=96.000000
predicted=306.797949, expected=216.000000
predicted=249.488387, expected=456.000000
predicted=281.028290, expected=420.000000
predicted=251.812528, expected=140.000000
predicted=249.553394, expected=192.000000
predicted=245.128022, expected=244.000000
predicted=262.265652, expected=96.000000
predicted=235.656068, expected=116.000000
predicted=223.821780, expected=472.000000
predicted=248.474162, expected=352.000000
predicted=235.089057, expected=132.000000
predicted=219.261689, expected=224.000000
predicted=244.025675, expected=284.000000
predicted=236.245383, expected=96.000000
predicted=242.925236, expected=224.000000
predicted=249.214370, expected=284.000000
predicted=211.834434, expected=436.000000
predicted=265.957029, expected=332.000000
predicted=291.328347, expected=400.000000
predicted=290.047547, expected=184.000000
predicted=286.479169, expected=112.000000
predicted=256.015681, expected=120.000000
predicted=272.461863, expected=188.000000
predicted=215.877071, expected=436.000000
predicted=289.342711, expected=128.000000
predicted=174.558692, expected=140.000000
predicted=177.953548, expected=896.000000
predicted=409.060640, expected=452.000000
predicted=315.800482, expected=80.000000
predicted=327.200779, expected=536.000000
predicted=437.789314, expected=352.000000
predicted=314.598909, expected=348.000000
predicted=467.217428, expected=220.000000
predicted=365.871411, expected=224.000000
predicted=241.207929, expected=40.000000
predicted=279.853210, expected=212.000000
predicted=240.788106, expected=216.000000
predicted=226.186516, expected=172.000000
predicted=168.467716, expected=196.000000
predicted=200.420713, expected=600.000000
predicted=272.140594, expected=288.000000
predicted=256.311199, expected=348.000000
predicted=307.038799, expected=224.000000
predicted=303.601134, expected=392.000000
predicted=307.614959, expected=476.000000
predicted=433.260566, expected=200.000000
predicted=282.623752, expected=388.000000
predicted=368.153907, expected=284.000000
predicted=308.207217, expected=96.000000
predicted=262.551775, expected=252.000000
predicted=324.403294, expected=388.000000
predicted=266.739578, expected=372.000000
predicted=302.324561, expected=280.000000
predicted=290.927587, expected=332.000000
predicted=280.796785, expected=532.000000
predicted=371.482503, expected=156.000000
predicted=304.202848, expected=256.000000
predicted=331.104393, expected=416.000000
predicted=351.040388, expected=552.000000
predicted=363.269490, expected=280.000000
predicted=376.419971, expected=108.000000
predicted=263.581322, expected=408.000000
predicted=355.805276, expected=300.000000
predicted=316.583077, expected=220.000000
predicted=316.035935, expected=248.000000
predicted=287.570386, expected=592.000000
predicted=322.823628, expected=200.000000
predicted=299.332178, expected=120.000000
predicted=267.976900, expected=180.000000
predicted=273.889500, expected=64.000000
predicted=173.809992, expected=124.000000
predicted=246.114790, expected=328.000000
predicted=203.352958, expected=492.000000
predicted=234.526894, expected=216.000000
predicted=220.835889, expected=364.000000
predicted=277.812397, expected=176.000000
predicted=252.654077, expected=324.000000
predicted=301.899611, expected=100.000000
predicted=285.835734, expected=188.000000
predicted=209.616397, expected=472.000000
predicted=327.901825, expected=240.000000
predicted=210.073575, expected=164.000000
predicted=256.311559, expected=132.000000
predicted=211.865999, expected=40.000000
predicted=157.504920, expected=112.000000
predicted=214.026655, expected=248.000000
predicted=178.240388, expected=336.000000
predicted=186.227291, expected=336.000000
predicted=215.977964, expected=192.000000
predicted=193.376080, expected=312.000000
predicted=256.788102, expected=52.000000
predicted=209.439045, expected=124.000000
predicted=218.425865, expected=148.000000
predicted=213.816362, expected=316.000000
predicted=189.853478, expected=120.000000
predicted=186.852470, expected=236.000000
predicted=168.324484, expected=124.000000
predicted=171.505613, expected=384.000000
predicted=225.301319, expected=532.000000
predicted=333.945853, expected=608.000000
predicted=337.150108, expected=548.000000
predicted=425.350840, expected=348.000000
predicted=382.158955, expected=208.000000
predicted=401.716190, expected=132.000000
predicted=367.682624, expected=268.000000
predicted=359.347942, expected=348.000000
predicted=334.537195, expected=320.000000
predicted=281.186244, expected=176.000000
predicted=236.121527, expected=112.000000
predicted=202.070431, expected=280.000000
predicted=258.119322, expected=196.000000
predicted=229.817923, expected=360.000000
predicted=269.261303, expected=532.000000
predicted=317.060471, expected=140.000000
predicted=211.347933, expected=1208.000000
predicted=582.855967, expected=180.000000
predicted=353.849532, expected=80.000000
predicted=347.427191, expected=136.000000
predicted=448.062936, expected=264.000000
predicted=215.892636, expected=376.000000
predicted=476.988849, expected=204.000000
predicted=203.134902, expected=392.000000
predicted=258.820582, expected=396.000000
predicted=295.268067, expected=176.000000
predicted=262.134692, expected=100.000000
predicted=276.365998, expected=272.000000
predicted=254.585604, expected=384.000000
predicted=296.160411, expected=248.000000
predicted=267.987538, expected=152.000000
predicted=219.267168, expected=296.000000
predicted=243.461312, expected=96.000000
predicted=207.123608, expected=100.000000
predicted=212.425045, expected=76.000000
predicted=168.284693, expected=64.000000
predicted=107.051406, expected=116.000000
predicted=144.747684, expected=116.000000
predicted=94.470151, expected=60.000000
predicted=83.258786, expected=228.000000
predicted=129.808153, expected=228.000000
predicted=137.178358, expected=396.000000
predicted=210.831195, expected=364.000000
predicted=247.821462, expected=316.000000
predicted=248.056911, expected=188.000000
predicted=275.610816, expected=152.000000
predicted=247.470821, expected=148.000000
predicted=255.515519, expected=152.000000
predicted=216.599347, expected=244.000000
predicted=218.879230, expected=440.000000
predicted=251.312689, expected=260.000000
predicted=222.280349, expected=148.000000
predicted=216.829163, expected=200.000000
predicted=239.084672, expected=108.000000
predicted=198.138421, expected=176.000000
predicted=235.232582, expected=188.000000
predicted=193.358956, expected=324.000000
predicted=200.370002, expected=400.000000
predicted=258.960555, expected=204.000000
predicted=210.612270, expected=276.000000
predicted=266.803272, expected=168.000000
predicted=238.531985, expected=308.000000
predicted=277.900101, expected=464.000000
predicted=345.506773, expected=432.000000
predicted=304.662038, expected=376.000000
predicted=346.690265, expected=156.000000
predicted=282.351546, expected=132.000000
predicted=281.987836, expected=92.000000
predicted=264.006613, expected=88.000000
predicted=203.185637, expected=300.000000
predicted=231.723782, expected=524.000000
predicted=254.298887, expected=324.000000
predicted=237.233661, expected=344.000000
predicted=284.925039, expected=212.000000
predicted=270.984995, expected=112.000000
predicted=256.008018, expected=228.000000
predicted=313.684581, expected=328.000000
predicted=266.921839, expected=428.000000
predicted=302.208429, expected=152.000000
predicted=228.477664, expected=116.000000
predicted=204.315084, expected=100.000000
predicted=210.919987, expected=76.000000
predicted=174.699727, expected=80.000000
predicted=177.654790, expected=180.000000
predicted=131.185884, expected=316.000000
predicted=167.249601, expected=400.000000
predicted=214.394728, expected=176.000000
predicted=186.990786, expected=152.000000
predicted=200.711688, expected=104.000000
predicted=200.476353, expected=212.000000
predicted=220.358890, expected=324.000000
predicted=264.319833, expected=276.000000
predicted=209.154185, expected=528.000000
predicted=306.746047, expected=236.000000
predicted=250.877315, expected=180.000000
predicted=263.057482, expected=68.000000
predicted=258.342136, expected=88.000000
predicted=190.455669, expected=356.000000
predicted=297.591664, expected=352.000000
predicted=228.172067, expected=312.000000
predicted=236.178395, expected=348.000000
predicted=265.049080, expected=132.000000
predicted=214.574515, expected=244.000000
predicted=291.992062, expected=68.000000
predicted=225.455251, expected=180.000000
predicted=208.608069, expected=620.000000
predicted=347.261743, expected=268.000000
predicted=217.198183, expected=100.000000
predicted=233.289372, expected=324.000000
predicted=278.807536, expected=184.000000
predicted=219.070054, expected=196.000000
predicted=303.900589, expected=272.000000
predicted=253.431531, expected=388.000000
predicted=238.812021, expected=124.000000
predicted=233.774862, expected=160.000000
predicted=214.603143, expected=56.000000
predicted=179.276513, expected=156.000000
predicted=180.148427, expected=188.000000
predicted=209.230505, expected=544.000000
predicted=247.394748, expected=384.000000
predicted=260.187463, expected=208.000000
predicted=223.621955, expected=140.000000
predicted=257.497665, expected=172.000000
predicted=232.076585, expected=380.000000
predicted=339.748145, expected=208.000000
predicted=250.685860, expected=244.000000
predicted=231.185934, expected=220.000000
predicted=226.860155, expected=160.000000
predicted=197.567267, expected=108.000000
predicted=224.894835, expected=184.000000
predicted=188.484741, expected=156.000000
predicted=177.396681, expected=180.000000
predicted=173.755140, expected=228.000000
predicted=182.935940, expected=448.000000
predicted=241.391425, expected=232.000000
predicted=225.884561, expected=208.000000
predicted=230.468050, expected=76.000000
predicted=208.687160, expected=140.000000
predicted=194.980065, expected=192.000000
predicted=241.041623, expected=128.000000
predicted=155.104038, expected=312.000000
predicted=210.741122, expected=116.000000
predicted=139.694362, expected=92.000000
predicted=145.396588, expected=168.000000
predicted=183.888386, expected=200.000000
predicted=153.750699, expected=144.000000
predicted=183.437671, expected=308.000000
predicted=194.495739, expected=500.000000
predicted=263.092284, expected=408.000000
predicted=285.549283, expected=268.000000
predicted=295.571385, expected=272.000000
predicted=299.627351, expected=136.000000
predicted=273.923703, expected=200.000000
predicted=300.442250, expected=404.000000
predicted=321.292197, expected=496.000000
predicted=316.233856, expected=380.000000
predicted=323.004147, expected=252.000000
predicted=290.576076, expected=244.000000
predicted=303.204091, expected=64.000000
predicted=266.509903, expected=244.000000
predicted=298.828496, expected=344.000000
predicted=285.598670, expected=488.000000
predicted=296.261886, expected=272.000000
predicted=279.386198, expected=192.000000
predicted=233.447260, expected=400.000000
predicted=337.867235, expected=28.000000
predicted=227.301192, expected=128.000000
predicted=263.465465, expected=144.000000
predicted=207.387039, expected=292.000000
predicted=188.473908, expected=172.000000
predicted=223.058342, expected=212.000000
predicted=155.151020, expected=176.000000
predicted=185.307697, expected=32.000000
predicted=132.542806, expected=60.000000
predicted=162.946517, expected=108.000000
predicted=125.944243, expected=232.000000
predicted=154.476153, expected=128.000000
predicted=130.165560, expected=312.000000
predicted=165.245902, expected=48.000000
predicted=120.431082, expected=36.000000
Test MSE: 73680.100
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817])]
predicted=190.990948, expected=176.000000
predicted=164.423667, expected=180.000000
predicted=161.512899, expected=384.000000
predicted=243.359328, expected=208.000000
predicted=191.716948, expected=140.000000
predicted=151.412482, expected=116.000000
predicted=166.548237, expected=128.000000
predicted=153.976685, expected=240.000000
predicted=275.179507, expected=320.000000
predicted=246.985648, expected=252.000000
predicted=200.656944, expected=156.000000
predicted=160.309036, expected=140.000000
predicted=157.474050, expected=200.000000
predicted=215.502949, expected=120.000000
predicted=201.376350, expected=188.000000
predicted=207.644727, expected=196.000000
predicted=175.612785, expected=284.000000
predicted=208.470081, expected=248.000000
predicted=222.424444, expected=180.000000
predicted=167.199719, expected=260.000000
predicted=232.331558, expected=140.000000
predicted=175.270158, expected=104.000000
predicted=189.239138, expected=212.000000
predicted=221.588082, expected=280.000000
predicted=218.046641, expected=152.000000
predicted=195.721111, expected=148.000000
predicted=159.294851, expected=192.000000
predicted=162.091324, expected=136.000000
predicted=167.664507, expected=196.000000
predicted=222.410218, expected=196.000000
predicted=174.669415, expected=348.000000
predicted=242.550175, expected=192.000000
predicted=195.929096, expected=208.000000
predicted=189.330014, expected=200.000000
predicted=210.080120, expected=100.000000
predicted=153.257342, expected=172.000000
predicted=241.371355, expected=336.000000
predicted=250.942451, expected=232.000000
predicted=210.550543, expected=200.000000
predicted=208.366805, expected=168.000000
predicted=160.211017, expected=168.000000
predicted=176.966331, expected=188.000000
predicted=243.280976, expected=172.000000
predicted=194.319774, expected=220.000000
predicted=205.096345, expected=368.000000
predicted=261.782537, expected=248.000000
predicted=212.184357, expected=240.000000
predicted=228.326809, expected=204.000000
predicted=208.375897, expected=168.000000
predicted=200.057501, expected=216.000000
predicted=273.662620, expected=348.000000
predicted=283.971124, expected=368.000000
predicted=293.402273, expected=148.000000
predicted=192.324746, expected=84.000000
predicted=157.561776, expected=268.000000
predicted=246.198408, expected=148.000000
predicted=221.276792, expected=168.000000
predicted=245.033261, expected=400.000000
predicted=271.281556, expected=296.000000
predicted=193.614278, expected=220.000000
predicted=250.471742, expected=180.000000
predicted=193.705349, expected=184.000000
predicted=188.844314, expected=112.000000
predicted=236.704639, expected=140.000000
predicted=205.644567, expected=308.000000
predicted=248.545022, expected=436.000000
predicted=291.000702, expected=80.000000
predicted=144.263471, expected=116.000000
predicted=155.543049, expected=104.000000
predicted=141.231475, expected=192.000000
predicted=220.851422, expected=160.000000
predicted=260.063454, expected=304.000000
predicted=192.131335, expected=276.000000
predicted=199.533305, expected=124.000000
predicted=132.575526, expected=136.000000
predicted=182.426762, expected=244.000000
predicted=203.847843, expected=52.000000
predicted=161.258281, expected=244.000000
predicted=248.580093, expected=280.000000
predicted=198.344645, expected=232.000000
predicted=180.341652, expected=232.000000
predicted=243.704559, expected=196.000000
predicted=148.400337, expected=204.000000
predicted=223.590574, expected=164.000000
predicted=217.069947, expected=144.000000
predicted=186.651946, expected=256.000000
predicted=235.091047, expected=156.000000
predicted=171.408940, expected=220.000000
predicted=210.700295, expected=160.000000
predicted=169.310041, expected=164.000000
predicted=159.231186, expected=168.000000
predicted=205.838912, expected=188.000000
predicted=170.933183, expected=232.000000
predicted=216.989444, expected=428.000000
predicted=284.763233, expected=188.000000
predicted=184.259969, expected=156.000000
predicted=188.482002, expected=96.000000
predicted=165.099287, expected=64.000000
predicted=144.633342, expected=132.000000
predicted=246.719442, expected=196.000000
predicted=174.612263, expected=276.000000
predicted=202.420758, expected=120.000000
predicted=118.792611, expected=144.000000
predicted=126.226506, expected=120.000000
predicted=136.081265, expected=136.000000
predicted=157.963815, expected=128.000000
predicted=186.632370, expected=152.000000
predicted=135.394636, expected=372.000000
predicted=245.572900, expected=164.000000
predicted=145.547505, expected=192.000000
predicted=180.748728, expected=196.000000
predicted=180.044480, expected=192.000000
predicted=173.737059, expected=172.000000
predicted=253.745536, expected=376.000000
predicted=263.386777, expected=312.000000
predicted=246.739921, expected=180.000000
predicted=202.427721, expected=112.000000
predicted=179.169877, expected=116.000000
predicted=156.133336, expected=120.000000
predicted=223.925988, expected=96.000000
predicted=182.865746, expected=292.000000
predicted=220.924955, expected=284.000000
predicted=191.057264, expected=200.000000
predicted=167.551976, expected=100.000000
predicted=136.796553, expected=216.000000
predicted=170.613709, expected=116.000000
predicted=190.198380, expected=256.000000
predicted=251.307664, expected=256.000000
predicted=222.102790, expected=436.000000
predicted=264.509357, expected=112.000000
predicted=181.407619, expected=96.000000
predicted=137.647964, expected=140.000000
predicted=207.484301, expected=120.000000
predicted=167.726089, expected=168.000000
predicted=268.768782, expected=248.000000
predicted=176.870660, expected=396.000000
predicted=240.454205, expected=220.000000
predicted=189.693221, expected=80.000000
predicted=131.149085, expected=196.000000
predicted=200.816867, expected=176.000000
predicted=198.314836, expected=180.000000
predicted=259.376994, expected=268.000000
predicted=238.691088, expected=400.000000
predicted=239.984815, expected=160.000000
predicted=185.705732, expected=172.000000
predicted=197.677105, expected=196.000000
predicted=201.977436, expected=80.000000
predicted=163.659889, expected=152.000000
predicted=257.376233, expected=212.000000
predicted=180.027980, expected=208.000000
predicted=179.468609, expected=100.000000
predicted=152.628352, expected=112.000000
predicted=112.813806, expected=196.000000
predicted=170.938612, expected=124.000000
predicted=155.383754, expected=148.000000
predicted=173.764548, expected=196.000000
predicted=152.983229, expected=384.000000
predicted=238.434591, expected=208.000000
predicted=200.600601, expected=124.000000
predicted=149.149483, expected=136.000000
predicted=165.560224, expected=92.000000
predicted=139.407273, expected=128.000000
predicted=229.907523, expected=280.000000
predicted=228.009890, expected=280.000000
predicted=193.403478, expected=244.000000
predicted=197.189342, expected=92.000000
predicted=120.413768, expected=68.000000
predicted=117.332399, expected=40.000000
predicted=152.458643, expected=156.000000
predicted=192.801624, expected=176.000000
predicted=187.367421, expected=236.000000
predicted=159.348728, expected=284.000000
predicted=183.762048, expected=276.000000
predicted=172.152836, expected=180.000000
predicted=182.530549, expected=160.000000
predicted=182.458660, expected=112.000000
predicted=175.803400, expected=188.000000
predicted=221.950682, expected=372.000000
predicted=302.738210, expected=116.000000
predicted=147.284164, expected=176.000000
predicted=185.521083, expected=76.000000
predicted=114.807103, expected=112.000000
predicted=141.514422, expected=156.000000
predicted=240.773819, expected=212.000000
predicted=155.679741, expected=272.000000
predicted=216.161407, expected=196.000000
predicted=147.481864, expected=112.000000
predicted=130.148987, expected=92.000000
predicted=136.401516, expected=44.000000
predicted=124.231400, expected=132.000000
predicted=182.720427, expected=256.000000
predicted=206.808964, expected=316.000000
predicted=204.305853, expected=128.000000
predicted=124.552417, expected=152.000000
predicted=126.157574, expected=152.000000
predicted=152.368914, expected=144.000000
predicted=185.966624, expected=124.000000
predicted=206.634039, expected=212.000000
predicted=168.992676, expected=276.000000
predicted=207.335629, expected=164.000000
predicted=160.290721, expected=100.000000
predicted=137.958649, expected=144.000000
predicted=145.442176, expected=264.000000
predicted=223.366158, expected=96.000000
predicted=172.395468, expected=244.000000
predicted=206.852382, expected=368.000000
predicted=235.693318, expected=172.000000
predicted=158.155329, expected=100.000000
predicted=198.595297, expected=136.000000
predicted=137.309086, expected=144.000000
predicted=178.837196, expected=272.000000
predicted=290.908268, expected=216.000000
predicted=189.018199, expected=332.000000
predicted=222.042310, expected=140.000000
predicted=154.718319, expected=192.000000
predicted=181.462305, expected=172.000000
predicted=222.905586, expected=168.000000
predicted=183.673544, expected=192.000000
predicted=249.036541, expected=216.000000
predicted=178.500279, expected=240.000000
predicted=212.763006, expected=196.000000
predicted=188.058416, expected=152.000000
predicted=168.889232, expected=212.000000
predicted=204.460316, expected=132.000000
predicted=171.009365, expected=300.000000
predicted=258.748707, expected=272.000000
predicted=229.458229, expected=176.000000
predicted=171.295571, expected=204.000000
predicted=220.315073, expected=332.000000
predicted=234.565145, expected=200.000000
predicted=238.948953, expected=280.000000
predicted=276.185186, expected=356.000000
predicted=272.023511, expected=148.000000
predicted=182.252063, expected=224.000000
predicted=282.480529, expected=292.000000
predicted=247.988112, expected=72.000000
predicted=171.221635, expected=152.000000
predicted=252.073771, expected=348.000000
predicted=240.583557, expected=372.000000
predicted=273.918432, expected=156.000000
predicted=229.590010, expected=224.000000
predicted=183.566471, expected=116.000000
predicted=147.721821, expected=76.000000
predicted=199.931218, expected=172.000000
predicted=255.535717, expected=260.000000
predicted=192.369898, expected=264.000000
predicted=230.258994, expected=116.000000
predicted=132.000790, expected=120.000000
predicted=121.761508, expected=208.000000
predicted=188.920762, expected=52.000000
predicted=143.365914, expected=120.000000
predicted=187.149068, expected=228.000000
predicted=168.254789, expected=312.000000
predicted=199.995443, expected=100.000000
predicted=157.553662, expected=164.000000
predicted=135.128524, expected=144.000000
predicted=141.065978, expected=92.000000
predicted=148.690266, expected=148.000000
predicted=219.142493, expected=276.000000
predicted=180.731418, expected=408.000000
predicted=269.657042, expected=156.000000
predicted=160.268711, expected=172.000000
predicted=166.139637, expected=156.000000
predicted=169.061814, expected=100.000000
predicted=174.664980, expected=152.000000
predicted=261.524150, expected=204.000000
predicted=172.932974, expected=92.000000
predicted=128.392917, expected=188.000000
predicted=175.885095, expected=116.000000
predicted=112.725505, expected=292.000000
predicted=212.149837, expected=120.000000
predicted=161.454284, expected=144.000000
predicted=129.818459, expected=224.000000
predicted=209.074169, expected=288.000000
predicted=191.360322, expected=152.000000
predicted=216.397523, expected=172.000000
predicted=164.457391, expected=124.000000
predicted=144.911479, expected=116.000000
predicted=163.106245, expected=112.000000
predicted=189.896722, expected=212.000000
predicted=173.412644, expected=288.000000
predicted=217.024053, expected=116.000000
predicted=126.081182, expected=164.000000
predicted=159.090069, expected=184.000000
predicted=156.250235, expected=96.000000
predicted=145.458555, expected=100.000000
predicted=189.801492, expected=216.000000
predicted=163.686499, expected=232.000000
predicted=183.426844, expected=144.000000
predicted=164.000253, expected=184.000000
predicted=156.363797, expected=208.000000
predicted=159.459018, expected=124.000000
predicted=165.087964, expected=208.000000
predicted=218.363205, expected=212.000000
predicted=176.968868, expected=204.000000
predicted=189.209388, expected=112.000000
predicted=167.436914, expected=172.000000
predicted=156.674989, expected=176.000000
predicted=185.352281, expected=136.000000
predicted=166.217681, expected=168.000000
predicted=185.873054, expected=200.000000
predicted=156.937320, expected=208.000000
predicted=184.761822, expected=124.000000
predicted=154.759803, expected=152.000000
predicted=153.287861, expected=140.000000
predicted=153.953002, expected=124.000000
predicted=155.040735, expected=120.000000
predicted=160.747910, expected=188.000000
predicted=153.322861, expected=280.000000
predicted=205.592120, expected=172.000000
predicted=156.647905, expected=176.000000
predicted=165.496826, expected=184.000000
predicted=164.178637, expected=64.000000
predicted=126.123753, expected=192.000000
predicted=227.864440, expected=128.000000
predicted=143.999202, expected=192.000000
predicted=174.959865, expected=96.000000
predicted=144.186822, expected=152.000000
predicted=114.896026, expected=132.000000
predicted=159.173989, expected=116.000000
predicted=119.593324, expected=148.000000
predicted=166.805610, expected=276.000000
predicted=180.052888, expected=268.000000
predicted=201.886963, expected=128.000000
predicted=143.221959, expected=136.000000
predicted=149.473704, expected=160.000000
predicted=157.781666, expected=128.000000
predicted=185.686701, expected=204.000000
predicted=224.021160, expected=248.000000
predicted=184.591673, expected=348.000000
predicted=236.310588, expected=124.000000
predicted=155.168667, expected=144.000000
predicted=160.185454, expected=208.000000
predicted=210.397395, expected=128.000000
predicted=171.717295, expected=168.000000
predicted=245.930897, expected=228.000000
predicted=177.571032, expected=356.000000
predicted=238.699203, expected=212.000000
predicted=210.469579, expected=104.000000
predicted=142.232802, expected=132.000000
predicted=169.547182, expected=140.000000
predicted=172.922244, expected=140.000000
predicted=223.800890, expected=188.000000
predicted=192.156215, expected=236.000000
predicted=168.753581, expected=148.000000
predicted=143.672728, expected=176.000000
predicted=168.108373, expected=164.000000
predicted=157.928222, expected=84.000000
predicted=134.642421, expected=160.000000
predicted=193.895647, expected=216.000000
predicted=174.006489, expected=296.000000
predicted=221.923932, expected=232.000000
predicted=200.945130, expected=104.000000
predicted=117.915793, expected=192.000000
predicted=190.419582, expected=164.000000
predicted=182.210352, expected=176.000000
predicted=219.367694, expected=256.000000
predicted=238.295588, expected=152.000000
predicted=133.332454, expected=148.000000
predicted=176.826262, expected=92.000000
predicted=137.535732, expected=160.000000
predicted=162.318791, expected=60.000000
predicted=148.065053, expected=184.000000
predicted=162.157678, expected=232.000000
predicted=181.593166, expected=196.000000
predicted=141.300449, expected=164.000000
predicted=172.468135, expected=116.000000
predicted=106.481141, expected=308.000000
predicted=238.461849, expected=92.000000
predicted=154.909791, expected=144.000000
predicted=175.549259, expected=320.000000
predicted=241.509978, expected=216.000000
predicted=155.508164, expected=132.000000
predicted=222.836351, expected=104.000000
predicted=125.185419, expected=112.000000
predicted=129.913338, expected=176.000000
predicted=224.593147, expected=244.000000
predicted=212.864426, expected=280.000000
predicted=201.202032, expected=196.000000
predicted=162.270811, expected=180.000000
predicted=165.630301, expected=160.000000
predicted=177.263046, expected=124.000000
predicted=179.774249, expected=200.000000
predicted=228.303718, expected=180.000000
predicted=180.167982, expected=236.000000
predicted=202.828561, expected=284.000000
predicted=221.766607, expected=164.000000
predicted=153.589125, expected=180.000000
predicted=201.462218, expected=120.000000
predicted=158.559940, expected=52.000000
predicted=141.256915, expected=168.000000
predicted=212.907164, expected=156.000000
predicted=147.029276, expected=332.000000
predicted=239.042549, expected=156.000000
predicted=144.680703, expected=60.000000
predicted=83.864048, expected=176.000000
predicted=183.697020, expected=100.000000
predicted=119.339913, expected=236.000000
predicted=257.937456, expected=256.000000
predicted=199.175341, expected=164.000000
predicted=122.655795, expected=128.000000
predicted=166.608547, expected=180.000000
predicted=150.807477, expected=104.000000
predicted=162.108217, expected=156.000000
predicted=196.449716, expected=168.000000
predicted=162.367902, expected=244.000000
predicted=179.635274, expected=216.000000
predicted=194.568101, expected=124.000000
predicted=128.625415, expected=120.000000
predicted=151.100557, expected=76.000000
predicted=125.379420, expected=60.000000
Test MSE: 5691.332
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982])]
predicted=111.626232, expected=128.000000
predicted=204.091602, expected=288.000000
predicted=210.110876, expected=80.000000
predicted=129.847954, expected=32.000000
predicted=111.714762, expected=168.000000
predicted=162.526457, expected=76.000000
predicted=87.459168, expected=100.000000
predicted=169.039872, expected=80.000000
predicted=86.061311, expected=12.000000
predicted=31.659410, expected=260.000000
predicted=195.899065, expected=132.000000
predicted=92.599114, expected=332.000000
predicted=214.924220, expected=68.000000
predicted=93.923313, expected=80.000000
predicted=84.922550, expected=104.000000
predicted=175.170349, expected=28.000000
predicted=73.010092, expected=52.000000
predicted=159.005066, expected=156.000000
predicted=106.056894, expected=76.000000
predicted=69.612287, expected=160.000000
predicted=129.752769, expected=188.000000
predicted=115.477387, expected=128.000000
predicted=98.859847, expected=68.000000
predicted=118.636960, expected=28.000000
predicted=67.838781, expected=76.000000
predicted=108.741433, expected=120.000000
predicted=129.542634, expected=124.000000
predicted=111.430316, expected=-8.000000
predicted=38.005655, expected=80.000000
predicted=68.549304, expected=92.000000
predicted=77.475108, expected=20.000000
predicted=58.441470, expected=56.000000
predicted=85.010262, expected=148.000000
predicted=73.301993, expected=48.000000
predicted=56.531758, expected=28.000000
predicted=64.721126, expected=24.000000
predicted=34.272179, expected=76.000000
predicted=60.552159, expected=56.000000
predicted=81.979761, expected=388.000000
predicted=203.318949, expected=248.000000
predicted=133.558162, expected=60.000000
predicted=79.481601, expected=80.000000
predicted=121.150728, expected=108.000000
predicted=95.093695, expected=32.000000
predicted=166.215625, expected=40.000000
predicted=124.152587, expected=128.000000
predicted=91.256448, expected=36.000000
predicted=50.198690, expected=112.000000
predicted=105.740076, expected=88.000000
predicted=64.661235, expected=28.000000
predicted=40.385408, expected=108.000000
predicted=112.800945, expected=108.000000
predicted=70.991915, expected=144.000000
predicted=118.397944, expected=216.000000
predicted=149.410880, expected=16.000000
predicted=39.672066, expected=128.000000
predicted=131.030643, expected=60.000000
predicted=84.225889, expected=56.000000
predicted=90.983789, expected=112.000000
predicted=144.117979, expected=120.000000
predicted=70.166027, expected=104.000000
predicted=108.502680, expected=32.000000
predicted=56.674040, expected=332.000000
predicted=191.385414, expected=8.000000
predicted=55.070327, expected=24.000000
predicted=91.036151, expected=84.000000
predicted=102.451536, expected=104.000000
predicted=60.968009, expected=88.000000
predicted=168.601663, expected=20.000000
predicted=28.884349, expected=92.000000
predicted=67.371442, expected=28.000000
predicted=51.149080, expected=40.000000
predicted=65.684229, expected=76.000000
predicted=75.184885, expected=24.000000
predicted=23.731504, expected=40.000000
predicted=61.140485, expected=24.000000
predicted=28.593158, expected=24.000000
predicted=30.408873, expected=52.000000
predicted=55.276132, expected=24.000000
predicted=22.896579, expected=32.000000
predicted=35.123190, expected=92.000000
predicted=55.948118, expected=8.000000
predicted=16.606289, expected=44.000000
predicted=49.778463, expected=60.000000
predicted=43.046272, expected=60.000000
predicted=43.124825, expected=128.000000
predicted=99.552609, expected=64.000000
predicted=42.323140, expected=16.000000
predicted=40.679368, expected=76.000000
predicted=72.145066, expected=12.000000
predicted=33.141170, expected=4.000000
predicted=55.807641, expected=16.000000
predicted=36.263130, expected=40.000000
predicted=24.327336, expected=16.000000
predicted=35.097893, expected=36.000000
predicted=24.972984, expected=32.000000
predicted=19.778469, expected=20.000000
predicted=18.907392, expected=36.000000
predicted=35.737506, expected=8.000000
predicted=13.040526, expected=52.000000
predicted=40.749965, expected=28.000000
predicted=26.751634, expected=84.000000
predicted=50.358783, expected=136.000000
predicted=80.561789, expected=48.000000
predicted=35.151614, expected=28.000000
predicted=51.639424, expected=4.000000
predicted=27.227703, expected=88.000000
predicted=76.032647, expected=44.000000
predicted=69.968640, expected=72.000000
predicted=58.390783, expected=156.000000
predicted=91.406670, expected=36.000000
predicted=28.543823, expected=28.000000
predicted=65.680160, expected=132.000000
predicted=91.087771, expected=128.000000
predicted=89.125474, expected=104.000000
predicted=118.087570, expected=80.000000
predicted=72.665743, expected=68.000000
predicted=61.999285, expected=24.000000
predicted=74.315792, expected=28.000000
predicted=71.264460, expected=76.000000
predicted=78.629703, expected=48.000000
predicted=54.276175, expected=124.000000
predicted=89.731404, expected=80.000000
predicted=55.194247, expected=64.000000
predicted=55.534917, expected=64.000000
predicted=73.784841, expected=8.000000
predicted=33.600016, expected=68.000000
predicted=86.074078, expected=96.000000
predicted=77.077457, expected=196.000000
predicted=118.720888, expected=72.000000
predicted=70.299994, expected=128.000000
predicted=88.990239, expected=40.000000
predicted=65.533667, expected=24.000000
predicted=64.443945, expected=72.000000
predicted=116.031908, expected=232.000000
predicted=135.891846, expected=376.000000
predicted=225.246061, expected=56.000000
predicted=69.355291, expected=120.000000
predicted=121.399296, expected=48.000000
predicted=84.462120, expected=40.000000
predicted=119.279971, expected=268.000000
predicted=268.589914, expected=168.000000
predicted=104.235673, expected=88.000000
predicted=113.796199, expected=80.000000
predicted=91.559535, expected=108.000000
predicted=87.417046, expected=52.000000
predicted=134.654955, expected=168.000000
predicted=152.904653, expected=156.000000
predicted=115.489426, expected=40.000000
predicted=68.798698, expected=40.000000
predicted=85.760777, expected=76.000000
predicted=69.907647, expected=76.000000
predicted=101.830071, expected=80.000000
predicted=101.994940, expected=20.000000
predicted=36.723716, expected=52.000000
predicted=51.867546, expected=252.000000
predicted=148.549145, expected=40.000000
predicted=52.181074, expected=48.000000
predicted=80.464243, expected=40.000000
predicted=48.830200, expected=76.000000
predicted=62.657198, expected=96.000000
predicted=139.694287, expected=44.000000
predicted=44.843336, expected=4.000000
predicted=34.538567, expected=120.000000
predicted=80.153974, expected=108.000000
predicted=79.390352, expected=36.000000
predicted=62.839470, expected=176.000000
predicted=114.670316, expected=96.000000
predicted=57.541137, expected=56.000000
predicted=89.824634, expected=60.000000
predicted=88.752488, expected=64.000000
predicted=56.259729, expected=144.000000
predicted=137.688722, expected=128.000000
predicted=102.698468, expected=124.000000
predicted=95.901850, expected=136.000000
predicted=107.319423, expected=16.000000
predicted=54.319975, expected=8.000000
predicted=79.454399, expected=80.000000
predicted=93.913221, expected=232.000000
predicted=150.725074, expected=64.000000
predicted=85.252758, expected=208.000000
predicted=129.260303, expected=84.000000
predicted=66.211778, expected=24.000000
predicted=68.636844, expected=216.000000
predicted=203.395046, expected=8.000000
predicted=38.325619, expected=48.000000
predicted=120.351218, expected=64.000000
predicted=74.737678, expected=20.000000
predicted=26.186809, expected=4.000000
predicted=87.252071, expected=184.000000
predicted=91.306158, expected=388.000000
predicted=192.870692, expected=208.000000
predicted=136.276302, expected=88.000000
predicted=102.317234, expected=96.000000
predicted=98.913648, expected=12.000000
predicted=100.902231, expected=4.000000
predicted=157.566742, expected=32.000000
predicted=95.928801, expected=32.000000
predicted=46.920382, expected=24.000000
predicted=47.305335, expected=40.000000
predicted=27.134897, expected=256.000000
predicted=121.251986, expected=156.000000
predicted=87.768427, expected=36.000000
predicted=58.319766, expected=112.000000
predicted=94.999986, expected=56.000000
predicted=57.872244, expected=52.000000
predicted=129.337301, expected=92.000000
predicted=110.031515, expected=192.000000
predicted=109.837165, expected=184.000000
predicted=136.360144, expected=48.000000
predicted=69.433471, expected=60.000000
predicted=80.454207, expected=28.000000
predicted=65.769080, expected=208.000000
predicted=172.808459, expected=136.000000
predicted=133.147148, expected=240.000000
predicted=149.882343, expected=92.000000
predicted=93.217936, expected=80.000000
predicted=84.611960, expected=104.000000
predicted=149.056651, expected=56.000000
predicted=91.420291, expected=44.000000
predicted=121.514310, expected=276.000000
predicted=170.515876, expected=212.000000
predicted=133.683320, expected=104.000000
predicted=117.123895, expected=76.000000
predicted=97.766266, expected=40.000000
predicted=64.045267, expected=124.000000
predicted=171.002366, expected=56.000000
predicted=110.305512, expected=48.000000
predicted=74.774048, expected=220.000000
predicted=140.699676, expected=72.000000
predicted=57.362258, expected=28.000000
predicted=83.841883, expected=56.000000
predicted=68.964588, expected=56.000000
predicted=53.060187, expected=36.000000
predicted=101.529926, expected=20.000000
predicted=43.950222, expected=68.000000
predicted=48.411798, expected=40.000000
predicted=42.429170, expected=52.000000
predicted=51.529969, expected=156.000000
predicted=91.626636, expected=4.000000
predicted=17.998317, expected=116.000000
predicted=96.494900, expected=24.000000
predicted=37.146988, expected=72.000000
predicted=65.039517, expected=32.000000
predicted=79.466944, expected=100.000000
predicted=56.830301, expected=56.000000
predicted=74.306369, expected=112.000000
predicted=72.233618, expected=216.000000
predicted=135.600110, expected=204.000000
predicted=120.743987, expected=96.000000
predicted=110.802841, expected=84.000000
predicted=97.042958, expected=108.000000
predicted=116.240018, expected=104.000000
predicted=141.103005, expected=156.000000
predicted=160.247456, expected=8.000000
predicted=57.607777, expected=280.000000
predicted=180.076566, expected=12.000000
predicted=58.929507, expected=252.000000
predicted=179.291834, expected=60.000000
predicted=107.514556, expected=156.000000
predicted=101.927487, expected=96.000000
predicted=168.428867, expected=8.000000
predicted=33.193798, expected=80.000000
predicted=145.123597, expected=92.000000
predicted=72.666326, expected=36.000000
predicted=80.927924, expected=84.000000
predicted=85.794867, expected=128.000000
predicted=71.781992, expected=120.000000
predicted=94.697857, expected=64.000000
predicted=81.419574, expected=16.000000
predicted=43.484129, expected=108.000000
predicted=94.321659, expected=96.000000
predicted=96.046975, expected=36.000000
predicted=71.439860, expected=56.000000
predicted=65.176218, expected=72.000000
predicted=50.320214, expected=36.000000
predicted=63.648571, expected=36.000000
predicted=61.169515, expected=32.000000
predicted=36.495345, expected=28.000000
predicted=39.025425, expected=148.000000
predicted=96.369198, expected=4.000000
predicted=21.467705, expected=48.000000
predicted=50.853509, expected=104.000000
predicted=69.129404, expected=52.000000
predicted=41.107451, expected=148.000000
predicted=130.749081, expected=108.000000
predicted=64.617451, expected=36.000000
predicted=54.630335, expected=76.000000
predicted=92.763700, expected=16.000000
predicted=40.204755, expected=60.000000
predicted=89.602162, expected=76.000000
predicted=78.877248, expected=216.000000
predicted=116.576874, expected=76.000000
predicted=74.980888, expected=52.000000
predicted=58.216604, expected=60.000000
predicted=73.208029, expected=60.000000
predicted=68.109724, expected=40.000000
predicted=103.985245, expected=148.000000
predicted=102.888033, expected=184.000000
predicted=110.160453, expected=60.000000
predicted=68.661508, expected=48.000000
predicted=73.362719, expected=112.000000
predicted=86.264277, expected=40.000000
predicted=82.672921, expected=116.000000
predicted=130.974568, expected=156.000000
predicted=103.886014, expected=144.000000
predicted=98.623391, expected=120.000000
predicted=118.884357, expected=44.000000
predicted=63.415256, expected=96.000000
predicted=108.811170, expected=8.000000
predicted=74.700740, expected=96.000000
predicted=106.929457, expected=168.000000
predicted=125.008746, expected=120.000000
predicted=82.027755, expected=116.000000
predicted=110.278461, expected=24.000000
predicted=41.500792, expected=124.000000
predicted=111.813066, expected=40.000000
predicted=90.586974, expected=252.000000
predicted=168.578927, expected=24.000000
predicted=68.814441, expected=232.000000
predicted=139.499497, expected=72.000000
predicted=102.173406, expected=20.000000
predicted=53.009406, expected=76.000000
predicted=146.360442, expected=12.000000
predicted=26.552170, expected=24.000000
predicted=100.783453, expected=168.000000
predicted=105.025295, expected=88.000000
predicted=52.659829, expected=100.000000
predicted=89.910860, expected=64.000000
predicted=55.636380, expected=88.000000
predicted=67.373154, expected=44.000000
predicted=94.388583, expected=132.000000
predicted=103.736863, expected=300.000000
predicted=179.566681, expected=100.000000
predicted=89.695503, expected=72.000000
predicted=104.739819, expected=68.000000
predicted=81.600891, expected=168.000000
predicted=140.515156, expected=16.000000
predicted=128.319406, expected=40.000000
predicted=75.290436, expected=160.000000
predicted=110.577735, expected=128.000000
predicted=90.044001, expected=72.000000
predicted=110.989535, expected=68.000000
predicted=62.253744, expected=36.000000
predicted=50.614482, expected=88.000000
predicted=108.569549, expected=124.000000
predicted=109.486862, expected=144.000000
predicted=102.213001, expected=88.000000
predicted=84.115598, expected=44.000000
predicted=58.744835, expected=44.000000
predicted=72.454252, expected=72.000000
predicted=88.505897, expected=72.000000
predicted=91.353299, expected=136.000000
predicted=101.759971, expected=160.000000
predicted=100.490053, expected=76.000000
predicted=71.545768, expected=80.000000
predicted=88.868215, expected=76.000000
predicted=81.810512, expected=32.000000
predicted=78.967395, expected=40.000000
predicted=88.124012, expected=80.000000
predicted=71.823404, expected=232.000000
predicted=137.369867, expected=156.000000
predicted=109.798379, expected=72.000000
predicted=75.311188, expected=48.000000
predicted=71.177224, expected=76.000000
predicted=85.160755, expected=92.000000
predicted=134.691160, expected=76.000000
predicted=100.915969, expected=116.000000
predicted=92.333811, expected=8.000000
predicted=38.019831, expected=72.000000
predicted=76.545250, expected=232.000000
predicted=144.794402, expected=64.000000
predicted=67.976893, expected=36.000000
predicted=85.881533, expected=24.000000
predicted=39.516485, expected=112.000000
predicted=86.657980, expected=220.000000
predicted=183.573703, expected=28.000000
predicted=51.513238, expected=44.000000
predicted=63.256195, expected=40.000000
predicted=48.683047, expected=56.000000
predicted=74.440134, expected=60.000000
predicted=110.057187, expected=52.000000
predicted=42.339189, expected=188.000000
predicted=108.327634, expected=32.000000
predicted=41.700415, expected=52.000000
predicted=66.339121, expected=40.000000
predicted=57.695499, expected=64.000000
predicted=57.719788, expected=132.000000
predicted=130.991532, expected=108.000000
predicted=70.375358, expected=112.000000
predicted=87.135962, expected=200.000000
predicted=124.877647, expected=136.000000
predicted=107.165971, expected=44.000000
predicted=98.139649, expected=80.000000
predicted=104.380572, expected=144.000000
predicted=121.670228, expected=168.000000
predicted=158.170564, expected=72.000000
predicted=102.296877, expected=40.000000
predicted=63.716272, expected=108.000000
predicted=98.596817, expected=32.000000
predicted=78.205554, expected=44.000000
predicted=92.316702, expected=52.000000
predicted=60.078431, expected=92.000000
predicted=63.337464, expected=88.000000
predicted=85.540510, expected=44.000000
predicted=45.480494, expected=60.000000
predicted=58.761754, expected=36.000000
predicted=47.478333, expected=36.000000
predicted=58.672153, expected=44.000000
predicted=58.530397, expected=12.000000
predicted=28.202022, expected=252.000000
predicted=137.359071, expected=80.000000
predicted=56.485391, expected=16.000000
predicted=47.922037, expected=52.000000
predicted=65.968095, expected=88.000000
predicted=56.633364, expected=44.000000
predicted=114.466100, expected=104.000000
predicted=85.966207, expected=52.000000
predicted=41.984098, expected=32.000000
predicted=48.167075, expected=40.000000
predicted=61.984543, expected=32.000000
Test MSE: 5530.274
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426])]
predicted=194.816435, expected=124.000000
predicted=220.817578, expected=56.000000
predicted=270.455298, expected=348.000000
predicted=202.734592, expected=172.000000
predicted=242.283688, expected=176.000000
predicted=164.947677, expected=44.000000
predicted=109.812800, expected=112.000000
predicted=106.353006, expected=124.000000
predicted=202.611657, expected=80.000000
predicted=122.520748, expected=356.000000
predicted=220.369286, expected=264.000000
predicted=161.649285, expected=108.000000
predicted=142.970143, expected=148.000000
predicted=151.914735, expected=188.000000
predicted=151.293372, expected=132.000000
predicted=225.004617, expected=120.000000
predicted=179.467928, expected=476.000000
predicted=253.655414, expected=368.000000
predicted=254.713810, expected=164.000000
predicted=212.476490, expected=236.000000
predicted=210.860823, expected=152.000000
predicted=174.022497, expected=104.000000
predicted=271.542545, expected=104.000000
predicted=213.117825, expected=220.000000
predicted=177.901662, expected=400.000000
predicted=275.229479, expected=240.000000
predicted=205.296389, expected=64.000000
predicted=130.699598, expected=180.000000
predicted=162.566590, expected=72.000000
predicted=156.794037, expected=208.000000
predicted=260.255267, expected=316.000000
predicted=239.674512, expected=504.000000
predicted=268.436977, expected=160.000000
predicted=204.302209, expected=80.000000
predicted=136.825975, expected=40.000000
predicted=150.947466, expected=144.000000
predicted=213.252981, expected=140.000000
predicted=264.668716, expected=312.000000
predicted=205.703367, expected=448.000000
predicted=244.402590, expected=100.000000
predicted=122.901917, expected=48.000000
predicted=137.588431, expected=36.000000
predicted=112.740589, expected=44.000000
predicted=165.217313, expected=120.000000
predicted=226.896618, expected=172.000000
predicted=119.046017, expected=252.000000
predicted=140.500901, expected=168.000000
predicted=117.032931, expected=192.000000
predicted=135.969451, expected=92.000000
predicted=126.127548, expected=72.000000
predicted=132.486625, expected=116.000000
predicted=167.316289, expected=252.000000
predicted=186.844476, expected=276.000000
predicted=213.083647, expected=52.000000
predicted=101.866523, expected=16.000000
predicted=75.293291, expected=428.000000
predicted=238.672038, expected=64.000000
predicted=162.811871, expected=4.000000
predicted=150.988932, expected=160.000000
predicted=108.456874, expected=336.000000
predicted=163.968610, expected=100.000000
predicted=234.910214, expected=96.000000
predicted=106.882477, expected=108.000000
predicted=84.013301, expected=36.000000
predicted=105.858678, expected=4.000000
predicted=147.234564, expected=160.000000
predicted=112.161858, expected=232.000000
predicted=140.142267, expected=84.000000
predicted=100.838897, expected=20.000000
predicted=56.793377, expected=12.000000
predicted=34.599409, expected=164.000000
predicted=138.593621, expected=80.000000
predicted=130.285226, expected=132.000000
predicted=102.463387, expected=256.000000
predicted=131.643638, expected=108.000000
predicted=82.039290, expected=68.000000
predicted=127.550269, expected=100.000000
predicted=102.593845, expected=172.000000
predicted=142.411046, expected=116.000000
predicted=165.672416, expected=44.000000
predicted=87.366993, expected=236.000000
predicted=144.175034, expected=64.000000
predicted=90.948027, expected=44.000000
predicted=112.745923, expected=84.000000
predicted=100.327909, expected=240.000000
predicted=128.955344, expected=64.000000
predicted=136.939985, expected=68.000000
predicted=82.643006, expected=108.000000
predicted=86.348239, expected=64.000000
predicted=79.045259, expected=48.000000
predicted=127.178106, expected=148.000000
predicted=98.520576, expected=80.000000
predicted=75.215575, expected=184.000000
predicted=134.028399, expected=92.000000
predicted=87.363067, expected=88.000000
predicted=83.452344, expected=140.000000
predicted=136.804416, expected=112.000000
predicted=99.929148, expected=208.000000
predicted=175.847141, expected=108.000000
predicted=108.895315, expected=144.000000
predicted=125.082065, expected=68.000000
predicted=113.127967, expected=88.000000
predicted=106.149207, expected=124.000000
predicted=148.558668, expected=216.000000
predicted=146.739276, expected=80.000000
predicted=114.719348, expected=80.000000
predicted=91.388606, expected=76.000000
predicted=92.031183, expected=240.000000
predicted=161.710136, expected=116.000000
predicted=151.729984, expected=76.000000
predicted=94.705505, expected=64.000000
predicted=88.173015, expected=100.000000
predicted=92.518207, expected=28.000000
predicted=119.224097, expected=208.000000
predicted=140.067518, expected=188.000000
predicted=122.249624, expected=372.000000
predicted=200.470438, expected=120.000000
predicted=135.878162, expected=164.000000
predicted=132.724523, expected=284.000000
predicted=238.308036, expected=140.000000
predicted=173.459896, expected=180.000000
predicted=255.517129, expected=268.000000
predicted=194.745011, expected=228.000000
predicted=197.595119, expected=120.000000
predicted=205.104157, expected=632.000000
predicted=344.131590, expected=116.000000
predicted=183.777928, expected=36.000000
predicted=199.107910, expected=92.000000
predicted=182.910256, expected=160.000000
predicted=139.041179, expected=488.000000
predicted=441.096600, expected=160.000000
predicted=151.285970, expected=120.000000
predicted=128.589823, expected=156.000000
predicted=155.249130, expected=40.000000
predicted=129.365073, expected=84.000000
predicted=240.197901, expected=260.000000
predicted=178.484983, expected=296.000000
predicted=185.634630, expected=20.000000
predicted=112.444101, expected=140.000000
predicted=118.193508, expected=28.000000
predicted=83.637397, expected=108.000000
predicted=165.200292, expected=120.000000
predicted=170.285180, expected=140.000000
predicted=84.458053, expected=448.000000
predicted=243.468526, expected=204.000000
predicted=137.647259, expected=100.000000
predicted=146.445692, expected=64.000000
predicted=129.379857, expected=136.000000
predicted=151.883999, expected=108.000000
predicted=232.059389, expected=424.000000
predicted=258.246456, expected=268.000000
predicted=180.916072, expected=140.000000
predicted=143.779290, expected=264.000000
predicted=213.257394, expected=128.000000
predicted=154.687072, expected=124.000000
predicted=256.089037, expected=136.000000
predicted=190.693205, expected=288.000000
predicted=198.413955, expected=464.000000
predicted=310.910919, expected=84.000000
predicted=145.999034, expected=88.000000
predicted=153.178203, expected=40.000000
predicted=123.504992, expected=92.000000
predicted=181.136578, expected=48.000000
predicted=204.121376, expected=200.000000
predicted=122.548408, expected=464.000000
predicted=227.667481, expected=32.000000
predicted=78.597600, expected=60.000000
predicted=117.757640, expected=132.000000
predicted=113.232556, expected=116.000000
predicted=156.264717, expected=200.000000
predicted=265.377356, expected=172.000000
predicted=108.339658, expected=176.000000
predicted=130.081549, expected=12.000000
predicted=97.502336, expected=80.000000
predicted=111.638762, expected=140.000000
predicted=149.991235, expected=92.000000
predicted=121.717627, expected=60.000000
predicted=109.129532, expected=144.000000
predicted=82.872232, expected=136.000000
predicted=106.083195, expected=288.000000
predicted=186.388462, expected=12.000000
predicted=78.918118, expected=28.000000
predicted=77.849175, expected=80.000000
predicted=110.456980, expected=92.000000
predicted=107.400547, expected=260.000000
predicted=212.763166, expected=348.000000
predicted=161.194863, expected=136.000000
predicted=113.812600, expected=76.000000
predicted=119.284283, expected=72.000000
predicted=114.715192, expected=152.000000
predicted=190.939087, expected=36.000000
predicted=166.026259, expected=132.000000
predicted=122.820198, expected=192.000000
predicted=122.117052, expected=92.000000
predicted=93.731100, expected=196.000000
predicted=160.364409, expected=140.000000
predicted=103.683600, expected=84.000000
predicted=122.117234, expected=32.000000
predicted=116.430926, expected=536.000000
predicted=259.223224, expected=544.000000
predicted=315.606378, expected=316.000000
predicted=252.010281, expected=84.000000
predicted=164.735936, expected=276.000000
predicted=219.417916, expected=56.000000
predicted=288.607338, expected=40.000000
predicted=262.189679, expected=472.000000
predicted=322.638140, expected=376.000000
predicted=212.874375, expected=104.000000
predicted=208.334009, expected=112.000000
predicted=139.462503, expected=52.000000
predicted=98.794613, expected=12.000000
predicted=217.220864, expected=324.000000
predicted=279.833263, expected=416.000000
predicted=217.576976, expected=208.000000
predicted=170.077172, expected=80.000000
predicted=119.544372, expected=108.000000
predicted=112.506650, expected=256.000000
predicted=264.687282, expected=180.000000
predicted=257.426854, expected=148.000000
predicted=175.554195, expected=284.000000
predicted=183.206761, expected=116.000000
predicted=133.008340, expected=48.000000
predicted=164.544464, expected=104.000000
predicted=146.360544, expected=452.000000
predicted=256.315025, expected=56.000000
predicted=160.189581, expected=100.000000
predicted=138.174097, expected=64.000000
predicted=89.946802, expected=44.000000
predicted=92.593041, expected=60.000000
predicted=208.881592, expected=48.000000
predicted=54.281266, expected=12.000000
predicted=54.880668, expected=196.000000
predicted=108.818945, expected=104.000000
predicted=68.763209, expected=148.000000
predicted=103.591410, expected=92.000000
predicted=82.502970, expected=168.000000
predicted=102.329110, expected=200.000000
predicted=178.030401, expected=212.000000
predicted=155.230853, expected=564.000000
predicted=311.530839, expected=232.000000
predicted=184.510849, expected=176.000000
predicted=218.145520, expected=112.000000
predicted=197.367684, expected=84.000000
predicted=176.442256, expected=96.000000
predicted=281.785493, expected=372.000000
predicted=254.405004, expected=112.000000
predicted=141.310111, expected=124.000000
predicted=139.557422, expected=40.000000
predicted=93.340502, expected=48.000000
predicted=93.216554, expected=76.000000
predicted=186.247668, expected=80.000000
predicted=87.490950, expected=172.000000
predicted=125.835513, expected=452.000000
predicted=207.282801, expected=328.000000
predicted=184.629349, expected=76.000000
predicted=128.012606, expected=96.000000
predicted=141.156659, expected=44.000000
predicted=136.059999, expected=156.000000
predicted=259.064396, expected=344.000000
predicted=272.812394, expected=80.000000
predicted=92.916519, expected=100.000000
predicted=122.434152, expected=92.000000
predicted=94.081295, expected=36.000000
predicted=107.536027, expected=24.000000
predicted=157.243001, expected=144.000000
predicted=99.662410, expected=152.000000
predicted=108.765939, expected=240.000000
predicted=147.636674, expected=128.000000
predicted=95.733448, expected=76.000000
predicted=82.898586, expected=32.000000
predicted=104.412843, expected=120.000000
predicted=131.185460, expected=80.000000
predicted=137.966288, expected=276.000000
predicted=172.354401, expected=20.000000
predicted=63.068514, expected=188.000000
predicted=120.599725, expected=112.000000
predicted=119.179639, expected=160.000000
predicted=126.647867, expected=12.000000
predicted=138.537365, expected=20.000000
predicted=47.234794, expected=264.000000
predicted=187.708633, expected=232.000000
predicted=149.374108, expected=236.000000
predicted=183.337208, expected=20.000000
predicted=62.076361, expected=28.000000
predicted=71.026218, expected=148.000000
predicted=185.547227, expected=200.000000
predicted=182.955627, expected=152.000000
predicted=167.873241, expected=392.000000
predicted=190.967249, expected=152.000000
predicted=118.303366, expected=84.000000
predicted=149.680142, expected=200.000000
predicted=202.456251, expected=96.000000
predicted=139.369155, expected=88.000000
predicted=214.779490, expected=168.000000
predicted=149.953514, expected=184.000000
predicted=131.943643, expected=168.000000
predicted=170.979695, expected=56.000000
predicted=96.357325, expected=140.000000
predicted=124.738530, expected=28.000000
predicted=104.649094, expected=276.000000
predicted=198.206768, expected=284.000000
predicted=194.617120, expected=272.000000
predicted=168.519587, expected=112.000000
predicted=151.444842, expected=60.000000
predicted=96.739631, expected=116.000000
predicted=193.111591, expected=148.000000
predicted=193.429581, expected=140.000000
predicted=179.778778, expected=92.000000
predicted=106.096985, expected=512.000000
predicted=247.402347, expected=120.000000
predicted=134.941215, expected=168.000000
predicted=183.204722, expected=244.000000
predicted=201.741430, expected=8.000000
predicted=99.820143, expected=104.000000
predicted=270.119493, expected=132.000000
predicted=123.767003, expected=200.000000
predicted=166.083502, expected=288.000000
predicted=224.918909, expected=76.000000
predicted=77.197567, expected=76.000000
predicted=117.638318, expected=104.000000
predicted=128.003413, expected=192.000000
predicted=178.556811, expected=140.000000
predicted=184.871461, expected=272.000000
predicted=163.940095, expected=224.000000
predicted=154.577050, expected=80.000000
predicted=123.754173, expected=188.000000
predicted=190.748101, expected=160.000000
predicted=157.204701, expected=184.000000
predicted=211.445901, expected=232.000000
predicted=208.066964, expected=344.000000
predicted=205.884831, expected=88.000000
predicted=160.190576, expected=72.000000
predicted=147.920998, expected=148.000000
predicted=170.116136, expected=196.000000
predicted=197.407979, expected=112.000000
predicted=200.429199, expected=64.000000
predicted=93.214173, expected=248.000000
predicted=153.353794, expected=84.000000
predicted=120.833637, expected=76.000000
predicted=138.133977, expected=64.000000
predicted=96.178010, expected=76.000000
predicted=81.592968, expected=364.000000
predicted=244.551986, expected=224.000000
predicted=144.657137, expected=448.000000
predicted=246.647510, expected=116.000000
predicted=136.845382, expected=144.000000
predicted=164.719335, expected=108.000000
predicted=234.186469, expected=76.000000
predicted=163.758719, expected=144.000000
predicted=246.156978, expected=76.000000
predicted=100.063650, expected=168.000000
predicted=142.597400, expected=96.000000
predicted=103.724655, expected=44.000000
predicted=77.878846, expected=112.000000
predicted=119.619066, expected=64.000000
predicted=77.507523, expected=72.000000
predicted=109.362378, expected=120.000000
predicted=98.023560, expected=248.000000
predicted=131.241020, expected=92.000000
predicted=106.394848, expected=260.000000
predicted=158.482194, expected=8.000000
predicted=74.686314, expected=60.000000
predicted=111.042401, expected=24.000000
predicted=124.888190, expected=188.000000
predicted=125.555638, expected=172.000000
predicted=173.709579, expected=128.000000
predicted=80.967886, expected=56.000000
predicted=77.931085, expected=508.000000
predicted=231.938728, expected=128.000000
predicted=167.411356, expected=208.000000
predicted=201.933946, expected=296.000000
predicted=214.489828, expected=480.000000
predicted=267.920339, expected=256.000000
predicted=353.056075, expected=140.000000
predicted=188.275014, expected=336.000000
predicted=281.512068, expected=236.000000
predicted=270.186840, expected=164.000000
predicted=300.473210, expected=168.000000
predicted=216.713605, expected=384.000000
predicted=251.448944, expected=380.000000
predicted=320.250431, expected=252.000000
predicted=253.586333, expected=120.000000
predicted=189.964966, expected=156.000000
predicted=198.582268, expected=232.000000
predicted=282.455569, expected=524.000000
predicted=377.544525, expected=524.000000
predicted=348.412160, expected=140.000000
predicted=192.867072, expected=164.000000
predicted=225.491559, expected=328.000000
predicted=298.356717, expected=68.000000
predicted=285.117837, expected=100.000000
predicted=279.068560, expected=216.000000
predicted=176.037372, expected=564.000000
predicted=309.918328, expected=204.000000
predicted=248.130712, expected=188.000000
predicted=178.490699, expected=160.000000
predicted=182.804940, expected=284.000000
predicted=254.433669, expected=172.000000
predicted=318.034762, expected=312.000000
predicted=245.030404, expected=256.000000
predicted=224.268537, expected=176.000000
predicted=191.518882, expected=100.000000
predicted=205.994445, expected=112.000000
predicted=162.303450, expected=308.000000
predicted=267.898894, expected=292.000000
predicted=239.871184, expected=320.000000
predicted=236.031224, expected=112.000000
predicted=150.334520, expected=108.000000
predicted=156.368959, expected=196.000000
predicted=241.584658, expected=76.000000
predicted=176.946906, expected=96.000000
predicted=185.322137, expected=184.000000
predicted=142.035482, expected=276.000000
predicted=173.995997, expected=272.000000
predicted=210.740655, expected=304.000000
predicted=197.705196, expected=84.000000
predicted=136.937490, expected=64.000000
predicted=159.149915, expected=84.000000
Test MSE: 14342.089
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151])]
predicted=59.358711, expected=100.000000
predicted=61.803472, expected=52.000000
predicted=43.674218, expected=24.000000
predicted=50.009480, expected=64.000000
predicted=57.563822, expected=56.000000
predicted=57.108534, expected=76.000000
predicted=80.598282, expected=84.000000
predicted=67.179224, expected=100.000000
predicted=64.222942, expected=68.000000
predicted=67.839133, expected=76.000000
predicted=72.520486, expected=60.000000
predicted=69.340224, expected=32.000000
predicted=58.568535, expected=84.000000
predicted=89.109327, expected=52.000000
predicted=53.615335, expected=92.000000
predicted=81.883024, expected=92.000000
predicted=74.154465, expected=44.000000
predicted=43.386116, expected=28.000000
predicted=63.175200, expected=48.000000
predicted=52.516387, expected=60.000000
predicted=66.319510, expected=108.000000
predicted=89.972039, expected=104.000000
predicted=70.473306, expected=56.000000
predicted=50.100499, expected=80.000000
predicted=74.616636, expected=96.000000
predicted=77.130884, expected=48.000000
predicted=73.147497, expected=44.000000
predicted=77.575556, expected=116.000000
predicted=85.126869, expected=108.000000
predicted=82.128694, expected=44.000000
predicted=71.328073, expected=40.000000
predicted=59.249026, expected=60.000000
predicted=55.154644, expected=44.000000
predicted=69.168500, expected=40.000000
predicted=69.164926, expected=112.000000
predicted=76.305393, expected=184.000000
predicted=101.433026, expected=80.000000
predicted=67.547032, expected=56.000000
predicted=74.027739, expected=56.000000
predicted=62.830878, expected=56.000000
predicted=76.693475, expected=60.000000
predicted=107.925220, expected=80.000000
predicted=76.058378, expected=96.000000
predicted=73.298328, expected=44.000000
predicted=51.599279, expected=20.000000
predicted=47.874205, expected=100.000000
predicted=81.094094, expected=40.000000
predicted=47.486227, expected=36.000000
predicted=67.288778, expected=80.000000
predicted=65.761440, expected=76.000000
predicted=43.284241, expected=16.000000
predicted=56.028191, expected=84.000000
predicted=70.607110, expected=52.000000
predicted=39.031818, expected=40.000000
predicted=58.376317, expected=60.000000
predicted=69.772438, expected=88.000000
predicted=50.282868, expected=76.000000
predicted=73.347115, expected=48.000000
predicted=54.972540, expected=44.000000
predicted=50.215921, expected=76.000000
predicted=66.854254, expected=36.000000
predicted=54.908037, expected=72.000000
predicted=74.516970, expected=104.000000
predicted=72.529858, expected=116.000000
predicted=75.276699, expected=72.000000
predicted=76.671963, expected=88.000000
predicted=74.363073, expected=68.000000
predicted=71.902927, expected=40.000000
predicted=71.140329, expected=92.000000
predicted=101.509839, expected=116.000000
predicted=84.844713, expected=140.000000
predicted=106.942846, expected=64.000000
predicted=71.685493, expected=52.000000
predicted=63.913610, expected=88.000000
predicted=92.155485, expected=96.000000
predicted=93.425971, expected=72.000000
predicted=98.240992, expected=88.000000
predicted=81.747222, expected=84.000000
predicted=69.978710, expected=76.000000
predicted=80.882381, expected=84.000000
predicted=89.948603, expected=40.000000
predicted=57.588383, expected=36.000000
predicted=65.639024, expected=44.000000
predicted=62.251340, expected=96.000000
predicted=77.472003, expected=116.000000
predicted=88.663634, expected=52.000000
predicted=48.928644, expected=44.000000
predicted=55.746185, expected=48.000000
predicted=51.969226, expected=60.000000
predicted=70.150788, expected=48.000000
predicted=73.454163, expected=64.000000
predicted=58.602646, expected=80.000000
predicted=60.877545, expected=48.000000
predicted=47.577303, expected=40.000000
predicted=55.187368, expected=68.000000
predicted=60.017715, expected=32.000000
predicted=43.180178, expected=76.000000
predicted=76.661297, expected=120.000000
predicted=78.470664, expected=92.000000
predicted=61.913831, expected=56.000000
predicted=70.347948, expected=64.000000
predicted=60.682583, expected=84.000000
predicted=77.504869, expected=40.000000
predicted=72.034889, expected=52.000000
predicted=74.433442, expected=92.000000
predicted=72.542484, expected=76.000000
predicted=62.562880, expected=72.000000
predicted=78.536167, expected=80.000000
predicted=65.888653, expected=88.000000
predicted=70.403014, expected=48.000000
predicted=68.687594, expected=76.000000
predicted=80.187570, expected=96.000000
predicted=80.135630, expected=140.000000
predicted=102.466453, expected=64.000000
predicted=74.561449, expected=60.000000
predicted=69.849153, expected=68.000000
predicted=77.089590, expected=48.000000
predicted=65.774923, expected=104.000000
predicted=113.874934, expected=80.000000
predicted=66.366460, expected=92.000000
predicted=78.353250, expected=92.000000
predicted=82.971190, expected=48.000000
predicted=52.853878, expected=56.000000
predicted=83.543719, expected=80.000000
predicted=77.413695, expected=68.000000
predicted=72.125162, expected=132.000000
predicted=107.871419, expected=92.000000
predicted=67.882286, expected=4.000000
predicted=41.659823, expected=124.000000
predicted=111.814153, expected=88.000000
predicted=63.551889, expected=72.000000
predicted=96.413757, expected=68.000000
predicted=86.543868, expected=148.000000
predicted=79.176624, expected=136.000000
predicted=114.988861, expected=72.000000
predicted=85.211978, expected=52.000000
predicted=80.191500, expected=52.000000
predicted=67.064582, expected=48.000000
predicted=87.556373, expected=84.000000
predicted=99.048978, expected=88.000000
predicted=73.065204, expected=88.000000
predicted=70.224691, expected=88.000000
predicted=74.340460, expected=56.000000
predicted=57.758393, expected=68.000000
predicted=79.461984, expected=40.000000
predicted=62.432970, expected=64.000000
predicted=74.172785, expected=88.000000
predicted=80.909377, expected=96.000000
predicted=71.249932, expected=40.000000
predicted=56.482614, expected=84.000000
predicted=72.352441, expected=92.000000
predicted=73.844787, expected=56.000000
predicted=67.734672, expected=44.000000
predicted=74.680377, expected=88.000000
predicted=67.627587, expected=68.000000
predicted=67.162159, expected=32.000000
predicted=62.010612, expected=48.000000
predicted=59.137098, expected=80.000000
predicted=59.118979, expected=64.000000
predicted=66.304463, expected=68.000000
predicted=68.989654, expected=144.000000
predicted=89.429555, expected=136.000000
predicted=84.892529, expected=104.000000
predicted=96.285144, expected=60.000000
predicted=78.001268, expected=40.000000
predicted=65.539699, expected=52.000000
predicted=92.578706, expected=96.000000
predicted=102.504886, expected=68.000000
predicted=74.851580, expected=96.000000
predicted=81.253019, expected=64.000000
predicted=56.132850, expected=32.000000
predicted=48.837197, expected=76.000000
predicted=87.103222, expected=64.000000
predicted=58.634190, expected=36.000000
predicted=62.323085, expected=116.000000
predicted=91.649161, expected=120.000000
predicted=68.378399, expected=80.000000
predicted=77.465241, expected=48.000000
predicted=69.715971, expected=48.000000
predicted=52.976641, expected=32.000000
predicted=68.076197, expected=92.000000
predicted=96.772252, expected=96.000000
predicted=76.724608, expected=148.000000
predicted=95.826493, expected=76.000000
predicted=65.396261, expected=32.000000
predicted=50.509998, expected=60.000000
predicted=84.194155, expected=16.000000
predicted=48.483249, expected=48.000000
predicted=89.333727, expected=96.000000
predicted=77.523145, expected=76.000000
predicted=47.827384, expected=80.000000
predicted=73.561522, expected=104.000000
predicted=67.272504, expected=60.000000
predicted=55.485032, expected=64.000000
predicted=84.046062, expected=48.000000
predicted=63.506093, expected=84.000000
predicted=79.141222, expected=124.000000
predicted=103.593236, expected=76.000000
predicted=65.280222, expected=64.000000
predicted=74.382505, expected=84.000000
predicted=73.276285, expected=40.000000
predicted=58.807458, expected=32.000000
predicted=77.229289, expected=68.000000
predicted=70.572768, expected=84.000000
predicted=65.285194, expected=32.000000
predicted=53.954916, expected=68.000000
predicted=62.783974, expected=56.000000
predicted=43.723948, expected=40.000000
predicted=52.284679, expected=92.000000
predicted=86.193250, expected=60.000000
predicted=42.808840, expected=92.000000
predicted=81.174179, expected=72.000000
predicted=64.648743, expected=60.000000
predicted=55.471184, expected=72.000000
predicted=82.385407, expected=60.000000
predicted=59.316866, expected=40.000000
predicted=64.774763, expected=88.000000
predicted=79.737641, expected=108.000000
predicted=76.567203, expected=64.000000
predicted=65.835976, expected=92.000000
predicted=84.575266, expected=96.000000
predicted=70.226675, expected=88.000000
predicted=85.610694, expected=44.000000
predicted=77.607419, expected=76.000000
predicted=76.545315, expected=108.000000
predicted=92.335915, expected=68.000000
predicted=74.854781, expected=64.000000
predicted=81.423912, expected=76.000000
predicted=65.542329, expected=60.000000
predicted=65.196101, expected=64.000000
predicted=83.161344, expected=80.000000
predicted=73.106138, expected=112.000000
predicted=84.232994, expected=80.000000
predicted=75.156721, expected=84.000000
predicted=79.352658, expected=76.000000
predicted=74.138127, expected=80.000000
predicted=80.067789, expected=72.000000
predicted=88.410269, expected=100.000000
predicted=89.216698, expected=96.000000
predicted=86.226820, expected=84.000000
predicted=81.542129, expected=60.000000
predicted=74.775386, expected=88.000000
predicted=83.337177, expected=56.000000
predicted=72.902942, expected=56.000000
predicted=76.258453, expected=56.000000
predicted=69.383865, expected=64.000000
predicted=60.280753, expected=84.000000
predicted=80.686278, expected=52.000000
predicted=53.284688, expected=56.000000
predicted=61.202133, expected=84.000000
predicted=70.222081, expected=104.000000
predicted=78.122617, expected=96.000000
predicted=86.389161, expected=48.000000
predicted=57.728832, expected=84.000000
predicted=79.110102, expected=48.000000
predicted=62.176520, expected=64.000000
predicted=81.633363, expected=92.000000
predicted=88.692686, expected=96.000000
predicted=68.561407, expected=40.000000
predicted=63.221958, expected=52.000000
predicted=61.180300, expected=52.000000
predicted=57.427925, expected=60.000000
predicted=69.097069, expected=40.000000
predicted=63.214858, expected=80.000000
predicted=62.034517, expected=96.000000
predicted=68.894321, expected=68.000000
predicted=59.296675, expected=84.000000
predicted=78.224269, expected=64.000000
predicted=56.049163, expected=28.000000
predicted=56.261113, expected=68.000000
predicted=82.305752, expected=68.000000
predicted=60.756579, expected=80.000000
predicted=76.335325, expected=60.000000
predicted=62.693233, expected=44.000000
predicted=43.602206, expected=52.000000
predicted=61.877516, expected=52.000000
predicted=56.828441, expected=36.000000
predicted=54.506829, expected=100.000000
predicted=78.245450, expected=112.000000
predicted=70.413856, expected=44.000000
predicted=50.195913, expected=76.000000
predicted=77.363820, expected=56.000000
predicted=48.326829, expected=28.000000
predicted=61.210302, expected=88.000000
predicted=96.298756, expected=92.000000
predicted=60.434757, expected=24.000000
predicted=49.449418, expected=24.000000
predicted=52.435065, expected=88.000000
predicted=58.767373, expected=64.000000
predicted=61.067068, expected=80.000000
predicted=83.690243, expected=60.000000
predicted=47.950013, expected=76.000000
predicted=55.940086, expected=56.000000
predicted=69.443187, expected=60.000000
predicted=63.812686, expected=64.000000
predicted=70.190799, expected=68.000000
predicted=62.506872, expected=36.000000
predicted=55.283195, expected=68.000000
predicted=65.221781, expected=72.000000
predicted=61.443267, expected=80.000000
predicted=68.765824, expected=32.000000
predicted=51.931145, expected=52.000000
predicted=52.745267, expected=60.000000
predicted=60.469144, expected=72.000000
predicted=65.853723, expected=40.000000
predicted=57.671188, expected=64.000000
predicted=54.141107, expected=84.000000
predicted=65.187024, expected=48.000000
predicted=51.256122, expected=52.000000
predicted=66.418055, expected=84.000000
predicted=63.532866, expected=52.000000
predicted=53.118329, expected=48.000000
predicted=67.831739, expected=120.000000
predicted=84.268132, expected=64.000000
predicted=50.951492, expected=68.000000
predicted=81.586911, expected=52.000000
predicted=58.613949, expected=40.000000
predicted=46.789289, expected=48.000000
predicted=78.698480, expected=52.000000
predicted=54.474631, expected=76.000000
predicted=67.329654, expected=108.000000
predicted=75.577999, expected=52.000000
predicted=47.135346, expected=72.000000
predicted=70.417894, expected=64.000000
predicted=60.076965, expected=48.000000
predicted=60.594974, expected=60.000000
predicted=81.344690, expected=48.000000
predicted=49.362665, expected=120.000000
predicted=91.461637, expected=76.000000
predicted=62.922292, expected=52.000000
predicted=59.127234, expected=52.000000
predicted=64.626126, expected=48.000000
predicted=49.116561, expected=24.000000
predicted=65.510833, expected=56.000000
predicted=64.239806, expected=84.000000
predicted=61.191957, expected=60.000000
predicted=51.648977, expected=60.000000
predicted=59.423721, expected=24.000000
predicted=31.452196, expected=28.000000
predicted=45.676446, expected=84.000000
predicted=76.475082, expected=100.000000
predicted=68.178211, expected=100.000000
predicted=77.167203, expected=68.000000
predicted=55.559956, expected=56.000000
predicted=54.173457, expected=60.000000
predicted=73.365793, expected=28.000000
predicted=60.173569, expected=104.000000
predicted=97.210273, expected=100.000000
predicted=73.069916, expected=88.000000
predicted=72.662695, expected=52.000000
predicted=64.879620, expected=60.000000
predicted=54.731034, expected=56.000000
predicted=75.640122, expected=28.000000
predicted=60.047827, expected=48.000000
predicted=67.006902, expected=76.000000
predicted=59.341563, expected=72.000000
predicted=59.726200, expected=244.000000
predicted=143.823787, expected=112.000000
predicted=62.544152, expected=84.000000
predicted=92.348709, expected=68.000000
predicted=91.019762, expected=112.000000
predicted=91.954802, expected=88.000000
predicted=144.093528, expected=120.000000
predicted=113.784494, expected=48.000000
predicted=69.009393, expected=56.000000
predicted=72.380330, expected=64.000000
predicted=85.026320, expected=92.000000
predicted=82.159822, expected=48.000000
predicted=76.564630, expected=72.000000
predicted=66.469490, expected=144.000000
predicted=96.350899, expected=44.000000
predicted=49.552182, expected=84.000000
predicted=98.115303, expected=40.000000
predicted=49.766992, expected=32.000000
predicted=53.895685, expected=56.000000
predicted=91.473477, expected=72.000000
predicted=52.873180, expected=48.000000
predicted=60.466034, expected=60.000000
predicted=54.619240, expected=56.000000
predicted=46.456346, expected=96.000000
predicted=73.325117, expected=36.000000
predicted=51.558588, expected=60.000000
predicted=61.464437, expected=80.000000
predicted=68.266369, expected=76.000000
predicted=61.703317, expected=68.000000
predicted=79.900989, expected=68.000000
predicted=57.862057, expected=92.000000
predicted=75.956890, expected=36.000000
predicted=56.925938, expected=52.000000
predicted=69.090125, expected=80.000000
predicted=71.224473, expected=88.000000
predicted=70.514731, expected=68.000000
predicted=77.022570, expected=32.000000
predicted=43.829830, expected=44.000000
predicted=54.473314, expected=28.000000
predicted=50.167775, expected=68.000000
predicted=70.834176, expected=76.000000
predicted=63.798532, expected=48.000000
predicted=41.509963, expected=60.000000
predicted=57.847887, expected=48.000000
predicted=41.643374, expected=84.000000
predicted=72.901777, expected=56.000000
predicted=61.344771, expected=84.000000
predicted=68.587797, expected=88.000000
predicted=72.722959, expected=132.000000
predicted=88.684673, expected=40.000000
predicted=63.191356, expected=48.000000
predicted=66.818400, expected=92.000000
predicted=86.930263, expected=36.000000
predicted=53.772741, expected=56.000000
predicted=91.069970, expected=64.000000
predicted=53.463612, expected=84.000000
predicted=62.454135, expected=24.000000
predicted=55.701600, expected=40.000000
predicted=47.579264, expected=60.000000
predicted=55.948290, expected=52.000000
predicted=51.186883, expected=48.000000
predicted=62.842531, expected=76.000000
predicted=52.779243, expected=76.000000
predicted=55.920589, expected=44.000000
predicted=53.431710, expected=76.000000
predicted=68.683170, expected=52.000000
predicted=49.697616, expected=44.000000
predicted=60.022649, expected=52.000000
predicted=63.695972, expected=84.000000
predicted=61.266086, expected=84.000000
predicted=72.867429, expected=60.000000
predicted=58.744533, expected=32.000000
predicted=47.252563, expected=48.000000
predicted=54.666963, expected=56.000000
Test MSE: 765.110
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295])]
predicted=56.103542, expected=80.000000
predicted=58.295520, expected=80.000000
predicted=63.286609, expected=52.000000
predicted=59.758833, expected=112.000000
predicted=85.548775, expected=28.000000
predicted=48.803440, expected=52.000000
predicted=65.795223, expected=56.000000
predicted=63.046842, expected=80.000000
predicted=68.279008, expected=56.000000
predicted=67.954321, expected=44.000000
predicted=45.656646, expected=48.000000
predicted=52.825460, expected=92.000000
predicted=73.368152, expected=80.000000
predicted=72.651100, expected=84.000000
predicted=71.684612, expected=100.000000
predicted=79.406586, expected=48.000000
predicted=59.806975, expected=80.000000
predicted=83.786135, expected=60.000000
predicted=69.889402, expected=40.000000
predicted=60.825392, expected=40.000000
predicted=59.928667, expected=96.000000
predicted=72.811267, expected=104.000000
predicted=83.361291, expected=80.000000
predicted=71.184805, expected=60.000000
predicted=61.416457, expected=60.000000
predicted=63.768009, expected=48.000000
predicted=68.373664, expected=48.000000
predicted=66.120408, expected=40.000000
predicted=53.835870, expected=76.000000
predicted=64.624875, expected=96.000000
predicted=73.790656, expected=60.000000
predicted=57.451395, expected=68.000000
predicted=63.927043, expected=68.000000
predicted=63.612004, expected=20.000000
predicted=49.167012, expected=56.000000
predicted=66.643144, expected=88.000000
predicted=70.484519, expected=100.000000
predicted=78.902910, expected=60.000000
predicted=62.521720, expected=56.000000
predicted=54.161964, expected=108.000000
predicted=87.089563, expected=52.000000
predicted=67.674417, expected=68.000000
predicted=77.406895, expected=88.000000
predicted=76.204619, expected=84.000000
predicted=75.272130, expected=44.000000
predicted=67.889580, expected=60.000000
predicted=62.873517, expected=32.000000
predicted=51.552679, expected=44.000000
predicted=58.838348, expected=44.000000
predicted=53.857157, expected=72.000000
predicted=57.255406, expected=108.000000
predicted=77.996635, expected=56.000000
predicted=51.759247, expected=56.000000
predicted=58.538911, expected=92.000000
predicted=75.492708, expected=28.000000
predicted=52.303296, expected=60.000000
predicted=73.131453, expected=72.000000
predicted=63.579723, expected=60.000000
predicted=59.564693, expected=64.000000
predicted=68.373109, expected=36.000000
predicted=42.300543, expected=52.000000
predicted=56.800619, expected=44.000000
predicted=53.081989, expected=44.000000
predicted=49.666592, expected=92.000000
predicted=70.978915, expected=104.000000
predicted=72.472875, expected=68.000000
predicted=64.225601, expected=44.000000
predicted=54.608480, expected=104.000000
predicted=82.922812, expected=52.000000
predicted=68.223311, expected=64.000000
predicted=76.255227, expected=80.000000
predicted=72.685306, expected=96.000000
predicted=76.719951, expected=68.000000
predicted=77.614378, expected=64.000000
predicted=65.902810, expected=80.000000
predicted=75.681925, expected=48.000000
predicted=63.925054, expected=52.000000
predicted=67.684856, expected=44.000000
predicted=54.920613, expected=88.000000
predicted=73.070852, expected=72.000000
predicted=68.295669, expected=32.000000
predicted=45.665406, expected=60.000000
predicted=59.399061, expected=64.000000
predicted=58.210262, expected=56.000000
predicted=63.749350, expected=68.000000
predicted=64.751822, expected=104.000000
predicted=73.780143, expected=40.000000
predicted=53.264540, expected=72.000000
predicted=70.830577, expected=52.000000
predicted=57.955989, expected=44.000000
predicted=57.338627, expected=72.000000
predicted=74.250623, expected=84.000000
predicted=65.161579, expected=112.000000
predicted=87.204494, expected=136.000000
predicted=97.534506, expected=40.000000
predicted=58.088214, expected=64.000000
predicted=78.018035, expected=32.000000
predicted=61.148869, expected=36.000000
predicted=65.609158, expected=64.000000
predicted=75.388953, expected=88.000000
predicted=63.947152, expected=80.000000
predicted=67.923752, expected=60.000000
predicted=55.230152, expected=36.000000
predicted=47.404729, expected=28.000000
predicted=48.919929, expected=64.000000
predicted=66.715938, expected=44.000000
predicted=52.819777, expected=32.000000
predicted=42.681512, expected=56.000000
predicted=47.226853, expected=48.000000
predicted=42.712371, expected=40.000000
predicted=47.647303, expected=44.000000
predicted=44.162464, expected=52.000000
predicted=45.534275, expected=68.000000
predicted=58.383254, expected=92.000000
predicted=68.653677, expected=68.000000
predicted=59.090322, expected=48.000000
predicted=54.099482, expected=52.000000
predicted=57.639547, expected=12.000000
predicted=41.349642, expected=16.000000
predicted=44.570272, expected=32.000000
predicted=40.765216, expected=48.000000
predicted=41.883944, expected=24.000000
predicted=31.179794, expected=36.000000
predicted=28.958435, expected=28.000000
predicted=26.602725, expected=24.000000
predicted=29.157750, expected=36.000000
predicted=36.701202, expected=44.000000
predicted=34.918494, expected=76.000000
predicted=53.461429, expected=48.000000
predicted=41.113625, expected=48.000000
predicted=43.741357, expected=40.000000
predicted=42.971765, expected=28.000000
predicted=39.556160, expected=96.000000
predicted=75.505484, expected=80.000000
predicted=62.227043, expected=76.000000
predicted=65.240858, expected=32.000000
predicted=44.729189, expected=20.000000
predicted=38.341716, expected=32.000000
predicted=54.245829, expected=24.000000
predicted=42.428029, expected=48.000000
predicted=49.080883, expected=52.000000
predicted=40.168189, expected=40.000000
predicted=34.645712, expected=40.000000
predicted=38.432943, expected=4.000000
predicted=20.741985, expected=12.000000
predicted=28.369625, expected=20.000000
predicted=28.840792, expected=36.000000
predicted=32.121699, expected=44.000000
predicted=34.870426, expected=64.000000
predicted=38.470832, expected=44.000000
predicted=34.459148, expected=24.000000
predicted=30.018343, expected=48.000000
predicted=44.339782, expected=44.000000
predicted=43.829230, expected=60.000000
predicted=55.497382, expected=40.000000
predicted=41.424320, expected=72.000000
predicted=53.828366, expected=48.000000
predicted=48.768217, expected=44.000000
predicted=47.952551, expected=56.000000
predicted=55.452667, expected=48.000000
predicted=47.968094, expected=68.000000
predicted=63.752427, expected=72.000000
predicted=60.266338, expected=44.000000
predicted=48.855512, expected=40.000000
predicted=49.746473, expected=36.000000
predicted=44.901517, expected=28.000000
predicted=44.038492, expected=8.000000
predicted=32.298683, expected=32.000000
predicted=34.368056, expected=56.000000
predicted=42.857842, expected=48.000000
predicted=39.584544, expected=28.000000
predicted=30.187165, expected=24.000000
predicted=25.282539, expected=36.000000
predicted=36.126636, expected=44.000000
predicted=43.910809, expected=36.000000
predicted=37.805317, expected=52.000000
predicted=41.291726, expected=64.000000
predicted=47.347346, expected=32.000000
predicted=37.526532, expected=88.000000
predicted=65.831774, expected=36.000000
predicted=41.150461, expected=36.000000
predicted=47.111669, expected=24.000000
predicted=40.411732, expected=52.000000
predicted=46.079037, expected=52.000000
predicted=55.807902, expected=64.000000
predicted=50.452525, expected=32.000000
predicted=37.073523, expected=40.000000
predicted=39.734022, expected=52.000000
predicted=50.358422, expected=40.000000
predicted=44.930184, expected=76.000000
predicted=63.066096, expected=64.000000
predicted=51.637658, expected=72.000000
predicted=60.399725, expected=52.000000
predicted=54.752940, expected=52.000000
predicted=53.755554, expected=36.000000
predicted=52.868471, expected=76.000000
predicted=66.945702, expected=64.000000
predicted=62.198063, expected=72.000000
predicted=63.012239, expected=32.000000
predicted=45.261810, expected=72.000000
predicted=60.837323, expected=28.000000
predicted=48.642799, expected=28.000000
predicted=44.725665, expected=64.000000
predicted=58.866983, expected=44.000000
predicted=41.699459, expected=56.000000
predicted=55.946119, expected=76.000000
predicted=55.373913, expected=24.000000
predicted=35.265060, expected=36.000000
predicted=48.132138, expected=44.000000
predicted=44.773573, expected=44.000000
predicted=47.553777, expected=84.000000
predicted=68.122536, expected=68.000000
predicted=51.392101, expected=40.000000
predicted=45.193762, expected=16.000000
predicted=35.774138, expected=84.000000
predicted=65.392214, expected=48.000000
predicted=57.040817, expected=52.000000
predicted=55.469041, expected=56.000000
predicted=49.632510, expected=56.000000
predicted=47.324313, expected=32.000000
predicted=51.280698, expected=52.000000
predicted=50.625460, expected=64.000000
predicted=56.177722, expected=48.000000
predicted=50.783976, expected=44.000000
predicted=48.725699, expected=104.000000
predicted=70.610209, expected=56.000000
predicted=56.386852, expected=120.000000
predicted=89.991500, expected=28.000000
predicted=47.966017, expected=40.000000
predicted=53.698017, expected=60.000000
predicted=71.037317, expected=32.000000
predicted=47.646368, expected=32.000000
predicted=56.961323, expected=84.000000
predicted=56.650797, expected=84.000000
predicted=62.626986, expected=28.000000
predicted=45.265340, expected=36.000000
predicted=42.024091, expected=36.000000
predicted=41.303460, expected=56.000000
predicted=60.461519, expected=60.000000
predicted=59.447783, expected=80.000000
predicted=56.864982, expected=76.000000
predicted=60.059773, expected=68.000000
predicted=59.976387, expected=84.000000
predicted=73.135516, expected=40.000000
predicted=55.912439, expected=40.000000
predicted=59.080958, expected=68.000000
predicted=66.943136, expected=40.000000
predicted=52.258165, expected=60.000000
predicted=62.831874, expected=60.000000
predicted=51.967048, expected=52.000000
predicted=50.679732, expected=76.000000
predicted=67.144002, expected=56.000000
predicted=53.354490, expected=72.000000
predicted=66.171126, expected=68.000000
predicted=64.343420, expected=68.000000
predicted=64.262020, expected=32.000000
predicted=53.296072, expected=32.000000
predicted=47.075427, expected=52.000000
predicted=56.370313, expected=84.000000
predicted=68.530342, expected=48.000000
predicted=53.198323, expected=40.000000
predicted=42.736051, expected=72.000000
predicted=56.998910, expected=56.000000
predicted=56.121150, expected=44.000000
predicted=57.573531, expected=60.000000
predicted=54.909539, expected=116.000000
predicted=79.198304, expected=56.000000
predicted=63.025378, expected=40.000000
predicted=54.104740, expected=28.000000
predicted=44.169167, expected=48.000000
predicted=55.110015, expected=40.000000
predicted=59.853650, expected=32.000000
predicted=40.322806, expected=40.000000
predicted=39.197385, expected=68.000000
predicted=49.376922, expected=44.000000
predicted=44.744613, expected=56.000000
predicted=49.474854, expected=16.000000
predicted=30.558360, expected=44.000000
predicted=44.393651, expected=80.000000
predicted=64.352319, expected=68.000000
predicted=55.589498, expected=52.000000
predicted=53.160509, expected=44.000000
predicted=42.353118, expected=60.000000
predicted=56.578035, expected=44.000000
predicted=56.388740, expected=52.000000
predicted=55.767765, expected=52.000000
predicted=51.223034, expected=48.000000
predicted=48.249597, expected=44.000000
predicted=49.596532, expected=40.000000
predicted=43.816968, expected=76.000000
predicted=61.045730, expected=32.000000
predicted=42.342486, expected=64.000000
predicted=55.990906, expected=44.000000
predicted=46.110375, expected=104.000000
predicted=72.998888, expected=52.000000
predicted=59.945324, expected=40.000000
predicted=46.757257, expected=60.000000
predicted=61.366935, expected=52.000000
predicted=53.433172, expected=80.000000
predicted=77.176740, expected=60.000000
predicted=56.889010, expected=88.000000
predicted=68.670973, expected=72.000000
predicted=67.995061, expected=40.000000
predicted=54.159924, expected=40.000000
predicted=58.250498, expected=20.000000
predicted=42.427792, expected=36.000000
predicted=51.455276, expected=48.000000
predicted=49.356431, expected=88.000000
predicted=59.912897, expected=40.000000
predicted=41.741950, expected=72.000000
predicted=53.802008, expected=80.000000
predicted=63.072857, expected=48.000000
predicted=54.801665, expected=60.000000
predicted=67.425169, expected=68.000000
predicted=59.973503, expected=60.000000
predicted=64.203126, expected=60.000000
predicted=64.796661, expected=40.000000
predicted=48.815358, expected=40.000000
predicted=50.571106, expected=56.000000
predicted=57.142671, expected=56.000000
predicted=54.637135, expected=64.000000
predicted=58.062813, expected=68.000000
predicted=56.594225, expected=64.000000
predicted=57.105619, expected=28.000000
predicted=45.829924, expected=44.000000
predicted=51.266440, expected=112.000000
predicted=81.076830, expected=56.000000
predicted=59.749901, expected=68.000000
predicted=65.472491, expected=60.000000
predicted=54.853623, expected=40.000000
predicted=51.941775, expected=52.000000
predicted=68.517739, expected=56.000000
predicted=55.542020, expected=40.000000
predicted=50.707098, expected=28.000000
predicted=42.071594, expected=60.000000
predicted=50.252260, expected=60.000000
predicted=53.158276, expected=60.000000
predicted=55.015516, expected=20.000000
predicted=34.819954, expected=36.000000
predicted=39.096029, expected=48.000000
predicted=49.492767, expected=80.000000
predicted=62.797643, expected=92.000000
predicted=69.133351, expected=108.000000
predicted=72.359131, expected=52.000000
predicted=56.889270, expected=80.000000
predicted=73.895606, expected=68.000000
predicted=75.307594, expected=36.000000
predicted=63.045740, expected=60.000000
predicted=72.141667, expected=104.000000
predicted=77.400550, expected=76.000000
predicted=73.608822, expected=68.000000
predicted=68.846958, expected=44.000000
predicted=52.230741, expected=40.000000
predicted=55.678003, expected=48.000000
predicted=64.981128, expected=44.000000
predicted=53.786579, expected=56.000000
predicted=55.417910, expected=100.000000
predicted=69.566565, expected=136.000000
predicted=88.955168, expected=92.000000
predicted=78.009787, expected=172.000000
predicted=118.123373, expected=48.000000
predicted=73.048195, expected=68.000000
predicted=91.133907, expected=52.000000
predicted=86.022955, expected=60.000000
predicted=75.957229, expected=52.000000
predicted=83.825931, expected=20.000000
predicted=38.751758, expected=40.000000
predicted=48.724438, expected=36.000000
predicted=41.766254, expected=56.000000
predicted=51.195429, expected=100.000000
predicted=68.946748, expected=88.000000
predicted=62.219552, expected=12.000000
predicted=37.074807, expected=64.000000
predicted=57.411933, expected=72.000000
predicted=65.417004, expected=40.000000
predicted=61.034811, expected=48.000000
predicted=57.897220, expected=104.000000
predicted=66.085474, expected=44.000000
predicted=55.332769, expected=56.000000
predicted=62.043939, expected=40.000000
predicted=46.710669, expected=36.000000
predicted=46.640157, expected=52.000000
predicted=62.447139, expected=80.000000
predicted=60.352538, expected=76.000000
predicted=63.649135, expected=68.000000
predicted=59.262982, expected=40.000000
predicted=48.018348, expected=52.000000
predicted=56.401458, expected=68.000000
predicted=67.926691, expected=44.000000
predicted=55.925892, expected=48.000000
predicted=54.313778, expected=80.000000
predicted=61.528132, expected=84.000000
predicted=68.383157, expected=40.000000
predicted=54.702842, expected=64.000000
predicted=59.280318, expected=36.000000
predicted=47.941040, expected=28.000000
predicted=49.876052, expected=84.000000
predicted=71.055047, expected=4.000000
predicted=27.715452, expected=64.000000
predicted=56.859617, expected=56.000000
predicted=46.375113, expected=48.000000
predicted=44.945239, expected=28.000000
predicted=46.847221, expected=64.000000
predicted=44.131400, expected=76.000000
predicted=64.129402, expected=68.000000
predicted=60.967533, expected=92.000000
predicted=71.055322, expected=24.000000
predicted=40.934128, expected=32.000000
predicted=50.935633, expected=72.000000
predicted=66.519231, expected=40.000000
predicted=51.595971, expected=64.000000
predicted=64.766482, expected=68.000000
predicted=51.435695, expected=64.000000
predicted=55.396023, expected=44.000000
predicted=55.868148, expected=40.000000
predicted=46.357368, expected=72.000000
predicted=64.092804, expected=68.000000
predicted=63.710195, expected=44.000000
predicted=53.242825, expected=72.000000
predicted=60.084878, expected=44.000000
predicted=48.898811, expected=36.000000
predicted=52.169682, expected=36.000000
predicted=47.768431, expected=44.000000
predicted=44.805543, expected=80.000000
predicted=65.326514, expected=60.000000
predicted=52.480559, expected=52.000000
predicted=49.567884, expected=68.000000
predicted=56.985363, expected=44.000000
predicted=50.506851, expected=44.000000
predicted=57.137078, expected=60.000000
predicted=57.139750, expected=28.000000
Test MSE: 548.770
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036])]
predicted=113.953973, expected=52.000000
predicted=51.954349, expected=32.000000
predicted=55.240205, expected=68.000000
predicted=69.517217, expected=68.000000
predicted=70.925549, expected=44.000000
predicted=76.472847, expected=64.000000
predicted=58.666076, expected=120.000000
predicted=71.589669, expected=104.000000
predicted=80.418464, expected=56.000000
predicted=69.428161, expected=48.000000
predicted=59.345746, expected=12.000000
predicted=47.684429, expected=40.000000
predicted=74.161829, expected=112.000000
predicted=88.895122, expected=192.000000
predicted=104.778606, expected=60.000000
predicted=59.040055, expected=32.000000
predicted=50.690907, expected=40.000000
predicted=55.276137, expected=40.000000
predicted=74.684981, expected=72.000000
predicted=109.969906, expected=80.000000
predicted=62.578321, expected=104.000000
predicted=66.284333, expected=80.000000
predicted=62.781135, expected=16.000000
predicted=42.812348, expected=76.000000
predicted=77.013260, expected=56.000000
predicted=63.481319, expected=44.000000
predicted=70.749945, expected=80.000000
predicted=73.359496, expected=56.000000
predicted=40.609547, expected=136.000000
predicted=97.079325, expected=28.000000
predicted=46.431701, expected=56.000000
predicted=63.185869, expected=32.000000
predicted=56.838090, expected=52.000000
predicted=56.991743, expected=104.000000
predicted=98.948455, expected=104.000000
predicted=62.707124, expected=72.000000
predicted=67.041748, expected=52.000000
predicted=54.400603, expected=76.000000
predicted=69.900676, expected=48.000000
predicted=73.905036, expected=60.000000
predicted=78.338955, expected=136.000000
predicted=92.553446, expected=104.000000
predicted=74.782275, expected=56.000000
predicted=73.781383, expected=40.000000
predicted=57.829763, expected=76.000000
predicted=72.644881, expected=36.000000
predicted=78.584168, expected=44.000000
predicted=70.559154, expected=112.000000
predicted=75.240791, expected=120.000000
predicted=73.496525, expected=44.000000
predicted=64.387018, expected=60.000000
predicted=61.217559, expected=128.000000
predicted=84.815252, expected=40.000000
predicted=73.619910, expected=68.000000
predicted=93.821512, expected=84.000000
predicted=64.788174, expected=68.000000
predicted=66.424845, expected=36.000000
predicted=78.735810, expected=104.000000
predicted=72.502486, expected=56.000000
predicted=59.870924, expected=20.000000
predicted=58.460456, expected=92.000000
predicted=76.383281, expected=120.000000
predicted=70.255482, expected=48.000000
predicted=73.401952, expected=32.000000
predicted=56.438620, expected=56.000000
predicted=47.393404, expected=68.000000
predicted=73.098012, expected=92.000000
predicted=91.758607, expected=92.000000
predicted=67.230790, expected=76.000000
predicted=60.309348, expected=28.000000
predicted=52.917495, expected=60.000000
predicted=69.053619, expected=116.000000
predicted=91.786085, expected=48.000000
predicted=65.453373, expected=56.000000
predicted=70.937257, expected=104.000000
predicted=67.089811, expected=84.000000
predicted=69.962333, expected=56.000000
predicted=84.584189, expected=96.000000
predicted=75.702132, expected=100.000000
predicted=76.561255, expected=76.000000
predicted=88.087430, expected=116.000000
predicted=98.435200, expected=92.000000
predicted=76.836203, expected=96.000000
predicted=97.860323, expected=16.000000
predicted=66.825064, expected=64.000000
predicted=77.663866, expected=120.000000
predicted=101.736957, expected=68.000000
predicted=73.432625, expected=64.000000
predicted=81.810263, expected=80.000000
predicted=56.829358, expected=4.000000
predicted=43.585990, expected=132.000000
predicted=113.760221, expected=52.000000
predicted=53.327120, expected=60.000000
predicted=68.934787, expected=68.000000
predicted=71.363878, expected=76.000000
predicted=48.266072, expected=12.000000
predicted=69.769600, expected=72.000000
predicted=64.423462, expected=48.000000
predicted=50.274484, expected=128.000000
predicted=87.110255, expected=60.000000
predicted=63.272145, expected=72.000000
predicted=55.206822, expected=12.000000
predicted=51.667005, expected=24.000000
predicted=46.630112, expected=52.000000
predicted=77.157436, expected=20.000000
predicted=37.346842, expected=4.000000
predicted=37.604558, expected=32.000000
predicted=23.822776, expected=48.000000
predicted=31.088916, expected=76.000000
predicted=53.127697, expected=88.000000
predicted=49.339923, expected=56.000000
predicted=37.731564, expected=84.000000
predicted=62.981333, expected=92.000000
predicted=69.898140, expected=56.000000
predicted=68.843518, expected=64.000000
predicted=77.793242, expected=68.000000
predicted=64.437146, expected=32.000000
predicted=60.177283, expected=40.000000
predicted=65.445977, expected=64.000000
predicted=56.874948, expected=76.000000
predicted=63.103534, expected=40.000000
predicted=53.367489, expected=40.000000
predicted=43.657173, expected=120.000000
predicted=73.653800, expected=84.000000
predicted=67.092866, expected=100.000000
predicted=86.873952, expected=48.000000
predicted=55.191924, expected=60.000000
predicted=62.557111, expected=56.000000
predicted=83.126816, expected=20.000000
predicted=54.714499, expected=68.000000
predicted=76.327927, expected=68.000000
predicted=52.883969, expected=60.000000
predicted=58.027374, expected=76.000000
predicted=64.342684, expected=88.000000
predicted=56.939934, expected=32.000000
predicted=55.174166, expected=40.000000
predicted=60.313050, expected=84.000000
predicted=67.841640, expected=108.000000
predicted=80.477818, expected=108.000000
predicted=89.051503, expected=112.000000
predicted=76.948275, expected=184.000000
predicted=111.399382, expected=84.000000
predicted=91.388382, expected=72.000000
predicted=105.289431, expected=124.000000
predicted=116.435758, expected=140.000000
predicted=118.222581, expected=72.000000
predicted=121.066329, expected=28.000000
predicted=73.226411, expected=40.000000
predicted=67.329172, expected=24.000000
predicted=68.918071, expected=20.000000
predicted=68.293407, expected=-4.000000
predicted=31.290992, expected=24.000000
predicted=25.252818, expected=40.000000
predicted=31.460790, expected=104.000000
predicted=52.826183, expected=112.000000
predicted=58.504373, expected=88.000000
predicted=52.025750, expected=28.000000
predicted=44.515036, expected=64.000000
predicted=63.943443, expected=44.000000
predicted=68.878148, expected=80.000000
predicted=85.362022, expected=112.000000
predicted=87.395347, expected=40.000000
predicted=42.784952, expected=28.000000
predicted=56.927644, expected=28.000000
predicted=43.553850, expected=24.000000
predicted=48.951968, expected=40.000000
predicted=62.800971, expected=48.000000
predicted=39.508666, expected=140.000000
predicted=73.635246, expected=60.000000
predicted=44.517752, expected=64.000000
predicted=58.205872, expected=52.000000
predicted=55.273638, expected=96.000000
predicted=73.389391, expected=116.000000
predicted=109.598686, expected=20.000000
predicted=49.143926, expected=12.000000
predicted=52.537378, expected=40.000000
predicted=49.533957, expected=20.000000
predicted=49.356633, expected=16.000000
predicted=53.684488, expected=4.000000
predicted=14.692198, expected=72.000000
predicted=37.955792, expected=48.000000
predicted=35.499473, expected=36.000000
predicted=32.181074, expected=16.000000
predicted=24.277619, expected=44.000000
predicted=30.517602, expected=40.000000
predicted=47.586989, expected=68.000000
predicted=52.258223, expected=84.000000
predicted=55.457515, expected=12.000000
predicted=24.849798, expected=4.000000
predicted=35.276659, expected=48.000000
predicted=43.802038, expected=100.000000
predicted=68.082707, expected=68.000000
predicted=63.140937, expected=52.000000
predicted=42.444486, expected=52.000000
predicted=41.481819, expected=56.000000
predicted=55.630602, expected=20.000000
predicted=56.402771, expected=52.000000
predicted=58.007569, expected=76.000000
predicted=57.402193, expected=88.000000
predicted=63.847605, expected=32.000000
predicted=47.349490, expected=60.000000
predicted=51.149608, expected=88.000000
predicted=67.516521, expected=56.000000
predicted=62.702194, expected=40.000000
predicted=64.399548, expected=40.000000
predicted=44.323724, expected=48.000000
predicted=53.326241, expected=32.000000
predicted=53.797366, expected=88.000000
predicted=65.617442, expected=96.000000
predicted=61.715810, expected=48.000000
predicted=49.356397, expected=64.000000
predicted=63.731880, expected=44.000000
predicted=46.533864, expected=32.000000
predicted=59.566923, expected=44.000000
predicted=63.623373, expected=44.000000
predicted=44.478401, expected=72.000000
predicted=60.964233, expected=68.000000
predicted=52.981565, expected=56.000000
predicted=48.511528, expected=60.000000
predicted=55.977159, expected=24.000000
predicted=40.791016, expected=44.000000
predicted=57.788685, expected=108.000000
predicted=76.697828, expected=88.000000
predicted=64.500318, expected=40.000000
predicted=55.810762, expected=68.000000
predicted=58.126217, expected=56.000000
predicted=54.420096, expected=32.000000
predicted=66.018959, expected=52.000000
predicted=65.794889, expected=80.000000
predicted=57.190294, expected=88.000000
predicted=70.267540, expected=100.000000
predicted=75.539005, expected=44.000000
predicted=49.069370, expected=40.000000
predicted=58.075328, expected=56.000000
predicted=67.584422, expected=44.000000
predicted=60.819714, expected=40.000000
predicted=62.940656, expected=76.000000
predicted=57.585963, expected=64.000000
predicted=50.384808, expected=64.000000
predicted=60.186221, expected=56.000000
predicted=53.936465, expected=4.000000
predicted=32.286029, expected=60.000000
predicted=65.646485, expected=112.000000
predicted=74.112141, expected=124.000000
predicted=82.096403, expected=60.000000
predicted=63.036201, expected=76.000000
predicted=60.321862, expected=76.000000
predicted=73.804032, expected=132.000000
predicted=111.547090, expected=148.000000
predicted=120.320791, expected=84.000000
predicted=81.031142, expected=156.000000
predicted=122.755874, expected=128.000000
predicted=106.035057, expected=64.000000
predicted=105.373807, expected=56.000000
predicted=106.959330, expected=120.000000
predicted=102.694991, expected=144.000000
predicted=128.757586, expected=80.000000
predicted=98.633738, expected=96.000000
predicted=92.583462, expected=48.000000
predicted=66.210722, expected=40.000000
predicted=83.038694, expected=76.000000
predicted=97.407116, expected=156.000000
predicted=103.098801, expected=116.000000
predicted=93.884675, expected=60.000000
predicted=69.071818, expected=112.000000
predicted=90.956191, expected=60.000000
predicted=73.850785, expected=40.000000
predicted=94.786856, expected=64.000000
predicted=85.407524, expected=44.000000
predicted=52.895921, expected=84.000000
predicted=86.476505, expected=44.000000
predicted=50.492860, expected=104.000000
predicted=73.230940, expected=92.000000
predicted=72.924379, expected=48.000000
predicted=55.512454, expected=44.000000
predicted=69.313097, expected=80.000000
predicted=65.710365, expected=140.000000
predicted=105.137099, expected=120.000000
predicted=95.088447, expected=60.000000
predicted=67.473705, expected=84.000000
predicted=80.598530, expected=76.000000
predicted=81.838402, expected=112.000000
predicted=113.992330, expected=84.000000
predicted=93.566076, expected=72.000000
predicted=74.487322, expected=96.000000
predicted=91.069881, expected=96.000000
predicted=85.778593, expected=100.000000
predicted=100.409376, expected=52.000000
predicted=73.164469, expected=64.000000
predicted=76.313009, expected=100.000000
predicted=92.214019, expected=60.000000
predicted=73.416687, expected=36.000000
predicted=69.323153, expected=72.000000
predicted=66.177625, expected=56.000000
predicted=58.121514, expected=72.000000
predicted=77.821451, expected=32.000000
predicted=47.878955, expected=152.000000
predicted=90.961820, expected=112.000000
predicted=80.824238, expected=96.000000
predicted=83.662675, expected=44.000000
predicted=71.669038, expected=96.000000
predicted=79.326452, expected=52.000000
predicted=90.846520, expected=24.000000
predicted=67.998857, expected=76.000000
predicted=80.238181, expected=92.000000
predicted=63.159887, expected=88.000000
predicted=81.432764, expected=20.000000
predicted=45.375501, expected=52.000000
predicted=53.002143, expected=104.000000
predicted=81.579671, expected=112.000000
predicted=87.229952, expected=64.000000
predicted=73.707010, expected=52.000000
predicted=54.847548, expected=40.000000
predicted=57.168070, expected=60.000000
predicted=76.458759, expected=32.000000
predicted=62.367628, expected=120.000000
predicted=83.385985, expected=28.000000
predicted=39.317976, expected=32.000000
predicted=48.025612, expected=36.000000
predicted=51.070919, expected=44.000000
predicted=40.290831, expected=64.000000
predicted=73.929567, expected=44.000000
predicted=37.156605, expected=100.000000
predicted=64.711116, expected=100.000000
predicted=65.230213, expected=116.000000
predicted=81.037463, expected=68.000000
predicted=72.816045, expected=40.000000
predicted=60.246980, expected=80.000000
predicted=89.812242, expected=56.000000
predicted=72.027260, expected=24.000000
predicted=64.961841, expected=72.000000
predicted=68.175410, expected=20.000000
predicted=32.993552, expected=16.000000
predicted=47.139763, expected=80.000000
predicted=60.844292, expected=80.000000
predicted=46.659704, expected=44.000000
predicted=53.969211, expected=64.000000
predicted=51.371513, expected=108.000000
predicted=65.559328, expected=100.000000
predicted=82.061172, expected=52.000000
predicted=69.310808, expected=92.000000
predicted=78.383313, expected=60.000000
predicted=66.029230, expected=72.000000
predicted=85.962357, expected=48.000000
predicted=70.866675, expected=52.000000
predicted=57.470878, expected=84.000000
predicted=79.527584, expected=88.000000
predicted=69.291557, expected=88.000000
predicted=76.936651, expected=24.000000
predicted=47.380826, expected=52.000000
predicted=62.402012, expected=100.000000
predicted=82.916569, expected=224.000000
predicted=131.497432, expected=104.000000
predicted=87.778029, expected=400.000000
predicted=208.399983, expected=64.000000
predicted=96.416273, expected=76.000000
predicted=130.235402, expected=56.000000
predicted=157.003548, expected=88.000000
predicted=100.046159, expected=104.000000
predicted=194.198709, expected=56.000000
predicted=65.391091, expected=28.000000
predicted=60.422565, expected=56.000000
predicted=61.328172, expected=28.000000
predicted=54.599799, expected=80.000000
predicted=75.881622, expected=92.000000
predicted=66.029479, expected=72.000000
predicted=54.851705, expected=48.000000
predicted=58.795029, expected=64.000000
predicted=56.645771, expected=72.000000
predicted=72.465220, expected=44.000000
predicted=64.323991, expected=56.000000
predicted=62.681525, expected=72.000000
predicted=60.217738, expected=12.000000
predicted=42.189929, expected=4.000000
predicted=40.577020, expected=4.000000
predicted=26.756265, expected=44.000000
predicted=39.490070, expected=108.000000
predicted=66.765043, expected=76.000000
predicted=42.801193, expected=40.000000
predicted=36.488533, expected=44.000000
predicted=41.400692, expected=56.000000
predicted=54.677356, expected=36.000000
predicted=62.639734, expected=88.000000
predicted=71.507513, expected=32.000000
predicted=40.413576, expected=56.000000
predicted=52.782628, expected=48.000000
predicted=52.441779, expected=100.000000
predicted=65.224186, expected=72.000000
predicted=71.897427, expected=72.000000
predicted=59.402997, expected=52.000000
predicted=61.113427, expected=144.000000
predicted=92.245482, expected=88.000000
predicted=87.906699, expected=52.000000
predicted=71.202518, expected=16.000000
predicted=58.394118, expected=72.000000
predicted=66.441999, expected=56.000000
predicted=80.946396, expected=88.000000
predicted=75.353302, expected=96.000000
predicted=71.064503, expected=64.000000
predicted=52.593443, expected=44.000000
predicted=64.648216, expected=60.000000
predicted=63.725056, expected=120.000000
predicted=91.967001, expected=72.000000
predicted=76.890377, expected=48.000000
predicted=63.060792, expected=72.000000
predicted=66.890658, expected=52.000000
predicted=60.469030, expected=44.000000
predicted=73.006063, expected=72.000000
predicted=67.432291, expected=80.000000
predicted=62.282099, expected=100.000000
predicted=78.973597, expected=84.000000
predicted=71.034395, expected=112.000000
predicted=82.962421, expected=36.000000
predicted=64.927160, expected=48.000000
predicted=70.969240, expected=44.000000
predicted=70.116020, expected=48.000000
predicted=60.881839, expected=48.000000
predicted=66.977739, expected=24.000000
predicted=34.694815, expected=36.000000
predicted=42.149631, expected=36.000000
Test MSE: 1484.252
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097])]
predicted=35.191647, expected=40.000000
predicted=33.178532, expected=48.000000
predicted=40.039663, expected=48.000000
predicted=37.844620, expected=28.000000
predicted=32.854483, expected=20.000000
predicted=35.849379, expected=20.000000
predicted=32.129878, expected=68.000000
predicted=49.188329, expected=24.000000
predicted=32.670375, expected=48.000000
predicted=36.710038, expected=20.000000
predicted=28.645867, expected=56.000000
predicted=39.567465, expected=44.000000
predicted=48.812494, expected=40.000000
predicted=34.912940, expected=48.000000
predicted=46.223902, expected=48.000000
predicted=39.856371, expected=40.000000
predicted=45.952902, expected=64.000000
predicted=51.784416, expected=40.000000
predicted=43.390637, expected=40.000000
predicted=44.792144, expected=56.000000
predicted=51.532754, expected=44.000000
predicted=44.498704, expected=28.000000
predicted=43.872615, expected=48.000000
predicted=44.819114, expected=56.000000
predicted=47.327628, expected=28.000000
predicted=40.421081, expected=16.000000
predicted=33.127131, expected=52.000000
predicted=41.636964, expected=48.000000
predicted=43.511758, expected=28.000000
predicted=37.258061, expected=40.000000
predicted=36.664290, expected=8.000000
predicted=22.728721, expected=24.000000
predicted=34.607519, expected=8.000000
predicted=26.084275, expected=52.000000
predicted=33.249416, expected=56.000000
predicted=39.467977, expected=56.000000
predicted=33.199772, expected=28.000000
predicted=32.704688, expected=4.000000
predicted=21.446436, expected=44.000000
predicted=45.414778, expected=52.000000
predicted=46.038017, expected=60.000000
predicted=46.846021, expected=60.000000
predicted=43.833614, expected=56.000000
predicted=40.634796, expected=36.000000
predicted=45.941916, expected=60.000000
predicted=56.203541, expected=40.000000
predicted=50.457825, expected=52.000000
predicted=52.320204, expected=24.000000
predicted=41.983801, expected=40.000000
predicted=40.405494, expected=32.000000
predicted=43.306472, expected=36.000000
predicted=36.762767, expected=8.000000
predicted=29.612688, expected=48.000000
predicted=34.992997, expected=44.000000
predicted=38.584333, expected=40.000000
predicted=33.718309, expected=44.000000
predicted=39.476195, expected=40.000000
predicted=32.543804, expected=24.000000
predicted=37.056692, expected=4.000000
predicted=27.469186, expected=20.000000
predicted=29.537692, expected=64.000000
predicted=43.980840, expected=76.000000
predicted=47.161253, expected=48.000000
predicted=36.679842, expected=72.000000
predicted=46.993343, expected=40.000000
predicted=43.872110, expected=20.000000
predicted=45.434659, expected=12.000000
predicted=43.574477, expected=28.000000
predicted=36.825101, expected=32.000000
predicted=40.582840, expected=24.000000
predicted=27.332201, expected=44.000000
predicted=30.834352, expected=120.000000
predicted=60.469075, expected=100.000000
predicted=62.926581, expected=32.000000
predicted=43.144942, expected=28.000000
predicted=46.493927, expected=48.000000
predicted=57.008650, expected=4.000000
predicted=50.012590, expected=12.000000
predicted=42.100698, expected=8.000000
predicted=21.109393, expected=48.000000
predicted=31.322549, expected=44.000000
predicted=36.080144, expected=52.000000
predicted=29.992277, expected=24.000000
predicted=26.505625, expected=28.000000
predicted=27.394246, expected=20.000000
predicted=34.221459, expected=24.000000
predicted=30.844378, expected=52.000000
predicted=43.448139, expected=44.000000
predicted=33.367533, expected=28.000000
predicted=29.662785, expected=24.000000
predicted=28.664917, expected=24.000000
predicted=28.582873, expected=40.000000
predicted=39.799651, expected=36.000000
predicted=35.461240, expected=76.000000
predicted=48.221134, expected=84.000000
predicted=54.865541, expected=44.000000
predicted=41.664753, expected=36.000000
predicted=46.758726, expected=20.000000
predicted=38.772954, expected=12.000000
predicted=39.654827, expected=20.000000
predicted=40.522166, expected=12.000000
predicted=23.297874, expected=56.000000
predicted=37.908452, expected=52.000000
predicted=34.560178, expected=24.000000
predicted=22.659942, expected=16.000000
predicted=25.386100, expected=32.000000
predicted=29.046472, expected=36.000000
predicted=38.988625, expected=68.000000
predicted=50.302839, expected=48.000000
predicted=38.009917, expected=44.000000
predicted=36.568259, expected=28.000000
predicted=37.291665, expected=4.000000
predicted=25.869962, expected=36.000000
predicted=44.321454, expected=56.000000
predicted=44.973196, expected=48.000000
predicted=39.626325, expected=64.000000
predicted=46.034208, expected=64.000000
predicted=44.016220, expected=20.000000
predicted=35.239992, expected=8.000000
predicted=35.175262, expected=28.000000
predicted=38.570483, expected=32.000000
predicted=39.141611, expected=24.000000
predicted=33.626623, expected=28.000000
predicted=24.962407, expected=68.000000
predicted=39.773759, expected=60.000000
predicted=43.389402, expected=32.000000
predicted=35.030041, expected=8.000000
predicted=26.101809, expected=28.000000
predicted=33.480617, expected=68.000000
predicted=57.060618, expected=56.000000
predicted=48.102111, expected=20.000000
predicted=28.620496, expected=24.000000
predicted=28.059048, expected=48.000000
predicted=41.855100, expected=44.000000
predicted=46.544766, expected=16.000000
predicted=31.532262, expected=40.000000
predicted=34.436982, expected=16.000000
predicted=24.681728, expected=48.000000
predicted=41.343346, expected=16.000000
predicted=28.569413, expected=16.000000
predicted=19.298476, expected=24.000000
predicted=30.607947, expected=8.000000
predicted=14.523784, expected=80.000000
predicted=51.758397, expected=48.000000
predicted=33.088020, expected=36.000000
predicted=29.624954, expected=28.000000
predicted=34.961484, expected=28.000000
predicted=29.175524, expected=36.000000
predicted=47.501473, expected=24.000000
predicted=32.441166, expected=20.000000
predicted=27.088495, expected=56.000000
predicted=40.346868, expected=28.000000
predicted=28.741015, expected=28.000000
predicted=30.710256, expected=16.000000
predicted=25.420737, expected=24.000000
predicted=25.384331, expected=40.000000
predicted=39.377029, expected=32.000000
predicted=28.321279, expected=56.000000
predicted=39.528058, expected=16.000000
predicted=22.992963, expected=44.000000
predicted=36.267893, expected=24.000000
predicted=33.803141, expected=20.000000
predicted=26.708166, expected=4.000000
predicted=26.108240, expected=24.000000
predicted=21.850138, expected=28.000000
predicted=28.997019, expected=32.000000
predicted=24.470244, expected=16.000000
predicted=19.057173, expected=48.000000
predicted=29.521043, expected=4.000000
predicted=17.923384, expected=36.000000
predicted=29.722552, expected=24.000000
predicted=28.558768, expected=56.000000
predicted=34.314230, expected=36.000000
predicted=37.806563, expected=4.000000
predicted=13.972355, expected=48.000000
predicted=41.212415, expected=32.000000
predicted=31.303117, expected=28.000000
predicted=33.860214, expected=28.000000
predicted=31.650009, expected=32.000000
predicted=25.413977, expected=24.000000
predicted=32.030416, expected=40.000000
predicted=34.006770, expected=32.000000
predicted=30.713662, expected=92.000000
predicted=54.970046, expected=40.000000
predicted=39.788511, expected=40.000000
predicted=38.033912, expected=64.000000
predicted=56.810986, expected=28.000000
predicted=38.290654, expected=20.000000
predicted=46.298338, expected=16.000000
predicted=31.538590, expected=116.000000
predicted=67.933327, expected=40.000000
predicted=45.862471, expected=44.000000
predicted=38.665379, expected=32.000000
predicted=42.079845, expected=24.000000
predicted=32.392683, expected=36.000000
predicted=56.989355, expected=20.000000
predicted=29.835546, expected=88.000000
predicted=55.534500, expected=64.000000
predicted=47.926952, expected=28.000000
predicted=32.896242, expected=32.000000
predicted=42.230069, expected=28.000000
predicted=36.101432, expected=20.000000
predicted=42.868863, expected=40.000000
predicted=41.903479, expected=20.000000
predicted=25.421651, expected=40.000000
predicted=32.908106, expected=40.000000
predicted=34.223535, expected=24.000000
predicted=25.854719, expected=52.000000
predicted=42.182597, expected=24.000000
predicted=28.527618, expected=20.000000
predicted=29.584297, expected=64.000000
predicted=47.441513, expected=72.000000
predicted=47.701368, expected=76.000000
predicted=57.244274, expected=44.000000
predicted=44.137339, expected=40.000000
predicted=44.272110, expected=24.000000
predicted=47.481879, expected=80.000000
predicted=66.336583, expected=24.000000
predicted=44.934231, expected=44.000000
predicted=41.792744, expected=24.000000
predicted=37.639108, expected=56.000000
predicted=42.097050, expected=72.000000
predicted=61.983403, expected=44.000000
predicted=39.139571, expected=24.000000
predicted=38.093983, expected=72.000000
predicted=53.777508, expected=60.000000
predicted=56.237133, expected=48.000000
predicted=52.575289, expected=40.000000
predicted=46.437559, expected=56.000000
predicted=48.504195, expected=40.000000
predicted=51.836264, expected=28.000000
predicted=41.939916, expected=28.000000
predicted=38.862294, expected=92.000000
predicted=60.083052, expected=24.000000
predicted=38.899397, expected=40.000000
predicted=39.683584, expected=8.000000
predicted=30.979088, expected=16.000000
predicted=27.020279, expected=68.000000
predicted=58.350931, expected=80.000000
predicted=47.251489, expected=40.000000
predicted=38.326730, expected=32.000000
predicted=33.817305, expected=52.000000
predicted=46.715153, expected=24.000000
predicted=44.411674, expected=12.000000
predicted=37.583145, expected=48.000000
predicted=41.401275, expected=44.000000
predicted=36.755951, expected=20.000000
predicted=30.607999, expected=20.000000
predicted=26.336435, expected=40.000000
predicted=31.629817, expected=28.000000
predicted=33.222417, expected=20.000000
predicted=27.895125, expected=32.000000
predicted=28.327502, expected=60.000000
predicted=39.102366, expected=36.000000
predicted=35.213976, expected=40.000000
predicted=35.498835, expected=8.000000
predicted=24.896932, expected=32.000000
predicted=33.755248, expected=40.000000
predicted=42.034847, expected=24.000000
predicted=27.302690, expected=56.000000
predicted=41.491383, expected=80.000000
predicted=46.997088, expected=40.000000
predicted=39.287425, expected=32.000000
predicted=41.112441, expected=24.000000
predicted=36.702412, expected=48.000000
predicted=48.636776, expected=44.000000
predicted=49.743485, expected=68.000000
predicted=48.700302, expected=12.000000
predicted=29.356179, expected=28.000000
predicted=32.722839, expected=36.000000
predicted=42.568556, expected=56.000000
predicted=43.872498, expected=40.000000
predicted=43.861698, expected=72.000000
predicted=44.878131, expected=60.000000
predicted=49.114838, expected=52.000000
predicted=48.296303, expected=20.000000
predicted=43.583202, expected=28.000000
predicted=40.357768, expected=44.000000
predicted=51.030579, expected=56.000000
predicted=48.532451, expected=56.000000
predicted=47.287388, expected=56.000000
predicted=43.045427, expected=64.000000
predicted=51.297307, expected=12.000000
predicted=36.442271, expected=40.000000
predicted=47.579730, expected=28.000000
predicted=42.653268, expected=16.000000
predicted=31.319309, expected=56.000000
predicted=47.989190, expected=84.000000
predicted=47.553403, expected=84.000000
predicted=56.752513, expected=76.000000
predicted=57.758326, expected=40.000000
predicted=46.864328, expected=24.000000
predicted=49.855705, expected=24.000000
predicted=52.511521, expected=28.000000
predicted=47.005685, expected=44.000000
predicted=46.781077, expected=12.000000
predicted=24.873452, expected=32.000000
predicted=28.257488, expected=32.000000
predicted=30.273324, expected=24.000000
predicted=25.647618, expected=44.000000
predicted=37.958717, expected=44.000000
predicted=32.044585, expected=112.000000
predicted=64.594965, expected=28.000000
predicted=38.248044, expected=68.000000
predicted=51.240736, expected=28.000000
predicted=49.336388, expected=28.000000
predicted=40.371604, expected=16.000000
predicted=50.706933, expected=24.000000
predicted=28.246080, expected=32.000000
predicted=38.544521, expected=36.000000
predicted=29.503440, expected=16.000000
predicted=22.721450, expected=48.000000
predicted=32.719162, expected=96.000000
predicted=56.531943, expected=24.000000
predicted=32.839329, expected=40.000000
predicted=40.738975, expected=32.000000
predicted=38.942647, expected=16.000000
predicted=33.566177, expected=24.000000
predicted=44.208934, expected=16.000000
predicted=22.665467, expected=8.000000
predicted=20.345021, expected=8.000000
predicted=17.245686, expected=40.000000
predicted=24.892014, expected=44.000000
predicted=29.367139, expected=56.000000
predicted=33.960409, expected=72.000000
predicted=44.437404, expected=100.000000
predicted=60.930909, expected=20.000000
predicted=41.654923, expected=88.000000
predicted=67.644524, expected=28.000000
predicted=53.662014, expected=28.000000
predicted=46.117926, expected=20.000000
predicted=50.897972, expected=80.000000
predicted=49.135320, expected=84.000000
predicted=69.487712, expected=48.000000
predicted=42.834835, expected=44.000000
predicted=46.658585, expected=60.000000
predicted=53.021736, expected=32.000000
predicted=52.722718, expected=32.000000
predicted=49.289507, expected=52.000000
predicted=48.826008, expected=76.000000
predicted=55.935535, expected=32.000000
predicted=44.100215, expected=32.000000
predicted=37.731127, expected=12.000000
predicted=31.966829, expected=16.000000
predicted=31.420485, expected=12.000000
predicted=32.347031, expected=56.000000
predicted=35.856160, expected=40.000000
predicted=32.683914, expected=40.000000
predicted=28.376477, expected=24.000000
predicted=28.532582, expected=16.000000
predicted=22.933062, expected=28.000000
predicted=36.236271, expected=28.000000
predicted=30.430888, expected=32.000000
predicted=30.589189, expected=32.000000
predicted=28.294768, expected=20.000000
predicted=22.418948, expected=16.000000
predicted=23.351413, expected=24.000000
predicted=25.732447, expected=24.000000
Test MSE: 495.805
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475])]
predicted=20.366216, expected=20.000000
predicted=19.168818, expected=8.000000
predicted=15.532552, expected=4.000000
predicted=13.201676, expected=20.000000
predicted=14.016536, expected=12.000000
predicted=13.522160, expected=24.000000
predicted=16.378331, expected=28.000000
predicted=18.329106, expected=48.000000
predicted=27.469399, expected=32.000000
predicted=29.724394, expected=16.000000
predicted=26.106681, expected=16.000000
predicted=24.785056, expected=12.000000
predicted=21.785813, expected=32.000000
predicted=25.960321, expected=28.000000
predicted=23.890289, expected=24.000000
predicted=22.693709, expected=16.000000
predicted=20.765067, expected=16.000000
predicted=20.022638, expected=24.000000
predicted=22.766352, expected=12.000000
predicted=18.721209, expected=32.000000
predicted=22.302722, expected=8.000000
predicted=16.893861, expected=24.000000
predicted=19.859929, expected=32.000000
predicted=23.252541, expected=36.000000
predicted=26.586849, expected=36.000000
predicted=30.181204, expected=24.000000
predicted=27.068532, expected=44.000000
predicted=34.221669, expected=20.000000
predicted=30.470038, expected=24.000000
predicted=29.396538, expected=16.000000
predicted=24.821432, expected=12.000000
predicted=20.875014, expected=28.000000
predicted=23.546096, expected=20.000000
predicted=20.282689, expected=32.000000
predicted=23.895518, expected=24.000000
predicted=22.923399, expected=28.000000
predicted=25.070832, expected=20.000000
predicted=24.498256, expected=12.000000
predicted=20.824864, expected=12.000000
predicted=18.898102, expected=24.000000
predicted=19.850248, expected=24.000000
predicted=20.761396, expected=20.000000
predicted=19.501726, expected=20.000000
predicted=19.122950, expected=36.000000
predicted=24.747546, expected=12.000000
predicted=21.687654, expected=24.000000
predicted=22.653342, expected=40.000000
predicted=27.179284, expected=12.000000
predicted=23.199574, expected=20.000000
predicted=23.215356, expected=28.000000
predicted=22.720698, expected=20.000000
predicted=23.529068, expected=16.000000
predicted=21.691951, expected=32.000000
predicted=22.625638, expected=24.000000
predicted=23.691471, expected=8.000000
predicted=19.835632, expected=32.000000
predicted=22.788468, expected=16.000000
predicted=20.363987, expected=32.000000
predicted=25.393267, expected=20.000000
predicted=22.056649, expected=4.000000
predicted=16.925472, expected=28.000000
predicted=21.561078, expected=20.000000
predicted=19.737790, expected=12.000000
predicted=18.856466, expected=8.000000
predicted=13.971102, expected=12.000000
predicted=13.074354, expected=12.000000
predicted=14.214935, expected=20.000000
predicted=14.814544, expected=40.000000
predicted=21.085683, expected=16.000000
predicted=19.238301, expected=24.000000
predicted=21.849896, expected=16.000000
predicted=20.070576, expected=8.000000
predicted=18.502939, expected=16.000000
predicted=18.366687, expected=8.000000
predicted=13.279276, expected=20.000000
predicted=15.774565, expected=24.000000
predicted=16.692106, expected=8.000000
predicted=14.045538, expected=28.000000
predicted=18.689698, expected=12.000000
predicted=16.083106, expected=12.000000
predicted=16.842924, expected=20.000000
predicted=16.870568, expected=20.000000
predicted=17.297016, expected=44.000000
predicted=26.035400, expected=24.000000
predicted=23.733289, expected=28.000000
predicted=26.210111, expected=12.000000
predicted=22.346650, expected=16.000000
predicted=22.183226, expected=20.000000
predicted=22.178064, expected=32.000000
predicted=23.529470, expected=20.000000
predicted=21.886234, expected=24.000000
predicted=21.607206, expected=36.000000
predicted=26.063965, expected=8.000000
predicted=21.909239, expected=20.000000
predicted=22.317203, expected=8.000000
predicted=16.651032, expected=40.000000
predicted=24.648110, expected=24.000000
predicted=23.537598, expected=28.000000
predicted=23.537896, expected=8.000000
predicted=19.403225, expected=16.000000
predicted=19.254370, expected=16.000000
predicted=20.132233, expected=8.000000
predicted=15.462064, expected=20.000000
predicted=16.007011, expected=24.000000
predicted=16.719367, expected=56.000000
predicted=28.838269, expected=20.000000
predicted=25.753061, expected=28.000000
predicted=26.822867, expected=24.000000
predicted=27.079892, expected=16.000000
predicted=26.169838, expected=12.000000
predicted=23.001445, expected=4.000000
predicted=14.569122, expected=20.000000
predicted=16.562171, expected=8.000000
predicted=13.165140, expected=16.000000
predicted=13.209483, expected=16.000000
predicted=13.103173, expected=12.000000
predicted=13.063817, expected=12.000000
predicted=13.472310, expected=28.000000
predicted=16.987135, expected=40.000000
predicted=24.334912, expected=16.000000
predicted=21.804812, expected=24.000000
predicted=22.345753, expected=16.000000
predicted=21.175723, expected=8.000000
predicted=19.492185, expected=20.000000
predicted=19.288508, expected=8.000000
predicted=14.256541, expected=36.000000
predicted=20.854700, expected=12.000000
predicted=17.104400, expected=8.000000
predicted=14.777287, expected=16.000000
predicted=15.157943, expected=24.000000
predicted=18.261108, expected=36.000000
predicted=24.361202, expected=36.000000
predicted=25.528663, expected=8.000000
predicted=20.643714, expected=16.000000
predicted=20.566534, expected=12.000000
predicted=19.354244, expected=20.000000
predicted=20.739794, expected=16.000000
predicted=17.547519, expected=48.000000
predicted=24.333097, expected=20.000000
predicted=23.549687, expected=28.000000
predicted=25.017183, expected=16.000000
predicted=22.827661, expected=12.000000
predicted=21.270676, expected=12.000000
predicted=19.959673, expected=4.000000
predicted=13.185057, expected=36.000000
predicted=19.778462, expected=32.000000
predicted=22.045054, expected=20.000000
predicted=21.129030, expected=8.000000
predicted=16.629254, expected=16.000000
predicted=17.668585, expected=24.000000
predicted=22.338536, expected=12.000000
predicted=18.247283, expected=24.000000
predicted=18.063201, expected=20.000000
predicted=17.951366, expected=20.000000
predicted=19.802515, expected=36.000000
predicted=24.424677, expected=20.000000
predicted=22.787310, expected=4.000000
predicted=18.255512, expected=8.000000
predicted=14.881449, expected=28.000000
predicted=19.786589, expected=16.000000
predicted=19.130434, expected=12.000000
predicted=14.644149, expected=24.000000
predicted=16.096268, expected=8.000000
predicted=15.263803, expected=8.000000
predicted=14.447734, expected=20.000000
predicted=14.624672, expected=20.000000
predicted=16.467171, expected=12.000000
predicted=15.387797, expected=12.000000
predicted=12.921397, expected=16.000000
predicted=14.490100, expected=12.000000
predicted=14.883283, expected=24.000000
predicted=17.082057, expected=28.000000
predicted=19.361192, expected=28.000000
predicted=22.085016, expected=8.000000
predicted=18.092366, expected=12.000000
predicted=16.801050, expected=20.000000
predicted=19.090540, expected=12.000000
predicted=17.398481, expected=12.000000
predicted=14.753107, expected=12.000000
predicted=12.265811, expected=44.000000
predicted=22.306788, expected=12.000000
predicted=19.302741, expected=8.000000
predicted=15.638491, expected=16.000000
predicted=15.784851, expected=4.000000
predicted=14.143141, expected=12.000000
predicted=14.825388, expected=4.000000
predicted=8.330761, expected=12.000000
predicted=9.591312, expected=20.000000
predicted=12.495799, expected=32.000000
predicted=17.466975, expected=8.000000
predicted=14.838336, expected=8.000000
predicted=12.842467, expected=20.000000
predicted=16.107505, expected=24.000000
predicted=19.668967, expected=20.000000
predicted=19.403580, expected=20.000000
predicted=17.432455, expected=4.000000
predicted=14.237091, expected=16.000000
predicted=16.319395, expected=16.000000
predicted=16.203017, expected=40.000000
predicted=22.688019, expected=16.000000
predicted=19.486958, expected=20.000000
predicted=19.058181, expected=44.000000
predicted=27.397162, expected=8.000000
predicted=23.032834, expected=20.000000
predicted=23.464326, expected=8.000000
predicted=16.802342, expected=20.000000
predicted=19.711638, expected=28.000000
predicted=21.818480, expected=44.000000
predicted=25.547804, expected=44.000000
predicted=31.149473, expected=36.000000
predicted=32.125400, expected=56.000000
predicted=40.821493, expected=28.000000
predicted=38.588327, expected=4.000000
predicted=30.252812, expected=4.000000
predicted=22.040937, expected=28.000000
predicted=24.674615, expected=20.000000
predicted=23.305345, expected=20.000000
predicted=18.470317, expected=20.000000
predicted=16.655435, expected=24.000000
predicted=20.187977, expected=28.000000
predicted=24.197034, expected=24.000000
predicted=23.337789, expected=20.000000
predicted=22.360378, expected=32.000000
predicted=25.551723, expected=16.000000
predicted=23.085131, expected=4.000000
predicted=17.719980, expected=12.000000
predicted=15.652344, expected=12.000000
predicted=14.804733, expected=16.000000
predicted=15.419165, expected=8.000000
predicted=10.993792, expected=12.000000
predicted=10.790738, expected=16.000000
predicted=13.005409, expected=16.000000
predicted=14.060628, expected=8.000000
predicted=12.106185, expected=28.000000
predicted=16.544981, expected=8.000000
predicted=14.204758, expected=16.000000
predicted=15.387019, expected=20.000000
predicted=16.201104, expected=20.000000
predicted=17.664279, expected=12.000000
predicted=16.652910, expected=28.000000
predicted=18.799848, expected=12.000000
predicted=17.445804, expected=4.000000
predicted=14.019988, expected=8.000000
predicted=11.924516, expected=12.000000
predicted=12.022546, expected=20.000000
predicted=15.016265, expected=24.000000
predicted=15.704042, expected=32.000000
predicted=19.998560, expected=16.000000
predicted=19.120349, expected=28.000000
predicted=22.786940, expected=16.000000
predicted=21.492203, expected=20.000000
predicted=22.016120, expected=12.000000
predicted=18.886675, expected=24.000000
predicted=19.691278, expected=12.000000
predicted=17.758763, expected=12.000000
predicted=15.249371, expected=12.000000
predicted=14.269539, expected=16.000000
predicted=14.660559, expected=20.000000
predicted=16.741422, expected=20.000000
predicted=16.541266, expected=20.000000
predicted=17.543941, expected=12.000000
predicted=16.035756, expected=20.000000
predicted=17.904220, expected=32.000000
predicted=22.448927, expected=12.000000
predicted=19.098217, expected=20.000000
predicted=19.211732, expected=12.000000
predicted=16.621964, expected=12.000000
predicted=16.691503, expected=32.000000
predicted=21.417000, expected=44.000000
predicted=26.534632, expected=16.000000
predicted=23.339264, expected=20.000000
predicted=21.912213, expected=4.000000
predicted=17.478629, expected=32.000000
predicted=24.782402, expected=32.000000
predicted=26.366233, expected=24.000000
predicted=22.976577, expected=16.000000
predicted=20.440427, expected=20.000000
predicted=20.473317, expected=24.000000
predicted=24.239755, expected=12.000000
predicted=20.055943, expected=40.000000
predicted=25.014989, expected=24.000000
predicted=23.771610, expected=24.000000
predicted=24.468164, expected=32.000000
predicted=26.497017, expected=12.000000
predicted=22.475842, expected=4.000000
predicted=19.091502, expected=8.000000
predicted=14.468188, expected=32.000000
predicted=20.333671, expected=8.000000
predicted=15.909179, expected=28.000000
predicted=17.357391, expected=20.000000
predicted=17.326724, expected=4.000000
predicted=15.041352, expected=8.000000
predicted=14.344414, expected=4.000000
predicted=9.986538, expected=8.000000
predicted=11.117984, expected=12.000000
predicted=9.745503, expected=8.000000
predicted=7.771026, expected=24.000000
predicted=12.799890, expected=12.000000
predicted=12.091497, expected=8.000000
predicted=11.542342, expected=8.000000
predicted=10.699698, expected=16.000000
predicted=12.816267, expected=24.000000
predicted=17.018874, expected=16.000000
predicted=15.115706, expected=16.000000
predicted=14.977327, expected=12.000000
predicted=14.489660, expected=8.000000
predicted=13.866800, expected=24.000000
predicted=17.385183, expected=16.000000
predicted=15.978651, expected=28.000000
predicted=19.371987, expected=8.000000
predicted=15.124464, expected=32.000000
predicted=20.771888, expected=12.000000
predicted=19.188825, expected=12.000000
predicted=17.011108, expected=4.000000
predicted=13.406072, expected=12.000000
predicted=12.422463, expected=24.000000
predicted=17.193929, expected=48.000000
predicted=24.237880, expected=16.000000
predicted=20.730419, expected=28.000000
predicted=22.458802, expected=8.000000
predicted=19.736519, expected=12.000000
predicted=20.146146, expected=20.000000
predicted=21.226907, expected=32.000000
predicted=21.721935, expected=40.000000
predicted=27.142952, expected=4.000000
predicted=17.890238, expected=8.000000
predicted=15.974934, expected=12.000000
predicted=16.889378, expected=16.000000
predicted=18.577317, expected=24.000000
predicted=18.993121, expected=4.000000
predicted=10.720600, expected=12.000000
predicted=11.797266, expected=28.000000
predicted=17.444915, expected=8.000000
predicted=15.293916, expected=8.000000
predicted=12.782611, expected=4.000000
predicted=8.797310, expected=12.000000
predicted=11.719228, expected=16.000000
predicted=13.451055, expected=36.000000
predicted=17.913857, expected=36.000000
predicted=22.606655, expected=16.000000
predicted=20.050265, expected=16.000000
predicted=19.963405, expected=12.000000
predicted=19.539119, expected=8.000000
predicted=18.528925, expected=16.000000
predicted=16.919054, expected=16.000000
predicted=14.573249, expected=24.000000
predicted=17.068427, expected=8.000000
predicted=13.420767, expected=12.000000
predicted=13.083769, expected=16.000000
predicted=14.992245, expected=8.000000
predicted=13.384408, expected=12.000000
predicted=12.953808, expected=16.000000
predicted=12.464112, expected=12.000000
predicted=12.895026, expected=20.000000
predicted=14.938440, expected=20.000000
predicted=15.705824, expected=20.000000
predicted=17.483732, expected=20.000000
predicted=18.310589, expected=28.000000
predicted=21.222350, expected=20.000000
predicted=21.528080, expected=32.000000
predicted=24.632939, expected=24.000000
predicted=24.285754, expected=12.000000
predicted=20.987862, expected=16.000000
predicted=20.130443, expected=16.000000
predicted=19.024982, expected=24.000000
predicted=21.482145, expected=16.000000
predicted=18.154258, expected=24.000000
predicted=18.824751, expected=24.000000
predicted=20.709564, expected=32.000000
predicted=24.460594, expected=20.000000
predicted=23.251485, expected=16.000000
predicted=20.664565, expected=40.000000
predicted=27.560690, expected=12.000000
predicted=23.174869, expected=32.000000
predicted=25.979438, expected=28.000000
predicted=25.046882, expected=28.000000
predicted=26.869210, expected=16.000000
predicted=24.448426, expected=28.000000
predicted=23.851377, expected=32.000000
predicted=28.250973, expected=24.000000
predicted=26.413921, expected=12.000000
predicted=21.374996, expected=24.000000
predicted=21.865083, expected=20.000000
predicted=22.936268, expected=8.000000
predicted=18.444385, expected=16.000000
predicted=16.414509, expected=24.000000
predicted=18.205037, expected=32.000000
predicted=23.199002, expected=16.000000
predicted=19.598651, expected=16.000000
predicted=17.718616, expected=12.000000
predicted=17.506719, expected=16.000000
predicted=18.552364, expected=24.000000
predicted=20.207103, expected=24.000000
predicted=19.495928, expected=20.000000
predicted=19.198395, expected=12.000000
predicted=16.807841, expected=20.000000
predicted=18.835638, expected=16.000000
predicted=18.904352, expected=12.000000
predicted=16.618529, expected=16.000000
Test MSE: 111.101
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857])]
predicted=104.366295, expected=116.000000
predicted=92.959773, expected=132.000000
predicted=103.619786, expected=4.000000
predicted=40.806755, expected=4.000000
predicted=32.478894, expected=4.000000
predicted=33.583362, expected=4.000000
predicted=45.303833, expected=20.000000
predicted=64.390906, expected=144.000000
predicted=83.304085, expected=72.000000
predicted=29.129955, expected=120.000000
predicted=78.186659, expected=64.000000
predicted=40.306144, expected=60.000000
predicted=46.496432, expected=64.000000
predicted=99.686362, expected=44.000000
predicted=53.347155, expected=84.000000
predicted=99.781415, expected=176.000000
predicted=124.891503, expected=80.000000
predicted=60.727547, expected=80.000000
predicted=83.977413, expected=64.000000
predicted=61.041280, expected=28.000000
predicted=50.324469, expected=60.000000
predicted=111.027999, expected=116.000000
predicted=96.751397, expected=176.000000
predicted=127.639629, expected=104.000000
predicted=81.224730, expected=64.000000
predicted=58.548519, expected=60.000000
predicted=68.121094, expected=56.000000
predicted=79.772080, expected=92.000000
predicted=124.957792, expected=144.000000
predicted=122.521123, expected=172.000000
predicted=120.493566, expected=108.000000
predicted=85.682177, expected=64.000000
predicted=69.490531, expected=104.000000
predicted=106.047725, expected=56.000000
predicted=86.973436, expected=72.000000
predicted=116.071352, expected=132.000000
predicted=121.581095, expected=136.000000
predicted=97.627581, expected=60.000000
predicted=77.593247, expected=80.000000
predicted=80.428557, expected=52.000000
predicted=59.701969, expected=56.000000
predicted=87.595953, expected=48.000000
predicted=84.761762, expected=120.000000
predicted=94.254837, expected=104.000000
predicted=86.179736, expected=76.000000
predicted=66.367399, expected=76.000000
predicted=73.457885, expected=64.000000
predicted=57.374584, expected=48.000000
predicted=78.127169, expected=64.000000
predicted=82.188350, expected=120.000000
predicted=99.248960, expected=80.000000
predicted=71.324758, expected=52.000000
predicted=61.069496, expected=64.000000
predicted=62.907900, expected=84.000000
predicted=73.201366, expected=44.000000
predicted=72.101022, expected=56.000000
predicted=70.214940, expected=124.000000
predicted=93.522197, expected=128.000000
predicted=91.934631, expected=76.000000
predicted=78.267592, expected=52.000000
predicted=57.027094, expected=80.000000
predicted=73.671471, expected=60.000000
predicted=81.785763, expected=88.000000
predicted=105.108897, expected=136.000000
predicted=108.853630, expected=128.000000
predicted=89.697982, expected=68.000000
predicted=74.274133, expected=48.000000
predicted=61.731743, expected=100.000000
predicted=97.802613, expected=80.000000
predicted=95.324263, expected=68.000000
predicted=93.403213, expected=88.000000
predicted=83.153529, expected=116.000000
predicted=84.659975, expected=76.000000
predicted=81.933603, expected=72.000000
predicted=80.110699, expected=40.000000
predicted=53.874209, expected=48.000000
predicted=66.595536, expected=48.000000
predicted=75.481494, expected=124.000000
predicted=102.133126, expected=100.000000
predicted=79.893486, expected=44.000000
predicted=43.712474, expected=44.000000
predicted=55.369785, expected=56.000000
predicted=52.546880, expected=8.000000
predicted=52.613436, expected=88.000000
predicted=97.808111, expected=72.000000
predicted=52.298378, expected=96.000000
predicted=72.391623, expected=48.000000
predicted=52.241778, expected=56.000000
predicted=39.959034, expected=76.000000
predicted=81.657791, expected=52.000000
predicted=55.946357, expected=72.000000
predicted=84.316603, expected=96.000000
predicted=74.611740, expected=132.000000
predicted=95.978603, expected=68.000000
predicted=67.807992, expected=68.000000
predicted=68.751073, expected=52.000000
predicted=62.961316, expected=76.000000
predicted=83.282595, expected=60.000000
predicted=87.525058, expected=92.000000
predicted=82.284839, expected=60.000000
predicted=61.047661, expected=96.000000
predicted=79.497001, expected=64.000000
predicted=67.027841, expected=60.000000
predicted=61.356444, expected=56.000000
predicted=73.475666, expected=40.000000
predicted=47.440352, expected=108.000000
predicted=103.988119, expected=100.000000
predicted=77.381355, expected=80.000000
predicted=70.520257, expected=40.000000
predicted=51.948712, expected=60.000000
predicted=55.958835, expected=72.000000
predicted=84.526282, expected=44.000000
predicted=63.919683, expected=92.000000
predicted=90.083468, expected=104.000000
predicted=72.684330, expected=56.000000
predicted=54.411223, expected=44.000000
predicted=62.703994, expected=80.000000
predicted=67.373885, expected=44.000000
predicted=58.325501, expected=104.000000
predicted=106.138378, expected=116.000000
predicted=86.042285, expected=92.000000
predicted=67.999951, expected=52.000000
predicted=68.763345, expected=88.000000
predicted=74.652593, expected=60.000000
predicted=74.272156, expected=60.000000
predicted=84.059621, expected=60.000000
predicted=75.253985, expected=136.000000
predicted=98.833317, expected=148.000000
predicted=114.231154, expected=68.000000
predicted=62.156059, expected=32.000000
predicted=55.814473, expected=36.000000
predicted=52.159067, expected=44.000000
predicted=79.297747, expected=60.000000
predicted=94.018885, expected=112.000000
predicted=91.308164, expected=104.000000
predicted=67.860913, expected=48.000000
predicted=43.542094, expected=40.000000
predicted=50.170776, expected=72.000000
predicted=68.351795, expected=48.000000
predicted=68.928351, expected=52.000000
predicted=75.313358, expected=132.000000
predicted=97.614571, expected=72.000000
predicted=48.456075, expected=48.000000
predicted=63.490835, expected=40.000000
predicted=50.508450, expected=24.000000
predicted=34.374415, expected=80.000000
predicted=102.356104, expected=24.000000
predicted=37.873723, expected=48.000000
predicted=52.093733, expected=124.000000
predicted=88.595965, expected=68.000000
predicted=38.453004, expected=64.000000
predicted=76.425263, expected=36.000000
predicted=35.546192, expected=72.000000
predicted=62.695956, expected=56.000000
predicted=80.574047, expected=172.000000
predicted=127.014399, expected=156.000000
predicted=106.173601, expected=88.000000
predicted=65.449629, expected=36.000000
predicted=64.022487, expected=68.000000
predicted=69.405045, expected=64.000000
predicted=104.099467, expected=76.000000
predicted=106.963528, expected=60.000000
predicted=71.636598, expected=112.000000
predicted=80.969376, expected=44.000000
predicted=49.478931, expected=56.000000
predicted=64.891078, expected=44.000000
predicted=59.733054, expected=48.000000
predicted=51.001812, expected=36.000000
predicted=68.093652, expected=76.000000
predicted=62.719533, expected=176.000000
predicted=120.796186, expected=52.000000
predicted=36.938127, expected=24.000000
predicted=47.748978, expected=40.000000
predicted=48.172177, expected=24.000000
predicted=39.545724, expected=40.000000
predicted=97.062731, expected=116.000000
predicted=87.357821, expected=140.000000
predicted=81.287972, expected=56.000000
predicted=46.011227, expected=36.000000
predicted=43.048068, expected=48.000000
predicted=49.409143, expected=48.000000
predicted=72.032953, expected=68.000000
predicted=96.966434, expected=80.000000
predicted=67.829309, expected=92.000000
predicted=66.358196, expected=88.000000
predicted=70.257205, expected=192.000000
predicted=131.462287, expected=68.000000
predicted=57.966140, expected=76.000000
predicted=88.988403, expected=40.000000
predicted=68.710787, expected=108.000000
predicted=96.747466, expected=128.000000
predicted=148.477067, expected=32.000000
predicted=42.774553, expected=44.000000
predicted=70.277216, expected=88.000000
predicted=69.209505, expected=56.000000
predicted=68.764406, expected=80.000000
predicted=102.389657, expected=76.000000
predicted=57.311399, expected=120.000000
predicted=86.148116, expected=40.000000
predicted=57.114881, expected=52.000000
predicted=61.296123, expected=60.000000
predicted=70.633087, expected=32.000000
predicted=46.251453, expected=32.000000
predicted=71.824971, expected=108.000000
predicted=79.235992, expected=92.000000
predicted=65.361675, expected=72.000000
predicted=66.952138, expected=48.000000
predicted=47.380550, expected=84.000000
predicted=64.340301, expected=36.000000
predicted=62.298082, expected=52.000000
predicted=71.833559, expected=112.000000
predicted=95.033093, expected=144.000000
predicted=93.842164, expected=80.000000
predicted=77.826070, expected=68.000000
predicted=63.854024, expected=64.000000
predicted=63.456965, expected=68.000000
predicted=84.284703, expected=60.000000
predicted=94.177686, expected=124.000000
predicted=105.165932, expected=144.000000
predicted=104.773548, expected=72.000000
predicted=65.122364, expected=60.000000
predicted=74.082958, expected=204.000000
predicted=145.824638, expected=52.000000
predicted=64.770553, expected=52.000000
predicted=104.991233, expected=84.000000
predicted=88.801312, expected=100.000000
predicted=71.626353, expected=68.000000
predicted=123.170777, expected=68.000000
predicted=66.053379, expected=80.000000
predicted=69.522776, expected=48.000000
predicted=60.580967, expected=68.000000
predicted=84.394237, expected=124.000000
predicted=98.345742, expected=120.000000
predicted=89.389634, expected=76.000000
predicted=78.273462, expected=80.000000
predicted=74.449012, expected=104.000000
predicted=88.907156, expected=44.000000
predicted=73.404366, expected=76.000000
predicted=100.608344, expected=48.000000
predicted=58.948578, expected=32.000000
predicted=51.935003, expected=68.000000
predicted=86.335367, expected=64.000000
predicted=50.272743, expected=64.000000
predicted=67.624251, expected=124.000000
predicted=92.646530, expected=96.000000
predicted=62.182059, expected=104.000000
predicted=90.568943, expected=72.000000
predicted=71.673293, expected=88.000000
predicted=79.928936, expected=32.000000
predicted=70.752805, expected=64.000000
predicted=81.359622, expected=88.000000
predicted=92.425555, expected=112.000000
predicted=88.344573, expected=40.000000
predicted=59.436037, expected=40.000000
predicted=45.572731, expected=40.000000
predicted=52.899904, expected=40.000000
predicted=56.451604, expected=24.000000
predicted=60.930293, expected=100.000000
predicted=75.074258, expected=96.000000
predicted=63.795731, expected=52.000000
predicted=45.334518, expected=48.000000
predicted=53.599194, expected=52.000000
predicted=41.322198, expected=28.000000
predicted=55.917390, expected=44.000000
predicted=67.904849, expected=64.000000
predicted=57.283804, expected=148.000000
predicted=100.476541, expected=40.000000
predicted=37.284203, expected=44.000000
predicted=48.565090, expected=28.000000
predicted=41.455796, expected=32.000000
predicted=41.449140, expected=28.000000
predicted=78.644976, expected=120.000000
predicted=83.869689, expected=128.000000
predicted=81.940088, expected=96.000000
predicted=64.235312, expected=52.000000
predicted=52.364360, expected=64.000000
predicted=54.600802, expected=72.000000
predicted=90.077131, expected=44.000000
predicted=76.231844, expected=52.000000
predicted=73.956456, expected=44.000000
predicted=47.477846, expected=36.000000
predicted=46.943628, expected=56.000000
predicted=63.761914, expected=52.000000
predicted=45.931636, expected=52.000000
predicted=51.331688, expected=64.000000
predicted=56.327753, expected=56.000000
predicted=45.891149, expected=108.000000
predicted=85.712169, expected=72.000000
predicted=58.861512, expected=44.000000
predicted=50.121210, expected=56.000000
predicted=65.851625, expected=60.000000
predicted=55.473731, expected=68.000000
predicted=82.319135, expected=88.000000
predicted=80.365726, expected=116.000000
predicted=82.788440, expected=76.000000
predicted=64.802269, expected=60.000000
predicted=65.104363, expected=84.000000
predicted=81.030223, expected=32.000000
predicted=51.816464, expected=40.000000
predicted=76.327986, expected=116.000000
predicted=99.291017, expected=128.000000
predicted=87.273510, expected=56.000000
predicted=66.085915, expected=60.000000
predicted=60.087624, expected=76.000000
predicted=62.228970, expected=24.000000
predicted=57.672373, expected=64.000000
predicted=96.297908, expected=136.000000
predicted=98.301090, expected=116.000000
predicted=80.348749, expected=36.000000
predicted=56.873086, expected=36.000000
predicted=44.422019, expected=64.000000
predicted=64.151684, expected=36.000000
predicted=70.920816, expected=56.000000
predicted=83.789612, expected=44.000000
predicted=40.392815, expected=100.000000
predicted=71.308725, expected=56.000000
predicted=54.711079, expected=28.000000
predicted=34.727495, expected=36.000000
predicted=51.612608, expected=40.000000
predicted=38.628919, expected=44.000000
predicted=65.251999, expected=48.000000
predicted=50.998184, expected=88.000000
predicted=61.520335, expected=56.000000
predicted=43.207254, expected=60.000000
predicted=54.333712, expected=52.000000
predicted=51.050473, expected=40.000000
predicted=42.375933, expected=68.000000
predicted=77.725131, expected=68.000000
predicted=59.285096, expected=56.000000
predicted=56.364195, expected=20.000000
predicted=36.798358, expected=32.000000
predicted=39.487163, expected=16.000000
predicted=36.749420, expected=40.000000
predicted=50.862234, expected=84.000000
predicted=69.580429, expected=112.000000
predicted=65.933000, expected=180.000000
predicted=113.902946, expected=56.000000
predicted=34.469132, expected=32.000000
predicted=49.833779, expected=40.000000
predicted=67.711334, expected=40.000000
predicted=63.135693, expected=84.000000
predicted=122.506722, expected=104.000000
predicted=78.643375, expected=152.000000
predicted=97.389268, expected=76.000000
predicted=58.089088, expected=56.000000
predicted=58.014368, expected=84.000000
predicted=90.090544, expected=48.000000
predicted=65.184222, expected=52.000000
predicted=96.528517, expected=96.000000
predicted=88.630855, expected=104.000000
predicted=76.441495, expected=96.000000
predicted=89.312044, expected=92.000000
predicted=76.458985, expected=44.000000
predicted=48.885966, expected=20.000000
predicted=57.357110, expected=72.000000
predicted=88.278148, expected=76.000000
predicted=76.276149, expected=88.000000
predicted=86.618401, expected=36.000000
predicted=41.155718, expected=8.000000
predicted=19.097457, expected=24.000000
predicted=48.832957, expected=32.000000
predicted=46.313290, expected=44.000000
predicted=59.463265, expected=96.000000
predicted=69.109497, expected=132.000000
predicted=73.362713, expected=60.000000
predicted=40.862532, expected=40.000000
predicted=46.831023, expected=52.000000
predicted=53.958525, expected=40.000000
predicted=58.860181, expected=84.000000
predicted=103.790196, expected=88.000000
predicted=71.837491, expected=68.000000
predicted=54.235299, expected=48.000000
predicted=54.228167, expected=48.000000
predicted=47.328979, expected=64.000000
predicted=71.494251, expected=36.000000
predicted=55.241918, expected=60.000000
predicted=65.775935, expected=92.000000
predicted=71.552744, expected=44.000000
predicted=40.456358, expected=72.000000
predicted=74.187867, expected=52.000000
predicted=44.750002, expected=72.000000
predicted=65.727911, expected=56.000000
predicted=70.853262, expected=64.000000
predicted=55.642617, expected=76.000000
predicted=74.454551, expected=116.000000
predicted=85.982164, expected=60.000000
predicted=61.268849, expected=20.000000
predicted=41.691797, expected=48.000000
predicted=62.092343, expected=48.000000
predicted=54.406956, expected=156.000000
predicted=134.950057, expected=64.000000
predicted=52.578129, expected=144.000000
predicted=97.649090, expected=68.000000
predicted=59.998389, expected=92.000000
predicted=74.185293, expected=68.000000
predicted=109.283980, expected=56.000000
predicted=57.735858, expected=68.000000
predicted=102.748692, expected=80.000000
predicted=72.363871, expected=112.000000
predicted=100.517252, expected=44.000000
predicted=52.142667, expected=68.000000
predicted=69.610477, expected=48.000000
predicted=57.492242, expected=48.000000
predicted=59.560206, expected=92.000000
predicted=100.856682, expected=60.000000
predicted=48.034835, expected=80.000000
predicted=76.672524, expected=100.000000
predicted=78.264622, expected=36.000000
predicted=38.266552, expected=84.000000
predicted=93.516968, expected=52.000000
predicted=53.372163, expected=76.000000
predicted=76.261412, expected=140.000000
predicted=121.520185, expected=56.000000
predicted=40.757027, expected=44.000000
predicted=69.737148, expected=72.000000
predicted=69.130651, expected=52.000000
predicted=56.285637, expected=48.000000
predicted=87.228794, expected=40.000000
predicted=48.860051, expected=108.000000
predicted=79.368732, expected=72.000000
predicted=65.101822, expected=48.000000
predicted=52.126874, expected=44.000000
predicted=52.253779, expected=40.000000
predicted=39.804458, expected=60.000000
Test MSE: 1113.392
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764])]
predicted=51.877919, expected=88.000000
predicted=90.648781, expected=120.000000
predicted=121.007001, expected=112.000000
predicted=82.390499, expected=128.000000
predicted=84.951352, expected=56.000000
predicted=49.154205, expected=68.000000
predicted=80.055089, expected=48.000000
predicted=85.171837, expected=12.000000
predicted=60.272355, expected=64.000000
predicted=91.597627, expected=108.000000
predicted=78.933955, expected=136.000000
predicted=98.192177, expected=76.000000
predicted=65.298860, expected=48.000000
predicted=36.914067, expected=28.000000
predicted=50.512123, expected=64.000000
predicted=83.098288, expected=20.000000
predicted=74.356455, expected=112.000000
predicted=88.900316, expected=152.000000
predicted=98.763131, expected=64.000000
predicted=48.157234, expected=60.000000
predicted=67.022744, expected=20.000000
predicted=27.167033, expected=72.000000
predicted=88.125529, expected=68.000000
predicted=104.988284, expected=124.000000
predicted=89.855460, expected=152.000000
predicted=105.587082, expected=64.000000
predicted=47.349071, expected=28.000000
predicted=55.242724, expected=44.000000
predicted=59.801266, expected=68.000000
predicted=92.093414, expected=48.000000
predicted=94.440377, expected=72.000000
predicted=66.737878, expected=48.000000
predicted=40.530219, expected=44.000000
predicted=44.676803, expected=76.000000
predicted=71.214915, expected=44.000000
predicted=46.613382, expected=60.000000
predicted=64.633962, expected=72.000000
predicted=60.755689, expected=92.000000
predicted=67.263975, expected=56.000000
predicted=66.346730, expected=76.000000
predicted=61.424744, expected=44.000000
predicted=54.459143, expected=28.000000
predicted=50.140892, expected=64.000000
predicted=76.114045, expected=104.000000
predicted=77.444493, expected=52.000000
predicted=63.028031, expected=144.000000
predicted=92.637445, expected=36.000000
predicted=39.150880, expected=40.000000
predicted=52.790292, expected=24.000000
predicted=66.965974, expected=76.000000
predicted=60.499600, expected=88.000000
predicted=110.346949, expected=84.000000
predicted=59.507913, expected=104.000000
predicted=73.065512, expected=44.000000
predicted=39.602674, expected=20.000000
predicted=50.202903, expected=44.000000
predicted=65.923260, expected=36.000000
predicted=58.229286, expected=68.000000
predicted=80.818387, expected=148.000000
predicted=92.330948, expected=60.000000
predicted=43.819837, expected=20.000000
predicted=36.179450, expected=88.000000
predicted=64.024107, expected=48.000000
predicted=58.254908, expected=96.000000
predicted=115.361984, expected=64.000000
predicted=63.766562, expected=92.000000
predicted=56.636417, expected=168.000000
predicted=123.863474, expected=52.000000
predicted=56.648005, expected=76.000000
predicted=86.577986, expected=24.000000
predicted=50.643499, expected=60.000000
predicted=74.946752, expected=64.000000
predicted=109.470522, expected=112.000000
predicted=78.891076, expected=84.000000
predicted=79.516918, expected=68.000000
predicted=49.692205, expected=56.000000
predicted=60.882042, expected=76.000000
predicted=70.839069, expected=36.000000
predicted=73.841342, expected=68.000000
predicted=73.388730, expected=100.000000
predicted=81.858773, expected=80.000000
predicted=68.567903, expected=108.000000
predicted=89.840148, expected=72.000000
predicted=58.828624, expected=48.000000
predicted=61.106561, expected=68.000000
predicted=82.939495, expected=48.000000
predicted=65.206381, expected=104.000000
predicted=100.213490, expected=72.000000
predicted=72.604092, expected=44.000000
predicted=48.827344, expected=60.000000
predicted=64.011049, expected=48.000000
predicted=50.756325, expected=60.000000
predicted=78.650409, expected=56.000000
predicted=62.893704, expected=68.000000
predicted=56.020772, expected=120.000000
predicted=86.623194, expected=96.000000
predicted=73.721969, expected=40.000000
predicted=54.032504, expected=56.000000
predicted=58.232393, expected=40.000000
predicted=56.913169, expected=40.000000
predicted=76.904280, expected=72.000000
predicted=79.174790, expected=92.000000
predicted=65.024429, expected=68.000000
predicted=62.458900, expected=52.000000
predicted=48.454454, expected=52.000000
predicted=48.736250, expected=52.000000
predicted=62.347720, expected=52.000000
predicted=69.996749, expected=92.000000
predicted=76.823796, expected=64.000000
predicted=59.225936, expected=96.000000
predicted=72.791778, expected=88.000000
predicted=71.460556, expected=84.000000
predicted=70.144681, expected=88.000000
predicted=89.277173, expected=68.000000
predicted=68.927392, expected=124.000000
predicted=106.495649, expected=116.000000
predicted=101.879615, expected=80.000000
predicted=84.343707, expected=36.000000
predicted=65.582057, expected=32.000000
predicted=53.756288, expected=92.000000
predicted=102.890493, expected=100.000000
predicted=103.180057, expected=96.000000
predicted=85.501864, expected=76.000000
predicted=59.060677, expected=60.000000
predicted=51.458305, expected=96.000000
predicted=92.630549, expected=80.000000
predicted=89.580455, expected=80.000000
predicted=86.545256, expected=80.000000
predicted=78.198528, expected=164.000000
predicted=109.389808, expected=156.000000
predicted=124.791621, expected=24.000000
predicted=59.647003, expected=28.000000
predicted=59.291705, expected=48.000000
predicted=68.499388, expected=56.000000
predicted=104.002314, expected=44.000000
predicted=91.034671, expected=128.000000
predicted=73.305769, expected=108.000000
predicted=69.585597, expected=64.000000
predicted=59.020806, expected=56.000000
predicted=59.938292, expected=36.000000
predicted=45.770991, expected=44.000000
predicted=82.564180, expected=80.000000
predicted=88.737373, expected=136.000000
predicted=95.784211, expected=96.000000
predicted=76.380497, expected=96.000000
predicted=69.137564, expected=36.000000
predicted=47.385615, expected=52.000000
predicted=68.160336, expected=24.000000
predicted=78.198721, expected=60.000000
predicted=74.110063, expected=64.000000
predicted=76.041483, expected=156.000000
predicted=91.936025, expected=60.000000
predicted=59.771110, expected=52.000000
predicted=41.998822, expected=40.000000
predicted=54.744127, expected=52.000000
predicted=59.038675, expected=48.000000
predicted=95.902208, expected=156.000000
predicted=101.894449, expected=92.000000
predicted=73.979344, expected=76.000000
predicted=60.086235, expected=52.000000
predicted=57.753084, expected=56.000000
predicted=55.402024, expected=76.000000
predicted=110.909812, expected=92.000000
predicted=89.190120, expected=88.000000
predicted=80.920769, expected=72.000000
predicted=63.979424, expected=68.000000
predicted=64.273350, expected=40.000000
predicted=60.284028, expected=52.000000
predicted=70.883184, expected=72.000000
predicted=77.877699, expected=80.000000
predicted=74.090114, expected=112.000000
predicted=87.333157, expected=76.000000
predicted=61.046219, expected=44.000000
predicted=51.475855, expected=64.000000
predicted=69.162486, expected=52.000000
predicted=66.870953, expected=16.000000
predicted=62.657179, expected=52.000000
predicted=61.609873, expected=132.000000
predicted=84.362282, expected=96.000000
predicted=78.713414, expected=96.000000
predicted=74.147887, expected=68.000000
predicted=48.654988, expected=60.000000
predicted=59.679508, expected=60.000000
predicted=94.178398, expected=124.000000
predicted=105.934407, expected=40.000000
predicted=69.778341, expected=140.000000
predicted=98.923322, expected=64.000000
predicted=68.467788, expected=80.000000
predicted=69.348402, expected=84.000000
predicted=103.596967, expected=24.000000
predicted=38.549822, expected=76.000000
predicted=101.563842, expected=104.000000
predicted=82.888461, expected=140.000000
predicted=106.006473, expected=32.000000
predicted=62.670540, expected=32.000000
predicted=33.159268, expected=48.000000
predicted=64.577870, expected=64.000000
predicted=81.293689, expected=84.000000
predicted=104.041880, expected=140.000000
predicted=82.958698, expected=108.000000
predicted=72.837091, expected=32.000000
predicted=46.245166, expected=36.000000
predicted=54.037340, expected=64.000000
predicted=74.984661, expected=80.000000
predicted=104.402168, expected=64.000000
predicted=82.291341, expected=88.000000
predicted=60.054028, expected=124.000000
predicted=80.156241, expected=88.000000
predicted=77.931690, expected=60.000000
predicted=71.994950, expected=32.000000
predicted=52.947730, expected=52.000000
predicted=70.221447, expected=80.000000
predicted=97.205599, expected=120.000000
predicted=98.764330, expected=104.000000
predicted=81.417089, expected=84.000000
predicted=61.403196, expected=8.000000
predicted=37.570639, expected=68.000000
predicted=73.703007, expected=72.000000
predicted=94.086823, expected=80.000000
predicted=87.180889, expected=120.000000
predicted=97.433040, expected=112.000000
predicted=63.512003, expected=28.000000
predicted=53.102254, expected=48.000000
predicted=62.133460, expected=56.000000
predicted=69.928184, expected=44.000000
predicted=79.199414, expected=48.000000
predicted=76.053770, expected=96.000000
predicted=60.766091, expected=136.000000
predicted=89.407140, expected=92.000000
predicted=75.102712, expected=44.000000
predicted=48.923992, expected=52.000000
predicted=54.845742, expected=76.000000
predicted=85.678407, expected=84.000000
predicted=104.953396, expected=92.000000
predicted=88.979758, expected=144.000000
predicted=92.763233, expected=112.000000
predicted=84.661046, expected=76.000000
predicted=78.872052, expected=124.000000
predicted=105.019847, expected=60.000000
predicted=80.547865, expected=84.000000
predicted=110.503866, expected=144.000000
predicted=124.712444, expected=72.000000
predicted=77.361616, expected=60.000000
predicted=91.369920, expected=128.000000
predicted=94.162932, expected=84.000000
predicted=85.784296, expected=120.000000
predicted=126.670538, expected=76.000000
predicted=77.847755, expected=96.000000
predicted=79.876926, expected=84.000000
predicted=105.468488, expected=88.000000
predicted=86.556594, expected=72.000000
predicted=95.254710, expected=72.000000
predicted=75.092313, expected=72.000000
predicted=83.602869, expected=112.000000
predicted=95.492647, expected=40.000000
predicted=66.719111, expected=24.000000
predicted=50.167060, expected=16.000000
predicted=46.414705, expected=40.000000
predicted=54.507527, expected=36.000000
predicted=69.088404, expected=112.000000
predicted=70.542017, expected=136.000000
predicted=78.218004, expected=52.000000
predicted=39.157112, expected=40.000000
predicted=44.560011, expected=20.000000
predicted=34.438998, expected=80.000000
predicted=91.644321, expected=52.000000
predicted=89.544032, expected=108.000000
predicted=75.684228, expected=180.000000
predicted=106.857064, expected=100.000000
predicted=65.503709, expected=44.000000
predicted=66.780045, expected=24.000000
predicted=45.650744, expected=60.000000
predicted=83.923796, expected=64.000000
predicted=114.929964, expected=136.000000
predicted=110.689922, expected=140.000000
predicted=91.188386, expected=48.000000
predicted=42.279030, expected=40.000000
predicted=54.644509, expected=40.000000
predicted=56.398013, expected=76.000000
predicted=101.604476, expected=80.000000
predicted=104.189902, expected=140.000000
predicted=90.474261, expected=100.000000
predicted=72.320697, expected=48.000000
predicted=48.916007, expected=76.000000
predicted=77.971540, expected=44.000000
predicted=65.172582, expected=52.000000
predicted=92.475913, expected=64.000000
predicted=79.689422, expected=108.000000
predicted=76.023000, expected=96.000000
predicted=84.641929, expected=76.000000
predicted=61.922179, expected=76.000000
predicted=66.535625, expected=56.000000
predicted=62.948870, expected=56.000000
predicted=81.100842, expected=60.000000
predicted=76.884178, expected=96.000000
predicted=83.607301, expected=152.000000
predicted=110.024118, expected=80.000000
predicted=70.756536, expected=48.000000
predicted=55.952950, expected=56.000000
predicted=62.142892, expected=36.000000
predicted=67.495208, expected=52.000000
predicted=96.973436, expected=128.000000
predicted=99.000052, expected=88.000000
predicted=68.439096, expected=104.000000
predicted=79.323035, expected=76.000000
predicted=60.419742, expected=12.000000
predicted=38.000548, expected=76.000000
predicted=98.536809, expected=60.000000
predicted=73.995453, expected=120.000000
predicted=106.005295, expected=100.000000
predicted=86.843195, expected=116.000000
predicted=66.075961, expected=40.000000
predicted=62.836283, expected=60.000000
predicted=62.274322, expected=104.000000
predicted=109.306288, expected=60.000000
predicted=80.539913, expected=148.000000
predicted=124.487877, expected=72.000000
predicted=61.497927, expected=48.000000
predicted=57.601816, expected=56.000000
predicted=79.893446, expected=52.000000
predicted=59.268488, expected=32.000000
predicted=86.899917, expected=64.000000
predicted=65.382110, expected=60.000000
predicted=54.186955, expected=56.000000
predicted=55.611081, expected=56.000000
predicted=53.753542, expected=44.000000
predicted=40.293701, expected=12.000000
predicted=39.674608, expected=24.000000
predicted=41.491883, expected=48.000000
predicted=50.225368, expected=92.000000
predicted=69.900591, expected=44.000000
predicted=44.710544, expected=32.000000
predicted=24.362528, expected=48.000000
predicted=37.600657, expected=20.000000
predicted=36.608434, expected=44.000000
predicted=64.225085, expected=104.000000
predicted=70.003764, expected=76.000000
predicted=54.906957, expected=56.000000
predicted=52.577716, expected=56.000000
predicted=40.860306, expected=40.000000
predicted=45.419696, expected=56.000000
predicted=77.535481, expected=128.000000
predicted=96.754095, expected=132.000000
predicted=92.444347, expected=72.000000
predicted=66.691251, expected=36.000000
predicted=43.196759, expected=40.000000
predicted=52.337924, expected=28.000000
predicted=77.856110, expected=44.000000
predicted=83.647128, expected=128.000000
predicted=93.689708, expected=100.000000
predicted=68.126293, expected=76.000000
predicted=59.321905, expected=64.000000
predicted=49.518834, expected=52.000000
predicted=52.319970, expected=108.000000
predicted=113.502288, expected=40.000000
predicted=71.595694, expected=84.000000
predicted=77.622932, expected=120.000000
predicted=89.966113, expected=52.000000
predicted=56.851317, expected=20.000000
predicted=64.615563, expected=44.000000
predicted=44.254803, expected=52.000000
predicted=67.694117, expected=60.000000
predicted=85.374050, expected=124.000000
predicted=83.277889, expected=116.000000
predicted=68.731620, expected=80.000000
predicted=64.684242, expected=32.000000
predicted=46.842236, expected=60.000000
predicted=62.380460, expected=80.000000
predicted=99.565648, expected=32.000000
predicted=73.393133, expected=112.000000
predicted=90.805340, expected=120.000000
predicted=75.920050, expected=72.000000
predicted=68.525987, expected=60.000000
predicted=71.036199, expected=36.000000
predicted=39.546298, expected=96.000000
predicted=100.785345, expected=52.000000
predicted=84.740668, expected=152.000000
predicted=105.887964, expected=84.000000
predicted=74.636320, expected=32.000000
predicted=40.168279, expected=32.000000
predicted=65.013473, expected=72.000000
predicted=63.476367, expected=56.000000
predicted=100.070282, expected=76.000000
predicted=76.538824, expected=136.000000
predicted=81.094684, expected=96.000000
predicted=66.729855, expected=72.000000
predicted=73.763738, expected=60.000000
predicted=61.460076, expected=84.000000
predicted=81.082741, expected=64.000000
predicted=98.397362, expected=76.000000
predicted=84.322685, expected=96.000000
predicted=82.737037, expected=100.000000
predicted=80.201651, expected=80.000000
predicted=82.417572, expected=24.000000
predicted=48.512660, expected=28.000000
predicted=53.941934, expected=64.000000
predicted=77.919484, expected=56.000000
predicted=75.567886, expected=120.000000
predicted=94.045740, expected=144.000000
predicted=82.688440, expected=72.000000
predicted=54.938153, expected=52.000000
predicted=61.379551, expected=72.000000
predicted=66.920572, expected=56.000000
predicted=88.200604, expected=40.000000
predicted=89.407940, expected=96.000000
predicted=80.960668, expected=128.000000
predicted=87.978719, expected=60.000000
predicted=67.908714, expected=52.000000
predicted=56.440108, expected=16.000000
predicted=33.276924, expected=44.000000
predicted=69.215900, expected=164.000000
predicted=136.268477, expected=52.000000
predicted=58.443712, expected=96.000000
predicted=72.468293, expected=68.000000
predicted=46.390008, expected=72.000000
predicted=62.041120, expected=60.000000
predicted=108.231703, expected=68.000000
predicted=61.569428, expected=80.000000
predicted=85.848706, expected=164.000000
predicted=110.962391, expected=92.000000
predicted=84.142365, expected=112.000000
predicted=86.776501, expected=52.000000
predicted=65.818747, expected=20.000000
predicted=56.053346, expected=92.000000
predicted=121.301151, expected=68.000000
Test MSE: 1060.856
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076])]
predicted=88.995250, expected=56.000000
predicted=48.911748, expected=56.000000
predicted=63.150465, expected=32.000000
predicted=50.552784, expected=52.000000
predicted=56.474035, expected=32.000000
predicted=66.326706, expected=28.000000
predicted=41.124351, expected=44.000000
predicted=46.236523, expected=60.000000
predicted=46.262239, expected=28.000000
predicted=37.984018, expected=40.000000
predicted=38.402938, expected=64.000000
predicted=47.239225, expected=28.000000
predicted=36.560268, expected=64.000000
predicted=59.468433, expected=40.000000
predicted=35.953960, expected=80.000000
predicted=62.212136, expected=40.000000
predicted=48.652635, expected=56.000000
predicted=48.516400, expected=32.000000
predicted=45.684757, expected=24.000000
predicted=35.811018, expected=32.000000
predicted=48.998818, expected=148.000000
predicted=90.634305, expected=104.000000
predicted=75.795301, expected=140.000000
predicted=94.530854, expected=28.000000
predicted=39.405530, expected=56.000000
predicted=61.111985, expected=52.000000
predicted=88.238765, expected=4.000000
predicted=50.742285, expected=20.000000
predicted=63.976519, expected=92.000000
predicted=58.555897, expected=160.000000
predicted=101.550304, expected=120.000000
predicted=86.289378, expected=44.000000
predicted=41.994688, expected=116.000000
predicted=83.862978, expected=24.000000
predicted=60.413507, expected=16.000000
predicted=79.171301, expected=28.000000
predicted=61.818680, expected=44.000000
predicted=44.248520, expected=60.000000
predicted=72.188291, expected=32.000000
predicted=29.846983, expected=44.000000
predicted=35.039435, expected=100.000000
predicted=65.174032, expected=48.000000
predicted=47.331718, expected=20.000000
predicted=42.049165, expected=52.000000
predicted=45.711201, expected=56.000000
predicted=50.821629, expected=52.000000
predicted=66.595285, expected=48.000000
predicted=47.428038, expected=84.000000
predicted=56.926500, expected=24.000000
predicted=38.928958, expected=32.000000
predicted=45.889334, expected=60.000000
predicted=53.936808, expected=124.000000
predicted=84.352849, expected=24.000000
predicted=48.955113, expected=52.000000
predicted=47.852056, expected=116.000000
predicted=76.668544, expected=76.000000
predicted=69.644102, expected=152.000000
predicted=128.422310, expected=52.000000
predicted=49.140848, expected=40.000000
predicted=59.481871, expected=40.000000
predicted=71.939097, expected=36.000000
predicted=56.444847, expected=32.000000
predicted=73.403147, expected=40.000000
predicted=43.354517, expected=44.000000
predicted=41.019407, expected=84.000000
predicted=60.625674, expected=12.000000
predicted=26.040391, expected=4.000000
predicted=23.591827, expected=12.000000
predicted=25.124616, expected=36.000000
predicted=37.049144, expected=100.000000
predicted=77.700932, expected=44.000000
predicted=30.519011, expected=112.000000
predicted=66.269600, expected=76.000000
predicted=51.819598, expected=36.000000
predicted=47.397834, expected=44.000000
predicted=67.126774, expected=72.000000
predicted=61.594463, expected=44.000000
predicted=68.236197, expected=44.000000
predicted=56.398159, expected=36.000000
predicted=38.499651, expected=32.000000
predicted=39.631474, expected=48.000000
predicted=54.016674, expected=36.000000
predicted=38.890371, expected=44.000000
predicted=43.285141, expected=28.000000
predicted=32.465418, expected=32.000000
predicted=33.938521, expected=32.000000
predicted=37.403101, expected=48.000000
predicted=41.419281, expected=68.000000
predicted=53.163527, expected=36.000000
predicted=34.716588, expected=28.000000
predicted=33.815450, expected=48.000000
predicted=41.987746, expected=32.000000
predicted=39.285540, expected=24.000000
predicted=41.291951, expected=24.000000
predicted=29.545857, expected=48.000000
predicted=38.311894, expected=28.000000
predicted=34.560046, expected=24.000000
predicted=28.699205, expected=32.000000
predicted=28.905602, expected=60.000000
predicted=42.782832, expected=40.000000
predicted=41.028398, expected=16.000000
predicted=25.161630, expected=64.000000
predicted=45.989858, expected=88.000000
predicted=59.815147, expected=76.000000
predicted=65.932553, expected=88.000000
predicted=67.443110, expected=112.000000
predicted=73.917324, expected=12.000000
predicted=44.006309, expected=20.000000
predicted=55.522363, expected=44.000000
predicted=55.812518, expected=24.000000
predicted=49.182787, expected=68.000000
predicted=74.624264, expected=20.000000
predicted=19.468552, expected=36.000000
predicted=33.332777, expected=20.000000
predicted=29.847853, expected=20.000000
predicted=25.333405, expected=60.000000
predicted=55.071191, expected=64.000000
predicted=42.720842, expected=100.000000
predicted=67.906444, expected=44.000000
predicted=38.361322, expected=56.000000
predicted=48.516194, expected=72.000000
predicted=65.808107, expected=60.000000
predicted=63.011027, expected=36.000000
predicted=61.456518, expected=76.000000
predicted=62.157368, expected=76.000000
predicted=65.276526, expected=40.000000
predicted=55.303861, expected=36.000000
predicted=48.711786, expected=16.000000
predicted=30.351505, expected=28.000000
predicted=47.010411, expected=64.000000
predicted=60.532641, expected=204.000000
predicted=117.139099, expected=64.000000
predicted=53.985873, expected=28.000000
predicted=41.598644, expected=32.000000
predicted=41.173985, expected=36.000000
predicted=54.851221, expected=12.000000
predicted=80.260160, expected=56.000000
predicted=53.561147, expected=36.000000
predicted=31.399279, expected=92.000000
predicted=62.322284, expected=76.000000
predicted=55.676432, expected=44.000000
predicted=38.853414, expected=16.000000
predicted=38.564040, expected=52.000000
predicted=48.381644, expected=32.000000
predicted=53.301787, expected=120.000000
predicted=90.144584, expected=32.000000
predicted=37.766147, expected=4.000000
predicted=22.118642, expected=36.000000
predicted=42.956580, expected=16.000000
predicted=26.864793, expected=52.000000
predicted=69.094935, expected=56.000000
predicted=40.939267, expected=104.000000
predicted=59.061698, expected=32.000000
predicted=36.805299, expected=72.000000
predicted=53.904140, expected=36.000000
predicted=45.316311, expected=104.000000
predicted=81.294391, expected=92.000000
predicted=87.561186, expected=40.000000
predicted=45.758122, expected=36.000000
predicted=55.086791, expected=16.000000
predicted=32.740055, expected=16.000000
predicted=51.369474, expected=24.000000
predicted=46.434489, expected=36.000000
predicted=34.497211, expected=24.000000
predicted=27.348302, expected=60.000000
predicted=38.985664, expected=116.000000
predicted=66.462690, expected=52.000000
predicted=43.253758, expected=8.000000
predicted=30.062403, expected=40.000000
predicted=38.983907, expected=12.000000
predicted=35.058891, expected=24.000000
predicted=55.865815, expected=48.000000
predicted=43.080379, expected=92.000000
predicted=52.109211, expected=28.000000
predicted=34.053102, expected=20.000000
predicted=24.922138, expected=20.000000
predicted=26.103730, expected=44.000000
predicted=44.670798, expected=8.000000
predicted=38.639045, expected=56.000000
predicted=41.386539, expected=32.000000
predicted=26.369238, expected=32.000000
predicted=29.779311, expected=76.000000
predicted=56.369297, expected=32.000000
predicted=26.493648, expected=12.000000
predicted=34.047524, expected=32.000000
predicted=33.091560, expected=36.000000
predicted=34.496404, expected=72.000000
predicted=64.623950, expected=16.000000
predicted=24.548427, expected=40.000000
predicted=32.412426, expected=8.000000
predicted=21.126907, expected=20.000000
predicted=29.215522, expected=16.000000
predicted=34.438054, expected=40.000000
predicted=28.611464, expected=56.000000
predicted=42.985258, expected=8.000000
predicted=12.761143, expected=24.000000
predicted=25.096155, expected=28.000000
predicted=23.936635, expected=4.000000
predicted=20.900509, expected=16.000000
predicted=29.469537, expected=52.000000
predicted=30.209418, expected=56.000000
predicted=38.565739, expected=12.000000
predicted=21.300494, expected=8.000000
predicted=12.884317, expected=60.000000
predicted=39.735400, expected=20.000000
predicted=31.901567, expected=40.000000
predicted=43.637210, expected=36.000000
predicted=26.244564, expected=44.000000
predicted=31.667125, expected=32.000000
predicted=41.330907, expected=40.000000
predicted=33.446716, expected=36.000000
predicted=37.310913, expected=40.000000
predicted=38.467167, expected=32.000000
predicted=36.686514, expected=40.000000
predicted=37.003918, expected=60.000000
predicted=48.528676, expected=24.000000
predicted=31.262136, expected=12.000000
predicted=27.584318, expected=32.000000
predicted=32.280676, expected=40.000000
predicted=37.822361, expected=24.000000
predicted=36.224619, expected=20.000000
predicted=23.050968, expected=44.000000
predicted=30.453358, expected=24.000000
predicted=27.519012, expected=132.000000
predicted=81.780082, expected=204.000000
predicted=112.883828, expected=56.000000
predicted=52.268904, expected=16.000000
predicted=47.191114, expected=32.000000
predicted=43.228240, expected=48.000000
predicted=81.260760, expected=64.000000
predicted=104.259605, expected=184.000000
predicted=113.447974, expected=84.000000
predicted=57.715047, expected=52.000000
predicted=57.684264, expected=24.000000
predicted=45.793102, expected=28.000000
predicted=52.298515, expected=20.000000
predicted=79.384187, expected=28.000000
predicted=47.320741, expected=56.000000
predicted=48.290236, expected=84.000000
predicted=53.588157, expected=48.000000
predicted=40.572927, expected=68.000000
predicted=50.630380, expected=24.000000
predicted=32.132974, expected=16.000000
predicted=38.456276, expected=12.000000
predicted=40.742102, expected=44.000000
predicted=42.730187, expected=88.000000
predicted=68.096824, expected=48.000000
predicted=37.503717, expected=60.000000
predicted=44.505174, expected=20.000000
predicted=24.278827, expected=28.000000
predicted=39.657809, expected=48.000000
predicted=58.846819, expected=32.000000
predicted=38.257318, expected=68.000000
predicted=58.893697, expected=24.000000
predicted=25.333175, expected=36.000000
predicted=36.252109, expected=12.000000
predicted=28.444917, expected=28.000000
predicted=31.557965, expected=16.000000
predicted=34.139085, expected=36.000000
predicted=29.971020, expected=48.000000
predicted=38.396578, expected=52.000000
predicted=34.749537, expected=28.000000
predicted=29.797409, expected=64.000000
predicted=44.291692, expected=36.000000
predicted=37.150588, expected=20.000000
predicted=35.198149, expected=32.000000
predicted=39.584035, expected=44.000000
predicted=37.165455, expected=16.000000
predicted=34.916949, expected=24.000000
predicted=29.467345, expected=44.000000
predicted=32.610293, expected=24.000000
predicted=27.752990, expected=44.000000
predicted=41.297217, expected=56.000000
predicted=37.695151, expected=40.000000
predicted=34.986544, expected=24.000000
predicted=34.325461, expected=40.000000
predicted=35.128385, expected=48.000000
predicted=44.577487, expected=32.000000
predicted=41.012745, expected=20.000000
predicted=30.099666, expected=64.000000
predicted=45.280873, expected=52.000000
predicted=44.619081, expected=44.000000
predicted=45.629693, expected=16.000000
predicted=26.867323, expected=16.000000
predicted=23.459794, expected=36.000000
predicted=44.208233, expected=20.000000
predicted=31.576317, expected=68.000000
predicted=51.649477, expected=40.000000
predicted=29.561121, expected=28.000000
predicted=27.730741, expected=8.000000
predicted=23.162610, expected=32.000000
predicted=29.301460, expected=32.000000
predicted=42.073965, expected=76.000000
predicted=54.374629, expected=44.000000
predicted=36.051652, expected=52.000000
predicted=37.452540, expected=16.000000
predicted=27.493967, expected=40.000000
predicted=39.784731, expected=24.000000
predicted=42.970656, expected=24.000000
predicted=33.003187, expected=44.000000
predicted=42.878657, expected=68.000000
predicted=43.462204, expected=104.000000
predicted=69.943671, expected=48.000000
predicted=41.590628, expected=28.000000
predicted=35.739468, expected=56.000000
predicted=53.232673, expected=24.000000
predicted=44.640496, expected=36.000000
predicted=60.145674, expected=16.000000
predicted=29.748172, expected=8.000000
predicted=20.123070, expected=32.000000
predicted=37.680374, expected=76.000000
predicted=47.834626, expected=104.000000
predicted=66.824026, expected=28.000000
predicted=28.748836, expected=44.000000
predicted=37.330453, expected=28.000000
predicted=35.089589, expected=24.000000
predicted=47.206473, expected=32.000000
predicted=55.409527, expected=20.000000
predicted=24.730674, expected=84.000000
predicted=59.831745, expected=24.000000
predicted=26.644840, expected=40.000000
predicted=36.755728, expected=4.000000
predicted=19.570860, expected=32.000000
predicted=30.411512, expected=4.000000
predicted=33.387841, expected=88.000000
predicted=54.378198, expected=88.000000
predicted=58.854240, expected=8.000000
predicted=16.161321, expected=32.000000
predicted=36.658169, expected=28.000000
predicted=24.007568, expected=40.000000
predicted=56.152374, expected=28.000000
predicted=47.071582, expected=40.000000
predicted=28.231487, expected=76.000000
predicted=52.776504, expected=24.000000
predicted=28.855537, expected=16.000000
predicted=30.513881, expected=24.000000
predicted=27.956744, expected=44.000000
predicted=40.792816, expected=24.000000
predicted=41.180203, expected=56.000000
predicted=40.292951, expected=80.000000
predicted=49.418257, expected=52.000000
predicted=42.254891, expected=16.000000
predicted=33.272063, expected=36.000000
predicted=35.667870, expected=20.000000
predicted=36.267533, expected=20.000000
predicted=42.505990, expected=68.000000
predicted=53.642861, expected=68.000000
predicted=43.342074, expected=16.000000
predicted=28.393039, expected=4.000000
predicted=18.110448, expected=40.000000
predicted=33.144721, expected=24.000000
predicted=39.123155, expected=24.000000
predicted=38.540980, expected=48.000000
predicted=32.270908, expected=80.000000
predicted=45.273633, expected=28.000000
predicted=34.368548, expected=32.000000
predicted=33.443950, expected=32.000000
predicted=31.750136, expected=24.000000
predicted=35.724278, expected=32.000000
predicted=47.413635, expected=56.000000
predicted=41.342728, expected=32.000000
predicted=32.158478, expected=20.000000
predicted=27.837363, expected=16.000000
predicted=22.414821, expected=40.000000
predicted=35.604134, expected=12.000000
predicted=28.746887, expected=56.000000
predicted=42.257425, expected=52.000000
predicted=35.859046, expected=100.000000
predicted=60.919636, expected=32.000000
predicted=37.864739, expected=40.000000
predicted=36.705547, expected=12.000000
predicted=34.502018, expected=96.000000
predicted=72.318475, expected=152.000000
predicted=111.596611, expected=164.000000
predicted=102.141797, expected=104.000000
predicted=83.130155, expected=84.000000
predicted=70.489657, expected=88.000000
predicted=98.398968, expected=104.000000
predicted=121.086314, expected=44.000000
predicted=93.240541, expected=20.000000
predicted=60.942473, expected=48.000000
predicted=63.296440, expected=28.000000
predicted=51.875861, expected=52.000000
predicted=66.400658, expected=68.000000
predicted=53.341980, expected=24.000000
predicted=27.241277, expected=20.000000
predicted=34.845967, expected=108.000000
predicted=68.564843, expected=116.000000
predicted=80.799551, expected=68.000000
predicted=68.036528, expected=36.000000
predicted=41.590278, expected=4.000000
predicted=25.058129, expected=88.000000
predicted=89.278327, expected=80.000000
predicted=83.285623, expected=40.000000
predicted=51.964470, expected=88.000000
predicted=65.187280, expected=116.000000
predicted=69.761588, expected=60.000000
predicted=72.649045, expected=24.000000
predicted=54.220641, expected=184.000000
predicted=115.968913, expected=92.000000
predicted=86.348142, expected=20.000000
predicted=69.064654, expected=84.000000
predicted=77.816494, expected=80.000000
predicted=61.714269, expected=32.000000
predicted=89.602928, expected=20.000000
predicted=52.127355, expected=40.000000
predicted=36.339490, expected=80.000000
predicted=73.127947, expected=36.000000
predicted=50.321926, expected=64.000000
predicted=51.430567, expected=40.000000
predicted=35.410797, expected=20.000000
predicted=34.155791, expected=16.000000
predicted=42.268792, expected=56.000000
predicted=45.255462, expected=48.000000
Test MSE: 1070.381
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153])]
predicted=18.317791, expected=28.000000
predicted=27.447241, expected=16.000000
predicted=19.264583, expected=56.000000
predicted=40.067671, expected=72.000000
predicted=38.074465, expected=32.000000
predicted=31.634695, expected=28.000000
predicted=36.236539, expected=44.000000
predicted=37.913618, expected=4.000000
predicted=34.147671, expected=4.000000
predicted=31.965728, expected=32.000000
predicted=26.522120, expected=12.000000
predicted=18.885480, expected=32.000000
predicted=26.949323, expected=32.000000
predicted=19.737756, expected=32.000000
predicted=21.958541, expected=208.000000
predicted=82.654771, expected=12.000000
predicted=41.779306, expected=32.000000
predicted=51.909593, expected=16.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=47.300896, expected=8.000000
predicted=36.784132, expected=4.000000
predicted=63.784103, expected=52.000000
predicted=24.152333, expected=76.000000
predicted=39.408855, expected=12.000000
predicted=24.091120, expected=36.000000
predicted=29.842060, expected=40.000000
predicted=31.980025, expected=28.000000
predicted=38.769725, expected=20.000000
predicted=39.190082, expected=20.000000
predicted=22.577998, expected=84.000000
predicted=45.333540, expected=68.000000
predicted=47.330205, expected=24.000000
predicted=36.712929, expected=28.000000
predicted=36.548414, expected=20.000000
predicted=32.808574, expected=12.000000
predicted=39.804398, expected=52.000000
predicted=42.093258, expected=80.000000
predicted=41.903138, expected=28.000000
predicted=34.247201, expected=4.000000
predicted=26.737762, expected=36.000000
predicted=31.755865, expected=4.000000
predicted=29.595835, expected=16.000000
predicted=33.352649, expected=8.000000
predicted=16.545095, expected=80.000000
predicted=30.667167, expected=28.000000
predicted=30.035881, expected=44.000000
predicted=29.142855, expected=16.000000
predicted=27.898422, expected=12.000000
predicted=22.877374, expected=12.000000
predicted=35.558510, expected=12.000000
predicted=19.202566, expected=68.000000
predicted=36.955012, expected=228.000000
predicted=84.448855, expected=40.000000
predicted=51.334144, expected=20.000000
predicted=50.467207, expected=40.000000
predicted=55.884999, expected=52.000000
predicted=64.887789, expected=24.000000
predicted=85.137789, expected=36.000000
predicted=36.830367, expected=16.000000
predicted=26.610585, expected=20.000000
predicted=29.765624, expected=24.000000
predicted=31.334167, expected=48.000000
predicted=30.503887, expected=68.000000
predicted=41.677250, expected=16.000000
predicted=26.779580, expected=240.000000
predicted=93.968524, expected=20.000000
predicted=56.250655, expected=24.000000
predicted=60.053713, expected=20.000000
predicted=61.330370, expected=20.000000
predicted=38.419390, expected=20.000000
predicted=78.953834, expected=16.000000
predicted=19.039721, expected=32.000000
predicted=23.827168, expected=4.000000
predicted=16.228322, expected=4.000000
predicted=14.240264, expected=16.000000
predicted=15.838395, expected=32.000000
predicted=18.850242, expected=12.000000
predicted=18.191457, expected=4.000000
predicted=9.775345, expected=8.000000
predicted=10.481854, expected=8.000000
predicted=11.927794, expected=20.000000
predicted=17.209899, expected=16.000000
predicted=12.262934, expected=20.000000
predicted=12.739111, expected=32.000000
predicted=18.716441, expected=52.000000
predicted=27.051806, expected=4.000000
predicted=20.355635, expected=12.000000
predicted=20.042656, expected=20.000000
predicted=21.904018, expected=28.000000
predicted=24.995984, expected=56.000000
predicted=36.961935, expected=60.000000
predicted=32.099523, expected=4.000000
predicted=23.580230, expected=24.000000
predicted=29.200314, expected=44.000000
predicted=35.460616, expected=16.000000
predicted=32.850538, expected=8.000000
predicted=28.224653, expected=8.000000
predicted=13.689532, expected=28.000000
predicted=21.803205, expected=40.000000
predicted=29.352214, expected=32.000000
predicted=23.193670, expected=8.000000
predicted=17.241305, expected=4.000000
predicted=15.419093, expected=4.000000
predicted=17.070067, expected=16.000000
predicted=19.390527, expected=28.000000
predicted=19.683060, expected=4.000000
predicted=9.225569, expected=12.000000
predicted=10.602926, expected=40.000000
predicted=19.248541, expected=4.000000
predicted=14.339183, expected=28.000000
predicted=22.343159, expected=20.000000
predicted=16.544923, expected=40.000000
predicted=24.353658, expected=20.000000
predicted=26.975084, expected=84.000000
predicted=37.410308, expected=20.000000
predicted=32.340638, expected=32.000000
predicted=32.987479, expected=8.000000
predicted=31.135935, expected=76.000000
predicted=41.318758, expected=40.000000
predicted=49.050764, expected=60.000000
predicted=40.063932, expected=24.000000
predicted=37.764565, expected=16.000000
predicted=28.343402, expected=20.000000
predicted=41.137382, expected=20.000000
predicted=28.443609, expected=32.000000
predicted=33.394651, expected=96.000000
predicted=43.852495, expected=12.000000
predicted=27.473363, expected=24.000000
predicted=30.735710, expected=16.000000
predicted=29.045047, expected=16.000000
predicted=27.326564, expected=28.000000
predicted=40.699244, expected=44.000000
predicted=24.978573, expected=112.000000
predicted=50.416890, expected=16.000000
predicted=32.771163, expected=92.000000
predicted=53.430199, expected=8.000000
predicted=41.463298, expected=40.000000
predicted=45.995955, expected=44.000000
predicted=60.562585, expected=20.000000
predicted=29.275251, expected=68.000000
predicted=55.970644, expected=16.000000
predicted=26.992608, expected=28.000000
predicted=34.571839, expected=28.000000
predicted=34.752619, expected=20.000000
predicted=25.874210, expected=32.000000
predicted=36.939230, expected=24.000000
predicted=23.322347, expected=36.000000
predicted=29.067422, expected=12.000000
predicted=23.770897, expected=16.000000
predicted=21.188087, expected=84.000000
predicted=41.597093, expected=20.000000
predicted=29.535365, expected=132.000000
predicted=61.090454, expected=16.000000
predicted=40.237401, expected=4.000000
predicted=33.409881, expected=24.000000
predicted=48.130955, expected=8.000000
predicted=25.926509, expected=16.000000
predicted=43.490286, expected=52.000000
predicted=24.544390, expected=16.000000
predicted=17.728620, expected=28.000000
predicted=24.641076, expected=48.000000
predicted=28.532332, expected=52.000000
predicted=35.205590, expected=60.000000
predicted=47.327670, expected=12.000000
predicted=30.208479, expected=24.000000
predicted=33.157715, expected=4.000000
predicted=30.029039, expected=16.000000
predicted=28.038360, expected=12.000000
predicted=24.938045, expected=24.000000
predicted=15.850727, expected=12.000000
predicted=16.238632, expected=24.000000
predicted=14.937414, expected=40.000000
predicted=23.676413, expected=4.000000
predicted=16.213437, expected=20.000000
predicted=20.645963, expected=48.000000
predicted=26.402064, expected=20.000000
predicted=24.919234, expected=28.000000
predicted=28.857879, expected=16.000000
predicted=19.170863, expected=4.000000
predicted=18.610595, expected=40.000000
predicted=30.592782, expected=52.000000
predicted=29.911631, expected=12.000000
predicted=24.305454, expected=28.000000
predicted=24.509784, expected=48.000000
predicted=29.425478, expected=28.000000
predicted=34.210122, expected=36.000000
predicted=36.963052, expected=36.000000
predicted=29.535714, expected=60.000000
predicted=40.745013, expected=4.000000
predicted=32.768909, expected=4.000000
predicted=23.504658, expected=4.000000
predicted=21.625116, expected=8.000000
predicted=18.444535, expected=32.000000
predicted=26.166867, expected=4.000000
predicted=8.233091, expected=64.000000
predicted=24.120487, expected=8.000000
predicted=17.158000, expected=28.000000
predicted=21.878366, expected=16.000000
predicted=25.110513, expected=24.000000
predicted=20.267467, expected=8.000000
predicted=27.474458, expected=8.000000
predicted=12.649817, expected=60.000000
predicted=29.744339, expected=12.000000
predicted=19.958094, expected=44.000000
predicted=28.423503, expected=32.000000
predicted=26.170917, expected=24.000000
predicted=25.612714, expected=48.000000
predicted=41.482859, expected=68.000000
predicted=39.294164, expected=40.000000
predicted=43.244071, expected=24.000000
predicted=36.263551, expected=36.000000
predicted=36.656330, expected=8.000000
predicted=33.489343, expected=20.000000
predicted=34.504426, expected=60.000000
predicted=36.643979, expected=12.000000
predicted=24.622008, expected=32.000000
predicted=29.622421, expected=28.000000
predicted=24.461264, expected=28.000000
predicted=27.701422, expected=32.000000
predicted=35.862623, expected=20.000000
predicted=22.694404, expected=32.000000
predicted=29.315647, expected=308.000000
predicted=104.612306, expected=12.000000
predicted=65.021226, expected=4.000000
predicted=56.525655, expected=8.000000
predicted=50.614412, expected=28.000000
predicted=51.589737, expected=32.000000
predicted=94.642803, expected=16.000000
predicted=16.321419, expected=16.000000
predicted=15.550897, expected=8.000000
predicted=15.088577, expected=72.000000
predicted=34.169952, expected=8.000000
predicted=24.507517, expected=16.000000
predicted=20.686800, expected=32.000000
predicted=25.172908, expected=60.000000
predicted=32.826096, expected=24.000000
predicted=38.757842, expected=24.000000
predicted=24.644491, expected=40.000000
predicted=31.601958, expected=36.000000
predicted=35.105860, expected=20.000000
predicted=35.163405, expected=4.000000
predicted=21.583451, expected=16.000000
predicted=21.751577, expected=16.000000
predicted=22.797865, expected=40.000000
predicted=25.899775, expected=52.000000
predicted=28.367871, expected=32.000000
predicted=25.190544, expected=24.000000
predicted=27.708577, expected=56.000000
predicted=36.698512, expected=24.000000
predicted=36.232872, expected=84.000000
predicted=51.251772, expected=28.000000
predicted=39.372820, expected=8.000000
predicted=31.206939, expected=16.000000
predicted=35.345428, expected=4.000000
predicted=22.591190, expected=36.000000
predicted=36.087852, expected=8.000000
predicted=17.062672, expected=80.000000
predicted=30.567859, expected=32.000000
predicted=29.372548, expected=4.000000
predicted=21.219797, expected=12.000000
predicted=27.050486, expected=4.000000
predicted=17.841427, expected=12.000000
predicted=28.229982, expected=28.000000
predicted=18.978472, expected=16.000000
predicted=12.249032, expected=24.000000
predicted=16.661327, expected=4.000000
predicted=12.011261, expected=64.000000
predicted=28.122489, expected=88.000000
predicted=44.068315, expected=24.000000
predicted=33.425419, expected=32.000000
predicted=36.703338, expected=32.000000
predicted=34.805996, expected=8.000000
predicted=38.465280, expected=12.000000
predicted=35.748804, expected=12.000000
predicted=18.895876, expected=36.000000
predicted=24.685084, expected=20.000000
predicted=21.672060, expected=12.000000
predicted=15.007505, expected=20.000000
predicted=17.952868, expected=64.000000
predicted=30.414547, expected=64.000000
predicted=40.562320, expected=128.000000
predicted=59.631534, expected=124.000000
predicted=72.496049, expected=112.000000
predicted=83.413369, expected=88.000000
predicted=92.710327, expected=112.000000
predicted=100.661211, expected=40.000000
predicted=94.542799, expected=88.000000
predicted=95.033585, expected=128.000000
predicted=101.667263, expected=128.000000
predicted=101.495972, expected=52.000000
predicted=89.607078, expected=40.000000
predicted=68.313429, expected=128.000000
predicted=97.177478, expected=104.000000
predicted=101.130275, expected=68.000000
predicted=89.229570, expected=124.000000
predicted=88.812745, expected=160.000000
predicted=105.259864, expected=48.000000
predicted=100.078915, expected=48.000000
predicted=87.496458, expected=76.000000
predicted=82.622421, expected=40.000000
predicted=78.475350, expected=16.000000
predicted=67.839766, expected=28.000000
predicted=40.645519, expected=40.000000
predicted=40.453185, expected=16.000000
predicted=36.803023, expected=4.000000
predicted=22.739813, expected=16.000000
predicted=18.530342, expected=24.000000
predicted=21.560944, expected=8.000000
predicted=18.630707, expected=36.000000
predicted=20.311504, expected=84.000000
predicted=34.953537, expected=40.000000
predicted=34.148554, expected=20.000000
predicted=32.910810, expected=8.000000
predicted=26.288288, expected=12.000000
predicted=28.342013, expected=4.000000
predicted=29.304323, expected=80.000000
predicted=36.681474, expected=80.000000
predicted=40.679755, expected=40.000000
predicted=35.725723, expected=12.000000
predicted=32.475700, expected=52.000000
predicted=40.208973, expected=20.000000
predicted=45.293672, expected=4.000000
predicted=34.278236, expected=24.000000
predicted=27.019972, expected=40.000000
predicted=25.060488, expected=16.000000
predicted=27.266183, expected=24.000000
predicted=22.181118, expected=20.000000
predicted=19.162501, expected=16.000000
predicted=21.489107, expected=28.000000
predicted=26.448230, expected=64.000000
predicted=32.364876, expected=28.000000
predicted=29.430540, expected=12.000000
predicted=25.108939, expected=20.000000
predicted=25.468994, expected=32.000000
predicted=29.167399, expected=16.000000
predicted=30.268783, expected=36.000000
predicted=26.623791, expected=104.000000
predicted=45.124450, expected=4.000000
predicted=29.053816, expected=28.000000
predicted=35.714078, expected=12.000000
predicted=28.177932, expected=20.000000
predicted=29.123489, expected=32.000000
predicted=41.576043, expected=64.000000
predicted=29.811979, expected=36.000000
predicted=32.953749, expected=24.000000
predicted=28.551336, expected=32.000000
predicted=32.759572, expected=12.000000
predicted=28.612345, expected=20.000000
predicted=32.765048, expected=28.000000
predicted=26.819263, expected=24.000000
predicted=23.049812, expected=20.000000
predicted=23.575823, expected=4.000000
predicted=15.028142, expected=8.000000
predicted=15.616792, expected=72.000000
predicted=33.204092, expected=52.000000
predicted=33.059630, expected=40.000000
predicted=33.520968, expected=12.000000
predicted=26.333227, expected=12.000000
predicted=25.235810, expected=36.000000
predicted=40.194384, expected=20.000000
predicted=29.269034, expected=76.000000
predicted=40.802771, expected=40.000000
predicted=32.370316, expected=4.000000
predicted=24.789714, expected=68.000000
predicted=45.028276, expected=20.000000
predicted=31.873468, expected=28.000000
predicted=41.500641, expected=28.000000
predicted=32.631565, expected=12.000000
predicted=20.443247, expected=16.000000
predicted=31.114758, expected=4.000000
predicted=15.565280, expected=28.000000
predicted=21.113804, expected=44.000000
predicted=26.239351, expected=36.000000
predicted=24.305734, expected=12.000000
predicted=21.458771, expected=32.000000
predicted=24.393897, expected=4.000000
predicted=22.088220, expected=8.000000
predicted=22.092457, expected=56.000000
predicted=30.937663, expected=4.000000
predicted=15.732944, expected=20.000000
predicted=22.328169, expected=12.000000
predicted=15.218154, expected=8.000000
predicted=13.982374, expected=12.000000
predicted=21.986979, expected=4.000000
predicted=7.957816, expected=36.000000
predicted=18.936667, expected=28.000000
predicted=18.104703, expected=56.000000
predicted=27.583674, expected=12.000000
predicted=22.101537, expected=12.000000
predicted=20.068248, expected=24.000000
predicted=28.019914, expected=40.000000
predicted=29.278081, expected=40.000000
predicted=35.383186, expected=8.000000
predicted=19.639066, expected=64.000000
predicted=34.356965, expected=4.000000
predicted=25.099494, expected=8.000000
Test MSE: 1257.815
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942])]
predicted=95.608433, expected=92.000000
predicted=73.067533, expected=36.000000
predicted=62.817103, expected=76.000000
predicted=81.280922, expected=36.000000
predicted=67.371764, expected=64.000000
predicted=98.748714, expected=148.000000
predicted=87.341514, expected=124.000000
predicted=75.027802, expected=48.000000
predicted=74.531758, expected=16.000000
predicted=63.401522, expected=72.000000
predicted=80.950640, expected=16.000000
predicted=73.059337, expected=60.000000
predicted=67.783986, expected=72.000000
predicted=49.879479, expected=64.000000
predicted=45.117664, expected=84.000000
predicted=65.580932, expected=72.000000
predicted=55.223246, expected=20.000000
predicted=55.545138, expected=96.000000
predicted=75.673106, expected=120.000000
predicted=78.312132, expected=100.000000
predicted=81.214658, expected=96.000000
predicted=83.350794, expected=48.000000
predicted=67.213440, expected=32.000000
predicted=79.899668, expected=72.000000
predicted=86.145235, expected=32.000000
predicted=62.989770, expected=28.000000
predicted=55.268178, expected=120.000000
predicted=64.799979, expected=132.000000
predicted=68.419510, expected=52.000000
predicted=65.399904, expected=8.000000
predicted=52.485733, expected=72.000000
predicted=68.722145, expected=40.000000
predicted=72.177922, expected=72.000000
predicted=74.273863, expected=92.000000
predicted=59.328688, expected=136.000000
predicted=68.509912, expected=56.000000
predicted=70.169367, expected=40.000000
predicted=65.509421, expected=40.000000
predicted=71.141198, expected=48.000000
predicted=70.346125, expected=20.000000
predicted=62.662445, expected=140.000000
predicted=70.933742, expected=136.000000
predicted=70.057222, expected=44.000000
predicted=58.069738, expected=48.000000
predicted=69.536610, expected=96.000000
predicted=76.692646, expected=64.000000
predicted=90.089946, expected=44.000000
predicted=77.788500, expected=88.000000
predicted=66.659193, expected=160.000000
predicted=88.085489, expected=52.000000
predicted=74.891247, expected=48.000000
predicted=73.571167, expected=52.000000
predicted=69.879495, expected=8.000000
predicted=61.948750, expected=56.000000
predicted=79.577540, expected=40.000000
predicted=42.172118, expected=172.000000
predicted=76.910188, expected=40.000000
predicted=49.193195, expected=52.000000
predicted=54.277199, expected=52.000000
predicted=67.773512, expected=48.000000
predicted=60.076802, expected=76.000000
predicted=89.316698, expected=88.000000
predicted=59.164027, expected=80.000000
predicted=64.209146, expected=140.000000
predicted=85.338290, expected=88.000000
predicted=77.671295, expected=48.000000
predicted=79.882820, expected=92.000000
predicted=93.446670, expected=32.000000
predicted=71.675877, expected=84.000000
predicted=92.529690, expected=112.000000
predicted=82.267537, expected=56.000000
predicted=61.802531, expected=64.000000
predicted=76.691573, expected=32.000000
predicted=54.824623, expected=96.000000
predicted=80.842037, expected=48.000000
predicted=69.128010, expected=68.000000
predicted=61.645448, expected=24.000000
predicted=51.966777, expected=68.000000
predicted=56.037625, expected=40.000000
predicted=59.589431, expected=72.000000
predicted=55.437534, expected=16.000000
predicted=45.158322, expected=44.000000
predicted=42.800026, expected=52.000000
predicted=52.331574, expected=92.000000
predicted=55.333538, expected=96.000000
predicted=66.004629, expected=28.000000
predicted=42.767963, expected=48.000000
predicted=58.997234, expected=52.000000
predicted=59.769894, expected=56.000000
predicted=65.121613, expected=36.000000
predicted=56.217960, expected=64.000000
predicted=47.664150, expected=36.000000
predicted=45.674928, expected=72.000000
predicted=55.980248, expected=40.000000
predicted=48.658668, expected=64.000000
predicted=51.777997, expected=24.000000
predicted=47.828236, expected=20.000000
predicted=39.525846, expected=68.000000
predicted=56.130610, expected=52.000000
predicted=42.638229, expected=64.000000
predicted=52.323971, expected=48.000000
predicted=42.405869, expected=52.000000
predicted=46.542247, expected=32.000000
predicted=52.109484, expected=44.000000
predicted=49.378158, expected=72.000000
predicted=56.793529, expected=20.000000
predicted=39.482743, expected=32.000000
predicted=43.624131, expected=32.000000
predicted=37.561477, expected=20.000000
predicted=34.991998, expected=20.000000
predicted=37.202903, expected=36.000000
predicted=27.261046, expected=52.000000
predicted=34.003914, expected=32.000000
predicted=30.339574, expected=72.000000
predicted=41.047090, expected=32.000000
predicted=34.491348, expected=64.000000
predicted=49.227237, expected=20.000000
predicted=41.964467, expected=36.000000
predicted=41.276298, expected=56.000000
predicted=52.363903, expected=16.000000
predicted=31.780099, expected=28.000000
predicted=40.697934, expected=48.000000
predicted=34.433280, expected=20.000000
predicted=30.763546, expected=32.000000
predicted=37.126028, expected=48.000000
predicted=31.974473, expected=60.000000
predicted=39.386207, expected=40.000000
predicted=40.705560, expected=24.000000
predicted=33.072693, expected=44.000000
predicted=41.660675, expected=36.000000
predicted=41.476876, expected=56.000000
predicted=47.415998, expected=44.000000
predicted=39.991584, expected=72.000000
predicted=46.343692, expected=68.000000
predicted=52.803367, expected=68.000000
predicted=54.859901, expected=52.000000
predicted=58.094289, expected=60.000000
predicted=58.818955, expected=36.000000
predicted=57.830326, expected=80.000000
predicted=65.660926, expected=92.000000
predicted=67.654395, expected=56.000000
predicted=57.872713, expected=16.000000
predicted=52.247739, expected=44.000000
predicted=53.057130, expected=20.000000
predicted=51.057231, expected=20.000000
predicted=46.216766, expected=88.000000
predicted=50.699925, expected=140.000000
predicted=58.067692, expected=92.000000
predicted=62.277080, expected=204.000000
predicted=100.649043, expected=8.000000
predicted=64.063699, expected=56.000000
predicted=96.184083, expected=140.000000
predicted=120.092392, expected=48.000000
predicted=80.870928, expected=24.000000
predicted=93.195565, expected=44.000000
predicted=48.400647, expected=52.000000
predicted=58.673495, expected=60.000000
predicted=72.069312, expected=52.000000
predicted=46.802151, expected=44.000000
predicted=42.398828, expected=60.000000
predicted=52.492396, expected=48.000000
predicted=51.205222, expected=36.000000
predicted=49.450971, expected=40.000000
predicted=47.205405, expected=48.000000
predicted=46.064177, expected=116.000000
predicted=66.497552, expected=108.000000
predicted=65.915328, expected=68.000000
predicted=62.450587, expected=16.000000
predicted=56.258392, expected=48.000000
predicted=65.367826, expected=12.000000
predicted=62.087811, expected=44.000000
predicted=58.404467, expected=48.000000
predicted=44.137096, expected=56.000000
predicted=35.864761, expected=52.000000
predicted=44.578629, expected=56.000000
predicted=41.292806, expected=56.000000
predicted=51.178284, expected=16.000000
predicted=42.355893, expected=44.000000
predicted=49.497583, expected=124.000000
predicted=66.961648, expected=104.000000
predicted=66.130331, expected=52.000000
predicted=60.728265, expected=52.000000
predicted=58.559327, expected=60.000000
predicted=67.967398, expected=28.000000
predicted=71.421662, expected=72.000000
predicted=70.851714, expected=72.000000
predicted=56.450882, expected=40.000000
predicted=50.255539, expected=28.000000
predicted=49.415379, expected=20.000000
predicted=38.725841, expected=28.000000
predicted=46.061698, expected=44.000000
predicted=44.326152, expected=52.000000
predicted=37.492379, expected=48.000000
predicted=36.052615, expected=84.000000
predicted=47.806720, expected=64.000000
predicted=49.305035, expected=48.000000
predicted=53.265389, expected=32.000000
predicted=51.796788, expected=8.000000
predicted=42.390473, expected=40.000000
predicted=52.469311, expected=76.000000
predicted=51.645022, expected=40.000000
predicted=38.897447, expected=60.000000
predicted=44.290458, expected=40.000000
predicted=37.539017, expected=32.000000
predicted=44.706253, expected=16.000000
predicted=45.211384, expected=52.000000
predicted=42.874779, expected=108.000000
predicted=60.298638, expected=44.000000
predicted=42.632242, expected=28.000000
predicted=42.758624, expected=48.000000
predicted=46.288938, expected=52.000000
predicted=53.951996, expected=40.000000
predicted=58.808324, expected=52.000000
predicted=45.548646, expected=120.000000
predicted=62.002175, expected=48.000000
predicted=52.327937, expected=52.000000
predicted=59.577388, expected=28.000000
predicted=51.061212, expected=44.000000
predicted=55.724189, expected=28.000000
predicted=59.366757, expected=128.000000
predicted=65.611635, expected=88.000000
predicted=59.390365, expected=60.000000
predicted=55.833508, expected=36.000000
predicted=58.538021, expected=28.000000
predicted=52.827431, expected=40.000000
predicted=71.024150, expected=88.000000
predicted=66.379940, expected=68.000000
predicted=53.905153, expected=8.000000
predicted=36.742988, expected=16.000000
predicted=38.457157, expected=24.000000
predicted=39.265574, expected=152.000000
predicted=78.450922, expected=52.000000
predicted=48.278423, expected=116.000000
predicted=62.115335, expected=56.000000
predicted=58.111640, expected=20.000000
predicted=56.210381, expected=84.000000
predicted=95.328610, expected=40.000000
predicted=54.962409, expected=40.000000
predicted=65.584665, expected=56.000000
predicted=52.132840, expected=60.000000
predicted=46.338953, expected=44.000000
predicted=56.330943, expected=16.000000
predicted=38.447650, expected=40.000000
predicted=43.540358, expected=24.000000
predicted=39.653739, expected=36.000000
predicted=40.305072, expected=4.000000
predicted=25.783277, expected=4.000000
predicted=18.431084, expected=40.000000
predicted=30.151406, expected=32.000000
predicted=23.093384, expected=64.000000
predicted=35.367088, expected=72.000000
predicted=34.958836, expected=72.000000
predicted=43.146562, expected=36.000000
predicted=47.458219, expected=100.000000
predicted=65.436753, expected=56.000000
predicted=62.530308, expected=32.000000
predicted=58.746380, expected=44.000000
predicted=58.957089, expected=48.000000
predicted=49.699612, expected=16.000000
predicted=51.386478, expected=52.000000
predicted=46.498559, expected=36.000000
predicted=35.786153, expected=28.000000
predicted=36.657271, expected=20.000000
predicted=33.942044, expected=68.000000
predicted=38.981676, expected=92.000000
predicted=54.414811, expected=32.000000
predicted=39.560829, expected=56.000000
predicted=48.878642, expected=60.000000
predicted=50.515334, expected=20.000000
predicted=50.608647, expected=40.000000
predicted=56.484724, expected=32.000000
predicted=37.505989, expected=44.000000
predicted=44.394558, expected=76.000000
predicted=51.873883, expected=12.000000
predicted=28.665405, expected=100.000000
predicted=58.707361, expected=40.000000
predicted=43.506051, expected=36.000000
predicted=48.507197, expected=96.000000
predicted=69.119621, expected=144.000000
predicted=71.210547, expected=48.000000
predicted=72.235587, expected=56.000000
predicted=66.108277, expected=56.000000
predicted=66.437108, expected=24.000000
predicted=67.517307, expected=16.000000
predicted=65.627915, expected=20.000000
predicted=36.799426, expected=32.000000
predicted=37.029536, expected=36.000000
predicted=34.582112, expected=96.000000
predicted=44.037535, expected=44.000000
predicted=34.290671, expected=44.000000
predicted=41.966219, expected=20.000000
predicted=40.217813, expected=64.000000
predicted=51.742334, expected=80.000000
predicted=65.856741, expected=36.000000
predicted=43.513592, expected=36.000000
predicted=45.901186, expected=84.000000
predicted=54.161448, expected=56.000000
predicted=57.300893, expected=52.000000
predicted=59.914778, expected=56.000000
predicted=51.779360, expected=72.000000
predicted=57.735869, expected=56.000000
predicted=63.925297, expected=56.000000
predicted=57.616255, expected=48.000000
predicted=54.859818, expected=36.000000
predicted=51.773975, expected=36.000000
predicted=52.259797, expected=40.000000
predicted=46.333539, expected=64.000000
predicted=50.600640, expected=36.000000
predicted=41.483384, expected=32.000000
predicted=39.115934, expected=80.000000
predicted=52.036148, expected=28.000000
predicted=40.452578, expected=56.000000
predicted=53.750233, expected=72.000000
predicted=51.573967, expected=84.000000
predicted=57.225816, expected=56.000000
predicted=63.085001, expected=24.000000
predicted=45.675650, expected=44.000000
predicted=56.263749, expected=24.000000
predicted=49.536687, expected=12.000000
predicted=43.030727, expected=32.000000
predicted=36.501981, expected=76.000000
predicted=39.416758, expected=36.000000
predicted=35.379210, expected=28.000000
predicted=32.527291, expected=44.000000
predicted=36.189945, expected=28.000000
predicted=36.731086, expected=32.000000
predicted=44.885614, expected=36.000000
predicted=34.652839, expected=64.000000
predicted=40.726756, expected=68.000000
predicted=47.200892, expected=16.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=33.693144, expected=40.000000
predicted=42.828573, expected=36.000000
predicted=41.119782, expected=28.000000
predicted=42.673276, expected=40.000000
predicted=43.154904, expected=88.000000
predicted=44.490073, expected=40.000000
predicted=40.922144, expected=40.000000
predicted=43.974825, expected=24.000000
predicted=38.896055, expected=100.000000
predicted=60.939768, expected=52.000000
predicted=57.828633, expected=132.000000
predicted=71.794006, expected=76.000000
predicted=64.234279, expected=68.000000
predicted=66.783008, expected=52.000000
predicted=80.376543, expected=52.000000
predicted=66.703414, expected=88.000000
predicted=88.307750, expected=32.000000
predicted=57.193906, expected=32.000000
predicted=54.161296, expected=92.000000
predicted=63.817346, expected=64.000000
predicted=56.647173, expected=60.000000
predicted=64.841259, expected=28.000000
predicted=45.408031, expected=36.000000
predicted=48.011454, expected=36.000000
predicted=56.345245, expected=64.000000
predicted=52.720938, expected=100.000000
predicted=60.848673, expected=72.000000
predicted=51.796322, expected=60.000000
predicted=57.477618, expected=20.000000
predicted=50.141149, expected=28.000000
predicted=55.820394, expected=48.000000
predicted=61.173284, expected=68.000000
predicted=54.689882, expected=104.000000
predicted=61.893450, expected=32.000000
predicted=40.093781, expected=64.000000
predicted=56.100683, expected=52.000000
predicted=58.076789, expected=88.000000
predicted=71.080640, expected=12.000000
predicted=56.709186, expected=72.000000
predicted=55.397170, expected=88.000000
predicted=66.101346, expected=36.000000
predicted=51.334698, expected=8.000000
predicted=51.350890, expected=32.000000
predicted=37.947039, expected=36.000000
predicted=47.564253, expected=76.000000
predicted=56.329594, expected=20.000000
predicted=30.349321, expected=52.000000
predicted=36.515043, expected=28.000000
predicted=37.227220, expected=68.000000
predicted=48.614978, expected=28.000000
predicted=45.952547, expected=16.000000
predicted=30.546740, expected=28.000000
predicted=39.092307, expected=48.000000
predicted=36.420684, expected=44.000000
predicted=42.581852, expected=44.000000
predicted=34.572946, expected=8.000000
predicted=25.226484, expected=44.000000
predicted=37.581412, expected=36.000000
predicted=37.989337, expected=16.000000
predicted=30.540816, expected=40.000000
predicted=35.539920, expected=16.000000
predicted=21.484465, expected=16.000000
predicted=28.825166, expected=52.000000
predicted=34.387937, expected=36.000000
predicted=26.602069, expected=44.000000
predicted=36.044256, expected=32.000000
predicted=29.887655, expected=96.000000
predicted=49.604407, expected=20.000000
predicted=40.599280, expected=44.000000
predicted=45.253296, expected=44.000000
predicted=46.709305, expected=40.000000
predicted=42.285050, expected=48.000000
predicted=55.740453, expected=48.000000
predicted=38.325690, expected=72.000000
predicted=51.762209, expected=52.000000
predicted=48.671739, expected=36.000000
predicted=45.967394, expected=40.000000
predicted=48.820854, expected=28.000000
predicted=43.685844, expected=36.000000
predicted=47.304024, expected=44.000000
predicted=41.810196, expected=60.000000
predicted=42.309361, expected=4.000000
predicted=30.021081, expected=44.000000
predicted=37.973031, expected=48.000000
predicted=39.801507, expected=32.000000
predicted=37.088087, expected=8.000000
predicted=33.331820, expected=56.000000
predicted=32.915101, expected=48.000000
predicted=39.770672, expected=36.000000
predicted=38.088505, expected=60.000000
predicted=42.512843, expected=40.000000
predicted=35.227076, expected=16.000000
predicted=40.649416, expected=16.000000
predicted=36.178521, expected=44.000000
predicted=37.354542, expected=24.000000
predicted=34.499271, expected=24.000000
predicted=28.692371, expected=32.000000
predicted=25.803969, expected=20.000000
predicted=23.498438, expected=44.000000
Test MSE: 955.118
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809])]
predicted=120.939026, expected=60.000000
predicted=98.393803, expected=68.000000
predicted=105.872869, expected=140.000000
predicted=84.511226, expected=176.000000
predicted=106.646030, expected=92.000000
predicted=97.585693, expected=56.000000
predicted=82.247792, expected=40.000000
predicted=77.029448, expected=36.000000
predicted=85.280385, expected=212.000000
predicted=142.182226, expected=148.000000
predicted=105.884704, expected=152.000000
predicted=111.693773, expected=56.000000
predicted=80.004905, expected=116.000000
predicted=109.221940, expected=192.000000
predicted=166.810668, expected=100.000000
predicted=123.658396, expected=128.000000
predicted=129.195320, expected=104.000000
predicted=102.242368, expected=92.000000
predicted=116.115383, expected=88.000000
predicted=120.482966, expected=120.000000
predicted=108.855742, expected=128.000000
predicted=116.681723, expected=68.000000
predicted=92.069358, expected=48.000000
predicted=80.383215, expected=180.000000
predicted=122.142400, expected=132.000000
predicted=116.909376, expected=84.000000
predicted=104.647086, expected=20.000000
predicted=66.616930, expected=108.000000
predicted=94.802524, expected=56.000000
predicted=97.897586, expected=116.000000
predicted=101.856767, expected=24.000000
predicted=56.334807, expected=148.000000
predicted=89.347134, expected=112.000000
predicted=97.362857, expected=76.000000
predicted=82.027023, expected=64.000000
predicted=85.879333, expected=24.000000
predicted=56.009868, expected=108.000000
predicted=103.491067, expected=136.000000
predicted=101.071342, expected=196.000000
predicted=120.015302, expected=112.000000
predicted=98.114737, expected=128.000000
predicted=106.937250, expected=116.000000
predicted=124.269140, expected=56.000000
predicted=110.682801, expected=60.000000
predicted=111.577573, expected=144.000000
predicted=115.024495, expected=196.000000
predicted=137.683169, expected=20.000000
predicted=79.083628, expected=60.000000
predicted=78.874861, expected=12.000000
predicted=61.422546, expected=64.000000
predicted=91.186989, expected=108.000000
predicted=100.206830, expected=144.000000
predicted=79.029144, expected=136.000000
predicted=92.836820, expected=108.000000
predicted=84.789339, expected=68.000000
predicted=89.128512, expected=88.000000
predicted=104.625961, expected=44.000000
predicted=91.698065, expected=104.000000
predicted=102.525626, expected=100.000000
predicted=91.076848, expected=108.000000
predicted=88.597029, expected=100.000000
predicted=91.005223, expected=92.000000
predicted=84.433510, expected=124.000000
predicted=109.401307, expected=108.000000
predicted=104.720637, expected=56.000000
predicted=88.820195, expected=120.000000
predicted=105.434896, expected=148.000000
predicted=115.258863, expected=100.000000
predicted=108.808350, expected=60.000000
predicted=89.407312, expected=96.000000
predicted=91.212396, expected=124.000000
predicted=114.473114, expected=136.000000
predicted=122.222059, expected=192.000000
predicted=132.594757, expected=144.000000
predicted=118.304266, expected=84.000000
predicted=112.832361, expected=28.000000
predicted=96.510780, expected=72.000000
predicted=106.856675, expected=44.000000
predicted=96.825207, expected=44.000000
predicted=74.892338, expected=120.000000
predicted=81.384439, expected=136.000000
predicted=81.893283, expected=140.000000
predicted=100.582398, expected=32.000000
predicted=63.505810, expected=20.000000
predicted=61.743999, expected=84.000000
predicted=93.674667, expected=88.000000
predicted=93.484020, expected=184.000000
predicted=122.054423, expected=184.000000
predicted=107.111391, expected=72.000000
predicted=81.756483, expected=124.000000
predicted=117.042827, expected=72.000000
predicted=103.179347, expected=92.000000
predicted=126.506870, expected=96.000000
predicted=114.579152, expected=116.000000
predicted=97.961954, expected=36.000000
predicted=79.632386, expected=72.000000
predicted=78.090989, expected=112.000000
predicted=94.087547, expected=60.000000
predicted=78.865731, expected=56.000000
predicted=76.068762, expected=64.000000
predicted=60.745151, expected=192.000000
predicted=116.444292, expected=132.000000
predicted=108.865506, expected=88.000000
predicted=89.173931, expected=48.000000
predicted=76.336324, expected=96.000000
predicted=98.350348, expected=36.000000
predicted=96.941954, expected=152.000000
predicted=115.139520, expected=116.000000
predicted=93.311485, expected=140.000000
predicted=101.373328, expected=76.000000
predicted=92.122357, expected=92.000000
predicted=90.578126, expected=80.000000
predicted=108.382226, expected=144.000000
predicted=119.859587, expected=112.000000
predicted=112.214361, expected=180.000000
predicted=124.946196, expected=100.000000
predicted=107.124434, expected=140.000000
predicted=123.252986, expected=140.000000
predicted=137.419289, expected=144.000000
predicted=135.258775, expected=88.000000
predicted=127.374463, expected=148.000000
predicted=128.758056, expected=88.000000
predicted=117.349299, expected=104.000000
predicted=119.345528, expected=144.000000
predicted=129.040179, expected=136.000000
predicted=118.003947, expected=140.000000
predicted=132.755881, expected=76.000000
predicted=99.632726, expected=100.000000
predicted=111.405707, expected=180.000000
predicted=145.162009, expected=148.000000
predicted=135.056666, expected=140.000000
predicted=133.383353, expected=168.000000
predicted=133.390650, expected=132.000000
predicted=134.568730, expected=196.000000
predicted=173.239557, expected=276.000000
predicted=196.836070, expected=168.000000
predicted=169.044783, expected=72.000000
predicted=143.147782, expected=108.000000
predicted=143.424757, expected=36.000000
predicted=126.209587, expected=140.000000
predicted=161.022611, expected=92.000000
predicted=108.683001, expected=76.000000
predicted=82.658748, expected=172.000000
predicted=120.817333, expected=84.000000
predicted=85.414010, expected=100.000000
predicted=113.021491, expected=156.000000
predicted=119.508405, expected=24.000000
predicted=78.766749, expected=120.000000
predicted=122.851101, expected=112.000000
predicted=98.411382, expected=40.000000
predicted=82.479021, expected=60.000000
predicted=88.508217, expected=64.000000
predicted=61.632053, expected=104.000000
predicted=95.661047, expected=36.000000
predicted=65.897901, expected=88.000000
predicted=67.599630, expected=144.000000
predicted=93.433022, expected=108.000000
predicted=91.133301, expected=84.000000
predicted=91.612058, expected=36.000000
predicted=62.784485, expected=96.000000
predicted=94.684241, expected=68.000000
predicted=92.051520, expected=108.000000
predicted=94.233453, expected=236.000000
predicted=133.135404, expected=112.000000
predicted=96.823470, expected=40.000000
predicted=89.805610, expected=72.000000
predicted=90.580466, expected=92.000000
predicted=108.476104, expected=20.000000
predicted=98.745223, expected=80.000000
predicted=78.936734, expected=120.000000
predicted=77.369319, expected=48.000000
predicted=65.957036, expected=48.000000
predicted=66.119959, expected=36.000000
predicted=46.176591, expected=80.000000
predicted=75.025127, expected=12.000000
predicted=54.344665, expected=180.000000
predicted=93.933899, expected=116.000000
predicted=79.755478, expected=112.000000
predicted=87.802011, expected=168.000000
predicted=117.754207, expected=80.000000
predicted=88.172488, expected=56.000000
predicted=113.531084, expected=52.000000
predicted=88.013004, expected=52.000000
predicted=83.589409, expected=112.000000
predicted=106.333132, expected=176.000000
predicted=108.517143, expected=8.000000
predicted=53.737017, expected=52.000000
predicted=66.671471, expected=32.000000
predicted=57.039359, expected=32.000000
predicted=69.983541, expected=4.000000
predicted=57.428795, expected=104.000000
predicted=51.018642, expected=24.000000
predicted=36.883380, expected=44.000000
predicted=40.805829, expected=108.000000
predicted=61.139668, expected=80.000000
predicted=56.716987, expected=60.000000
predicted=72.583151, expected=84.000000
predicted=63.127151, expected=88.000000
predicted=74.697697, expected=100.000000
predicted=93.615762, expected=136.000000
predicted=100.183118, expected=68.000000
predicted=78.283895, expected=56.000000
predicted=80.103467, expected=48.000000
predicted=74.088454, expected=72.000000
predicted=82.483165, expected=80.000000
predicted=86.800597, expected=36.000000
predicted=54.814048, expected=88.000000
predicted=68.445469, expected=24.000000
predicted=46.577975, expected=68.000000
predicted=66.192637, expected=20.000000
predicted=46.952979, expected=84.000000
predicted=59.846435, expected=92.000000
predicted=72.345004, expected=68.000000
predicted=56.262289, expected=28.000000
predicted=51.936274, expected=44.000000
predicted=47.389765, expected=24.000000
predicted=52.809743, expected=60.000000
predicted=61.613674, expected=44.000000
predicted=47.192778, expected=140.000000
predicted=73.532653, expected=48.000000
predicted=52.221635, expected=44.000000
predicted=51.059366, expected=64.000000
predicted=63.209251, expected=112.000000
predicted=80.789499, expected=72.000000
predicted=86.836796, expected=204.000000
predicted=112.320474, expected=176.000000
predicted=114.804135, expected=100.000000
predicted=107.142243, expected=60.000000
predicted=102.433976, expected=32.000000
predicted=83.064747, expected=100.000000
predicted=126.002127, expected=36.000000
predicted=86.375645, expected=52.000000
predicted=67.218824, expected=220.000000
predicted=113.345063, expected=116.000000
predicted=87.443657, expected=64.000000
predicted=90.544571, expected=32.000000
predicted=61.979978, expected=84.000000
predicted=87.184259, expected=52.000000
predicted=104.324007, expected=48.000000
predicted=70.075787, expected=88.000000
predicted=67.755584, expected=80.000000
predicted=62.647822, expected=60.000000
predicted=68.802004, expected=40.000000
predicted=53.696465, expected=68.000000
predicted=62.654135, expected=64.000000
predicted=69.162418, expected=64.000000
predicted=65.909120, expected=104.000000
predicted=74.645176, expected=56.000000
predicted=58.424636, expected=52.000000
predicted=64.242989, expected=24.000000
predicted=50.948305, expected=20.000000
predicted=47.281231, expected=124.000000
predicted=85.683681, expected=120.000000
predicted=77.138362, expected=56.000000
predicted=60.698497, expected=128.000000
predicted=81.630330, expected=64.000000
predicted=68.017368, expected=76.000000
predicted=96.394356, expected=48.000000
predicted=77.943223, expected=68.000000
predicted=70.341407, expected=196.000000
predicted=126.911467, expected=40.000000
predicted=66.785302, expected=36.000000
predicted=68.146479, expected=56.000000
predicted=63.058747, expected=52.000000
predicted=70.291567, expected=88.000000
predicted=99.291705, expected=92.000000
predicted=64.211789, expected=160.000000
predicted=93.756999, expected=92.000000
predicted=83.224358, expected=100.000000
predicted=91.483064, expected=64.000000
predicted=87.049098, expected=40.000000
predicted=79.905707, expected=60.000000
predicted=91.171647, expected=52.000000
predicted=67.904458, expected=116.000000
predicted=88.153459, expected=100.000000
predicted=76.479477, expected=16.000000
predicted=47.835538, expected=72.000000
predicted=68.299672, expected=24.000000
predicted=50.865275, expected=52.000000
predicted=70.865497, expected=88.000000
predicted=71.029732, expected=56.000000
predicted=47.137902, expected=44.000000
predicted=55.010630, expected=148.000000
predicted=81.163004, expected=212.000000
predicted=120.561269, expected=84.000000
predicted=95.959645, expected=44.000000
predicted=77.046960, expected=36.000000
predicted=71.027745, expected=36.000000
predicted=89.926658, expected=124.000000
predicted=118.845517, expected=16.000000
predicted=48.845424, expected=76.000000
predicted=60.079951, expected=64.000000
predicted=53.745615, expected=84.000000
predicted=68.482236, expected=56.000000
predicted=73.011495, expected=88.000000
predicted=63.116791, expected=28.000000
predicted=56.736776, expected=60.000000
predicted=63.730332, expected=56.000000
predicted=62.729509, expected=40.000000
predicted=52.048600, expected=116.000000
predicted=80.871366, expected=16.000000
predicted=38.215008, expected=28.000000
predicted=48.833046, expected=8.000000
predicted=34.855335, expected=80.000000
predicted=57.084565, expected=124.000000
predicted=84.774802, expected=120.000000
predicted=69.403425, expected=84.000000
predicted=67.415672, expected=44.000000
predicted=56.870264, expected=68.000000
predicted=81.541520, expected=16.000000
predicted=68.467107, expected=124.000000
predicted=96.578727, expected=132.000000
predicted=90.826390, expected=144.000000
predicted=95.987705, expected=64.000000
predicted=77.718188, expected=96.000000
predicted=84.050621, expected=76.000000
predicted=100.736687, expected=72.000000
predicted=98.065370, expected=112.000000
predicted=105.845203, expected=112.000000
predicted=90.585112, expected=112.000000
predicted=100.296968, expected=108.000000
predicted=96.459423, expected=12.000000
predicted=65.729661, expected=56.000000
predicted=83.119017, expected=60.000000
predicted=77.775445, expected=112.000000
predicted=93.220958, expected=112.000000
predicted=88.876849, expected=88.000000
predicted=66.789795, expected=136.000000
predicted=97.807698, expected=48.000000
predicted=75.365140, expected=92.000000
predicted=99.951902, expected=88.000000
predicted=93.898076, expected=48.000000
predicted=76.821759, expected=100.000000
predicted=96.324077, expected=60.000000
predicted=65.017137, expected=144.000000
predicted=104.445628, expected=76.000000
predicted=81.571393, expected=100.000000
predicted=86.019586, expected=52.000000
predicted=78.934101, expected=160.000000
predicted=110.004212, expected=256.000000
predicted=163.781623, expected=204.000000
predicted=146.910167, expected=76.000000
predicted=114.911752, expected=68.000000
predicted=104.793930, expected=40.000000
predicted=116.310880, expected=72.000000
predicted=132.452797, expected=80.000000
predicted=105.178000, expected=176.000000
predicted=107.998463, expected=104.000000
predicted=88.147582, expected=48.000000
predicted=68.714780, expected=72.000000
predicted=82.087427, expected=116.000000
predicted=102.543395, expected=8.000000
predicted=81.294221, expected=36.000000
predicted=63.251935, expected=92.000000
predicted=66.783301, expected=496.000000
predicted=224.512128, expected=532.000000
predicted=286.864417, expected=508.000000
predicted=306.787430, expected=292.000000
predicted=259.386805, expected=304.000000
predicted=306.617863, expected=140.000000
predicted=321.950210, expected=180.000000
predicted=313.522551, expected=88.000000
predicted=235.491711, expected=92.000000
predicted=167.105660, expected=92.000000
predicted=150.587757, expected=100.000000
predicted=113.869165, expected=8.000000
predicted=75.729345, expected=124.000000
predicted=96.851075, expected=168.000000
predicted=122.109253, expected=196.000000
predicted=142.408300, expected=52.000000
predicted=87.786500, expected=64.000000
predicted=72.756078, expected=92.000000
predicted=107.510598, expected=104.000000
predicted=118.406757, expected=76.000000
predicted=104.301383, expected=192.000000
predicted=123.206997, expected=116.000000
predicted=105.582111, expected=164.000000
predicted=133.209946, expected=88.000000
predicted=108.245411, expected=108.000000
predicted=110.395474, expected=64.000000
predicted=111.586731, expected=140.000000
predicted=122.234305, expected=132.000000
predicted=129.697917, expected=116.000000
predicted=108.332188, expected=80.000000
predicted=97.165186, expected=84.000000
predicted=89.479354, expected=116.000000
predicted=116.845519, expected=36.000000
predicted=79.770294, expected=56.000000
predicted=76.213397, expected=112.000000
predicted=91.011068, expected=208.000000
predicted=137.602183, expected=92.000000
predicted=103.348659, expected=72.000000
predicted=77.526195, expected=64.000000
predicted=80.117757, expected=120.000000
predicted=113.946621, expected=72.000000
predicted=109.140563, expected=136.000000
predicted=107.167333, expected=120.000000
predicted=102.364318, expected=84.000000
predicted=88.704905, expected=148.000000
predicted=125.785451, expected=164.000000
predicted=129.385794, expected=132.000000
predicted=132.562462, expected=120.000000
predicted=123.766628, expected=160.000000
predicted=135.672912, expected=156.000000
predicted=150.614815, expected=108.000000
predicted=132.521831, expected=100.000000
predicted=118.752449, expected=64.000000
predicted=98.788986, expected=24.000000
predicted=82.127856, expected=52.000000
predicted=82.134961, expected=92.000000
predicted=84.858990, expected=88.000000
predicted=81.349149, expected=148.000000
predicted=100.892458, expected=68.000000
predicted=67.845837, expected=128.000000
predicted=99.750165, expected=136.000000
predicted=117.030116, expected=92.000000
predicted=100.792175, expected=188.000000
predicted=150.693345, expected=96.000000
predicted=104.417632, expected=112.000000
predicted=120.167564, expected=108.000000
predicted=118.665425, expected=156.000000
predicted=131.063352, expected=108.000000
predicted=130.601171, expected=72.000000
predicted=93.502693, expected=88.000000
predicted=100.186280, expected=64.000000
predicted=87.992607, expected=52.000000
predicted=85.675889, expected=56.000000
predicted=71.653965, expected=28.000000
predicted=50.213402, expected=72.000000
Test MSE: 3283.524
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249])]
predicted=29.107857, expected=8.000000
predicted=27.999567, expected=28.000000
predicted=27.722558, expected=24.000000
predicted=22.684852, expected=12.000000
predicted=22.835966, expected=8.000000
predicted=17.341927, expected=36.000000
predicted=17.772609, expected=8.000000
predicted=19.653120, expected=40.000000
predicted=21.400155, expected=24.000000
predicted=19.963845, expected=16.000000
predicted=22.811965, expected=32.000000
predicted=25.780136, expected=-4.000000
predicted=19.961056, expected=4.000000
predicted=20.909359, expected=12.000000
predicted=13.165145, expected=4.000000
predicted=11.123713, expected=28.000000
predicted=12.659474, expected=24.000000
predicted=9.731085, expected=12.000000
predicted=14.612634, expected=36.000000
predicted=18.254352, expected=36.000000
predicted=21.544859, expected=8.000000
predicted=25.819809, expected=16.000000
predicted=22.741292, expected=4.000000
predicted=18.066644, expected=28.000000
predicted=21.640751, expected=8.000000
predicted=17.074010, expected=24.000000
predicted=14.865136, expected=12.000000
predicted=14.847445, expected=28.000000
predicted=16.850439, expected=8.000000
predicted=18.456512, expected=16.000000
predicted=16.299654, expected=12.000000
predicted=16.470590, expected=8.000000
predicted=14.367196, expected=20.000000
predicted=15.320398, expected=12.000000
predicted=12.314977, expected=16.000000
predicted=14.350756, expected=44.000000
predicted=16.880460, expected=12.000000
predicted=18.742034, expected=12.000000
predicted=20.976465, expected=4.000000
predicted=16.183195, expected=36.000000
predicted=19.466819, expected=4.000000
predicted=19.832934, expected=24.000000
predicted=15.842007, expected=4.000000
predicted=13.688073, expected=8.000000
predicted=13.751097, expected=28.000000
predicted=16.630431, expected=8.000000
predicted=12.619920, expected=48.000000
predicted=19.062984, expected=24.000000
predicted=18.768457, expected=24.000000
predicted=24.302373, expected=24.000000
predicted=25.545697, expected=24.000000
predicted=24.886450, expected=4.000000
predicted=26.533690, expected=12.000000
predicted=19.102931, expected=8.000000
predicted=15.820788, expected=8.000000
predicted=13.939985, expected=28.000000
predicted=13.299704, expected=24.000000
predicted=13.203860, expected=12.000000
predicted=16.223461, expected=40.000000
predicted=18.549566, expected=28.000000
predicted=22.280940, expected=16.000000
predicted=26.307356, expected=48.000000
predicted=26.510100, expected=16.000000
predicted=26.415500, expected=4.000000
predicted=28.250037, expected=36.000000
predicted=22.923902, expected=28.000000
predicted=23.308681, expected=16.000000
predicted=27.235503, expected=32.000000
predicted=21.285979, expected=4.000000
predicted=19.781198, expected=12.000000
predicted=22.924957, expected=20.000000
predicted=17.693193, expected=16.000000
predicted=16.726117, expected=12.000000
predicted=17.205168, expected=16.000000
predicted=12.741917, expected=8.000000
predicted=13.998044, expected=20.000000
predicted=15.312133, expected=40.000000
predicted=17.037623, expected=12.000000
predicted=18.649816, expected=8.000000
predicted=18.899121, expected=40.000000
predicted=18.680193, expected=12.000000
predicted=21.913835, expected=12.000000
predicted=23.446154, expected=44.000000
predicted=18.636273, expected=52.000000
predicted=25.409944, expected=8.000000
predicted=31.175404, expected=16.000000
predicted=25.331803, expected=24.000000
predicted=23.665131, expected=40.000000
predicted=30.216934, expected=8.000000
predicted=26.825237, expected=84.000000
predicted=26.718127, expected=4.000000
predicted=29.393345, expected=12.000000
predicted=33.075417, expected=8.000000
predicted=26.126959, expected=28.000000
predicted=21.349648, expected=36.000000
predicted=30.900622, expected=8.000000
predicted=16.743787, expected=16.000000
predicted=18.716522, expected=12.000000
predicted=17.018535, expected=8.000000
predicted=18.945254, expected=36.000000
predicted=18.809757, expected=28.000000
predicted=16.482458, expected=8.000000
predicted=19.654851, expected=12.000000
predicted=17.689154, expected=28.000000
predicted=18.043655, expected=8.000000
predicted=21.241775, expected=28.000000
predicted=19.226172, expected=16.000000
predicted=15.641503, expected=8.000000
predicted=17.607622, expected=32.000000
predicted=19.362779, expected=44.000000
predicted=19.815950, expected=12.000000
predicted=25.004483, expected=32.000000
predicted=24.195376, expected=4.000000
predicted=21.434535, expected=24.000000
predicted=25.602642, expected=12.000000
predicted=22.203741, expected=40.000000
predicted=19.153368, expected=24.000000
predicted=22.766455, expected=20.000000
predicted=20.806121, expected=28.000000
predicted=24.256042, expected=28.000000
predicted=24.053594, expected=48.000000
predicted=30.797111, expected=56.000000
predicted=32.064757, expected=32.000000
predicted=35.568694, expected=56.000000
predicted=40.492420, expected=20.000000
predicted=40.042167, expected=28.000000
predicted=42.016427, expected=28.000000
predicted=37.148417, expected=24.000000
predicted=31.684081, expected=8.000000
predicted=30.123010, expected=80.000000
predicted=27.026157, expected=12.000000
predicted=30.681927, expected=16.000000
predicted=31.934897, expected=12.000000
predicted=24.879936, expected=40.000000
predicted=24.644314, expected=20.000000
predicted=33.691040, expected=32.000000
predicted=21.648073, expected=16.000000
predicted=22.656020, expected=8.000000
predicted=21.819344, expected=16.000000
predicted=23.197036, expected=20.000000
predicted=17.976529, expected=28.000000
predicted=20.254882, expected=12.000000
predicted=17.262075, expected=12.000000
predicted=16.189620, expected=4.000000
predicted=15.763918, expected=12.000000
predicted=14.836429, expected=4.000000
predicted=13.210869, expected=44.000000
predicted=12.390414, expected=12.000000
predicted=14.562455, expected=24.000000
predicted=16.546885, expected=4.000000
predicted=17.007341, expected=36.000000
predicted=18.027854, expected=12.000000
predicted=23.892762, expected=24.000000
predicted=18.386054, expected=12.000000
predicted=19.487696, expected=8.000000
predicted=15.656627, expected=20.000000
predicted=19.490297, expected=36.000000
predicted=16.481402, expected=20.000000
predicted=20.625499, expected=24.000000
predicted=19.924087, expected=16.000000
predicted=19.990843, expected=28.000000
predicted=23.184302, expected=8.000000
predicted=23.887038, expected=28.000000
predicted=20.186888, expected=4.000000
predicted=19.187383, expected=20.000000
predicted=17.104599, expected=16.000000
predicted=17.856913, expected=12.000000
predicted=14.374946, expected=48.000000
predicted=19.791295, expected=8.000000
predicted=17.880647, expected=12.000000
predicted=20.994200, expected=20.000000
predicted=18.426991, expected=32.000000
predicted=19.828823, expected=20.000000
predicted=25.568513, expected=36.000000
predicted=19.779902, expected=44.000000
predicted=24.964827, expected=48.000000
predicted=31.761188, expected=40.000000
predicted=36.921265, expected=24.000000
predicted=35.621256, expected=20.000000
predicted=36.299622, expected=4.000000
predicted=31.915171, expected=8.000000
predicted=25.766166, expected=16.000000
predicted=19.342064, expected=24.000000
predicted=15.779739, expected=40.000000
predicted=17.960338, expected=4.000000
predicted=16.754412, expected=8.000000
predicted=17.097129, expected=28.000000
predicted=18.165395, expected=24.000000
predicted=20.786820, expected=40.000000
predicted=24.831985, expected=36.000000
predicted=21.763301, expected=60.000000
predicted=30.148411, expected=40.000000
predicted=38.010169, expected=8.000000
predicted=36.321682, expected=16.000000
predicted=34.076918, expected=16.000000
predicted=28.682091, expected=12.000000
predicted=27.683730, expected=16.000000
predicted=19.550579, expected=8.000000
predicted=12.465117, expected=4.000000
predicted=12.518950, expected=20.000000
predicted=12.108465, expected=12.000000
predicted=11.819949, expected=4.000000
predicted=11.796141, expected=16.000000
predicted=10.128133, expected=4.000000
predicted=9.484947, expected=12.000000
predicted=11.915431, expected=4.000000
predicted=8.932846, expected=4.000000
predicted=7.159882, expected=4.000000
predicted=7.771522, expected=12.000000
predicted=5.955870, expected=28.000000
predicted=9.994870, expected=12.000000
predicted=10.854271, expected=44.000000
predicted=16.024328, expected=32.000000
predicted=20.870064, expected=60.000000
predicted=30.113955, expected=16.000000
predicted=33.728145, expected=8.000000
predicted=28.800395, expected=12.000000
predicted=28.568306, expected=28.000000
predicted=24.618453, expected=24.000000
predicted=27.051493, expected=28.000000
predicted=19.655546, expected=12.000000
predicted=18.687371, expected=16.000000
predicted=19.388742, expected=4.000000
predicted=19.152442, expected=52.000000
predicted=20.949921, expected=12.000000
predicted=22.204484, expected=20.000000
predicted=19.902996, expected=24.000000
predicted=20.527548, expected=40.000000
predicted=22.671662, expected=16.000000
predicted=30.154898, expected=32.000000
predicted=23.282450, expected=28.000000
predicted=25.964558, expected=8.000000
predicted=25.298012, expected=12.000000
predicted=24.019190, expected=8.000000
predicted=16.569950, expected=24.000000
predicted=18.641544, expected=8.000000
predicted=16.017649, expected=12.000000
predicted=12.012917, expected=36.000000
predicted=15.369990, expected=20.000000
predicted=17.589740, expected=32.000000
predicted=22.661853, expected=20.000000
predicted=20.950309, expected=4.000000
predicted=20.676338, expected=12.000000
predicted=21.252816, expected=20.000000
predicted=16.998646, expected=8.000000
predicted=17.304221, expected=24.000000
predicted=14.939795, expected=16.000000
predicted=13.361740, expected=44.000000
predicted=19.446573, expected=20.000000
predicted=22.865957, expected=32.000000
predicted=23.342461, expected=36.000000
predicted=28.150129, expected=24.000000
predicted=28.134619, expected=56.000000
predicted=35.227641, expected=28.000000
predicted=32.663143, expected=44.000000
predicted=36.709472, expected=4.000000
predicted=33.583614, expected=16.000000
predicted=27.713724, expected=56.000000
predicted=32.872065, expected=20.000000
predicted=28.946687, expected=12.000000
predicted=28.379881, expected=4.000000
predicted=17.867084, expected=12.000000
predicted=18.635134, expected=36.000000
predicted=23.837489, expected=12.000000
predicted=17.037844, expected=12.000000
predicted=15.386272, expected=40.000000
predicted=17.215512, expected=24.000000
predicted=22.164352, expected=4.000000
predicted=23.714652, expected=40.000000
predicted=20.321701, expected=32.000000
predicted=23.758945, expected=16.000000
predicted=28.064815, expected=28.000000
predicted=24.186149, expected=32.000000
predicted=23.354585, expected=64.000000
predicted=34.364901, expected=8.000000
predicted=32.293717, expected=36.000000
predicted=30.496204, expected=16.000000
predicted=30.383623, expected=16.000000
predicted=28.801614, expected=16.000000
predicted=27.782856, expected=8.000000
predicted=16.235220, expected=16.000000
predicted=18.466522, expected=4.000000
predicted=12.953292, expected=12.000000
predicted=11.970419, expected=20.000000
predicted=12.186632, expected=20.000000
predicted=13.008912, expected=28.000000
predicted=16.688494, expected=44.000000
predicted=20.190696, expected=36.000000
predicted=26.648070, expected=36.000000
predicted=31.072719, expected=24.000000
predicted=31.481070, expected=28.000000
predicted=32.238507, expected=12.000000
predicted=30.676163, expected=28.000000
predicted=26.973789, expected=12.000000
predicted=23.876187, expected=8.000000
predicted=19.153168, expected=28.000000
predicted=18.735743, expected=16.000000
predicted=17.007268, expected=20.000000
predicted=19.481006, expected=20.000000
predicted=17.179274, expected=52.000000
predicted=22.203702, expected=16.000000
predicted=26.821452, expected=24.000000
predicted=25.286053, expected=28.000000
predicted=25.833786, expected=12.000000
predicted=25.093150, expected=16.000000
predicted=25.842506, expected=4.000000
predicted=16.521498, expected=4.000000
predicted=14.608762, expected=12.000000
predicted=12.454372, expected=28.000000
predicted=11.782912, expected=16.000000
predicted=14.159622, expected=24.000000
predicted=14.873863, expected=20.000000
predicted=17.010167, expected=72.000000
predicted=26.511374, expected=136.000000
predicted=49.925868, expected=48.000000
predicted=57.109449, expected=52.000000
predicted=61.268568, expected=16.000000
predicted=54.171232, expected=44.000000
predicted=58.943528, expected=36.000000
predicted=57.087528, expected=16.000000
predicted=35.668606, expected=32.000000
predicted=32.520054, expected=20.000000
predicted=26.455533, expected=32.000000
predicted=29.966137, expected=36.000000
predicted=29.005032, expected=4.000000
predicted=23.806380, expected=8.000000
predicted=21.421350, expected=20.000000
predicted=18.411037, expected=8.000000
predicted=17.796156, expected=32.000000
predicted=18.505140, expected=16.000000
predicted=15.137297, expected=32.000000
predicted=19.687630, expected=12.000000
predicted=20.405023, expected=36.000000
predicted=22.194789, expected=12.000000
predicted=23.729671, expected=40.000000
predicted=24.333255, expected=36.000000
predicted=28.543466, expected=8.000000
predicted=24.739273, expected=36.000000
predicted=27.490301, expected=24.000000
predicted=25.280199, expected=40.000000
predicted=31.042488, expected=8.000000
predicted=26.289550, expected=24.000000
predicted=22.537843, expected=32.000000
predicted=26.608125, expected=8.000000
predicted=23.096586, expected=12.000000
predicted=20.717593, expected=24.000000
predicted=16.927637, expected=32.000000
predicted=21.923683, expected=20.000000
predicted=22.465615, expected=32.000000
predicted=21.620487, expected=44.000000
predicted=27.306043, expected=36.000000
predicted=32.164649, expected=44.000000
predicted=35.459164, expected=8.000000
predicted=31.052386, expected=24.000000
predicted=30.171831, expected=40.000000
predicted=31.443416, expected=24.000000
predicted=29.853669, expected=32.000000
predicted=29.421763, expected=52.000000
predicted=29.778162, expected=8.000000
predicted=30.926024, expected=20.000000
predicted=29.207639, expected=12.000000
predicted=23.174031, expected=28.000000
predicted=24.404723, expected=92.000000
predicted=35.734054, expected=24.000000
predicted=33.617624, expected=4.000000
predicted=31.480926, expected=16.000000
predicted=26.601123, expected=12.000000
predicted=27.823862, expected=8.000000
predicted=26.877010, expected=28.000000
predicted=15.337494, expected=32.000000
predicted=16.891443, expected=36.000000
predicted=23.095658, expected=36.000000
predicted=26.004402, expected=20.000000
predicted=26.698847, expected=4.000000
predicted=25.421611, expected=20.000000
predicted=23.357683, expected=28.000000
predicted=23.627860, expected=20.000000
predicted=22.351617, expected=36.000000
predicted=21.878950, expected=20.000000
predicted=21.310618, expected=32.000000
predicted=26.097713, expected=8.000000
Test MSE: 279.386
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277])]
predicted=8.600613, expected=4.000000
predicted=7.628262, expected=4.000000
predicted=7.964046, expected=4.000000
predicted=5.586245, expected=8.000000
predicted=5.465778, expected=24.000000
predicted=9.028947, expected=12.000000
predicted=8.564046, expected=4.000000
predicted=10.369363, expected=4.000000
predicted=9.606685, expected=24.000000
predicted=13.418741, expected=4.000000
predicted=9.861559, expected=4.000000
predicted=10.120341, expected=4.000000
predicted=7.118931, expected=4.000000
predicted=7.439711, expected=4.000000
predicted=6.549874, expected=16.000000
predicted=6.412630, expected=4.000000
predicted=5.046980, expected=20.000000
predicted=10.207965, expected=4.000000
predicted=7.427108, expected=4.000000
predicted=9.991087, expected=4.000000
predicted=8.141400, expected=4.000000
predicted=6.665823, expected=4.000000
predicted=6.153827, expected=8.000000
predicted=4.756288, expected=12.000000
predicted=5.973262, expected=8.000000
predicted=6.547766, expected=4.000000
predicted=6.941826, expected=8.000000
predicted=7.671619, expected=8.000000
predicted=7.683838, expected=4.000000
predicted=7.115011, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=6.115985, expected=4.000000
predicted=5.242964, expected=8.000000
predicted=5.988367, expected=4.000000
predicted=4.894862, expected=4.000000
predicted=4.937823, expected=12.000000
predicted=6.204410, expected=4.000000
predicted=5.410941, expected=4.000000
predicted=6.489064, expected=4.000000
predicted=5.200628, expected=8.000000
predicted=6.105801, expected=8.000000
predicted=6.255315, expected=20.000000
predicted=8.597080, expected=8.000000
predicted=7.959872, expected=12.000000
predicted=11.207127, expected=4.000000
predicted=9.477628, expected=8.000000
predicted=10.564583, expected=4.000000
predicted=8.552372, expected=12.000000
predicted=8.422176, expected=4.000000
predicted=6.566659, expected=4.000000
predicted=6.537299, expected=8.000000
predicted=6.596633, expected=4.000000
predicted=5.673111, expected=4.000000
predicted=6.067463, expected=20.000000
predicted=7.798402, expected=4.000000
predicted=6.245510, expected=12.000000
predicted=10.011091, expected=4.000000
predicted=7.325093, expected=8.000000
predicted=9.274902, expected=8.000000
predicted=8.783258, expected=8.000000
predicted=7.433328, expected=8.000000
predicted=7.933066, expected=4.000000
predicted=6.626609, expected=8.000000
predicted=7.571196, expected=8.000000
predicted=7.038758, expected=20.000000
predicted=9.736108, expected=28.000000
predicted=12.723835, expected=4.000000
predicted=11.560462, expected=4.000000
predicted=13.419499, expected=8.000000
predicted=11.777373, expected=4.000000
predicted=10.751913, expected=4.000000
predicted=8.470650, expected=4.000000
predicted=4.565109, expected=8.000000
predicted=5.434316, expected=4.000000
predicted=4.953836, expected=8.000000
predicted=5.737065, expected=4.000000
predicted=4.987482, expected=4.000000
predicted=5.555615, expected=4.000000
predicted=5.151714, expected=4.000000
predicted=4.603043, expected=8.000000
predicted=5.366927, expected=4.000000
predicted=4.374717, expected=4.000000
predicted=4.907590, expected=8.000000
predicted=5.395606, expected=4.000000
predicted=5.024769, expected=4.000000
predicted=5.492351, expected=4.000000
predicted=4.568036, expected=4.000000
predicted=4.606318, expected=4.000000
predicted=4.538463, expected=12.000000
predicted=5.610197, expected=8.000000
predicted=5.620580, expected=4.000000
predicted=6.277644, expected=8.000000
predicted=6.959890, expected=8.000000
predicted=7.108904, expected=16.000000
predicted=9.626367, expected=4.000000
predicted=7.357088, expected=8.000000
predicted=8.904500, expected=4.000000
predicted=7.466943, expected=4.000000
predicted=7.450056, expected=12.000000
predicted=7.958390, expected=12.000000
predicted=7.098143, expected=4.000000
predicted=7.268256, expected=4.000000
predicted=7.074250, expected=8.000000
predicted=7.328280, expected=24.000000
predicted=10.985467, expected=4.000000
predicted=8.094721, expected=8.000000
predicted=10.120468, expected=8.000000
predicted=9.010558, expected=4.000000
predicted=9.252201, expected=4.000000
predicted=8.454716, expected=8.000000
predicted=6.061687, expected=4.000000
predicted=5.614716, expected=4.000000
predicted=5.488192, expected=4.000000
predicted=4.585677, expected=12.000000
predicted=6.248357, expected=12.000000
predicted=6.997596, expected=8.000000
predicted=7.480755, expected=16.000000
predicted=9.980018, expected=4.000000
predicted=8.714265, expected=4.000000
predicted=9.904803, expected=28.000000
predicted=12.500162, expected=12.000000
Test MSE: 34.876
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236])]
predicted=220.454734, expected=36.000000
predicted=166.656498, expected=100.000000
predicted=145.445533, expected=24.000000
predicted=136.038705, expected=80.000000
predicted=109.838278, expected=100.000000
predicted=149.913426, expected=80.000000
predicted=69.792139, expected=140.000000
predicted=94.420148, expected=160.000000
predicted=101.141312, expected=80.000000
predicted=102.764584, expected=120.000000
predicted=112.620593, expected=116.000000
predicted=112.955542, expected=88.000000
predicted=115.294735, expected=136.000000
predicted=121.157623, expected=28.000000
predicted=85.563839, expected=48.000000
predicted=85.036508, expected=164.000000
predicted=104.313962, expected=132.000000
predicted=104.026333, expected=80.000000
predicted=99.337469, expected=24.000000
predicted=68.212015, expected=64.000000
predicted=79.002534, expected=12.000000
predicted=75.210923, expected=40.000000
predicted=60.147726, expected=52.000000
predicted=47.324716, expected=244.000000
predicted=91.481579, expected=156.000000
predicted=103.193082, expected=40.000000
predicted=80.555963, expected=68.000000
predicted=89.951088, expected=72.000000
predicted=96.326371, expected=92.000000
predicted=117.812533, expected=92.000000
predicted=91.583281, expected=84.000000
predicted=73.702367, expected=160.000000
predicted=101.334231, expected=112.000000
predicted=101.932139, expected=112.000000
predicted=108.431242, expected=96.000000
predicted=105.835728, expected=116.000000
predicted=111.571563, expected=120.000000
predicted=121.689661, expected=164.000000
predicted=125.433371, expected=496.000000
predicted=223.378628, expected=52.000000
predicted=158.906037, expected=8.000000
predicted=140.173313, expected=8.000000
predicted=120.160222, expected=140.000000
predicted=149.339633, expected=88.000000
predicted=152.164232, expected=48.000000
predicted=55.076234, expected=60.000000
predicted=55.454250, expected=52.000000
predicted=60.817051, expected=20.000000
predicted=65.348265, expected=244.000000
predicted=105.929240, expected=108.000000
predicted=88.710827, expected=44.000000
predicted=80.016735, expected=96.000000
predicted=91.139605, expected=200.000000
predicted=123.299960, expected=212.000000
predicted=163.455882, expected=204.000000
predicted=149.086364, expected=44.000000
predicted=115.495451, expected=36.000000
predicted=117.667520, expected=80.000000
predicted=128.711676, expected=68.000000
predicted=109.073943, expected=76.000000
predicted=90.146007, expected=16.000000
predicted=47.094856, expected=84.000000
predicted=61.773090, expected=80.000000
predicted=69.632102, expected=4.000000
predicted=47.922029, expected=4.000000
predicted=39.881090, expected=44.000000
predicted=38.329455, expected=88.000000
predicted=57.485900, expected=104.000000
predicted=61.380112, expected=124.000000
predicted=65.775070, expected=276.000000
predicted=125.058074, expected=80.000000
predicted=109.055082, expected=80.000000
predicted=116.399408, expected=68.000000
predicted=113.862520, expected=60.000000
predicted=108.125983, expected=68.000000
predicted=109.601459, expected=44.000000
predicted=63.828415, expected=40.000000
predicted=57.821641, expected=108.000000
predicted=70.832022, expected=68.000000
predicted=64.585215, expected=44.000000
predicted=59.172833, expected=40.000000
predicted=53.731460, expected=152.000000
predicted=84.403903, expected=84.000000
predicted=83.805846, expected=96.000000
predicted=81.526648, expected=124.000000
predicted=92.240585, expected=460.000000
predicted=197.650571, expected=120.000000
predicted=164.012555, expected=100.000000
predicted=150.455102, expected=44.000000
predicted=142.780144, expected=88.000000
predicted=144.737542, expected=60.000000
predicted=151.062097, expected=100.000000
predicted=88.423035, expected=56.000000
predicted=73.420416, expected=24.000000
predicted=54.606683, expected=32.000000
predicted=57.405432, expected=68.000000
predicted=58.085739, expected=48.000000
predicted=55.414083, expected=68.000000
predicted=51.904374, expected=92.000000
predicted=59.210037, expected=12.000000
predicted=45.445266, expected=24.000000
predicted=48.221405, expected=124.000000
predicted=70.255067, expected=52.000000
predicted=59.851113, expected=56.000000
predicted=60.317070, expected=112.000000
predicted=68.555154, expected=32.000000
predicted=58.340233, expected=136.000000
predicted=94.316966, expected=108.000000
predicted=85.212538, expected=20.000000
predicted=66.655819, expected=44.000000
predicted=73.197843, expected=52.000000
predicted=61.459498, expected=160.000000
predicted=99.254169, expected=136.000000
predicted=94.719706, expected=92.000000
predicted=80.870161, expected=28.000000
predicted=74.923837, expected=44.000000
predicted=77.556946, expected=124.000000
predicted=104.943090, expected=88.000000
predicted=87.723558, expected=100.000000
predicted=82.184948, expected=148.000000
predicted=94.392740, expected=84.000000
predicted=92.524164, expected=92.000000
predicted=104.526448, expected=76.000000
predicted=94.580550, expected=180.000000
predicted=122.144590, expected=88.000000
predicted=109.671016, expected=68.000000
predicted=91.941529, expected=72.000000
predicted=93.188297, expected=4.000000
predicted=69.366796, expected=12.000000
predicted=67.527852, expected=36.000000
predicted=47.338320, expected=104.000000
predicted=57.888841, expected=128.000000
predicted=69.794272, expected=68.000000
predicted=56.222934, expected=76.000000
predicted=68.043363, expected=12.000000
predicted=60.083237, expected=16.000000
predicted=61.161145, expected=32.000000
predicted=55.921518, expected=96.000000
predicted=57.529123, expected=184.000000
predicted=87.006186, expected=80.000000
predicted=67.293271, expected=136.000000
predicted=92.656395, expected=52.000000
predicted=86.766858, expected=92.000000
predicted=103.065992, expected=48.000000
predicted=96.314795, expected=168.000000
predicted=105.278229, expected=24.000000
predicted=80.784517, expected=132.000000
predicted=88.953194, expected=104.000000
predicted=97.601621, expected=40.000000
predicted=75.391909, expected=4.000000
predicted=73.018996, expected=56.000000
predicted=56.984578, expected=208.000000
predicted=110.965150, expected=4.000000
predicted=61.058430, expected=16.000000
predicted=46.459500, expected=36.000000
predicted=50.702190, expected=64.000000
predicted=62.521297, expected=76.000000
predicted=75.936568, expected=72.000000
predicted=45.809670, expected=56.000000
predicted=51.249977, expected=48.000000
predicted=55.579624, expected=32.000000
predicted=54.316664, expected=36.000000
predicted=51.725157, expected=28.000000
predicted=44.014512, expected=104.000000
predicted=58.428331, expected=108.000000
predicted=65.702733, expected=68.000000
predicted=60.568024, expected=112.000000
predicted=79.014867, expected=4.000000
predicted=58.542400, expected=28.000000
predicted=65.367061, expected=128.000000
predicted=85.394422, expected=44.000000
predicted=60.562434, expected=156.000000
predicted=90.603876, expected=40.000000
predicted=59.949118, expected=48.000000
predicted=66.196201, expected=40.000000
predicted=74.544830, expected=44.000000
predicted=58.099374, expected=44.000000
predicted=64.401697, expected=100.000000
predicted=58.464638, expected=184.000000
predicted=90.728718, expected=148.000000
predicted=97.948391, expected=124.000000
predicted=105.234642, expected=52.000000
predicted=96.488813, expected=520.000000
predicted=230.569775, expected=52.000000
predicted=168.409839, expected=88.000000
predicted=149.237345, expected=88.000000
predicted=152.194590, expected=152.000000
predicted=150.130321, expected=76.000000
predicted=171.287607, expected=104.000000
predicted=91.734491, expected=16.000000
predicted=79.604898, expected=52.000000
predicted=76.309724, expected=28.000000
predicted=70.565057, expected=100.000000
predicted=66.367678, expected=56.000000
predicted=61.635355, expected=96.000000
predicted=59.337174, expected=456.000000
predicted=171.851397, expected=92.000000
predicted=128.207984, expected=28.000000
predicted=119.951620, expected=84.000000
predicted=132.432858, expected=56.000000
predicted=121.398566, expected=28.000000
predicted=127.562507, expected=104.000000
predicted=72.292928, expected=500.000000
predicted=177.971436, expected=44.000000
predicted=120.103369, expected=36.000000
predicted=113.186539, expected=88.000000
predicted=131.708853, expected=100.000000
predicted=130.585227, expected=84.000000
predicted=155.768142, expected=280.000000
predicted=124.507549, expected=84.000000
predicted=101.911171, expected=84.000000
predicted=112.639924, expected=80.000000
predicted=116.784045, expected=72.000000
predicted=102.725436, expected=80.000000
predicted=121.583029, expected=488.000000
predicted=186.477073, expected=80.000000
predicted=131.405845, expected=144.000000
predicted=148.811356, expected=28.000000
predicted=137.383460, expected=28.000000
predicted=115.041127, expected=68.000000
predicted=166.473704, expected=56.000000
predicted=64.952491, expected=88.000000
predicted=77.459476, expected=204.000000
predicted=90.526014, expected=112.000000
predicted=89.218162, expected=80.000000
predicted=95.552511, expected=220.000000
predicted=133.849540, expected=136.000000
predicted=133.397972, expected=188.000000
predicted=164.303746, expected=76.000000
predicted=128.336198, expected=104.000000
predicted=123.494764, expected=92.000000
predicted=138.838481, expected=148.000000
predicted=126.039308, expected=104.000000
predicted=123.662420, expected=108.000000
predicted=102.510132, expected=148.000000
predicted=120.873818, expected=80.000000
predicted=106.521640, expected=32.000000
predicted=97.940805, expected=76.000000
predicted=90.754238, expected=84.000000
predicted=88.000717, expected=120.000000
predicted=98.034696, expected=108.000000
predicted=86.870462, expected=40.000000
predicted=67.838872, expected=60.000000
predicted=78.237857, expected=28.000000
predicted=68.108160, expected=104.000000
predicted=82.525558, expected=96.000000
predicted=79.205035, expected=92.000000
predicted=69.256123, expected=108.000000
predicted=83.804342, expected=32.000000
predicted=66.296288, expected=64.000000
predicted=81.585015, expected=104.000000
predicted=86.737701, expected=12.000000
predicted=62.300202, expected=96.000000
predicted=76.022110, expected=44.000000
predicted=55.075732, expected=140.000000
predicted=81.514559, expected=80.000000
predicted=83.199976, expected=60.000000
predicted=63.821955, expected=60.000000
predicted=80.041028, expected=36.000000
predicted=62.270370, expected=16.000000
predicted=65.039314, expected=80.000000
predicted=60.188576, expected=48.000000
predicted=50.276131, expected=124.000000
predicted=67.802068, expected=128.000000
predicted=77.009894, expected=88.000000
predicted=75.207471, expected=64.000000
predicted=85.490396, expected=72.000000
predicted=81.516693, expected=20.000000
predicted=77.592404, expected=56.000000
predicted=73.520255, expected=128.000000
predicted=80.076027, expected=20.000000
predicted=54.710145, expected=76.000000
predicted=64.409307, expected=44.000000
predicted=53.221099, expected=88.000000
predicted=67.886476, expected=116.000000
predicted=88.639383, expected=92.000000
predicted=69.888431, expected=48.000000
predicted=73.816874, expected=32.000000
predicted=62.682202, expected=48.000000
predicted=68.594798, expected=52.000000
predicted=66.856556, expected=132.000000
predicted=77.319222, expected=80.000000
predicted=66.081521, expected=76.000000
predicted=66.836878, expected=132.000000
predicted=89.736959, expected=44.000000
predicted=77.017383, expected=76.000000
predicted=91.329980, expected=4.000000
predicted=62.125339, expected=56.000000
predicted=62.585698, expected=112.000000
predicted=81.827707, expected=84.000000
predicted=62.888889, expected=4.000000
predicted=51.531146, expected=124.000000
predicted=66.028299, expected=508.000000
predicted=187.397728, expected=32.000000
predicted=126.452785, expected=92.000000
predicted=132.488639, expected=128.000000
predicted=140.217511, expected=128.000000
predicted=152.323232, expected=12.000000
predicted=167.173363, expected=24.000000
predicted=61.676297, expected=4.000000
predicted=58.902349, expected=40.000000
predicted=56.670480, expected=76.000000
predicted=57.100994, expected=76.000000
predicted=40.393032, expected=76.000000
predicted=51.218814, expected=12.000000
predicted=39.990575, expected=20.000000
predicted=45.217746, expected=28.000000
predicted=47.330489, expected=80.000000
predicted=52.993560, expected=56.000000
predicted=48.880923, expected=116.000000
predicted=56.757066, expected=108.000000
predicted=70.089291, expected=16.000000
predicted=56.982232, expected=36.000000
predicted=66.647999, expected=80.000000
predicted=68.546814, expected=64.000000
predicted=70.570466, expected=112.000000
predicted=78.077654, expected=84.000000
predicted=64.329807, expected=96.000000
predicted=76.898819, expected=96.000000
predicted=89.731372, expected=56.000000
predicted=78.566654, expected=12.000000
predicted=70.872355, expected=92.000000
predicted=75.792411, expected=84.000000
predicted=74.715623, expected=44.000000
predicted=62.891971, expected=92.000000
predicted=67.934694, expected=120.000000
predicted=74.236876, expected=24.000000
predicted=69.612125, expected=80.000000
predicted=76.654025, expected=88.000000
predicted=73.978349, expected=172.000000
predicted=102.912361, expected=140.000000
predicted=110.885972, expected=96.000000
predicted=93.443465, expected=100.000000
predicted=110.242084, expected=52.000000
predicted=98.354933, expected=120.000000
predicted=117.939781, expected=48.000000
predicted=90.618459, expected=92.000000
predicted=85.349267, expected=92.000000
predicted=87.499129, expected=48.000000
predicted=68.231267, expected=92.000000
predicted=87.096394, expected=76.000000
predicted=72.371964, expected=80.000000
predicted=79.841193, expected=108.000000
predicted=87.329407, expected=68.000000
predicted=74.286606, expected=40.000000
predicted=73.739870, expected=92.000000
predicted=79.434871, expected=480.000000
predicted=181.298771, expected=104.000000
predicted=137.798473, expected=28.000000
predicted=119.320191, expected=88.000000
predicted=135.325403, expected=64.000000
predicted=121.607226, expected=60.000000
predicted=155.215076, expected=72.000000
predicted=73.545286, expected=96.000000
predicted=67.539344, expected=24.000000
predicted=62.919349, expected=32.000000
predicted=55.653796, expected=76.000000
predicted=62.386237, expected=92.000000
predicted=67.029099, expected=104.000000
predicted=76.617757, expected=36.000000
predicted=55.162788, expected=52.000000
predicted=61.608475, expected=76.000000
predicted=73.449593, expected=104.000000
predicted=79.945074, expected=60.000000
predicted=72.785490, expected=164.000000
predicted=89.334784, expected=8.000000
predicted=66.361981, expected=108.000000
predicted=88.085269, expected=108.000000
predicted=96.748101, expected=156.000000
predicted=100.348709, expected=128.000000
predicted=119.896033, expected=28.000000
predicted=75.159364, expected=72.000000
predicted=98.858372, expected=100.000000
predicted=98.934158, expected=84.000000
predicted=95.518941, expected=32.000000
predicted=73.641350, expected=28.000000
predicted=52.211475, expected=124.000000
predicted=79.270253, expected=76.000000
predicted=74.114212, expected=60.000000
predicted=67.289824, expected=444.000000
predicted=161.451776, expected=28.000000
predicted=103.705623, expected=108.000000
predicted=138.032111, expected=8.000000
predicted=113.142538, expected=136.000000
predicted=116.999483, expected=32.000000
predicted=142.840954, expected=140.000000
predicted=76.007100, expected=76.000000
predicted=87.639142, expected=140.000000
predicted=84.916433, expected=128.000000
predicted=115.816598, expected=12.000000
predicted=73.058941, expected=12.000000
predicted=82.380361, expected=128.000000
predicted=87.086916, expected=92.000000
predicted=87.052588, expected=176.000000
predicted=103.641382, expected=52.000000
predicted=72.791818, expected=72.000000
predicted=79.460966, expected=100.000000
predicted=107.170527, expected=12.000000
predicted=73.262948, expected=32.000000
predicted=77.700840, expected=92.000000
predicted=63.550292, expected=68.000000
predicted=61.486650, expected=28.000000
predicted=55.933028, expected=72.000000
predicted=51.296537, expected=124.000000
Test MSE: 6841.295
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695])]
predicted=37.403792, expected=80.000000
predicted=43.935849, expected=84.000000
predicted=57.386816, expected=72.000000
predicted=66.148781, expected=24.000000
predicted=47.742197, expected=72.000000
predicted=62.352679, expected=24.000000
predicted=54.532148, expected=12.000000
predicted=46.044248, expected=48.000000
predicted=46.066083, expected=88.000000
predicted=46.411376, expected=12.000000
predicted=41.363603, expected=20.000000
predicted=33.910897, expected=44.000000
predicted=35.232394, expected=56.000000
predicted=43.482404, expected=52.000000
predicted=51.054715, expected=68.000000
predicted=43.876761, expected=8.000000
predicted=34.580182, expected=40.000000
predicted=44.614279, expected=20.000000
predicted=38.130566, expected=28.000000
predicted=34.957976, expected=16.000000
predicted=32.358957, expected=36.000000
predicted=23.897187, expected=88.000000
predicted=45.016159, expected=20.000000
predicted=30.608285, expected=36.000000
predicted=38.666891, expected=24.000000
predicted=32.994740, expected=20.000000
predicted=32.612761, expected=12.000000
predicted=35.894840, expected=84.000000
predicted=37.856940, expected=40.000000
predicted=35.539959, expected=40.000000
predicted=37.429455, expected=44.000000
predicted=40.130743, expected=44.000000
predicted=38.815744, expected=64.000000
predicted=57.438340, expected=52.000000
predicted=47.156435, expected=64.000000
predicted=52.449058, expected=40.000000
predicted=49.339926, expected=28.000000
predicted=45.225290, expected=32.000000
predicted=46.237375, expected=20.000000
predicted=36.517869, expected=60.000000
predicted=45.330612, expected=96.000000
predicted=51.977690, expected=36.000000
predicted=42.324738, expected=40.000000
predicted=47.402066, expected=36.000000
predicted=43.195428, expected=96.000000
predicted=63.452846, expected=56.000000
predicted=62.561511, expected=48.000000
predicted=51.170955, expected=32.000000
predicted=48.931533, expected=28.000000
predicted=43.540405, expected=44.000000
predicted=53.691608, expected=32.000000
predicted=39.557537, expected=48.000000
predicted=41.038835, expected=44.000000
predicted=38.298430, expected=80.000000
predicted=48.799778, expected=20.000000
predicted=41.284742, expected=44.000000
predicted=44.239263, expected=112.000000
predicted=64.266884, expected=28.000000
predicted=47.610168, expected=28.000000
predicted=54.766871, expected=20.000000
predicted=37.550827, expected=16.000000
predicted=35.250276, expected=44.000000
predicted=48.344820, expected=16.000000
predicted=23.484416, expected=96.000000
predicted=44.393463, expected=8.000000
predicted=28.389787, expected=52.000000
predicted=39.396458, expected=28.000000
predicted=39.932746, expected=12.000000
predicted=28.657531, expected=28.000000
predicted=42.364147, expected=16.000000
predicted=20.189849, expected=80.000000
predicted=42.752322, expected=16.000000
predicted=27.852697, expected=28.000000
predicted=29.295499, expected=24.000000
predicted=31.077996, expected=24.000000
predicted=27.357843, expected=4.000000
predicted=30.635302, expected=68.000000
predicted=31.151519, expected=80.000000
predicted=41.619866, expected=32.000000
predicted=36.974493, expected=16.000000
predicted=35.766073, expected=8.000000
predicted=27.929024, expected=16.000000
predicted=35.095889, expected=48.000000
predicted=38.749169, expected=36.000000
predicted=27.383655, expected=20.000000
predicted=23.415870, expected=16.000000
predicted=22.105254, expected=72.000000
predicted=37.060330, expected=4.000000
predicted=29.383776, expected=64.000000
predicted=40.033509, expected=20.000000
predicted=30.045783, expected=24.000000
predicted=29.705445, expected=12.000000
predicted=34.618188, expected=56.000000
predicted=29.329267, expected=44.000000
predicted=39.746310, expected=24.000000
predicted=28.603554, expected=16.000000
predicted=28.260660, expected=32.000000
predicted=28.306276, expected=24.000000
predicted=32.800157, expected=60.000000
predicted=37.521726, expected=8.000000
predicted=24.718144, expected=20.000000
predicted=25.237788, expected=24.000000
predicted=27.942538, expected=48.000000
predicted=30.597903, expected=64.000000
predicted=42.853873, expected=8.000000
predicted=24.470112, expected=12.000000
predicted=27.423776, expected=20.000000
predicted=27.278194, expected=4.000000
predicted=23.651115, expected=4.000000
predicted=21.110602, expected=28.000000
predicted=13.894001, expected=8.000000
predicted=11.232161, expected=16.000000
predicted=14.503111, expected=8.000000
predicted=10.381780, expected=52.000000
predicted=21.293658, expected=40.000000
predicted=27.094240, expected=16.000000
predicted=21.308815, expected=32.000000
predicted=27.940207, expected=28.000000
predicted=26.322626, expected=4.000000
predicted=27.171353, expected=12.000000
predicted=22.760860, expected=20.000000
predicted=17.878013, expected=8.000000
predicted=16.681295, expected=16.000000
predicted=16.251051, expected=24.000000
predicted=14.123809, expected=12.000000
predicted=14.135343, expected=20.000000
predicted=17.601934, expected=8.000000
predicted=13.043698, expected=12.000000
predicted=14.608915, expected=8.000000
predicted=13.990522, expected=24.000000
predicted=14.564243, expected=12.000000
predicted=14.063171, expected=28.000000
predicted=16.202867, expected=20.000000
predicted=17.191213, expected=32.000000
predicted=20.649103, expected=68.000000
predicted=34.833898, expected=24.000000
predicted=27.791097, expected=20.000000
predicted=31.165556, expected=44.000000
predicted=34.758188, expected=76.000000
predicted=45.252661, expected=48.000000
predicted=48.647435, expected=24.000000
predicted=37.302620, expected=8.000000
predicted=32.263364, expected=8.000000
predicted=31.057621, expected=16.000000
predicted=31.319547, expected=52.000000
predicted=30.641709, expected=72.000000
predicted=34.559094, expected=12.000000
predicted=24.399620, expected=8.000000
predicted=25.074710, expected=44.000000
predicted=33.413928, expected=32.000000
predicted=35.379086, expected=8.000000
predicted=30.836794, expected=28.000000
predicted=22.797964, expected=28.000000
predicted=22.572273, expected=24.000000
predicted=27.826250, expected=8.000000
predicted=21.055690, expected=8.000000
predicted=15.212345, expected=16.000000
predicted=18.715683, expected=20.000000
predicted=17.923494, expected=4.000000
predicted=12.954564, expected=12.000000
predicted=11.337074, expected=36.000000
predicted=17.490610, expected=4.000000
predicted=13.119368, expected=28.000000
predicted=19.560288, expected=40.000000
predicted=21.507358, expected=104.000000
predicted=42.746869, expected=32.000000
predicted=39.256641, expected=32.000000
predicted=37.313434, expected=24.000000
predicted=40.622607, expected=52.000000
predicted=45.111268, expected=40.000000
predicted=51.115402, expected=44.000000
predicted=37.700215, expected=80.000000
predicted=49.221328, expected=36.000000
predicted=41.963550, expected=20.000000
predicted=43.508187, expected=32.000000
predicted=41.306671, expected=40.000000
predicted=40.236774, expected=8.000000
predicted=35.787027, expected=40.000000
predicted=31.968651, expected=64.000000
predicted=36.072933, expected=40.000000
predicted=36.096047, expected=52.000000
predicted=43.508308, expected=20.000000
predicted=32.669073, expected=36.000000
predicted=40.645709, expected=24.000000
predicted=39.395954, expected=64.000000
predicted=41.733681, expected=56.000000
predicted=44.635678, expected=64.000000
predicted=44.361224, expected=12.000000
predicted=39.078212, expected=24.000000
predicted=37.140418, expected=20.000000
predicted=39.264238, expected=16.000000
predicted=30.532451, expected=24.000000
predicted=30.061517, expected=84.000000
predicted=35.015115, expected=64.000000
predicted=39.978036, expected=36.000000
predicted=38.924803, expected=16.000000
predicted=36.272488, expected=20.000000
predicted=35.428138, expected=12.000000
predicted=38.332748, expected=92.000000
predicted=48.959997, expected=84.000000
predicted=47.438023, expected=52.000000
predicted=43.961806, expected=44.000000
predicted=48.995037, expected=24.000000
predicted=42.829092, expected=32.000000
predicted=54.687316, expected=28.000000
predicted=45.472968, expected=44.000000
predicted=39.248219, expected=76.000000
predicted=46.532988, expected=68.000000
predicted=45.966471, expected=36.000000
predicted=44.738731, expected=12.000000
predicted=38.640478, expected=28.000000
predicted=41.361127, expected=8.000000
predicted=36.482094, expected=48.000000
predicted=38.783058, expected=60.000000
predicted=36.416044, expected=8.000000
predicted=22.332404, expected=4.000000
predicted=24.499754, expected=16.000000
predicted=20.871374, expected=24.000000
predicted=27.002307, expected=48.000000
predicted=33.311126, expected=64.000000
predicted=30.535898, expected=8.000000
predicted=21.854192, expected=32.000000
predicted=31.235846, expected=8.000000
predicted=26.315400, expected=32.000000
predicted=32.630502, expected=20.000000
predicted=30.656398, expected=76.000000
predicted=33.035686, expected=96.000000
predicted=50.470458, expected=16.000000
predicted=33.433826, expected=24.000000
predicted=41.780240, expected=4.000000
predicted=31.700377, expected=4.000000
predicted=34.629924, expected=36.000000
predicted=38.745509, expected=16.000000
predicted=15.628712, expected=100.000000
predicted=40.479087, expected=56.000000
predicted=35.360583, expected=16.000000
predicted=31.004998, expected=12.000000
predicted=36.449743, expected=20.000000
predicted=30.378949, expected=12.000000
predicted=38.949290, expected=20.000000
predicted=26.064233, expected=12.000000
predicted=14.793884, expected=40.000000
predicted=21.398025, expected=20.000000
predicted=20.314777, expected=52.000000
predicted=28.326259, expected=28.000000
predicted=27.772783, expected=16.000000
predicted=24.037742, expected=44.000000
predicted=36.189702, expected=24.000000
predicted=27.509912, expected=92.000000
predicted=51.172216, expected=56.000000
predicted=43.620088, expected=16.000000
predicted=34.737882, expected=8.000000
predicted=36.778987, expected=16.000000
predicted=29.992573, expected=8.000000
predicted=34.828345, expected=20.000000
predicted=24.458275, expected=16.000000
predicted=14.421435, expected=12.000000
predicted=12.267669, expected=16.000000
predicted=15.074629, expected=16.000000
predicted=13.785831, expected=8.000000
predicted=14.022706, expected=24.000000
predicted=16.683303, expected=20.000000
predicted=15.859884, expected=4.000000
predicted=12.971883, expected=4.000000
predicted=11.873340, expected=12.000000
predicted=11.122449, expected=24.000000
predicted=16.664337, expected=72.000000
predicted=29.937284, expected=52.000000
predicted=28.950791, expected=64.000000
predicted=38.812395, expected=36.000000
predicted=39.222009, expected=12.000000
predicted=35.713682, expected=56.000000
predicted=52.516410, expected=20.000000
predicted=37.302987, expected=20.000000
predicted=35.670812, expected=24.000000
predicted=28.660420, expected=16.000000
predicted=20.968378, expected=36.000000
predicted=32.875433, expected=36.000000
predicted=26.236381, expected=12.000000
predicted=21.557137, expected=20.000000
predicted=23.636605, expected=12.000000
predicted=19.313662, expected=24.000000
predicted=24.376667, expected=24.000000
predicted=23.338158, expected=16.000000
predicted=16.804551, expected=16.000000
predicted=18.472087, expected=20.000000
predicted=17.865221, expected=12.000000
predicted=17.905458, expected=44.000000
predicted=25.592521, expected=64.000000
predicted=32.643509, expected=4.000000
predicted=21.862898, expected=20.000000
predicted=26.125733, expected=8.000000
predicted=20.653545, expected=4.000000
predicted=22.097486, expected=28.000000
predicted=27.363278, expected=4.000000
predicted=8.866135, expected=60.000000
predicted=26.795277, expected=24.000000
predicted=20.224025, expected=8.000000
predicted=17.347326, expected=4.000000
predicted=19.815775, expected=44.000000
predicted=23.892661, expected=20.000000
predicted=28.944423, expected=32.000000
predicted=23.991762, expected=24.000000
predicted=21.024193, expected=32.000000
predicted=23.961353, expected=8.000000
predicted=25.754523, expected=12.000000
predicted=19.516335, expected=36.000000
predicted=26.553167, expected=4.000000
predicted=16.899168, expected=20.000000
predicted=20.591249, expected=16.000000
predicted=15.012313, expected=8.000000
predicted=13.715034, expected=4.000000
predicted=15.537358, expected=4.000000
predicted=7.549115, expected=4.000000
predicted=9.341291, expected=20.000000
predicted=11.495315, expected=48.000000
predicted=18.935122, expected=48.000000
predicted=23.563684, expected=16.000000
predicted=20.388230, expected=28.000000
predicted=25.160566, expected=44.000000
predicted=33.515062, expected=8.000000
predicted=29.455479, expected=28.000000
predicted=31.096106, expected=28.000000
predicted=24.423737, expected=8.000000
predicted=21.349527, expected=8.000000
predicted=21.605726, expected=4.000000
predicted=11.328764, expected=8.000000
predicted=14.098801, expected=12.000000
predicted=13.112699, expected=20.000000
predicted=11.134670, expected=36.000000
predicted=17.232940, expected=4.000000
predicted=11.266973, expected=32.000000
predicted=19.746733, expected=12.000000
predicted=17.107965, expected=12.000000
predicted=17.828439, expected=20.000000
predicted=21.480088, expected=48.000000
predicted=22.994107, expected=16.000000
predicted=23.132678, expected=24.000000
predicted=21.520692, expected=12.000000
predicted=19.298905, expected=12.000000
predicted=19.513810, expected=8.000000
predicted=21.208326, expected=48.000000
predicted=23.540959, expected=28.000000
predicted=22.991918, expected=28.000000
predicted=22.517769, expected=4.000000
predicted=17.935636, expected=4.000000
predicted=15.513713, expected=8.000000
predicted=20.961747, expected=44.000000
predicted=23.631877, expected=40.000000
predicted=24.989432, expected=52.000000
predicted=27.395651, expected=20.000000
predicted=24.401389, expected=48.000000
predicted=34.004702, expected=28.000000
predicted=37.430509, expected=32.000000
predicted=35.871255, expected=16.000000
predicted=32.563065, expected=20.000000
predicted=24.776480, expected=16.000000
predicted=27.270732, expected=12.000000
predicted=19.713753, expected=24.000000
predicted=21.931764, expected=28.000000
predicted=20.060237, expected=16.000000
predicted=18.801980, expected=20.000000
predicted=19.168158, expected=48.000000
predicted=26.691938, expected=32.000000
predicted=27.886851, expected=20.000000
predicted=26.516601, expected=40.000000
predicted=29.710180, expected=12.000000
predicted=24.415255, expected=4.000000
predicted=24.934278, expected=44.000000
predicted=29.016136, expected=4.000000
predicted=17.172972, expected=8.000000
predicted=19.688610, expected=4.000000
predicted=11.365616, expected=8.000000
predicted=9.439986, expected=52.000000
predicted=27.777063, expected=8.000000
predicted=11.755687, expected=20.000000
predicted=16.594246, expected=12.000000
predicted=15.100262, expected=24.000000
predicted=18.842332, expected=8.000000
predicted=22.357695, expected=8.000000
predicted=11.676599, expected=12.000000
predicted=14.254278, expected=16.000000
predicted=13.120362, expected=28.000000
predicted=18.709913, expected=28.000000
predicted=17.434816, expected=24.000000
predicted=18.833977, expected=4.000000
predicted=15.664210, expected=32.000000
predicted=22.645125, expected=28.000000
predicted=24.676739, expected=48.000000
predicted=30.471822, expected=36.000000
predicted=29.694229, expected=12.000000
predicted=21.745154, expected=24.000000
predicted=29.373459, expected=36.000000
predicted=30.585559, expected=40.000000
predicted=35.194222, expected=20.000000
predicted=27.919028, expected=36.000000
predicted=27.527741, expected=16.000000
Test MSE: 493.771
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124])]
predicted=10.965373, expected=16.000000
predicted=13.803211, expected=12.000000
predicted=14.372196, expected=8.000000
predicted=12.284486, expected=8.000000
predicted=11.889617, expected=4.000000
predicted=10.944831, expected=8.000000
predicted=8.747959, expected=12.000000
predicted=8.217412, expected=4.000000
predicted=7.712060, expected=8.000000
predicted=7.035054, expected=4.000000
predicted=6.868222, expected=4.000000
predicted=6.717481, expected=8.000000
predicted=5.990873, expected=4.000000
predicted=5.641215, expected=12.000000
predicted=6.220823, expected=8.000000
predicted=6.899331, expected=4.000000
predicted=7.124658, expected=8.000000
predicted=6.903984, expected=4.000000
predicted=7.046159, expected=4.000000
predicted=6.368525, expected=12.000000
predicted=6.091897, expected=4.000000
predicted=6.535202, expected=12.000000
predicted=6.962782, expected=4.000000
predicted=6.967735, expected=4.000000
predicted=7.027038, expected=4.000000
predicted=6.058787, expected=4.000000
predicted=5.543308, expected=4.000000
predicted=4.838464, expected=4.000000
predicted=3.958747, expected=12.000000
predicted=5.040818, expected=8.000000
predicted=6.289427, expected=20.000000
predicted=8.509843, expected=20.000000
predicted=11.700072, expected=8.000000
predicted=13.244123, expected=16.000000
predicted=13.550228, expected=8.000000
predicted=13.956342, expected=12.000000
predicted=13.688292, expected=28.000000
predicted=14.122513, expected=4.000000
predicted=14.258538, expected=16.000000
predicted=13.364103, expected=8.000000
predicted=12.827398, expected=4.000000
predicted=12.765933, expected=4.000000
predicted=9.133293, expected=36.000000
predicted=11.200162, expected=20.000000
predicted=15.416938, expected=8.000000
predicted=14.421659, expected=4.000000
predicted=12.627215, expected=8.000000
predicted=14.020341, expected=4.000000
predicted=12.310577, expected=12.000000
predicted=8.435528, expected=4.000000
predicted=6.795437, expected=12.000000
predicted=7.305742, expected=4.000000
predicted=7.401631, expected=20.000000
predicted=9.171150, expected=8.000000
predicted=10.202582, expected=12.000000
predicted=10.424485, expected=36.000000
predicted=14.165035, expected=8.000000
predicted=16.854473, expected=8.000000
predicted=15.162387, expected=4.000000
predicted=12.427484, expected=16.000000
predicted=14.176087, expected=4.000000
predicted=11.694379, expected=4.000000
predicted=7.408262, expected=4.000000
predicted=6.241184, expected=24.000000
predicted=9.034349, expected=16.000000
predicted=11.388888, expected=24.000000
predicted=13.051287, expected=16.000000
predicted=15.325098, expected=36.000000
predicted=20.467765, expected=20.000000
predicted=23.188104, expected=92.000000
predicted=32.479506, expected=40.000000
predicted=41.845014, expected=16.000000
predicted=39.646512, expected=4.000000
predicted=33.458615, expected=4.000000
predicted=30.365311, expected=12.000000
predicted=24.520862, expected=40.000000
predicted=18.606817, expected=32.000000
predicted=19.509494, expected=20.000000
predicted=19.584593, expected=12.000000
predicted=19.579922, expected=12.000000
predicted=21.223215, expected=20.000000
predicted=22.056562, expected=20.000000
predicted=19.385231, expected=20.000000
predicted=17.440577, expected=16.000000
predicted=16.747732, expected=32.000000
predicted=19.990612, expected=28.000000
predicted=23.419990, expected=60.000000
predicted=29.807163, expected=28.000000
predicted=32.534739, expected=68.000000
predicted=38.649393, expected=28.000000
predicted=42.459987, expected=32.000000
predicted=40.652108, expected=8.000000
predicted=35.606655, expected=28.000000
predicted=31.027080, expected=40.000000
predicted=33.288078, expected=52.000000
predicted=33.049903, expected=24.000000
predicted=31.651372, expected=68.000000
predicted=35.804003, expected=64.000000
predicted=48.646968, expected=28.000000
predicted=47.874569, expected=36.000000
predicted=42.922569, expected=76.000000
predicted=49.215337, expected=124.000000
predicted=69.116183, expected=32.000000
predicted=62.243668, expected=52.000000
predicted=56.833314, expected=16.000000
predicted=57.745244, expected=16.000000
predicted=51.341095, expected=48.000000
predicted=45.228015, expected=64.000000
predicted=40.878615, expected=56.000000
predicted=43.564392, expected=40.000000
predicted=39.620416, expected=28.000000
predicted=40.810066, expected=36.000000
predicted=44.596957, expected=24.000000
predicted=41.304589, expected=48.000000
predicted=38.554894, expected=104.000000
predicted=49.814903, expected=24.000000
predicted=46.795350, expected=56.000000
predicted=44.976400, expected=52.000000
predicted=50.724656, expected=52.000000
predicted=57.945478, expected=36.000000
predicted=53.527730, expected=44.000000
predicted=43.376095, expected=36.000000
predicted=46.074274, expected=40.000000
predicted=43.306262, expected=20.000000
predicted=37.639035, expected=20.000000
predicted=31.512977, expected=40.000000
predicted=33.172996, expected=40.000000
predicted=34.196218, expected=60.000000
predicted=37.710408, expected=40.000000
predicted=37.637451, expected=48.000000
predicted=40.931240, expected=76.000000
predicted=51.448007, expected=60.000000
predicted=56.350917, expected=32.000000
predicted=51.737481, expected=8.000000
predicted=40.820293, expected=44.000000
predicted=43.652168, expected=60.000000
predicted=49.114076, expected=48.000000
predicted=43.371938, expected=60.000000
predicted=41.723535, expected=16.000000
predicted=38.869003, expected=32.000000
predicted=41.392475, expected=84.000000
predicted=51.634482, expected=60.000000
predicted=53.532197, expected=20.000000
predicted=42.943409, expected=52.000000
predicted=42.279877, expected=24.000000
predicted=46.564220, expected=40.000000
predicted=46.858944, expected=28.000000
predicted=36.955577, expected=36.000000
predicted=33.734212, expected=72.000000
predicted=42.868794, expected=40.000000
predicted=41.562192, expected=28.000000
predicted=39.050724, expected=32.000000
predicted=38.130247, expected=28.000000
predicted=40.208344, expected=32.000000
predicted=38.635557, expected=28.000000
predicted=31.255980, expected=44.000000
predicted=32.481705, expected=64.000000
predicted=39.474551, expected=36.000000
predicted=39.316333, expected=24.000000
predicted=36.252519, expected=28.000000
predicted=36.423880, expected=36.000000
predicted=39.685171, expected=32.000000
predicted=36.990930, expected=32.000000
predicted=31.125275, expected=48.000000
predicted=33.831053, expected=48.000000
predicted=38.442898, expected=44.000000
predicted=40.187019, expected=16.000000
predicted=35.371551, expected=36.000000
predicted=36.714717, expected=44.000000
predicted=40.457160, expected=60.000000
predicted=42.991233, expected=56.000000
predicted=43.039205, expected=68.000000
predicted=47.388559, expected=68.000000
predicted=56.208746, expected=32.000000
predicted=53.797546, expected=36.000000
predicted=51.260197, expected=44.000000
predicted=50.827190, expected=68.000000
predicted=54.863263, expected=56.000000
predicted=51.505255, expected=40.000000
predicted=44.969926, expected=44.000000
predicted=46.953590, expected=44.000000
predicted=49.894487, expected=92.000000
predicted=59.681899, expected=64.000000
predicted=58.152743, expected=76.000000
predicted=59.522092, expected=40.000000
predicted=58.308192, expected=36.000000
predicted=57.522957, expected=12.000000
predicted=51.233501, expected=36.000000
predicted=44.051996, expected=44.000000
predicted=42.506776, expected=20.000000
predicted=31.433641, expected=48.000000
predicted=32.002090, expected=56.000000
predicted=38.320530, expected=44.000000
predicted=42.390951, expected=24.000000
predicted=37.075563, expected=36.000000
predicted=37.138450, expected=48.000000
predicted=44.114364, expected=40.000000
predicted=42.174611, expected=72.000000
predicted=45.272522, expected=28.000000
predicted=41.342080, expected=36.000000
predicted=41.360801, expected=48.000000
predicted=45.328336, expected=48.000000
predicted=47.328170, expected=24.000000
predicted=41.341399, expected=84.000000
predicted=45.763870, expected=56.000000
predicted=51.835029, expected=88.000000
predicted=59.112943, expected=48.000000
predicted=57.536668, expected=44.000000
predicted=55.234481, expected=24.000000
predicted=55.142519, expected=36.000000
predicted=48.723576, expected=32.000000
predicted=45.863075, expected=40.000000
predicted=37.973391, expected=68.000000
predicted=42.965196, expected=24.000000
predicted=37.675495, expected=36.000000
predicted=36.846641, expected=8.000000
predicted=32.847980, expected=28.000000
predicted=33.423198, expected=12.000000
predicted=29.580057, expected=36.000000
predicted=24.621348, expected=24.000000
predicted=25.138018, expected=48.000000
predicted=26.916164, expected=16.000000
predicted=27.497897, expected=24.000000
predicted=24.639284, expected=80.000000
predicted=40.835017, expected=44.000000
predicted=43.001347, expected=44.000000
predicted=40.972358, expected=32.000000
predicted=38.019010, expected=20.000000
predicted=39.265894, expected=16.000000
predicted=37.889763, expected=12.000000
predicted=26.989937, expected=48.000000
predicted=30.491340, expected=52.000000
predicted=33.870604, expected=64.000000
predicted=37.936191, expected=24.000000
predicted=34.455498, expected=32.000000
predicted=35.260070, expected=32.000000
predicted=41.589520, expected=16.000000
predicted=36.294031, expected=76.000000
predicted=43.017558, expected=32.000000
predicted=38.333324, expected=16.000000
predicted=30.840400, expected=16.000000
predicted=27.596011, expected=60.000000
predicted=38.670766, expected=40.000000
predicted=43.587482, expected=24.000000
predicted=29.549473, expected=48.000000
predicted=33.027476, expected=20.000000
predicted=34.990344, expected=32.000000
predicted=36.512746, expected=36.000000
predicted=33.800128, expected=48.000000
predicted=36.329275, expected=80.000000
predicted=47.194735, expected=48.000000
predicted=45.304994, expected=72.000000
predicted=51.943162, expected=16.000000
predicted=47.843679, expected=12.000000
predicted=41.379152, expected=28.000000
predicted=41.621710, expected=20.000000
predicted=34.572027, expected=24.000000
predicted=28.848865, expected=4.000000
predicted=15.920758, expected=24.000000
predicted=18.152549, expected=32.000000
predicted=23.958485, expected=40.000000
predicted=26.449245, expected=44.000000
predicted=29.316396, expected=16.000000
predicted=25.485688, expected=60.000000
predicted=36.167740, expected=8.000000
predicted=33.874297, expected=32.000000
predicted=31.119701, expected=60.000000
predicted=38.418766, expected=48.000000
predicted=41.414689, expected=72.000000
predicted=47.509389, expected=20.000000
predicted=38.839739, expected=16.000000
predicted=36.742697, expected=32.000000
predicted=39.584757, expected=20.000000
predicted=36.692996, expected=68.000000
predicted=40.179487, expected=24.000000
predicted=31.773327, expected=24.000000
predicted=28.036117, expected=12.000000
predicted=26.425885, expected=16.000000
predicted=27.918924, expected=24.000000
predicted=28.168119, expected=52.000000
predicted=28.592733, expected=16.000000
predicted=24.927121, expected=28.000000
predicted=22.135518, expected=32.000000
predicted=27.670564, expected=12.000000
predicted=28.167677, expected=16.000000
predicted=23.748946, expected=68.000000
predicted=31.542129, expected=44.000000
predicted=38.139079, expected=36.000000
predicted=33.199760, expected=40.000000
predicted=33.102585, expected=28.000000
predicted=38.764864, expected=24.000000
predicted=39.051286, expected=24.000000
predicted=31.780911, expected=32.000000
predicted=31.447162, expected=32.000000
predicted=31.070470, expected=44.000000
predicted=31.804555, expected=44.000000
predicted=34.483124, expected=36.000000
predicted=35.273833, expected=12.000000
predicted=30.555595, expected=60.000000
predicted=38.265106, expected=20.000000
predicted=38.185450, expected=52.000000
predicted=37.380188, expected=32.000000
predicted=35.018904, expected=44.000000
predicted=37.235957, expected=32.000000
predicted=39.341560, expected=60.000000
predicted=41.100819, expected=20.000000
predicted=40.345378, expected=24.000000
predicted=32.444860, expected=36.000000
predicted=35.296248, expected=32.000000
predicted=36.172238, expected=52.000000
predicted=38.718901, expected=100.000000
predicted=48.593792, expected=92.000000
predicted=62.165429, expected=16.000000
predicted=49.490604, expected=8.000000
predicted=38.885511, expected=40.000000
predicted=51.139234, expected=36.000000
predicted=54.963372, expected=36.000000
predicted=40.063095, expected=44.000000
predicted=29.688378, expected=20.000000
predicted=29.291051, expected=20.000000
predicted=30.411411, expected=12.000000
predicted=26.508327, expected=56.000000
predicted=34.540498, expected=32.000000
predicted=33.950084, expected=44.000000
predicted=30.311712, expected=16.000000
predicted=27.346046, expected=48.000000
predicted=34.186914, expected=60.000000
predicted=46.534712, expected=28.000000
predicted=38.413489, expected=40.000000
predicted=36.569586, expected=44.000000
predicted=39.346769, expected=16.000000
predicted=38.936986, expected=16.000000
predicted=31.415171, expected=32.000000
predicted=29.555021, expected=20.000000
predicted=29.628974, expected=36.000000
predicted=28.237898, expected=28.000000
predicted=24.998110, expected=44.000000
predicted=30.204089, expected=56.000000
predicted=38.252772, expected=52.000000
predicted=40.857266, expected=24.000000
predicted=37.479945, expected=48.000000
predicted=40.155335, expected=36.000000
predicted=44.246304, expected=24.000000
predicted=39.407503, expected=40.000000
predicted=36.835404, expected=20.000000
predicted=31.833550, expected=16.000000
predicted=29.259304, expected=20.000000
predicted=25.061419, expected=36.000000
predicted=27.849452, expected=20.000000
predicted=26.464233, expected=40.000000
predicted=25.614351, expected=72.000000
predicted=37.853316, expected=56.000000
predicted=43.908452, expected=44.000000
predicted=42.941587, expected=116.000000
predicted=61.260937, expected=32.000000
predicted=61.062804, expected=28.000000
predicted=52.554854, expected=28.000000
predicted=45.794693, expected=16.000000
predicted=42.947927, expected=20.000000
predicted=40.803924, expected=28.000000
predicted=25.941387, expected=20.000000
predicted=23.980512, expected=16.000000
predicted=20.644466, expected=32.000000
predicted=22.345250, expected=24.000000
predicted=24.333707, expected=8.000000
predicted=20.059100, expected=16.000000
predicted=17.562895, expected=12.000000
predicted=17.489618, expected=16.000000
predicted=18.593719, expected=24.000000
predicted=17.866597, expected=12.000000
predicted=14.728776, expected=32.000000
predicted=19.471077, expected=24.000000
predicted=20.963526, expected=8.000000
predicted=18.091864, expected=28.000000
predicted=20.709470, expected=12.000000
predicted=19.191300, expected=8.000000
predicted=17.828401, expected=12.000000
predicted=14.349504, expected=16.000000
predicted=14.385343, expected=16.000000
predicted=16.377934, expected=12.000000
predicted=12.592328, expected=36.000000
predicted=18.201474, expected=12.000000
Test MSE: 368.676
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374])]
predicted=33.704470, expected=36.000000
predicted=28.280314, expected=20.000000
predicted=25.757216, expected=32.000000
predicted=23.918816, expected=32.000000
predicted=23.300292, expected=24.000000
predicted=19.552513, expected=20.000000
predicted=28.632423, expected=52.000000
predicted=34.038048, expected=24.000000
predicted=27.798702, expected=44.000000
predicted=37.311621, expected=16.000000
predicted=23.907959, expected=40.000000
predicted=29.644467, expected=28.000000
predicted=38.800349, expected=20.000000
predicted=22.962601, expected=24.000000
predicted=33.752190, expected=44.000000
predicted=28.487596, expected=28.000000
predicted=32.530418, expected=44.000000
predicted=35.422729, expected=12.000000
predicted=20.390130, expected=4.000000
predicted=17.263430, expected=28.000000
predicted=33.651108, expected=12.000000
predicted=18.198961, expected=36.000000
predicted=35.214572, expected=8.000000
predicted=12.749944, expected=28.000000
predicted=16.584743, expected=20.000000
predicted=23.988580, expected=24.000000
predicted=17.817273, expected=16.000000
predicted=25.802760, expected=4.000000
predicted=8.882167, expected=28.000000
predicted=25.612911, expected=44.000000
predicted=28.133956, expected=24.000000
predicted=23.527932, expected=32.000000
predicted=25.881417, expected=32.000000
predicted=20.998414, expected=20.000000
predicted=24.949024, expected=36.000000
predicted=37.917163, expected=72.000000
predicted=43.711241, expected=40.000000
predicted=36.194353, expected=16.000000
predicted=29.708691, expected=8.000000
predicted=20.935908, expected=36.000000
predicted=33.568281, expected=20.000000
predicted=40.348477, expected=8.000000
predicted=23.534749, expected=64.000000
predicted=36.695328, expected=28.000000
predicted=18.781576, expected=24.000000
predicted=31.130748, expected=8.000000
predicted=19.958330, expected=16.000000
predicted=13.856838, expected=20.000000
predicted=36.884050, expected=12.000000
predicted=18.611813, expected=40.000000
predicted=28.776645, expected=40.000000
predicted=23.171104, expected=12.000000
predicted=17.012442, expected=24.000000
predicted=24.631096, expected=20.000000
predicted=17.862835, expected=12.000000
predicted=24.468742, expected=24.000000
predicted=29.592292, expected=52.000000
predicted=28.786587, expected=32.000000
predicted=27.221859, expected=28.000000
predicted=26.693494, expected=32.000000
predicted=25.484145, expected=24.000000
predicted=25.185471, expected=8.000000
predicted=29.957684, expected=16.000000
predicted=24.051481, expected=32.000000
predicted=27.010774, expected=60.000000
predicted=39.769586, expected=24.000000
predicted=25.391380, expected=28.000000
predicted=22.880450, expected=28.000000
predicted=25.533891, expected=8.000000
predicted=21.203039, expected=28.000000
predicted=40.168108, expected=68.000000
predicted=40.419723, expected=44.000000
predicted=34.058614, expected=24.000000
predicted=30.547079, expected=16.000000
predicted=19.690486, expected=52.000000
predicted=37.962321, expected=20.000000
predicted=40.403833, expected=16.000000
predicted=30.516588, expected=60.000000
predicted=40.102260, expected=32.000000
predicted=23.684809, expected=56.000000
predicted=50.690421, expected=16.000000
predicted=24.392157, expected=24.000000
predicted=23.898116, expected=8.000000
predicted=34.390391, expected=32.000000
predicted=28.844296, expected=40.000000
predicted=42.040977, expected=32.000000
predicted=23.770095, expected=8.000000
predicted=20.128044, expected=8.000000
predicted=12.804415, expected=16.000000
predicted=22.804774, expected=32.000000
predicted=30.420580, expected=8.000000
predicted=19.079631, expected=24.000000
predicted=16.917822, expected=36.000000
predicted=21.616243, expected=12.000000
predicted=15.067900, expected=8.000000
predicted=21.553533, expected=28.000000
predicted=18.587198, expected=56.000000
predicted=34.124614, expected=20.000000
predicted=27.147739, expected=20.000000
predicted=20.686569, expected=32.000000
predicted=23.267653, expected=12.000000
predicted=20.336812, expected=8.000000
predicted=30.458822, expected=12.000000
predicted=16.837952, expected=36.000000
predicted=24.098480, expected=24.000000
predicted=24.980845, expected=44.000000
predicted=26.994271, expected=28.000000
predicted=21.034863, expected=12.000000
predicted=16.325810, expected=4.000000
predicted=22.759972, expected=32.000000
predicted=25.692263, expected=32.000000
predicted=32.461154, expected=28.000000
predicted=26.217176, expected=32.000000
predicted=23.990995, expected=28.000000
predicted=18.882767, expected=16.000000
predicted=25.201565, expected=12.000000
predicted=23.286879, expected=24.000000
predicted=24.826183, expected=32.000000
predicted=28.479035, expected=36.000000
predicted=29.431663, expected=28.000000
predicted=23.473630, expected=24.000000
predicted=21.104461, expected=20.000000
predicted=23.855368, expected=12.000000
predicted=22.641444, expected=8.000000
predicted=21.704155, expected=36.000000
predicted=28.364476, expected=24.000000
predicted=21.831957, expected=20.000000
predicted=20.367612, expected=24.000000
predicted=20.262460, expected=16.000000
predicted=13.996261, expected=8.000000
predicted=21.850426, expected=12.000000
predicted=18.053545, expected=56.000000
predicted=32.425117, expected=28.000000
predicted=23.985042, expected=20.000000
predicted=21.038802, expected=16.000000
predicted=17.786489, expected=36.000000
predicted=23.464613, expected=20.000000
predicted=34.486390, expected=8.000000
predicted=19.425911, expected=52.000000
predicted=33.770850, expected=40.000000
predicted=25.931280, expected=20.000000
predicted=28.619385, expected=24.000000
predicted=26.615838, expected=28.000000
predicted=20.185740, expected=16.000000
predicted=31.611859, expected=16.000000
predicted=27.375293, expected=44.000000
predicted=29.699555, expected=56.000000
predicted=35.576440, expected=12.000000
predicted=22.718659, expected=8.000000
predicted=19.213861, expected=32.000000
predicted=25.597328, expected=4.000000
predicted=21.254640, expected=32.000000
predicted=38.719046, expected=32.000000
predicted=21.578420, expected=52.000000
predicted=27.372112, expected=24.000000
predicted=29.674240, expected=12.000000
predicted=14.540172, expected=28.000000
predicted=31.252002, expected=8.000000
predicted=19.657088, expected=16.000000
predicted=30.718856, expected=48.000000
predicted=32.201818, expected=56.000000
predicted=30.004565, expected=36.000000
predicted=32.641572, expected=20.000000
predicted=21.676566, expected=20.000000
predicted=23.226670, expected=8.000000
predicted=27.705161, expected=36.000000
predicted=40.325688, expected=40.000000
predicted=33.588216, expected=4.000000
predicted=14.376513, expected=16.000000
predicted=21.559960, expected=8.000000
predicted=10.730954, expected=24.000000
predicted=25.555875, expected=8.000000
predicted=21.917977, expected=28.000000
predicted=15.576279, expected=40.000000
predicted=25.835680, expected=28.000000
predicted=18.313701, expected=20.000000
predicted=24.465651, expected=48.000000
predicted=28.927418, expected=4.000000
predicted=18.223535, expected=48.000000
predicted=40.900465, expected=44.000000
predicted=34.647929, expected=32.000000
predicted=26.105368, expected=28.000000
predicted=39.727963, expected=8.000000
predicted=12.521251, expected=20.000000
predicted=32.591058, expected=4.000000
predicted=22.854271, expected=12.000000
predicted=19.882687, expected=48.000000
predicted=32.351285, expected=8.000000
predicted=9.141492, expected=40.000000
predicted=29.102704, expected=24.000000
predicted=17.415956, expected=4.000000
predicted=11.611257, expected=12.000000
predicted=29.543857, expected=36.000000
predicted=20.025032, expected=20.000000
predicted=26.167466, expected=16.000000
predicted=20.723908, expected=24.000000
predicted=16.534849, expected=4.000000
predicted=10.410913, expected=8.000000
predicted=21.124125, expected=16.000000
predicted=16.855855, expected=36.000000
predicted=21.811631, expected=40.000000
predicted=28.290474, expected=16.000000
predicted=13.835158, expected=32.000000
predicted=23.093440, expected=32.000000
predicted=24.933930, expected=8.000000
predicted=22.844674, expected=8.000000
predicted=25.052839, expected=36.000000
predicted=24.163421, expected=44.000000
predicted=32.240856, expected=28.000000
predicted=28.905143, expected=20.000000
predicted=19.252741, expected=4.000000
predicted=12.060323, expected=8.000000
predicted=21.932302, expected=20.000000
predicted=27.572623, expected=20.000000
predicted=20.472799, expected=44.000000
predicted=28.140611, expected=24.000000
predicted=15.900295, expected=16.000000
predicted=16.048206, expected=20.000000
predicted=22.435348, expected=20.000000
predicted=20.017207, expected=20.000000
predicted=29.065175, expected=32.000000
predicted=26.186414, expected=60.000000
predicted=34.327364, expected=20.000000
predicted=22.301521, expected=28.000000
predicted=27.952862, expected=20.000000
predicted=23.939921, expected=12.000000
predicted=22.456717, expected=40.000000
predicted=44.003251, expected=44.000000
predicted=29.150854, expected=12.000000
predicted=21.953347, expected=12.000000
predicted=20.691077, expected=12.000000
predicted=14.959875, expected=4.000000
predicted=20.074861, expected=24.000000
predicted=29.037138, expected=24.000000
predicted=16.180007, expected=56.000000
predicted=29.796975, expected=20.000000
predicted=18.599504, expected=4.000000
predicted=11.159417, expected=8.000000
predicted=19.661806, expected=12.000000
predicted=16.789309, expected=32.000000
predicted=36.111303, expected=36.000000
predicted=24.596433, expected=16.000000
predicted=12.853658, expected=32.000000
predicted=22.224957, expected=24.000000
predicted=19.844999, expected=4.000000
predicted=19.543219, expected=40.000000
predicted=34.915873, expected=56.000000
predicted=31.787399, expected=28.000000
predicted=29.399421, expected=28.000000
predicted=29.951878, expected=32.000000
predicted=22.518445, expected=12.000000
predicted=26.876671, expected=36.000000
predicted=42.170350, expected=52.000000
predicted=36.282236, expected=12.000000
predicted=21.926398, expected=16.000000
predicted=27.460973, expected=12.000000
predicted=15.658642, expected=24.000000
predicted=26.860267, expected=12.000000
predicted=28.575216, expected=36.000000
predicted=22.352384, expected=32.000000
predicted=22.963402, expected=28.000000
predicted=21.054427, expected=24.000000
predicted=25.822039, expected=12.000000
predicted=15.712610, expected=8.000000
predicted=22.647099, expected=16.000000
predicted=22.494428, expected=44.000000
predicted=30.513435, expected=44.000000
predicted=30.041371, expected=16.000000
predicted=17.695876, expected=16.000000
predicted=17.845024, expected=24.000000
predicted=21.690902, expected=8.000000
predicted=24.466181, expected=4.000000
predicted=23.046372, expected=36.000000
predicted=23.309323, expected=44.000000
predicted=25.501678, expected=60.000000
predicted=37.886579, expected=8.000000
predicted=15.068031, expected=16.000000
predicted=17.682970, expected=8.000000
predicted=24.208105, expected=16.000000
predicted=26.532155, expected=20.000000
predicted=34.333590, expected=28.000000
predicted=16.820251, expected=16.000000
predicted=16.592568, expected=40.000000
predicted=23.550534, expected=16.000000
predicted=17.705795, expected=20.000000
predicted=21.390762, expected=12.000000
predicted=21.448700, expected=28.000000
predicted=20.966830, expected=44.000000
predicted=36.732674, expected=40.000000
predicted=26.829965, expected=36.000000
predicted=29.610382, expected=16.000000
predicted=19.658788, expected=16.000000
predicted=24.883690, expected=8.000000
predicted=25.938908, expected=20.000000
predicted=26.994860, expected=32.000000
predicted=29.569037, expected=20.000000
predicted=17.627236, expected=8.000000
predicted=14.702859, expected=16.000000
predicted=14.324284, expected=16.000000
predicted=17.270966, expected=12.000000
predicted=20.103536, expected=8.000000
predicted=14.261148, expected=48.000000
predicted=24.615094, expected=28.000000
predicted=20.419316, expected=4.000000
predicted=13.823329, expected=24.000000
predicted=21.057918, expected=8.000000
predicted=9.971006, expected=12.000000
predicted=26.760966, expected=40.000000
predicted=29.831349, expected=36.000000
predicted=18.524281, expected=28.000000
predicted=26.212822, expected=8.000000
predicted=13.850446, expected=32.000000
predicted=23.384590, expected=36.000000
predicted=34.182862, expected=32.000000
predicted=31.554893, expected=28.000000
predicted=29.039410, expected=28.000000
predicted=21.114146, expected=4.000000
predicted=20.665784, expected=24.000000
predicted=29.038017, expected=36.000000
predicted=30.350403, expected=8.000000
predicted=17.954537, expected=36.000000
predicted=30.777806, expected=28.000000
predicted=17.342686, expected=20.000000
predicted=22.393648, expected=8.000000
predicted=23.788249, expected=20.000000
predicted=15.658386, expected=12.000000
predicted=22.197674, expected=4.000000
predicted=15.696987, expected=20.000000
predicted=18.686185, expected=12.000000
predicted=9.851776, expected=16.000000
predicted=16.745694, expected=16.000000
predicted=14.225868, expected=24.000000
predicted=13.935189, expected=20.000000
predicted=19.281765, expected=24.000000
predicted=18.319054, expected=36.000000
predicted=24.995823, expected=60.000000
predicted=34.775799, expected=12.000000
predicted=21.415927, expected=12.000000
predicted=21.891707, expected=12.000000
predicted=21.118405, expected=20.000000
predicted=24.964839, expected=12.000000
predicted=31.327249, expected=32.000000
predicted=20.456120, expected=20.000000
predicted=16.294057, expected=12.000000
predicted=14.081297, expected=12.000000
predicted=17.662061, expected=36.000000
predicted=22.060340, expected=8.000000
predicted=19.080701, expected=20.000000
predicted=20.395274, expected=36.000000
predicted=23.206154, expected=36.000000
predicted=22.355249, expected=20.000000
predicted=28.271466, expected=36.000000
predicted=24.320199, expected=16.000000
predicted=20.321584, expected=28.000000
predicted=30.925102, expected=12.000000
predicted=24.592247, expected=36.000000
predicted=26.318651, expected=56.000000
predicted=40.717251, expected=16.000000
predicted=18.624183, expected=12.000000
predicted=24.820499, expected=20.000000
predicted=19.498116, expected=20.000000
predicted=25.419974, expected=28.000000
predicted=36.712876, expected=12.000000
predicted=15.440581, expected=60.000000
predicted=32.719243, expected=16.000000
predicted=19.599415, expected=32.000000
predicted=27.462937, expected=32.000000
predicted=31.363873, expected=20.000000
predicted=18.195465, expected=8.000000
predicted=33.524717, expected=16.000000
predicted=17.636099, expected=40.000000
predicted=31.217420, expected=20.000000
predicted=23.844766, expected=28.000000
predicted=24.474960, expected=36.000000
predicted=23.376712, expected=24.000000
predicted=21.295598, expected=24.000000
predicted=31.794148, expected=4.000000
predicted=15.850084, expected=36.000000
predicted=29.603927, expected=40.000000
predicted=33.298530, expected=16.000000
predicted=20.727002, expected=12.000000
predicted=21.617369, expected=12.000000
predicted=11.962003, expected=24.000000
predicted=26.611705, expected=8.000000
predicted=21.798901, expected=20.000000
predicted=17.598524, expected=40.000000
predicted=23.621083, expected=16.000000
predicted=14.808430, expected=20.000000
predicted=23.243351, expected=12.000000
predicted=13.655236, expected=20.000000
predicted=19.546206, expected=24.000000
predicted=28.520592, expected=44.000000
predicted=26.945503, expected=28.000000
predicted=24.049227, expected=44.000000
predicted=28.901154, expected=12.000000
predicted=20.698938, expected=28.000000
predicted=27.536459, expected=48.000000
predicted=41.848728, expected=48.000000
predicted=34.895863, expected=48.000000
predicted=44.257200, expected=12.000000
predicted=19.973216, expected=24.000000
predicted=29.965776, expected=12.000000
predicted=30.207375, expected=8.000000
predicted=26.041447, expected=24.000000
predicted=31.555924, expected=20.000000
predicted=15.162504, expected=40.000000
predicted=28.348966, expected=4.000000
predicted=11.644324, expected=24.000000
predicted=18.175144, expected=16.000000
predicted=20.492004, expected=20.000000
predicted=18.990247, expected=16.000000
predicted=26.005481, expected=52.000000
predicted=25.385255, expected=24.000000
predicted=23.776991, expected=32.000000
predicted=25.668097, expected=16.000000
predicted=22.213764, expected=16.000000
predicted=18.559406, expected=8.000000
predicted=28.600504, expected=12.000000
predicted=17.426809, expected=48.000000
predicted=33.479668, expected=12.000000
predicted=14.528635, expected=12.000000
predicted=16.778155, expected=8.000000
predicted=12.213743, expected=20.000000
predicted=15.267370, expected=20.000000
Test MSE: 217.931
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992])]
predicted=39.235958, expected=80.000000
predicted=48.123341, expected=16.000000
predicted=38.595297, expected=44.000000
predicted=37.429159, expected=24.000000
predicted=40.135168, expected=24.000000
predicted=34.386722, expected=60.000000
predicted=47.887149, expected=36.000000
predicted=35.896318, expected=24.000000
predicted=33.582619, expected=36.000000
predicted=31.595452, expected=32.000000
predicted=33.228351, expected=48.000000
predicted=42.619988, expected=12.000000
predicted=29.897065, expected=28.000000
predicted=25.863204, expected=144.000000
predicted=65.856043, expected=24.000000
predicted=54.449021, expected=52.000000
predicted=46.944394, expected=36.000000
predicted=42.512010, expected=24.000000
predicted=41.099210, expected=16.000000
predicted=50.528828, expected=44.000000
predicted=31.448540, expected=60.000000
predicted=45.464784, expected=28.000000
predicted=36.786106, expected=28.000000
predicted=30.098306, expected=32.000000
predicted=30.780414, expected=28.000000
predicted=34.966300, expected=20.000000
predicted=32.498391, expected=48.000000
predicted=32.319269, expected=48.000000
predicted=38.009794, expected=16.000000
predicted=30.659332, expected=60.000000
predicted=37.449711, expected=20.000000
predicted=33.552320, expected=32.000000
predicted=34.985880, expected=8.000000
predicted=28.136702, expected=20.000000
predicted=20.773130, expected=64.000000
predicted=41.218800, expected=36.000000
predicted=34.648146, expected=52.000000
predicted=38.215800, expected=16.000000
predicted=28.721561, expected=56.000000
predicted=37.790801, expected=40.000000
predicted=47.163918, expected=60.000000
predicted=45.236161, expected=36.000000
predicted=45.035236, expected=40.000000
predicted=37.154193, expected=52.000000
predicted=48.167028, expected=16.000000
predicted=37.148183, expected=48.000000
predicted=41.385847, expected=20.000000
predicted=34.077396, expected=52.000000
predicted=38.328213, expected=12.000000
predicted=33.764509, expected=48.000000
predicted=30.530113, expected=52.000000
predicted=43.682796, expected=28.000000
predicted=34.417366, expected=24.000000
predicted=33.919118, expected=48.000000
predicted=33.514510, expected=28.000000
predicted=38.550008, expected=88.000000
predicted=51.434106, expected=48.000000
predicted=49.221548, expected=44.000000
predicted=43.370199, expected=72.000000
predicted=55.471822, expected=36.000000
predicted=49.609566, expected=36.000000
predicted=51.645190, expected=56.000000
predicted=47.988078, expected=36.000000
predicted=45.729045, expected=20.000000
predicted=40.511170, expected=44.000000
predicted=36.119783, expected=68.000000
predicted=47.396669, expected=20.000000
predicted=42.217967, expected=40.000000
predicted=35.418625, expected=60.000000
predicted=42.439952, expected=88.000000
predicted=59.934235, expected=56.000000
predicted=61.322782, expected=92.000000
predicted=60.734150, expected=12.000000
predicted=51.800043, expected=28.000000
predicted=44.579332, expected=28.000000
predicted=47.438477, expected=56.000000
predicted=46.197702, expected=108.000000
predicted=69.638187, expected=80.000000
predicted=60.493157, expected=60.000000
predicted=58.248244, expected=20.000000
predicted=46.559270, expected=24.000000
predicted=45.677980, expected=8.000000
predicted=45.457990, expected=44.000000
predicted=41.399697, expected=48.000000
predicted=41.910387, expected=36.000000
predicted=32.359323, expected=44.000000
predicted=34.457510, expected=20.000000
predicted=28.568244, expected=24.000000
predicted=32.083915, expected=40.000000
predicted=36.263514, expected=68.000000
predicted=44.877762, expected=32.000000
predicted=41.684034, expected=28.000000
predicted=30.620758, expected=24.000000
predicted=30.457481, expected=20.000000
predicted=31.399296, expected=44.000000
predicted=39.636075, expected=32.000000
predicted=32.684824, expected=44.000000
predicted=33.672483, expected=32.000000
predicted=32.639148, expected=32.000000
predicted=31.286175, expected=20.000000
predicted=31.889760, expected=20.000000
predicted=26.669223, expected=12.000000
predicted=24.848604, expected=12.000000
predicted=19.373882, expected=24.000000
predicted=21.161226, expected=24.000000
predicted=20.685517, expected=16.000000
predicted=18.425693, expected=36.000000
predicted=21.688573, expected=28.000000
predicted=24.552895, expected=28.000000
predicted=26.210959, expected=20.000000
predicted=24.028136, expected=56.000000
predicted=32.404152, expected=20.000000
predicted=33.168558, expected=48.000000
predicted=33.330285, expected=36.000000
predicted=35.746533, expected=8.000000
predicted=25.663298, expected=8.000000
predicted=24.844943, expected=28.000000
predicted=22.423910, expected=24.000000
predicted=28.753031, expected=12.000000
predicted=20.401435, expected=32.000000
predicted=18.625914, expected=52.000000
predicted=29.918904, expected=36.000000
predicted=34.432771, expected=24.000000
predicted=28.264479, expected=12.000000
predicted=21.539710, expected=76.000000
predicted=41.892942, expected=44.000000
predicted=48.109428, expected=32.000000
predicted=36.441179, expected=44.000000
predicted=36.392479, expected=20.000000
predicted=31.957763, expected=36.000000
predicted=41.978124, expected=20.000000
predicted=31.878060, expected=44.000000
predicted=33.093406, expected=76.000000
predicted=48.468155, expected=64.000000
predicted=49.244475, expected=40.000000
predicted=45.669727, expected=20.000000
predicted=34.759727, expected=24.000000
predicted=36.955640, expected=32.000000
predicted=42.554766, expected=36.000000
predicted=39.216795, expected=40.000000
predicted=35.051147, expected=48.000000
predicted=35.364844, expected=56.000000
predicted=41.911304, expected=20.000000
predicted=36.017535, expected=32.000000
predicted=33.887458, expected=4.000000
predicted=27.843021, expected=12.000000
predicted=24.277328, expected=68.000000
predicted=40.019470, expected=36.000000
predicted=34.900457, expected=16.000000
predicted=26.302591, expected=28.000000
predicted=22.047559, expected=8.000000
predicted=22.077915, expected=24.000000
predicted=30.791928, expected=40.000000
predicted=29.538307, expected=40.000000
predicted=29.608463, expected=28.000000
predicted=29.133586, expected=24.000000
predicted=23.653370, expected=4.000000
predicted=21.009667, expected=16.000000
predicted=22.388831, expected=28.000000
predicted=25.672028, expected=32.000000
predicted=25.857552, expected=36.000000
predicted=26.880504, expected=8.000000
predicted=17.379677, expected=32.000000
predicted=22.740507, expected=44.000000
predicted=33.049230, expected=40.000000
predicted=35.479229, expected=20.000000
predicted=29.399994, expected=36.000000
predicted=26.569386, expected=20.000000
predicted=30.114851, expected=28.000000
predicted=30.781121, expected=32.000000
predicted=30.918192, expected=16.000000
predicted=23.563054, expected=24.000000
predicted=25.198180, expected=68.000000
predicted=36.502128, expected=52.000000
predicted=43.155788, expected=40.000000
predicted=39.211202, expected=80.000000
predicted=48.059047, expected=28.000000
predicted=45.459332, expected=16.000000
predicted=40.698935, expected=24.000000
predicted=34.529748, expected=24.000000
predicted=32.620521, expected=48.000000
predicted=43.420040, expected=16.000000
predicted=26.904273, expected=40.000000
predicted=26.918531, expected=32.000000
predicted=31.046147, expected=44.000000
predicted=34.670302, expected=28.000000
predicted=35.930069, expected=12.000000
predicted=23.161334, expected=64.000000
predicted=39.273680, expected=44.000000
predicted=41.966288, expected=28.000000
predicted=36.590634, expected=40.000000
predicted=33.880216, expected=44.000000
predicted=36.690124, expected=20.000000
predicted=39.573189, expected=32.000000
predicted=33.022825, expected=24.000000
predicted=29.352342, expected=56.000000
predicted=39.249640, expected=36.000000
predicted=39.215303, expected=24.000000
predicted=29.023767, expected=20.000000
predicted=27.905041, expected=36.000000
predicted=30.717251, expected=16.000000
predicted=32.061347, expected=52.000000
predicted=33.673041, expected=36.000000
predicted=33.580185, expected=52.000000
predicted=36.769255, expected=28.000000
predicted=36.365182, expected=36.000000
predicted=32.505687, expected=36.000000
predicted=40.057038, expected=36.000000
predicted=36.831155, expected=32.000000
predicted=37.417915, expected=44.000000
predicted=35.577632, expected=48.000000
predicted=40.920420, expected=32.000000
predicted=37.686952, expected=20.000000
predicted=31.401079, expected=52.000000
predicted=37.604630, expected=24.000000
predicted=37.263565, expected=40.000000
predicted=36.616603, expected=36.000000
predicted=34.613250, expected=28.000000
predicted=30.905797, expected=28.000000
predicted=34.373325, expected=12.000000
predicted=24.055527, expected=32.000000
predicted=28.888921, expected=52.000000
predicted=36.358119, expected=52.000000
predicted=39.402763, expected=16.000000
predicted=30.252716, expected=8.000000
predicted=19.913135, expected=16.000000
predicted=24.163167, expected=20.000000
predicted=28.021964, expected=20.000000
predicted=25.215632, expected=28.000000
predicted=19.783105, expected=56.000000
predicted=29.302829, expected=44.000000
predicted=34.773028, expected=44.000000
predicted=35.841113, expected=20.000000
predicted=30.748498, expected=96.000000
predicted=51.685082, expected=56.000000
predicted=59.841682, expected=72.000000
predicted=56.967761, expected=68.000000
predicted=60.218529, expected=132.000000
predicted=78.558784, expected=112.000000
predicted=100.904456, expected=196.000000
predicted=119.912194, expected=104.000000
predicted=118.404494, expected=200.000000
predicted=134.794435, expected=80.000000
predicted=136.590347, expected=56.000000
predicted=100.128044, expected=68.000000
predicted=108.102011, expected=112.000000
predicted=100.586400, expected=144.000000
predicted=131.190016, expected=140.000000
predicted=112.727919, expected=56.000000
predicted=86.738552, expected=64.000000
predicted=78.470187, expected=24.000000
predicted=75.665629, expected=48.000000
predicted=73.907046, expected=64.000000
predicted=74.474161, expected=40.000000
predicted=50.689521, expected=48.000000
predicted=48.128540, expected=44.000000
predicted=42.155262, expected=24.000000
predicted=40.269344, expected=24.000000
predicted=37.113001, expected=28.000000
predicted=32.405263, expected=16.000000
predicted=29.449488, expected=24.000000
predicted=26.536268, expected=24.000000
predicted=23.715214, expected=60.000000
predicted=34.965853, expected=72.000000
predicted=47.985315, expected=32.000000
predicted=38.153804, expected=16.000000
predicted=28.522462, expected=40.000000
predicted=34.496996, expected=28.000000
predicted=41.578667, expected=36.000000
predicted=40.223816, expected=44.000000
predicted=35.559358, expected=20.000000
predicted=28.053028, expected=44.000000
predicted=35.125488, expected=16.000000
predicted=29.472762, expected=32.000000
predicted=29.729388, expected=24.000000
predicted=30.932729, expected=44.000000
predicted=30.947817, expected=44.000000
predicted=39.292740, expected=48.000000
predicted=36.314784, expected=36.000000
predicted=37.815897, expected=44.000000
predicted=37.751435, expected=40.000000
predicted=42.517660, expected=8.000000
predicted=31.298733, expected=40.000000
predicted=33.845148, expected=56.000000
predicted=42.705485, expected=36.000000
predicted=40.905361, expected=28.000000
predicted=33.037738, expected=40.000000
predicted=30.940593, expected=40.000000
predicted=40.398576, expected=24.000000
predicted=37.061796, expected=32.000000
predicted=31.535672, expected=52.000000
predicted=38.230069, expected=56.000000
predicted=46.126586, expected=36.000000
predicted=41.004828, expected=20.000000
predicted=30.158252, expected=8.000000
predicted=25.348720, expected=28.000000
predicted=31.199248, expected=68.000000
predicted=45.845132, expected=48.000000
predicted=43.116985, expected=40.000000
predicted=34.848523, expected=20.000000
predicted=27.927111, expected=24.000000
predicted=30.706993, expected=24.000000
predicted=36.979604, expected=12.000000
predicted=26.531012, expected=20.000000
predicted=22.892874, expected=48.000000
predicted=29.032317, expected=76.000000
predicted=45.027027, expected=16.000000
predicted=33.315094, expected=48.000000
predicted=31.215834, expected=40.000000
predicted=39.717458, expected=32.000000
predicted=40.988645, expected=40.000000
predicted=44.398152, expected=24.000000
predicted=29.837083, expected=28.000000
predicted=33.421696, expected=60.000000
predicted=41.802813, expected=52.000000
predicted=44.731869, expected=72.000000
predicted=51.533930, expected=4.000000
predicted=33.581285, expected=20.000000
predicted=26.938265, expected=24.000000
predicted=36.388220, expected=8.000000
predicted=27.789800, expected=16.000000
predicted=25.861516, expected=48.000000
predicted=23.928983, expected=24.000000
predicted=26.938325, expected=20.000000
predicted=21.732597, expected=16.000000
predicted=17.935983, expected=44.000000
predicted=28.606746, expected=28.000000
predicted=34.397885, expected=8.000000
predicted=19.750001, expected=12.000000
predicted=16.471938, expected=48.000000
predicted=28.269108, expected=16.000000
predicted=29.730450, expected=36.000000
predicted=25.511443, expected=28.000000
predicted=24.806140, expected=16.000000
predicted=21.836954, expected=32.000000
predicted=30.268778, expected=52.000000
predicted=33.843113, expected=56.000000
predicted=43.393853, expected=40.000000
predicted=38.727818, expected=16.000000
predicted=28.023842, expected=12.000000
predicted=26.038828, expected=20.000000
predicted=29.890266, expected=16.000000
predicted=27.663508, expected=32.000000
predicted=26.158354, expected=32.000000
predicted=24.622310, expected=40.000000
predicted=27.580735, expected=12.000000
predicted=23.181196, expected=28.000000
predicted=22.802226, expected=4.000000
predicted=21.592186, expected=44.000000
predicted=28.052424, expected=28.000000
predicted=31.537273, expected=24.000000
predicted=21.911095, expected=32.000000
predicted=27.243620, expected=24.000000
predicted=23.485983, expected=28.000000
predicted=30.369227, expected=20.000000
predicted=25.052761, expected=24.000000
predicted=23.883616, expected=44.000000
predicted=32.111549, expected=40.000000
predicted=33.686178, expected=12.000000
predicted=25.333731, expected=24.000000
predicted=22.642513, expected=20.000000
predicted=25.141229, expected=24.000000
predicted=27.899910, expected=20.000000
predicted=24.786084, expected=12.000000
predicted=16.115376, expected=32.000000
predicted=23.009660, expected=12.000000
predicted=20.059611, expected=28.000000
predicted=21.385896, expected=20.000000
predicted=21.511635, expected=12.000000
predicted=16.449571, expected=76.000000
predicted=38.240331, expected=36.000000
predicted=36.611977, expected=8.000000
predicted=23.981219, expected=8.000000
predicted=17.905482, expected=16.000000
predicted=20.116792, expected=64.000000
predicted=45.177811, expected=12.000000
predicted=28.539535, expected=52.000000
predicted=26.240031, expected=32.000000
predicted=31.295845, expected=48.000000
predicted=36.043493, expected=16.000000
predicted=37.257682, expected=32.000000
predicted=26.620014, expected=24.000000
predicted=34.223412, expected=28.000000
predicted=28.979561, expected=8.000000
predicted=24.852038, expected=36.000000
predicted=23.143438, expected=44.000000
predicted=34.205813, expected=28.000000
predicted=29.446777, expected=16.000000
predicted=23.642803, expected=40.000000
predicted=26.674563, expected=8.000000
predicted=27.050292, expected=36.000000
predicted=28.800016, expected=40.000000
predicted=32.289603, expected=24.000000
predicted=26.695046, expected=40.000000
predicted=32.672944, expected=40.000000
predicted=31.656763, expected=28.000000
predicted=33.905884, expected=12.000000
predicted=26.739727, expected=16.000000
predicted=21.685548, expected=48.000000
predicted=34.300900, expected=32.000000
predicted=34.375639, expected=28.000000
predicted=27.273131, expected=8.000000
predicted=18.855158, expected=32.000000
predicted=24.196715, expected=12.000000
predicted=27.459760, expected=20.000000
predicted=20.983665, expected=28.000000
predicted=23.530246, expected=16.000000
predicted=18.338320, expected=32.000000
predicted=24.926495, expected=32.000000
predicted=25.143685, expected=20.000000
predicted=23.736395, expected=32.000000
predicted=26.637203, expected=92.000000
predicted=46.598091, expected=136.000000
predicted=78.232895, expected=16.000000
predicted=52.491816, expected=24.000000
predicted=34.228457, expected=20.000000
predicted=41.015201, expected=4.000000
predicted=41.878951, expected=28.000000
predicted=44.203601, expected=44.000000
predicted=28.000383, expected=44.000000
predicted=32.899895, expected=28.000000
predicted=28.260058, expected=20.000000
predicted=22.283611, expected=16.000000
predicted=25.147014, expected=12.000000
predicted=24.650317, expected=16.000000
Test MSE: 486.610
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167])]
predicted=56.575181, expected=44.000000
predicted=42.057664, expected=48.000000
predicted=45.532062, expected=16.000000
predicted=48.778759, expected=36.000000
predicted=56.613389, expected=116.000000
predicted=96.380338, expected=36.000000
predicted=39.295226, expected=104.000000
predicted=75.218357, expected=32.000000
predicted=25.476953, expected=56.000000
predicted=53.919691, expected=56.000000
predicted=78.029165, expected=88.000000
predicted=66.990310, expected=188.000000
predicted=137.747901, expected=144.000000
predicted=89.989076, expected=40.000000
predicted=51.907204, expected=60.000000
predicted=63.267829, expected=80.000000
predicted=90.854971, expected=40.000000
predicted=108.797967, expected=60.000000
predicted=93.096937, expected=112.000000
predicted=76.573321, expected=260.000000
predicted=160.305950, expected=212.000000
predicted=142.089781, expected=48.000000
predicted=50.497355, expected=8.000000
predicted=44.133041, expected=32.000000
predicted=84.377388, expected=60.000000
predicted=151.285574, expected=36.000000
predicted=105.373537, expected=92.000000
predicted=67.618221, expected=52.000000
predicted=31.799472, expected=48.000000
predicted=43.869221, expected=60.000000
predicted=58.202025, expected=24.000000
predicted=34.240190, expected=64.000000
predicted=74.338993, expected=108.000000
predicted=78.723942, expected=16.000000
predicted=32.082323, expected=24.000000
predicted=41.495388, expected=16.000000
predicted=23.060180, expected=8.000000
predicted=38.187647, expected=52.000000
predicted=70.214411, expected=28.000000
predicted=21.547063, expected=44.000000
predicted=34.118874, expected=76.000000
predicted=45.509032, expected=52.000000
predicted=33.889770, expected=8.000000
predicted=28.556901, expected=56.000000
predicted=44.647296, expected=120.000000
predicted=83.287159, expected=40.000000
predicted=53.881762, expected=36.000000
predicted=43.318808, expected=20.000000
predicted=18.985339, expected=36.000000
predicted=50.707562, expected=28.000000
predicted=64.314083, expected=72.000000
predicted=55.592675, expected=68.000000
predicted=49.714884, expected=36.000000
predicted=30.298649, expected=44.000000
predicted=40.719875, expected=32.000000
predicted=33.563528, expected=40.000000
predicted=54.856771, expected=16.000000
predicted=38.031300, expected=116.000000
predicted=77.223116, expected=184.000000
predicted=111.443441, expected=184.000000
predicted=110.168821, expected=24.000000
predicted=32.439360, expected=56.000000
predicted=51.611256, expected=40.000000
predicted=81.353191, expected=28.000000
predicted=101.645220, expected=80.000000
predicted=116.022968, expected=48.000000
predicted=37.660730, expected=96.000000
predicted=75.864939, expected=44.000000
predicted=40.554229, expected=48.000000
predicted=44.496727, expected=60.000000
predicted=66.597241, expected=60.000000
predicted=57.538175, expected=104.000000
predicted=94.799535, expected=192.000000
predicted=119.393435, expected=128.000000
predicted=89.154506, expected=100.000000
predicted=84.376505, expected=44.000000
predicted=57.927182, expected=68.000000
predicted=93.823459, expected=64.000000
predicted=118.061296, expected=88.000000
predicted=103.726688, expected=120.000000
predicted=104.539675, expected=92.000000
predicted=70.713113, expected=40.000000
predicted=54.878285, expected=48.000000
predicted=59.518259, expected=32.000000
predicted=60.853621, expected=28.000000
predicted=69.127988, expected=108.000000
predicted=94.803663, expected=204.000000
predicted=123.030403, expected=84.000000
predicted=63.874805, expected=40.000000
predicted=41.477242, expected=32.000000
predicted=39.179194, expected=52.000000
predicted=85.683129, expected=52.000000
predicted=112.855614, expected=88.000000
predicted=81.763789, expected=96.000000
predicted=67.530565, expected=64.000000
predicted=50.586365, expected=36.000000
predicted=45.357165, expected=68.000000
predicted=64.051050, expected=40.000000
predicted=62.161216, expected=60.000000
predicted=74.760443, expected=36.000000
predicted=46.689541, expected=156.000000
predicted=100.534350, expected=56.000000
predicted=57.011954, expected=52.000000
predicted=51.011332, expected=44.000000
predicted=51.423691, expected=36.000000
predicted=45.053960, expected=64.000000
predicted=99.053550, expected=68.000000
predicted=60.726690, expected=128.000000
predicted=90.016928, expected=140.000000
predicted=91.950166, expected=144.000000
predicted=94.949714, expected=72.000000
predicted=70.205938, expected=72.000000
predicted=77.696883, expected=96.000000
predicted=111.947815, expected=140.000000
predicted=138.143866, expected=132.000000
predicted=130.296773, expected=104.000000
predicted=89.808568, expected=68.000000
predicted=73.963576, expected=40.000000
predicted=71.802802, expected=64.000000
predicted=99.638445, expected=60.000000
predicted=90.497778, expected=152.000000
predicted=124.715073, expected=92.000000
predicted=76.434977, expected=128.000000
predicted=89.396008, expected=36.000000
predicted=50.708914, expected=60.000000
predicted=69.149549, expected=96.000000
predicted=116.916798, expected=68.000000
predicted=80.746375, expected=72.000000
predicted=91.631484, expected=112.000000
predicted=77.598952, expected=160.000000
predicted=113.425356, expected=28.000000
predicted=58.627980, expected=44.000000
predicted=60.075765, expected=68.000000
predicted=73.324416, expected=44.000000
predicted=78.172933, expected=136.000000
predicted=135.429592, expected=204.000000
predicted=117.869342, expected=148.000000
predicted=99.026414, expected=36.000000
predicted=53.525198, expected=20.000000
predicted=43.726335, expected=36.000000
predicted=89.283270, expected=124.000000
predicted=154.949378, expected=92.000000
predicted=106.478873, expected=188.000000
predicted=113.746224, expected=156.000000
predicted=91.320657, expected=52.000000
predicted=53.341095, expected=88.000000
predicted=106.487175, expected=56.000000
predicted=80.185645, expected=52.000000
predicted=114.204640, expected=100.000000
predicted=117.901155, expected=112.000000
predicted=84.454064, expected=56.000000
predicted=68.974933, expected=32.000000
predicted=45.548387, expected=40.000000
predicted=50.303060, expected=68.000000
predicted=82.953984, expected=48.000000
predicted=72.860692, expected=64.000000
predicted=58.595267, expected=156.000000
predicted=96.276658, expected=80.000000
predicted=61.123172, expected=60.000000
predicted=65.103990, expected=20.000000
predicted=36.691782, expected=28.000000
predicted=52.892433, expected=52.000000
predicted=94.376310, expected=72.000000
predicted=72.609314, expected=168.000000
predicted=111.656606, expected=140.000000
predicted=81.396154, expected=48.000000
predicted=42.571609, expected=64.000000
predicted=63.449532, expected=20.000000
predicted=52.156724, expected=28.000000
predicted=92.706327, expected=128.000000
predicted=124.900108, expected=88.000000
predicted=67.367389, expected=88.000000
predicted=74.500667, expected=48.000000
predicted=36.359156, expected=32.000000
predicted=39.307501, expected=36.000000
predicted=76.774215, expected=32.000000
predicted=58.109214, expected=48.000000
predicted=63.393253, expected=100.000000
predicted=72.742138, expected=92.000000
predicted=62.328271, expected=52.000000
predicted=44.965249, expected=20.000000
predicted=28.771659, expected=56.000000
predicted=56.699526, expected=16.000000
predicted=54.257108, expected=84.000000
predicted=84.593791, expected=80.000000
predicted=62.205818, expected=64.000000
predicted=46.096800, expected=48.000000
predicted=49.585016, expected=12.000000
predicted=20.171900, expected=56.000000
predicted=69.196841, expected=40.000000
predicted=56.360435, expected=92.000000
predicted=76.849073, expected=116.000000
predicted=79.035882, expected=64.000000
predicted=42.868401, expected=64.000000
predicted=60.634788, expected=20.000000
predicted=34.291000, expected=24.000000
predicted=59.162940, expected=40.000000
predicted=71.286203, expected=64.000000
predicted=62.901323, expected=60.000000
predicted=57.611620, expected=24.000000
predicted=23.018307, expected=52.000000
predicted=40.577275, expected=20.000000
predicted=30.896466, expected=12.000000
predicted=37.142107, expected=44.000000
predicted=48.253517, expected=52.000000
predicted=39.649480, expected=52.000000
predicted=49.050588, expected=32.000000
predicted=25.915322, expected=44.000000
predicted=31.698786, expected=52.000000
predicted=48.214354, expected=20.000000
predicted=35.229900, expected=56.000000
predicted=52.752975, expected=148.000000
predicted=91.435888, expected=52.000000
predicted=47.454790, expected=40.000000
predicted=46.530468, expected=32.000000
predicted=29.709117, expected=40.000000
predicted=54.692111, expected=4.000000
predicted=64.805070, expected=44.000000
predicted=47.103250, expected=144.000000
predicted=91.218888, expected=72.000000
predicted=51.405886, expected=24.000000
predicted=32.059990, expected=28.000000
predicted=21.549750, expected=28.000000
predicted=42.873143, expected=20.000000
predicted=72.849796, expected=96.000000
predicted=79.881640, expected=96.000000
predicted=59.521294, expected=96.000000
predicted=63.780911, expected=40.000000
predicted=34.796976, expected=36.000000
predicted=36.113720, expected=52.000000
predicted=72.633478, expected=12.000000
predicted=51.458908, expected=92.000000
predicted=89.485384, expected=100.000000
predicted=68.418978, expected=116.000000
predicted=78.745300, expected=52.000000
predicted=49.694941, expected=28.000000
predicted=28.996969, expected=80.000000
predicted=86.285394, expected=56.000000
predicted=76.448019, expected=112.000000
predicted=108.625918, expected=32.000000
predicted=39.294726, expected=12.000000
predicted=26.479555, expected=12.000000
predicted=43.002054, expected=44.000000
predicted=53.238343, expected=76.000000
predicted=84.851757, expected=72.000000
predicted=50.322659, expected=40.000000
predicted=27.337911, expected=12.000000
predicted=16.035890, expected=104.000000
predicted=77.447945, expected=96.000000
predicted=83.142627, expected=240.000000
predicted=155.426236, expected=144.000000
predicted=90.342916, expected=8.000000
predicted=22.359190, expected=24.000000
predicted=65.733079, expected=48.000000
predicted=82.190089, expected=32.000000
predicted=122.228591, expected=112.000000
predicted=115.323141, expected=104.000000
predicted=57.347861, expected=84.000000
predicted=58.042936, expected=52.000000
predicted=49.987762, expected=36.000000
predicted=41.820853, expected=4.000000
predicted=55.369328, expected=16.000000
predicted=56.595934, expected=20.000000
predicted=46.990991, expected=64.000000
predicted=56.025275, expected=72.000000
predicted=50.832461, expected=36.000000
predicted=22.029127, expected=32.000000
predicted=25.828684, expected=44.000000
predicted=36.018978, expected=28.000000
predicted=45.342812, expected=60.000000
predicted=62.617584, expected=72.000000
predicted=53.390745, expected=120.000000
predicted=78.252425, expected=40.000000
predicted=40.400929, expected=32.000000
predicted=35.140076, expected=24.000000
predicted=42.332189, expected=28.000000
predicted=52.594857, expected=40.000000
predicted=70.924205, expected=64.000000
predicted=51.130380, expected=56.000000
predicted=43.303317, expected=4.000000
predicted=14.673327, expected=32.000000
predicted=32.080323, expected=60.000000
predicted=51.040696, expected=36.000000
predicted=47.873307, expected=68.000000
predicted=58.297239, expected=76.000000
predicted=43.033740, expected=48.000000
predicted=42.750291, expected=112.000000
predicted=85.313563, expected=92.000000
predicted=66.445668, expected=8.000000
predicted=38.955702, expected=32.000000
predicted=52.781945, expected=28.000000
predicted=41.642528, expected=72.000000
predicted=88.592762, expected=84.000000
predicted=79.355417, expected=68.000000
predicted=41.406106, expected=12.000000
predicted=22.423097, expected=20.000000
predicted=28.824854, expected=36.000000
predicted=53.334749, expected=28.000000
predicted=52.621748, expected=56.000000
predicted=56.812615, expected=52.000000
predicted=32.780574, expected=20.000000
predicted=21.789335, expected=24.000000
predicted=29.816607, expected=44.000000
predicted=38.078683, expected=20.000000
predicted=36.275370, expected=44.000000
predicted=45.427676, expected=84.000000
predicted=52.515721, expected=52.000000
predicted=39.496481, expected=8.000000
predicted=24.726884, expected=48.000000
predicted=37.326668, expected=12.000000
predicted=29.411090, expected=32.000000
predicted=54.752319, expected=72.000000
predicted=57.556840, expected=80.000000
predicted=47.574275, expected=24.000000
predicted=33.080010, expected=16.000000
predicted=17.517312, expected=48.000000
predicted=43.190434, expected=36.000000
predicted=52.620942, expected=12.000000
predicted=40.373675, expected=68.000000
predicted=46.328853, expected=52.000000
predicted=35.674042, expected=48.000000
predicted=47.552027, expected=4.000000
predicted=18.020877, expected=28.000000
predicted=25.724727, expected=28.000000
predicted=44.695292, expected=16.000000
predicted=32.663109, expected=68.000000
predicted=54.493693, expected=148.000000
predicted=78.725608, expected=24.000000
predicted=25.063733, expected=32.000000
predicted=33.392412, expected=16.000000
predicted=19.956276, expected=72.000000
predicted=75.498112, expected=72.000000
predicted=96.421964, expected=48.000000
predicted=37.456668, expected=52.000000
predicted=42.063643, expected=32.000000
predicted=29.001461, expected=28.000000
predicted=49.407936, expected=28.000000
predicted=46.937975, expected=52.000000
predicted=49.824683, expected=120.000000
predicted=84.165046, expected=88.000000
predicted=59.269677, expected=120.000000
predicted=77.029865, expected=24.000000
predicted=28.576530, expected=40.000000
predicted=53.783189, expected=52.000000
predicted=81.086901, expected=148.000000
predicted=119.646378, expected=32.000000
predicted=65.449384, expected=4.000000
predicted=18.804621, expected=16.000000
predicted=29.925722, expected=24.000000
predicted=43.826160, expected=48.000000
predicted=85.105341, expected=24.000000
predicted=24.956536, expected=100.000000
predicted=54.708993, expected=44.000000
predicted=30.013850, expected=20.000000
predicted=25.649031, expected=36.000000
predicted=40.730117, expected=32.000000
predicted=33.614765, expected=48.000000
predicted=67.560786, expected=68.000000
predicted=53.703587, expected=96.000000
predicted=59.940744, expected=72.000000
predicted=54.075797, expected=32.000000
predicted=34.779135, expected=52.000000
predicted=52.878498, expected=52.000000
predicted=61.131025, expected=4.000000
predicted=46.097404, expected=88.000000
predicted=77.178250, expected=92.000000
predicted=62.264878, expected=28.000000
predicted=39.914669, expected=64.000000
predicted=56.286063, expected=56.000000
predicted=37.069821, expected=28.000000
predicted=57.148749, expected=32.000000
predicted=56.281818, expected=72.000000
predicted=53.012326, expected=208.000000
predicted=135.227916, expected=220.000000
predicted=135.559751, expected=20.000000
predicted=26.230644, expected=48.000000
predicted=51.570660, expected=40.000000
predicted=66.252392, expected=44.000000
predicted=122.143128, expected=60.000000
predicted=119.074174, expected=60.000000
predicted=42.733927, expected=108.000000
predicted=78.188998, expected=32.000000
predicted=35.627773, expected=36.000000
predicted=43.726610, expected=28.000000
predicted=43.503588, expected=16.000000
predicted=40.708162, expected=80.000000
predicted=85.958423, expected=48.000000
predicted=38.828682, expected=100.000000
predicted=69.061927, expected=4.000000
predicted=14.632366, expected=20.000000
predicted=26.303828, expected=28.000000
predicted=49.536687, expected=28.000000
predicted=40.944599, expected=48.000000
predicted=63.694506, expected=84.000000
predicted=46.134833, expected=48.000000
predicted=34.711548, expected=20.000000
predicted=25.491258, expected=40.000000
predicted=36.874216, expected=48.000000
predicted=50.002201, expected=28.000000
predicted=51.063358, expected=32.000000
predicted=37.727617, expected=76.000000
predicted=50.296321, expected=104.000000
predicted=72.177227, expected=40.000000
predicted=42.016588, expected=24.000000
predicted=28.994743, expected=20.000000
predicted=30.412849, expected=40.000000
predicted=58.720963, expected=64.000000
predicted=75.931556, expected=68.000000
predicted=52.226686, expected=92.000000
predicted=58.961904, expected=24.000000
predicted=24.269636, expected=20.000000
predicted=33.935629, expected=12.000000
predicted=37.443535, expected=20.000000
predicted=44.325074, expected=40.000000
predicted=57.827664, expected=100.000000
predicted=61.762700, expected=64.000000
predicted=40.896505, expected=68.000000
predicted=43.320306, expected=44.000000
predicted=35.088892, expected=60.000000
predicted=55.961795, expected=52.000000
predicted=71.167147, expected=44.000000
predicted=53.909917, expected=80.000000
predicted=71.937497, expected=72.000000
predicted=58.928524, expected=16.000000
predicted=37.141424, expected=36.000000
predicted=44.674106, expected=60.000000
predicted=54.391177, expected=16.000000
Test MSE: 1523.988
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701])]
predicted=43.124016, expected=24.000000
predicted=46.144900, expected=56.000000
predicted=75.071663, expected=56.000000
predicted=51.535814, expected=92.000000
predicted=61.129709, expected=64.000000
predicted=43.382070, expected=16.000000
predicted=30.914529, expected=24.000000
predicted=48.286138, expected=52.000000
predicted=54.305364, expected=64.000000
predicted=66.012541, expected=52.000000
predicted=51.518014, expected=108.000000
predicted=59.589133, expected=36.000000
predicted=37.627210, expected=68.000000
predicted=61.534407, expected=72.000000
predicted=70.618711, expected=48.000000
predicted=52.321692, expected=60.000000
predicted=78.666612, expected=92.000000
predicted=64.148199, expected=48.000000
predicted=58.210484, expected=52.000000
predicted=62.954849, expected=40.000000
predicted=51.005499, expected=40.000000
predicted=51.555408, expected=56.000000
predicted=67.616218, expected=80.000000
predicted=58.984284, expected=72.000000
predicted=58.406263, expected=60.000000
predicted=52.564617, expected=36.000000
predicted=46.336766, expected=36.000000
predicted=51.339524, expected=40.000000
predicted=58.746783, expected=16.000000
predicted=43.099108, expected=60.000000
predicted=54.098523, expected=72.000000
predicted=49.361634, expected=124.000000
predicted=69.735490, expected=36.000000
predicted=43.565454, expected=32.000000
predicted=37.150836, expected=28.000000
predicted=54.457207, expected=40.000000
predicted=54.580241, expected=36.000000
predicted=68.819290, expected=64.000000
predicted=45.784177, expected=92.000000
predicted=56.806598, expected=56.000000
predicted=43.489049, expected=36.000000
predicted=44.461795, expected=12.000000
predicted=35.702622, expected=68.000000
predicted=63.258920, expected=80.000000
predicted=74.436346, expected=144.000000
predicted=84.980395, expected=52.000000
predicted=49.456884, expected=60.000000
predicted=47.880986, expected=56.000000
predicted=72.822061, expected=56.000000
predicted=68.646740, expected=80.000000
predicted=99.475380, expected=100.000000
predicted=72.033759, expected=80.000000
predicted=68.908779, expected=44.000000
predicted=57.019178, expected=92.000000
predicted=77.159478, expected=60.000000
predicted=71.984748, expected=16.000000
predicted=59.280516, expected=44.000000
predicted=64.136379, expected=96.000000
predicted=66.279325, expected=112.000000
predicted=86.710650, expected=64.000000
predicted=60.262332, expected=40.000000
predicted=42.051212, expected=56.000000
predicted=60.725590, expected=40.000000
predicted=67.755004, expected=64.000000
predicted=78.669664, expected=116.000000
predicted=81.016223, expected=124.000000
predicted=75.429331, expected=80.000000
predicted=69.507246, expected=44.000000
predicted=56.585392, expected=64.000000
predicted=74.483406, expected=40.000000
predicted=78.179713, expected=76.000000
predicted=89.951913, expected=80.000000
predicted=74.854909, expected=88.000000
predicted=63.416665, expected=68.000000
predicted=67.377370, expected=48.000000
predicted=52.121525, expected=60.000000
predicted=70.838488, expected=32.000000
predicted=58.284969, expected=32.000000
predicted=58.272891, expected=92.000000
predicted=73.687364, expected=36.000000
predicted=41.577209, expected=68.000000
predicted=59.843089, expected=84.000000
predicted=60.226448, expected=48.000000
predicted=43.649462, expected=20.000000
predicted=58.204725, expected=60.000000
predicted=52.760991, expected=84.000000
predicted=69.871958, expected=40.000000
predicted=56.480268, expected=60.000000
predicted=55.124882, expected=56.000000
predicted=44.771304, expected=52.000000
predicted=55.261209, expected=28.000000
predicted=55.990214, expected=64.000000
predicted=52.551202, expected=84.000000
predicted=66.601115, expected=92.000000
predicted=67.177496, expected=68.000000
predicted=61.101057, expected=28.000000
predicted=39.928396, expected=28.000000
predicted=54.108878, expected=16.000000
predicted=52.209025, expected=48.000000
predicted=62.081740, expected=92.000000
predicted=68.529622, expected=40.000000
predicted=32.728095, expected=48.000000
predicted=41.293617, expected=48.000000
predicted=40.451439, expected=48.000000
predicted=48.610235, expected=40.000000
predicted=61.799197, expected=60.000000
predicted=49.547932, expected=96.000000
predicted=66.643867, expected=20.000000
predicted=37.141120, expected=52.000000
predicted=53.122240, expected=36.000000
predicted=45.140046, expected=44.000000
predicted=49.531616, expected=56.000000
predicted=68.657631, expected=24.000000
predicted=26.499627, expected=40.000000
predicted=45.589390, expected=72.000000
predicted=52.083479, expected=72.000000
predicted=53.104444, expected=36.000000
predicted=46.050380, expected=40.000000
predicted=39.445558, expected=20.000000
predicted=37.210689, expected=96.000000
predicted=74.645826, expected=56.000000
predicted=58.030949, expected=76.000000
predicted=52.824795, expected=52.000000
predicted=52.122257, expected=48.000000
predicted=41.791353, expected=36.000000
predicted=65.986742, expected=32.000000
predicted=46.465302, expected=36.000000
predicted=53.430368, expected=92.000000
predicted=64.055659, expected=132.000000
predicted=78.406250, expected=80.000000
predicted=56.939915, expected=28.000000
predicted=43.209458, expected=44.000000
predicted=55.558416, expected=12.000000
predicted=57.456574, expected=24.000000
predicted=69.426193, expected=88.000000
predicted=73.063635, expected=84.000000
predicted=49.218031, expected=48.000000
predicted=44.559519, expected=24.000000
predicted=29.950446, expected=68.000000
predicted=52.273297, expected=28.000000
predicted=56.114783, expected=40.000000
predicted=56.901654, expected=52.000000
predicted=50.111723, expected=108.000000
predicted=60.136770, expected=52.000000
predicted=56.573490, expected=56.000000
predicted=46.516478, expected=36.000000
predicted=48.159184, expected=24.000000
predicted=42.758632, expected=16.000000
predicted=59.331069, expected=60.000000
predicted=51.657319, expected=128.000000
predicted=78.518942, expected=32.000000
predicted=33.201862, expected=44.000000
predicted=41.281730, expected=60.000000
predicted=49.626116, expected=44.000000
predicted=51.482842, expected=32.000000
predicted=73.123992, expected=52.000000
predicted=44.412432, expected=92.000000
predicted=62.950785, expected=36.000000
predicted=46.256708, expected=20.000000
predicted=37.754052, expected=44.000000
predicted=45.233179, expected=16.000000
predicted=35.074160, expected=68.000000
predicted=68.956842, expected=36.000000
predicted=35.637241, expected=48.000000
predicted=33.834978, expected=28.000000
predicted=39.508925, expected=28.000000
predicted=26.662036, expected=40.000000
predicted=51.044200, expected=16.000000
predicted=27.162718, expected=40.000000
predicted=40.935473, expected=64.000000
predicted=43.028507, expected=96.000000
predicted=54.642445, expected=12.000000
predicted=29.903346, expected=36.000000
predicted=34.832951, expected=32.000000
predicted=43.414376, expected=24.000000
predicted=41.149166, expected=36.000000
predicted=58.255699, expected=52.000000
predicted=31.763740, expected=68.000000
predicted=47.041424, expected=20.000000
predicted=28.873801, expected=20.000000
predicted=28.650265, expected=8.000000
predicted=28.656488, expected=4.000000
predicted=27.584755, expected=36.000000
predicted=44.079707, expected=28.000000
predicted=20.872524, expected=72.000000
predicted=38.844954, expected=40.000000
predicted=25.582646, expected=72.000000
predicted=38.624214, expected=32.000000
predicted=39.459208, expected=16.000000
predicted=28.520638, expected=20.000000
predicted=47.750333, expected=64.000000
predicted=48.052828, expected=76.000000
predicted=62.622654, expected=44.000000
predicted=36.703266, expected=28.000000
predicted=30.117734, expected=28.000000
predicted=33.033703, expected=48.000000
predicted=53.513579, expected=76.000000
predicted=66.202097, expected=36.000000
predicted=38.752756, expected=40.000000
predicted=37.654166, expected=32.000000
predicted=36.964020, expected=36.000000
predicted=42.287353, expected=28.000000
predicted=48.532841, expected=12.000000
predicted=26.072130, expected=24.000000
predicted=31.952539, expected=48.000000
predicted=36.849287, expected=72.000000
predicted=46.374544, expected=24.000000
predicted=26.661298, expected=24.000000
predicted=24.766334, expected=44.000000
predicted=38.973583, expected=36.000000
predicted=39.896641, expected=48.000000
predicted=52.822087, expected=52.000000
predicted=38.380322, expected=40.000000
predicted=34.047184, expected=48.000000
predicted=46.136061, expected=56.000000
predicted=46.718329, expected=20.000000
predicted=36.214769, expected=4.000000
predicted=32.003590, expected=20.000000
predicted=33.132377, expected=64.000000
predicted=48.645482, expected=52.000000
predicted=44.584310, expected=48.000000
predicted=32.777873, expected=16.000000
predicted=19.725979, expected=56.000000
predicted=41.395972, expected=32.000000
predicted=46.516464, expected=44.000000
predicted=43.959782, expected=36.000000
predicted=42.328019, expected=12.000000
predicted=19.598165, expected=24.000000
predicted=39.505688, expected=36.000000
predicted=33.513224, expected=48.000000
predicted=40.016397, expected=28.000000
predicted=30.377386, expected=36.000000
predicted=26.890178, expected=104.000000
predicted=59.510086, expected=52.000000
predicted=42.303810, expected=52.000000
predicted=50.059663, expected=68.000000
predicted=55.445105, expected=56.000000
predicted=49.808732, expected=76.000000
predicted=81.866521, expected=28.000000
predicted=45.183642, expected=28.000000
predicted=44.807217, expected=12.000000
predicted=44.026327, expected=28.000000
predicted=40.285357, expected=36.000000
predicted=48.109539, expected=40.000000
predicted=30.723521, expected=56.000000
predicted=38.883072, expected=124.000000
predicted=62.378014, expected=44.000000
predicted=38.852087, expected=24.000000
predicted=38.586985, expected=32.000000
predicted=48.429202, expected=12.000000
predicted=37.999265, expected=32.000000
predicted=65.491020, expected=56.000000
predicted=44.611413, expected=68.000000
predicted=41.183930, expected=36.000000
predicted=34.404699, expected=36.000000
predicted=31.060338, expected=32.000000
predicted=37.768955, expected=56.000000
predicted=52.701530, expected=60.000000
predicted=57.491617, expected=68.000000
predicted=49.580812, expected=96.000000
predicted=64.032366, expected=8.000000
predicted=29.665523, expected=36.000000
predicted=51.191396, expected=20.000000
predicted=46.103443, expected=16.000000
predicted=38.892866, expected=8.000000
predicted=44.752431, expected=80.000000
predicted=39.520930, expected=40.000000
predicted=33.775752, expected=28.000000
predicted=24.796556, expected=24.000000
predicted=28.244052, expected=32.000000
predicted=25.446601, expected=24.000000
predicted=46.196698, expected=48.000000
predicted=40.061228, expected=72.000000
predicted=45.968758, expected=72.000000
predicted=45.378388, expected=32.000000
predicted=36.271227, expected=24.000000
predicted=33.371955, expected=32.000000
predicted=44.398888, expected=20.000000
predicted=43.257286, expected=44.000000
predicted=50.658517, expected=28.000000
predicted=29.662260, expected=44.000000
predicted=32.792008, expected=16.000000
predicted=26.651872, expected=16.000000
predicted=21.331340, expected=56.000000
predicted=46.363005, expected=44.000000
predicted=33.280069, expected=32.000000
predicted=35.249433, expected=44.000000
predicted=33.774587, expected=68.000000
predicted=42.967339, expected=16.000000
predicted=36.174750, expected=20.000000
predicted=34.836015, expected=20.000000
predicted=31.169889, expected=20.000000
predicted=30.133080, expected=28.000000
predicted=40.996919, expected=44.000000
predicted=28.163875, expected=52.000000
predicted=33.535023, expected=40.000000
predicted=30.665437, expected=56.000000
predicted=39.639353, expected=32.000000
predicted=34.183024, expected=20.000000
predicted=34.581088, expected=36.000000
predicted=44.186037, expected=60.000000
predicted=46.491945, expected=76.000000
predicted=57.776324, expected=36.000000
predicted=35.682109, expected=36.000000
predicted=35.052295, expected=36.000000
predicted=41.897754, expected=36.000000
predicted=46.402940, expected=40.000000
predicted=52.571684, expected=60.000000
predicted=45.686511, expected=72.000000
predicted=51.015124, expected=92.000000
predicted=60.844301, expected=32.000000
predicted=40.125581, expected=8.000000
predicted=34.296020, expected=28.000000
predicted=49.566799, expected=40.000000
predicted=51.115154, expected=44.000000
predicted=56.238678, expected=28.000000
predicted=29.534787, expected=28.000000
predicted=22.824699, expected=56.000000
predicted=41.773741, expected=32.000000
predicted=34.959823, expected=16.000000
predicted=30.530861, expected=36.000000
predicted=34.831600, expected=28.000000
predicted=28.936880, expected=52.000000
predicted=47.114048, expected=28.000000
predicted=30.322999, expected=36.000000
predicted=28.246164, expected=72.000000
predicted=51.858754, expected=88.000000
predicted=54.140161, expected=28.000000
predicted=40.805010, expected=44.000000
predicted=43.509441, expected=28.000000
predicted=40.392184, expected=36.000000
predicted=50.511740, expected=68.000000
predicted=68.569251, expected=64.000000
predicted=43.986395, expected=68.000000
predicted=53.587123, expected=64.000000
predicted=50.231462, expected=24.000000
predicted=37.826573, expected=48.000000
predicted=59.100927, expected=16.000000
predicted=42.558545, expected=12.000000
predicted=37.998789, expected=56.000000
predicted=54.101680, expected=64.000000
predicted=39.879491, expected=48.000000
predicted=42.981365, expected=60.000000
predicted=41.478181, expected=40.000000
predicted=33.835251, expected=32.000000
predicted=45.626575, expected=48.000000
predicted=54.789113, expected=84.000000
predicted=61.270808, expected=104.000000
predicted=73.503492, expected=20.000000
predicted=35.540585, expected=40.000000
predicted=45.931633, expected=32.000000
predicted=48.354338, expected=52.000000
predicted=61.174246, expected=40.000000
predicted=62.726095, expected=104.000000
predicted=57.928349, expected=96.000000
predicted=64.789353, expected=48.000000
predicted=44.554197, expected=32.000000
predicted=52.168301, expected=44.000000
predicted=51.230712, expected=44.000000
predicted=68.214825, expected=60.000000
predicted=68.641986, expected=68.000000
predicted=55.045794, expected=104.000000
predicted=65.131559, expected=60.000000
predicted=54.400487, expected=52.000000
predicted=53.987010, expected=56.000000
predicted=64.109480, expected=44.000000
predicted=57.545842, expected=40.000000
predicted=66.992333, expected=104.000000
predicted=76.264821, expected=56.000000
predicted=52.759540, expected=48.000000
predicted=52.899632, expected=36.000000
predicted=48.738961, expected=48.000000
predicted=47.668471, expected=32.000000
predicted=62.343057, expected=32.000000
predicted=42.812767, expected=52.000000
predicted=48.282096, expected=32.000000
predicted=34.212397, expected=48.000000
predicted=45.532866, expected=48.000000
predicted=41.169253, expected=12.000000
predicted=25.483820, expected=12.000000
predicted=33.922476, expected=12.000000
predicted=25.035982, expected=28.000000
predicted=33.151580, expected=84.000000
predicted=55.086145, expected=36.000000
predicted=23.315988, expected=40.000000
predicted=29.206750, expected=28.000000
predicted=29.322715, expected=12.000000
predicted=25.005297, expected=20.000000
predicted=47.312002, expected=28.000000
predicted=30.466843, expected=32.000000
predicted=31.762573, expected=80.000000
predicted=47.707566, expected=44.000000
predicted=29.083014, expected=16.000000
predicted=23.390817, expected=16.000000
predicted=30.074305, expected=48.000000
predicted=40.647993, expected=48.000000
predicted=54.439950, expected=36.000000
predicted=36.588480, expected=32.000000
predicted=28.192934, expected=16.000000
predicted=22.163940, expected=28.000000
predicted=37.232514, expected=24.000000
predicted=33.996929, expected=52.000000
predicted=39.391163, expected=44.000000
predicted=35.631372, expected=36.000000
predicted=27.628166, expected=20.000000
predicted=28.358748, expected=12.000000
predicted=23.052374, expected=20.000000
predicted=34.679524, expected=28.000000
predicted=32.402459, expected=32.000000
predicted=29.972716, expected=76.000000
predicted=43.072202, expected=32.000000
predicted=24.060792, expected=36.000000
predicted=31.122230, expected=40.000000
predicted=39.055980, expected=20.000000
predicted=29.018660, expected=28.000000
predicted=47.620299, expected=28.000000
predicted=30.780986, expected=32.000000
predicted=32.094835, expected=60.000000
predicted=45.260828, expected=16.000000
predicted=20.729878, expected=24.000000
predicted=28.262306, expected=20.000000
predicted=27.982832, expected=20.000000
Test MSE: 555.277
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223])]
predicted=39.819348, expected=48.000000
predicted=46.806977, expected=24.000000
predicted=50.278329, expected=20.000000
predicted=47.368145, expected=36.000000
predicted=53.902799, expected=84.000000
predicted=44.809067, expected=60.000000
predicted=49.649001, expected=48.000000
predicted=39.341362, expected=40.000000
predicted=39.974888, expected=48.000000
predicted=47.919950, expected=36.000000
predicted=55.598534, expected=24.000000
predicted=41.158232, expected=80.000000
predicted=54.996238, expected=56.000000
predicted=48.787550, expected=60.000000
predicted=50.408015, expected=48.000000
predicted=47.212812, expected=52.000000
predicted=46.100248, expected=52.000000
predicted=61.578800, expected=40.000000
predicted=49.236131, expected=84.000000
predicted=63.591967, expected=88.000000
predicted=65.589117, expected=36.000000
predicted=50.190311, expected=52.000000
predicted=54.565540, expected=36.000000
predicted=48.920162, expected=28.000000
predicted=53.431807, expected=40.000000
predicted=54.232328, expected=68.000000
predicted=48.136421, expected=60.000000
predicted=51.470632, expected=44.000000
predicted=42.210137, expected=8.000000
predicted=29.617477, expected=44.000000
predicted=42.954780, expected=28.000000
predicted=45.535617, expected=72.000000
predicted=52.586920, expected=96.000000
predicted=60.426657, expected=76.000000
predicted=48.255058, expected=40.000000
predicted=49.679951, expected=24.000000
predicted=41.191308, expected=64.000000
predicted=65.664394, expected=56.000000
predicted=67.754816, expected=60.000000
predicted=58.785134, expected=56.000000
predicted=49.249772, expected=64.000000
predicted=49.515141, expected=44.000000
predicted=55.473861, expected=16.000000
predicted=41.589895, expected=32.000000
predicted=45.237793, expected=12.000000
predicted=35.794423, expected=28.000000
predicted=37.596086, expected=28.000000
predicted=31.366073, expected=60.000000
predicted=33.646984, expected=36.000000
predicted=33.570328, expected=32.000000
predicted=26.369307, expected=48.000000
predicted=39.049448, expected=56.000000
predicted=43.370860, expected=32.000000
predicted=43.932213, expected=40.000000
predicted=38.691343, expected=60.000000
predicted=46.407468, expected=60.000000
predicted=51.685985, expected=28.000000
predicted=42.788558, expected=44.000000
predicted=40.749131, expected=44.000000
predicted=45.058471, expected=32.000000
predicted=44.144737, expected=56.000000
predicted=50.384768, expected=64.000000
predicted=46.389736, expected=28.000000
predicted=39.411415, expected=36.000000
predicted=40.778918, expected=64.000000
predicted=48.770220, expected=60.000000
predicted=54.497318, expected=56.000000
predicted=54.431742, expected=88.000000
predicted=57.655412, expected=80.000000
predicted=62.187525, expected=20.000000
predicted=50.046469, expected=56.000000
predicted=58.633362, expected=44.000000
predicted=55.266222, expected=40.000000
predicted=57.094833, expected=52.000000
predicted=56.959625, expected=56.000000
predicted=41.970249, expected=68.000000
predicted=57.027134, expected=56.000000
predicted=51.483015, expected=16.000000
predicted=37.199908, expected=32.000000
predicted=43.829377, expected=52.000000
predicted=51.168062, expected=92.000000
predicted=66.052430, expected=76.000000
predicted=59.895756, expected=64.000000
predicted=47.226098, expected=56.000000
predicted=53.840598, expected=44.000000
predicted=56.093813, expected=28.000000
predicted=58.800554, expected=76.000000
predicted=66.641952, expected=44.000000
predicted=53.366218, expected=72.000000
predicted=57.079569, expected=36.000000
predicted=46.079888, expected=28.000000
predicted=36.443072, expected=48.000000
predicted=56.524430, expected=12.000000
predicted=33.846851, expected=24.000000
predicted=40.234936, expected=40.000000
predicted=35.469105, expected=44.000000
predicted=34.243227, expected=52.000000
predicted=42.688477, expected=28.000000
predicted=26.859915, expected=24.000000
predicted=29.094959, expected=36.000000
predicted=37.945395, expected=44.000000
predicted=41.001623, expected=48.000000
predicted=43.707974, expected=76.000000
predicted=47.746272, expected=44.000000
predicted=40.175009, expected=44.000000
predicted=43.304544, expected=80.000000
predicted=60.197821, expected=36.000000
predicted=48.610685, expected=72.000000
predicted=64.513661, expected=100.000000
predicted=69.352866, expected=40.000000
predicted=51.744960, expected=36.000000
predicted=57.335792, expected=44.000000
predicted=48.690176, expected=32.000000
predicted=52.580603, expected=52.000000
predicted=61.909895, expected=44.000000
predicted=41.984338, expected=40.000000
predicted=39.114570, expected=48.000000
predicted=44.581952, expected=24.000000
predicted=34.032634, expected=20.000000
predicted=35.886125, expected=40.000000
predicted=39.080393, expected=44.000000
predicted=39.162410, expected=52.000000
predicted=43.368604, expected=64.000000
predicted=42.707014, expected=68.000000
predicted=46.672570, expected=60.000000
predicted=52.391031, expected=48.000000
predicted=50.834348, expected=36.000000
predicted=49.017580, expected=52.000000
predicted=56.075042, expected=48.000000
predicted=54.900872, expected=28.000000
predicted=43.602626, expected=64.000000
predicted=50.814057, expected=40.000000
predicted=42.120393, expected=56.000000
predicted=49.911905, expected=20.000000
predicted=38.388852, expected=52.000000
predicted=41.167901, expected=56.000000
predicted=54.631344, expected=44.000000
predicted=42.780303, expected=80.000000
predicted=59.327076, expected=36.000000
predicted=39.176384, expected=20.000000
predicted=40.317787, expected=40.000000
predicted=46.990447, expected=36.000000
predicted=41.839815, expected=48.000000
predicted=52.277173, expected=48.000000
predicted=40.063954, expected=28.000000
predicted=30.286421, expected=40.000000
predicted=39.482402, expected=28.000000
predicted=35.311092, expected=16.000000
predicted=32.370702, expected=40.000000
predicted=38.123462, expected=56.000000
predicted=39.071931, expected=64.000000
predicted=46.223369, expected=24.000000
predicted=31.567155, expected=44.000000
predicted=35.051035, expected=32.000000
predicted=40.462781, expected=44.000000
predicted=46.217440, expected=60.000000
predicted=53.052568, expected=72.000000
predicted=47.649776, expected=16.000000
predicted=36.735320, expected=68.000000
predicted=48.598527, expected=52.000000
predicted=51.699412, expected=52.000000
predicted=53.464245, expected=40.000000
predicted=52.393679, expected=48.000000
predicted=39.450720, expected=48.000000
predicted=54.437040, expected=68.000000
predicted=55.497669, expected=28.000000
predicted=43.556106, expected=20.000000
predicted=34.851665, expected=28.000000
predicted=39.149850, expected=40.000000
predicted=41.374098, expected=56.000000
predicted=50.281050, expected=48.000000
predicted=37.328906, expected=76.000000
predicted=46.496226, expected=44.000000
predicted=43.123249, expected=52.000000
predicted=48.550170, expected=16.000000
predicted=42.442807, expected=24.000000
predicted=38.695049, expected=56.000000
predicted=55.267600, expected=44.000000
predicted=41.903995, expected=48.000000
predicted=43.739471, expected=12.000000
predicted=23.886861, expected=40.000000
predicted=34.310898, expected=44.000000
predicted=45.879338, expected=8.000000
predicted=28.442519, expected=24.000000
predicted=31.149314, expected=44.000000
predicted=29.541063, expected=28.000000
predicted=32.360911, expected=32.000000
predicted=32.714014, expected=76.000000
predicted=39.635671, expected=28.000000
predicted=33.044571, expected=32.000000
predicted=37.275170, expected=44.000000
predicted=38.837563, expected=52.000000
predicted=43.430497, expected=68.000000
predicted=60.106657, expected=72.000000
predicted=50.173262, expected=40.000000
predicted=43.671093, expected=20.000000
predicted=39.935926, expected=20.000000
predicted=40.522255, expected=72.000000
predicted=59.493189, expected=52.000000
predicted=53.962635, expected=88.000000
predicted=55.283162, expected=44.000000
predicted=41.710268, expected=24.000000
predicted=35.214974, expected=8.000000
predicted=43.541780, expected=72.000000
predicted=55.411677, expected=80.000000
predicted=69.017609, expected=40.000000
predicted=41.781063, expected=64.000000
predicted=45.317411, expected=40.000000
predicted=39.100930, expected=12.000000
predicted=45.515159, expected=36.000000
predicted=50.909598, expected=44.000000
predicted=41.518821, expected=48.000000
predicted=47.566924, expected=32.000000
predicted=35.066105, expected=60.000000
predicted=37.440199, expected=40.000000
predicted=41.238015, expected=36.000000
predicted=40.744859, expected=40.000000
predicted=43.261689, expected=48.000000
predicted=41.635133, expected=60.000000
predicted=53.379157, expected=40.000000
predicted=41.822852, expected=36.000000
predicted=39.081118, expected=36.000000
predicted=40.838761, expected=28.000000
predicted=39.518062, expected=48.000000
predicted=47.124322, expected=32.000000
predicted=36.449237, expected=44.000000
predicted=37.993441, expected=44.000000
predicted=39.566611, expected=16.000000
predicted=28.396796, expected=52.000000
predicted=43.959088, expected=40.000000
predicted=37.932213, expected=36.000000
predicted=38.381053, expected=48.000000
predicted=42.335201, expected=60.000000
predicted=40.713170, expected=56.000000
predicted=51.066032, expected=28.000000
predicted=38.817394, expected=72.000000
predicted=51.900791, expected=36.000000
predicted=46.982524, expected=28.000000
predicted=43.809927, expected=40.000000
predicted=45.557765, expected=64.000000
predicted=46.069972, expected=80.000000
predicted=64.292271, expected=84.000000
predicted=57.658282, expected=28.000000
predicted=40.762027, expected=56.000000
predicted=52.801605, expected=32.000000
predicted=53.849679, expected=40.000000
predicted=55.568589, expected=24.000000
predicted=48.346839, expected=64.000000
predicted=43.251787, expected=32.000000
predicted=43.004003, expected=44.000000
predicted=37.500054, expected=60.000000
predicted=47.532531, expected=56.000000
predicted=43.782222, expected=44.000000
predicted=51.148169, expected=40.000000
predicted=40.956211, expected=28.000000
predicted=40.692590, expected=32.000000
predicted=44.130780, expected=16.000000
predicted=35.636728, expected=60.000000
predicted=43.851127, expected=48.000000
predicted=41.356316, expected=36.000000
predicted=33.379902, expected=40.000000
predicted=37.149915, expected=36.000000
predicted=33.285572, expected=48.000000
predicted=48.813610, expected=40.000000
predicted=42.576595, expected=68.000000
predicted=48.101506, expected=60.000000
predicted=49.878408, expected=32.000000
predicted=40.094263, expected=36.000000
predicted=44.118197, expected=32.000000
predicted=40.883117, expected=40.000000
predicted=48.728888, expected=28.000000
predicted=40.494334, expected=60.000000
predicted=41.721546, expected=40.000000
predicted=39.196821, expected=36.000000
predicted=35.806318, expected=32.000000
predicted=37.637502, expected=44.000000
predicted=38.206214, expected=36.000000
predicted=44.377788, expected=40.000000
predicted=38.472273, expected=60.000000
predicted=44.824768, expected=20.000000
predicted=32.486699, expected=40.000000
predicted=39.808612, expected=52.000000
predicted=43.551034, expected=44.000000
predicted=42.211908, expected=52.000000
predicted=49.455046, expected=20.000000
predicted=29.377483, expected=36.000000
predicted=38.645775, expected=44.000000
predicted=45.065888, expected=40.000000
predicted=40.402693, expected=36.000000
predicted=40.211296, expected=36.000000
predicted=31.800613, expected=28.000000
predicted=34.270936, expected=52.000000
predicted=43.327608, expected=32.000000
predicted=36.912647, expected=36.000000
predicted=35.490267, expected=44.000000
predicted=39.159303, expected=44.000000
predicted=37.912823, expected=48.000000
predicted=45.787328, expected=48.000000
predicted=41.069086, expected=32.000000
predicted=37.896646, expected=44.000000
predicted=43.260917, expected=52.000000
predicted=46.672732, expected=56.000000
predicted=49.143513, expected=56.000000
predicted=49.677809, expected=48.000000
predicted=44.085573, expected=32.000000
predicted=42.810236, expected=48.000000
predicted=49.075441, expected=56.000000
predicted=52.973947, expected=76.000000
predicted=59.053044, expected=36.000000
predicted=45.540686, expected=20.000000
predicted=34.478886, expected=20.000000
predicted=38.557556, expected=40.000000
predicted=44.880110, expected=36.000000
predicted=46.374920, expected=84.000000
predicted=49.152026, expected=36.000000
predicted=34.435651, expected=32.000000
predicted=32.278028, expected=48.000000
predicted=45.546263, expected=44.000000
predicted=44.075044, expected=32.000000
predicted=50.788630, expected=80.000000
predicted=51.476301, expected=52.000000
predicted=46.005718, expected=20.000000
predicted=38.648548, expected=36.000000
predicted=41.727638, expected=12.000000
predicted=31.298703, expected=56.000000
predicted=54.195430, expected=36.000000
predicted=40.122444, expected=28.000000
predicted=26.772876, expected=44.000000
predicted=37.340555, expected=24.000000
predicted=26.489110, expected=24.000000
predicted=36.639628, expected=68.000000
predicted=44.643098, expected=76.000000
predicted=48.809654, expected=4.000000
predicted=31.093859, expected=36.000000
predicted=33.161087, expected=32.000000
predicted=35.799004, expected=40.000000
predicted=47.717561, expected=32.000000
predicted=44.438081, expected=72.000000
predicted=36.937530, expected=56.000000
predicted=45.825081, expected=68.000000
predicted=49.214208, expected=48.000000
predicted=48.637615, expected=40.000000
predicted=44.201404, expected=28.000000
predicted=50.843614, expected=52.000000
predicted=51.215562, expected=52.000000
predicted=54.126721, expected=72.000000
predicted=53.788032, expected=20.000000
predicted=37.086113, expected=40.000000
predicted=38.066053, expected=40.000000
predicted=46.958465, expected=28.000000
predicted=40.667538, expected=12.000000
predicted=37.792669, expected=32.000000
predicted=27.304124, expected=28.000000
predicted=32.267550, expected=116.000000
predicted=59.684411, expected=52.000000
predicted=43.536725, expected=32.000000
predicted=31.421014, expected=28.000000
predicted=39.731938, expected=24.000000
predicted=37.336145, expected=56.000000
predicted=67.816180, expected=60.000000
predicted=49.135456, expected=68.000000
predicted=46.694982, expected=52.000000
predicted=43.883684, expected=32.000000
predicted=38.207512, expected=44.000000
predicted=50.872947, expected=24.000000
predicted=44.801695, expected=72.000000
predicted=58.486588, expected=36.000000
predicted=44.423186, expected=32.000000
predicted=34.689290, expected=32.000000
predicted=39.076517, expected=52.000000
predicted=40.167170, expected=48.000000
predicted=52.383072, expected=52.000000
predicted=42.394518, expected=32.000000
predicted=36.663740, expected=48.000000
predicted=41.715700, expected=68.000000
predicted=55.365007, expected=28.000000
predicted=42.042504, expected=20.000000
predicted=37.360933, expected=60.000000
predicted=44.885674, expected=28.000000
predicted=40.862809, expected=40.000000
predicted=45.579682, expected=48.000000
predicted=38.042255, expected=68.000000
predicted=44.196990, expected=32.000000
predicted=45.705460, expected=24.000000
predicted=32.227301, expected=40.000000
predicted=41.464505, expected=16.000000
predicted=35.469406, expected=48.000000
predicted=46.723982, expected=48.000000
predicted=37.864017, expected=28.000000
predicted=29.564627, expected=32.000000
predicted=34.933859, expected=36.000000
predicted=30.939979, expected=32.000000
predicted=38.509113, expected=68.000000
predicted=48.692995, expected=76.000000
predicted=49.066421, expected=48.000000
predicted=43.818719, expected=24.000000
predicted=38.014765, expected=40.000000
predicted=42.461111, expected=28.000000
predicted=48.305048, expected=36.000000
predicted=48.133085, expected=24.000000
predicted=34.522253, expected=36.000000
predicted=30.380157, expected=80.000000
predicted=50.330459, expected=48.000000
predicted=40.370280, expected=64.000000
predicted=47.591081, expected=24.000000
predicted=35.841625, expected=16.000000
predicted=34.995762, expected=4.000000
predicted=40.603757, expected=40.000000
predicted=38.287276, expected=80.000000
predicted=55.173918, expected=28.000000
predicted=28.721579, expected=44.000000
predicted=30.868233, expected=56.000000
predicted=37.304494, expected=24.000000
predicted=39.060891, expected=20.000000
predicted=44.612951, expected=52.000000
predicted=39.085479, expected=52.000000
predicted=45.154572, expected=40.000000
predicted=43.336145, expected=32.000000
predicted=31.973970, expected=16.000000
predicted=26.972913, expected=28.000000
predicted=38.096472, expected=40.000000
Test MSE: 335.694
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188])]
predicted=207.572601, expected=244.000000
predicted=225.200238, expected=280.000000
predicted=201.437762, expected=180.000000
predicted=199.902626, expected=132.000000
predicted=153.887107, expected=248.000000
predicted=211.513891, expected=172.000000
predicted=181.584740, expected=256.000000
predicted=258.328066, expected=264.000000
predicted=232.692359, expected=416.000000
predicted=277.367510, expected=204.000000
predicted=234.478589, expected=232.000000
predicted=232.227444, expected=240.000000
predicted=263.019098, expected=164.000000
predicted=185.647913, expected=172.000000
predicted=278.975103, expected=300.000000
predicted=248.707521, expected=200.000000
predicted=197.443680, expected=200.000000
predicted=227.916413, expected=200.000000
predicted=201.946065, expected=156.000000
predicted=155.499360, expected=196.000000
predicted=237.431277, expected=200.000000
predicted=194.381257, expected=344.000000
predicted=264.848769, expected=360.000000
predicted=281.096645, expected=212.000000
predicted=203.047131, expected=216.000000
predicted=243.732897, expected=200.000000
predicted=205.277639, expected=200.000000
predicted=241.440968, expected=184.000000
predicted=254.479124, expected=256.000000
predicted=230.740382, expected=344.000000
predicted=274.724014, expected=148.000000
predicted=175.614633, expected=212.000000
predicted=233.191452, expected=184.000000
predicted=191.294224, expected=168.000000
predicted=184.819571, expected=196.000000
predicted=259.465131, expected=348.000000
predicted=245.452888, expected=388.000000
predicted=292.559143, expected=268.000000
predicted=244.205499, expected=188.000000
predicted=221.318278, expected=232.000000
predicted=230.127889, expected=92.000000
predicted=188.818862, expected=220.000000
predicted=280.565620, expected=220.000000
predicted=228.538826, expected=352.000000
predicted=255.170499, expected=192.000000
predicted=223.426200, expected=180.000000
predicted=164.779134, expected=224.000000
predicted=236.274550, expected=144.000000
predicted=158.888376, expected=212.000000
predicted=267.260238, expected=252.000000
predicted=220.783020, expected=260.000000
predicted=212.514558, expected=176.000000
predicted=209.913676, expected=232.000000
predicted=206.201501, expected=196.000000
predicted=200.929487, expected=180.000000
predicted=204.230944, expected=176.000000
predicted=217.851688, expected=204.000000
predicted=186.251131, expected=188.000000
predicted=201.311447, expected=160.000000
predicted=178.092465, expected=184.000000
predicted=186.318299, expected=164.000000
predicted=166.057526, expected=148.000000
predicted=170.415794, expected=156.000000
predicted=172.193836, expected=216.000000
predicted=183.829264, expected=328.000000
predicted=249.203932, expected=168.000000
predicted=169.600283, expected=180.000000
predicted=191.740944, expected=260.000000
predicted=223.230654, expected=188.000000
predicted=178.413015, expected=264.000000
predicted=289.459845, expected=304.000000
predicted=245.700457, expected=336.000000
predicted=257.170992, expected=228.000000
predicted=256.403506, expected=188.000000
predicted=210.675601, expected=244.000000
predicted=255.782133, expected=236.000000
predicted=244.670760, expected=192.000000
predicted=248.653156, expected=224.000000
predicted=233.713260, expected=272.000000
predicted=229.116059, expected=184.000000
predicted=205.529912, expected=164.000000
predicted=208.615340, expected=172.000000
predicted=187.888360, expected=176.000000
predicted=183.412012, expected=208.000000
predicted=225.924259, expected=208.000000
predicted=194.821893, expected=220.000000
predicted=196.462401, expected=208.000000
predicted=197.004809, expected=88.000000
predicted=137.122404, expected=196.000000
predicted=205.353367, expected=200.000000
predicted=188.357438, expected=188.000000
predicted=186.075266, expected=212.000000
predicted=220.474829, expected=220.000000
predicted=164.866074, expected=176.000000
predicted=185.840322, expected=156.000000
predicted=183.486572, expected=188.000000
predicted=188.191152, expected=116.000000
predicted=152.545925, expected=204.000000
predicted=206.452449, expected=312.000000
predicted=238.897271, expected=292.000000
predicted=217.525469, expected=224.000000
predicted=228.165292, expected=240.000000
predicted=210.837784, expected=256.000000
predicted=230.546701, expected=88.000000
predicted=184.354927, expected=184.000000
predicted=238.820920, expected=188.000000
predicted=192.395391, expected=148.000000
predicted=167.743598, expected=196.000000
predicted=229.317442, expected=144.000000
predicted=122.495159, expected=172.000000
predicted=174.960274, expected=188.000000
predicted=187.779900, expected=216.000000
predicted=177.916914, expected=292.000000
predicted=244.705376, expected=304.000000
predicted=231.913786, expected=228.000000
predicted=215.558912, expected=228.000000
predicted=230.550310, expected=200.000000
predicted=211.491390, expected=316.000000
predicted=288.582503, expected=160.000000
predicted=218.926989, expected=188.000000
predicted=216.088700, expected=244.000000
predicted=241.718645, expected=168.000000
predicted=164.780976, expected=196.000000
predicted=250.787936, expected=224.000000
predicted=198.856097, expected=208.000000
predicted=189.878144, expected=176.000000
predicted=210.356752, expected=256.000000
predicted=219.698520, expected=272.000000
predicted=228.535790, expected=152.000000
predicted=187.389649, expected=296.000000
predicted=268.816991, expected=252.000000
predicted=211.640545, expected=172.000000
predicted=205.701326, expected=208.000000
predicted=254.526605, expected=332.000000
predicted=238.519248, expected=436.000000
predicted=343.679820, expected=240.000000
predicted=255.778898, expected=160.000000
predicted=213.417954, expected=192.000000
predicted=220.357755, expected=164.000000
predicted=208.436118, expected=196.000000
predicted=278.540413, expected=240.000000
predicted=233.370221, expected=384.000000
predicted=271.225961, expected=168.000000
predicted=185.662748, expected=212.000000
predicted=220.459314, expected=196.000000
predicted=210.717559, expected=144.000000
predicted=166.168806, expected=196.000000
predicted=273.332358, expected=296.000000
predicted=226.208737, expected=324.000000
predicted=257.276223, expected=180.000000
predicted=203.056404, expected=200.000000
predicted=205.985618, expected=200.000000
predicted=201.014559, expected=208.000000
predicted=225.496147, expected=180.000000
predicted=239.229182, expected=216.000000
predicted=201.318074, expected=256.000000
predicted=225.630872, expected=160.000000
predicted=177.624149, expected=124.000000
predicted=176.860381, expected=176.000000
predicted=181.896781, expected=252.000000
predicted=212.028024, expected=204.000000
predicted=213.750623, expected=368.000000
predicted=278.701621, expected=432.000000
predicted=292.392668, expected=192.000000
predicted=197.557797, expected=184.000000
predicted=261.184063, expected=192.000000
predicted=206.786995, expected=128.000000
predicted=201.837752, expected=244.000000
predicted=311.276994, expected=196.000000
predicted=185.420649, expected=276.000000
predicted=229.369248, expected=184.000000
predicted=199.365811, expected=160.000000
predicted=157.113773, expected=272.000000
predicted=259.976279, expected=152.000000
predicted=159.079904, expected=220.000000
predicted=245.271656, expected=272.000000
predicted=234.605872, expected=316.000000
predicted=230.915755, expected=224.000000
predicted=253.165946, expected=144.000000
predicted=174.341202, expected=184.000000
predicted=209.825686, expected=172.000000
predicted=198.113833, expected=192.000000
predicted=229.476699, expected=268.000000
predicted=242.563229, expected=308.000000
predicted=228.240273, expected=224.000000
predicted=214.015907, expected=180.000000
predicted=200.741678, expected=232.000000
predicted=221.730121, expected=148.000000
predicted=189.110427, expected=204.000000
predicted=243.195241, expected=316.000000
predicted=265.226565, expected=196.000000
predicted=179.764375, expected=264.000000
predicted=263.698916, expected=320.000000
predicted=249.913333, expected=340.000000
predicted=265.376833, expected=200.000000
predicted=264.518230, expected=140.000000
predicted=193.601986, expected=284.000000
predicted=271.364490, expected=236.000000
predicted=240.481703, expected=88.000000
predicted=200.515349, expected=96.000000
predicted=170.499615, expected=124.000000
predicted=122.994996, expected=84.000000
predicted=144.860609, expected=156.000000
predicted=182.534553, expected=104.000000
predicted=96.859411, expected=192.000000
predicted=146.877876, expected=96.000000
predicted=113.302059, expected=52.000000
predicted=76.811505, expected=132.000000
predicted=146.719776, expected=100.000000
predicted=84.981009, expected=124.000000
predicted=144.649429, expected=128.000000
predicted=119.467552, expected=148.000000
predicted=105.175162, expected=92.000000
predicted=112.876346, expected=108.000000
predicted=110.819482, expected=92.000000
predicted=106.047807, expected=56.000000
predicted=83.789017, expected=288.000000
predicted=211.768320, expected=116.000000
predicted=94.028898, expected=184.000000
predicted=163.562661, expected=184.000000
predicted=163.864231, expected=312.000000
predicted=181.320852, expected=132.000000
predicted=202.251670, expected=96.000000
predicted=132.364159, expected=120.000000
predicted=161.908967, expected=124.000000
predicted=125.551047, expected=148.000000
predicted=200.117347, expected=148.000000
predicted=140.059841, expected=92.000000
predicted=100.647442, expected=156.000000
predicted=144.074415, expected=116.000000
predicted=115.747986, expected=76.000000
predicted=106.983032, expected=120.000000
predicted=136.544436, expected=140.000000
predicted=109.619316, expected=88.000000
predicted=111.928139, expected=72.000000
predicted=101.411310, expected=96.000000
predicted=90.355640, expected=68.000000
predicted=82.397293, expected=260.000000
predicted=190.270533, expected=236.000000
predicted=157.916999, expected=252.000000
predicted=179.686637, expected=152.000000
predicted=160.972607, expected=192.000000
predicted=153.074118, expected=200.000000
predicted=218.559754, expected=116.000000
predicted=160.110826, expected=132.000000
predicted=189.421680, expected=128.000000
predicted=137.351402, expected=84.000000
predicted=121.682720, expected=168.000000
predicted=175.416183, expected=164.000000
predicted=134.534094, expected=80.000000
predicted=105.037963, expected=184.000000
predicted=168.741882, expected=132.000000
predicted=107.369341, expected=92.000000
predicted=122.929928, expected=208.000000
predicted=191.336368, expected=188.000000
predicted=129.593734, expected=136.000000
predicted=157.411889, expected=128.000000
predicted=149.020784, expected=196.000000
predicted=148.631626, expected=152.000000
predicted=163.416368, expected=128.000000
predicted=157.362355, expected=60.000000
predicted=107.968987, expected=80.000000
predicted=101.300315, expected=36.000000
predicted=96.349968, expected=108.000000
predicted=113.137949, expected=176.000000
predicted=139.950354, expected=144.000000
predicted=101.378515, expected=84.000000
predicted=100.365648, expected=60.000000
predicted=70.277029, expected=124.000000
predicted=110.862007, expected=60.000000
predicted=96.231121, expected=100.000000
predicted=115.790284, expected=168.000000
predicted=128.192072, expected=180.000000
predicted=116.904699, expected=120.000000
predicted=129.697049, expected=104.000000
predicted=104.873110, expected=68.000000
predicted=89.332665, expected=56.000000
predicted=98.526315, expected=136.000000
predicted=141.420964, expected=144.000000
predicted=118.379579, expected=160.000000
predicted=132.576553, expected=116.000000
predicted=108.758912, expected=132.000000
predicted=108.594648, expected=116.000000
predicted=125.183856, expected=84.000000
predicted=108.082218, expected=164.000000
predicted=157.393870, expected=88.000000
predicted=95.711558, expected=100.000000
predicted=116.305156, expected=104.000000
predicted=114.417780, expected=120.000000
predicted=96.423108, expected=96.000000
predicted=122.224360, expected=68.000000
predicted=82.422617, expected=72.000000
predicted=87.382947, expected=104.000000
predicted=96.801954, expected=140.000000
predicted=119.503204, expected=140.000000
predicted=117.481858, expected=128.000000
predicted=109.324723, expected=144.000000
predicted=120.091922, expected=64.000000
predicted=87.423334, expected=88.000000
predicted=113.820458, expected=128.000000
predicted=125.843092, expected=164.000000
predicted=131.440229, expected=64.000000
predicted=102.595085, expected=84.000000
predicted=91.366653, expected=88.000000
predicted=89.584642, expected=56.000000
predicted=76.286140, expected=140.000000
predicted=142.702284, expected=104.000000
predicted=82.293000, expected=148.000000
predicted=118.402156, expected=104.000000
predicted=105.576430, expected=116.000000
predicted=94.444617, expected=132.000000
predicted=135.241655, expected=104.000000
predicted=101.007518, expected=136.000000
predicted=140.158486, expected=172.000000
predicted=138.783838, expected=224.000000
predicted=168.035038, expected=128.000000
predicted=136.848174, expected=56.000000
predicted=100.083309, expected=112.000000
predicted=130.480271, expected=60.000000
predicted=92.671280, expected=104.000000
predicted=141.017364, expected=160.000000
predicted=139.106525, expected=160.000000
predicted=107.450777, expected=80.000000
predicted=105.078994, expected=80.000000
predicted=89.426904, expected=104.000000
predicted=102.165442, expected=64.000000
predicted=93.555038, expected=92.000000
predicted=117.710041, expected=132.000000
predicted=105.561649, expected=172.000000
predicted=121.933898, expected=108.000000
predicted=110.518503, expected=140.000000
predicted=119.588931, expected=124.000000
predicted=114.427497, expected=80.000000
predicted=100.878697, expected=88.000000
predicted=126.923072, expected=112.000000
predicted=105.083156, expected=120.000000
predicted=117.915809, expected=60.000000
predicted=90.254870, expected=84.000000
predicted=89.690938, expected=104.000000
predicted=93.305083, expected=76.000000
predicted=83.657504, expected=148.000000
predicted=132.816570, expected=168.000000
predicted=116.707264, expected=272.000000
predicted=181.207660, expected=168.000000
predicted=149.310217, expected=148.000000
predicted=139.416575, expected=100.000000
predicted=138.760078, expected=96.000000
predicted=121.009694, expected=108.000000
predicted=165.567750, expected=176.000000
predicted=157.091222, expected=180.000000
predicted=156.506899, expected=68.000000
predicted=93.881330, expected=76.000000
predicted=104.538938, expected=132.000000
predicted=116.808929, expected=44.000000
predicted=85.537836, expected=120.000000
predicted=143.269333, expected=180.000000
predicted=125.592600, expected=320.000000
predicted=192.553292, expected=288.000000
predicted=220.227738, expected=256.000000
predicted=190.305362, expected=252.000000
predicted=222.675380, expected=264.000000
predicted=230.324608, expected=236.000000
predicted=265.542975, expected=284.000000
predicted=282.192162, expected=348.000000
predicted=300.437099, expected=176.000000
predicted=214.412774, expected=152.000000
predicted=224.274946, expected=128.000000
predicted=183.018128, expected=108.000000
predicted=162.455352, expected=184.000000
predicted=233.739853, expected=152.000000
predicted=151.784802, expected=184.000000
predicted=169.086027, expected=80.000000
predicted=114.132149, expected=44.000000
predicted=83.402417, expected=4.000000
predicted=83.858871, expected=4.000000
predicted=53.683489, expected=100.000000
predicted=113.917473, expected=100.000000
predicted=74.766876, expected=116.000000
predicted=85.564820, expected=132.000000
predicted=89.561659, expected=116.000000
predicted=75.005967, expected=124.000000
predicted=117.301999, expected=148.000000
predicted=127.663641, expected=176.000000
predicted=145.285562, expected=88.000000
predicted=111.700043, expected=100.000000
predicted=117.976771, expected=136.000000
predicted=128.704961, expected=76.000000
predicted=96.381678, expected=156.000000
predicted=160.690597, expected=180.000000
predicted=136.018598, expected=192.000000
predicted=146.888763, expected=120.000000
predicted=140.197310, expected=72.000000
predicted=91.948195, expected=112.000000
predicted=131.194233, expected=132.000000
predicted=134.819108, expected=136.000000
predicted=147.168146, expected=112.000000
predicted=120.244585, expected=168.000000
predicted=130.713456, expected=128.000000
predicted=120.117889, expected=284.000000
predicted=210.254709, expected=164.000000
predicted=153.718785, expected=96.000000
predicted=121.771582, expected=384.000000
predicted=291.114793, expected=188.000000
predicted=143.317467, expected=248.000000
predicted=269.558158, expected=136.000000
predicted=181.940078, expected=72.000000
predicted=91.074336, expected=132.000000
predicted=227.320023, expected=116.000000
predicted=127.471134, expected=84.000000
predicted=141.538274, expected=136.000000
predicted=136.887138, expected=160.000000
predicted=117.001365, expected=100.000000
predicted=112.820138, expected=92.000000
predicted=113.589301, expected=108.000000
predicted=101.292224, expected=84.000000
predicted=98.737820, expected=128.000000
predicted=134.280428, expected=156.000000
predicted=126.664880, expected=100.000000
predicted=98.533565, expected=68.000000
predicted=97.628506, expected=124.000000
predicted=109.291865, expected=168.000000
predicted=134.825310, expected=100.000000
predicted=119.047680, expected=96.000000
predicted=111.117409, expected=108.000000
predicted=97.485454, expected=104.000000
predicted=104.466958, expected=124.000000
predicted=135.519415, expected=100.000000
predicted=101.206534, expected=132.000000
predicted=116.992333, expected=56.000000
Test MSE: 3795.851
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344])]
predicted=18.947680, expected=4.000000
predicted=14.354132, expected=8.000000
predicted=12.550246, expected=12.000000
predicted=13.513686, expected=4.000000
predicted=16.082321, expected=8.000000
predicted=11.576408, expected=8.000000
predicted=6.678441, expected=16.000000
predicted=10.248426, expected=8.000000
predicted=9.342026, expected=8.000000
predicted=8.309109, expected=24.000000
predicted=12.871859, expected=12.000000
predicted=11.901028, expected=4.000000
predicted=11.992219, expected=4.000000
predicted=8.537945, expected=4.000000
predicted=8.251662, expected=4.000000
predicted=9.865004, expected=4.000000
predicted=5.888699, expected=8.000000
predicted=5.009073, expected=8.000000
predicted=5.465398, expected=8.000000
predicted=6.130082, expected=8.000000
predicted=6.480385, expected=8.000000
predicted=7.001557, expected=4.000000
predicted=6.911399, expected=4.000000
predicted=6.454877, expected=8.000000
predicted=6.850895, expected=12.000000
predicted=8.017515, expected=8.000000
predicted=7.554929, expected=16.000000
predicted=9.264863, expected=8.000000
predicted=8.263516, expected=24.000000
predicted=14.042345, expected=4.000000
predicted=10.471875, expected=4.000000
predicted=10.136581, expected=16.000000
predicted=12.291086, expected=8.000000
predicted=9.972164, expected=8.000000
predicted=12.306715, expected=28.000000
predicted=12.410036, expected=8.000000
predicted=10.323747, expected=4.000000
predicted=12.273189, expected=8.000000
predicted=9.237355, expected=4.000000
predicted=8.833486, expected=16.000000
predicted=14.183104, expected=8.000000
predicted=7.690528, expected=4.000000
predicted=6.956111, expected=4.000000
predicted=6.622021, expected=4.000000
predicted=5.874095, expected=12.000000
predicted=9.501942, expected=4.000000
predicted=5.840667, expected=4.000000
predicted=5.297331, expected=8.000000
predicted=5.678546, expected=16.000000
predicted=8.606658, expected=8.000000
predicted=8.980501, expected=4.000000
predicted=6.769002, expected=12.000000
predicted=8.285422, expected=4.000000
predicted=7.767262, expected=12.000000
predicted=10.831062, expected=24.000000
predicted=11.737702, expected=4.000000
predicted=8.634454, expected=4.000000
predicted=9.984303, expected=4.000000
predicted=6.720148, expected=8.000000
predicted=9.626899, expected=4.000000
predicted=9.284137, expected=12.000000
predicted=6.713875, expected=20.000000
predicted=9.381296, expected=16.000000
predicted=10.783202, expected=4.000000
predicted=9.652578, expected=8.000000
predicted=9.451528, expected=12.000000
predicted=11.598734, expected=4.000000
predicted=11.008864, expected=12.000000
predicted=10.683134, expected=12.000000
predicted=8.153839, expected=12.000000
predicted=10.328676, expected=12.000000
predicted=10.940270, expected=52.000000
predicted=20.553198, expected=36.000000
predicted=22.904273, expected=8.000000
predicted=20.285133, expected=4.000000
predicted=16.943116, expected=40.000000
predicted=25.478665, expected=4.000000
predicted=23.853852, expected=4.000000
predicted=18.590005, expected=8.000000
predicted=9.683822, expected=8.000000
predicted=9.679473, expected=12.000000
predicted=15.790554, expected=4.000000
predicted=5.885314, expected=8.000000
predicted=7.337043, expected=8.000000
predicted=7.679129, expected=16.000000
predicted=10.195041, expected=12.000000
predicted=10.317187, expected=28.000000
predicted=14.242158, expected=4.000000
predicted=10.507253, expected=4.000000
predicted=11.360846, expected=24.000000
predicted=15.557525, expected=12.000000
predicted=12.896237, expected=4.000000
predicted=13.990038, expected=4.000000
predicted=7.472287, expected=12.000000
predicted=9.347403, expected=8.000000
predicted=11.446375, expected=4.000000
predicted=7.640050, expected=8.000000
predicted=6.593511, expected=16.000000
predicted=8.956347, expected=8.000000
predicted=9.267207, expected=12.000000
predicted=10.001557, expected=4.000000
predicted=7.228563, expected=12.000000
predicted=10.315819, expected=8.000000
predicted=9.943798, expected=12.000000
predicted=9.803941, expected=16.000000
predicted=11.390831, expected=8.000000
predicted=9.043035, expected=12.000000
predicted=11.824593, expected=16.000000
predicted=11.847547, expected=36.000000
predicted=18.884803, expected=16.000000
predicted=16.619260, expected=8.000000
predicted=15.097936, expected=20.000000
predicted=17.553700, expected=8.000000
predicted=15.252840, expected=12.000000
predicted=18.624620, expected=8.000000
predicted=11.491481, expected=16.000000
predicted=12.279943, expected=4.000000
predicted=10.891640, expected=12.000000
predicted=10.549371, expected=8.000000
predicted=9.453177, expected=4.000000
predicted=8.142473, expected=4.000000
predicted=8.291547, expected=4.000000
predicted=5.346210, expected=36.000000
predicted=14.815374, expected=4.000000
predicted=8.123937, expected=24.000000
predicted=14.868267, expected=16.000000
predicted=12.755252, expected=16.000000
predicted=15.778212, expected=8.000000
predicted=17.965616, expected=4.000000
predicted=10.250787, expected=4.000000
predicted=11.930441, expected=4.000000
predicted=8.521003, expected=16.000000
predicted=10.312136, expected=8.000000
predicted=7.220091, expected=8.000000
predicted=7.568564, expected=4.000000
predicted=6.419059, expected=4.000000
predicted=6.545075, expected=16.000000
predicted=10.744963, expected=4.000000
predicted=6.647140, expected=8.000000
predicted=8.026130, expected=8.000000
predicted=6.766530, expected=12.000000
predicted=8.663803, expected=4.000000
predicted=8.668312, expected=8.000000
predicted=7.348299, expected=20.000000
predicted=10.871820, expected=12.000000
predicted=10.373238, expected=12.000000
predicted=11.996628, expected=20.000000
predicted=12.716244, expected=12.000000
predicted=12.931572, expected=4.000000
predicted=13.098636, expected=12.000000
predicted=12.012291, expected=8.000000
predicted=10.470040, expected=8.000000
predicted=11.414327, expected=4.000000
predicted=7.777405, expected=4.000000
predicted=6.070408, expected=8.000000
predicted=7.721268, expected=4.000000
predicted=5.763903, expected=20.000000
predicted=9.787275, expected=16.000000
predicted=9.316857, expected=32.000000
predicted=16.054630, expected=4.000000
predicted=11.869919, expected=8.000000
predicted=13.157846, expected=12.000000
predicted=14.636663, expected=16.000000
predicted=14.738682, expected=4.000000
predicted=13.418322, expected=8.000000
predicted=8.497170, expected=8.000000
predicted=8.650593, expected=4.000000
predicted=8.294619, expected=8.000000
predicted=8.843391, expected=4.000000
predicted=5.327479, expected=16.000000
predicted=9.192487, expected=8.000000
predicted=7.699576, expected=12.000000
predicted=9.093180, expected=4.000000
predicted=7.809540, expected=20.000000
predicted=11.421779, expected=16.000000
predicted=12.973498, expected=12.000000
predicted=12.034464, expected=12.000000
predicted=12.670900, expected=8.000000
predicted=10.561765, expected=4.000000
predicted=11.676507, expected=8.000000
predicted=10.224713, expected=8.000000
predicted=8.634101, expected=12.000000
predicted=9.467542, expected=8.000000
predicted=7.961221, expected=4.000000
predicted=6.728354, expected=8.000000
predicted=7.981842, expected=8.000000
predicted=7.748590, expected=4.000000
predicted=7.352089, expected=20.000000
predicted=10.223728, expected=4.000000
predicted=6.696309, expected=4.000000
predicted=8.116346, expected=8.000000
predicted=7.718582, expected=4.000000
predicted=6.294017, expected=8.000000
predicted=9.274824, expected=12.000000
predicted=6.967312, expected=12.000000
predicted=8.140157, expected=4.000000
predicted=7.604466, expected=12.000000
predicted=8.835340, expected=8.000000
predicted=8.650554, expected=16.000000
predicted=11.685080, expected=12.000000
predicted=10.809656, expected=4.000000
predicted=8.355397, expected=12.000000
predicted=11.067740, expected=8.000000
predicted=9.128136, expected=16.000000
predicted=12.574872, expected=4.000000
predicted=8.709491, expected=8.000000
predicted=8.503192, expected=12.000000
predicted=10.120768, expected=8.000000
predicted=8.931294, expected=16.000000
predicted=12.059945, expected=20.000000
predicted=11.592289, expected=12.000000
predicted=12.262031, expected=4.000000
predicted=11.266884, expected=12.000000
predicted=11.581799, expected=4.000000
predicted=10.341194, expected=4.000000
predicted=9.866390, expected=12.000000
predicted=8.742047, expected=4.000000
predicted=5.816945, expected=12.000000
predicted=9.238401, expected=4.000000
predicted=5.772416, expected=28.000000
predicted=12.555671, expected=12.000000
predicted=11.515452, expected=36.000000
predicted=18.272386, expected=8.000000
predicted=14.839707, expected=20.000000
predicted=17.633119, expected=4.000000
predicted=16.762356, expected=12.000000
predicted=14.546415, expected=12.000000
predicted=16.580708, expected=8.000000
predicted=10.038265, expected=12.000000
predicted=12.367142, expected=8.000000
predicted=8.515848, expected=16.000000
predicted=12.045655, expected=4.000000
predicted=9.328178, expected=4.000000
predicted=8.233287, expected=12.000000
predicted=9.658077, expected=4.000000
predicted=7.238689, expected=4.000000
predicted=7.965512, expected=12.000000
predicted=6.950315, expected=8.000000
predicted=6.912546, expected=4.000000
predicted=7.589941, expected=12.000000
predicted=7.621855, expected=4.000000
predicted=6.350803, expected=12.000000
predicted=9.590021, expected=24.000000
predicted=11.920970, expected=4.000000
predicted=8.748867, expected=4.000000
predicted=10.061632, expected=8.000000
predicted=8.220628, expected=8.000000
predicted=9.568216, expected=12.000000
predicted=11.656664, expected=4.000000
predicted=6.104929, expected=4.000000
predicted=6.241677, expected=24.000000
predicted=11.350499, expected=8.000000
predicted=9.292536, expected=12.000000
predicted=11.675558, expected=8.000000
predicted=8.988027, expected=8.000000
predicted=9.636375, expected=8.000000
predicted=11.992019, expected=4.000000
predicted=7.426664, expected=12.000000
predicted=9.377182, expected=4.000000
predicted=6.785872, expected=4.000000
predicted=6.673429, expected=8.000000
predicted=6.791593, expected=28.000000
predicted=11.511342, expected=4.000000
predicted=9.423531, expected=24.000000
predicted=13.528354, expected=8.000000
predicted=10.843909, expected=12.000000
predicted=13.497572, expected=8.000000
predicted=14.397744, expected=28.000000
predicted=14.529941, expected=20.000000
predicted=17.655390, expected=4.000000
predicted=12.311962, expected=4.000000
predicted=11.774864, expected=4.000000
predicted=9.534603, expected=4.000000
predicted=11.161941, expected=8.000000
predicted=8.550808, expected=8.000000
predicted=5.490335, expected=8.000000
predicted=6.154188, expected=4.000000
predicted=5.620362, expected=4.000000
predicted=5.560429, expected=8.000000
predicted=6.802750, expected=4.000000
predicted=5.826424, expected=4.000000
predicted=5.521802, expected=12.000000
predicted=6.465464, expected=4.000000
predicted=5.446192, expected=16.000000
predicted=9.212914, expected=12.000000
predicted=8.486121, expected=16.000000
predicted=10.928723, expected=8.000000
predicted=11.075689, expected=4.000000
predicted=8.785958, expected=12.000000
predicted=11.665758, expected=8.000000
predicted=9.637076, expected=8.000000
predicted=9.946846, expected=4.000000
predicted=6.990211, expected=4.000000
predicted=6.019043, expected=8.000000
predicted=7.686988, expected=4.000000
predicted=5.828221, expected=28.000000
predicted=11.569439, expected=4.000000
predicted=7.582954, expected=4.000000
predicted=8.402020, expected=4.000000
predicted=7.726227, expected=8.000000
predicted=7.739259, expected=4.000000
predicted=9.840276, expected=16.000000
predicted=7.630543, expected=24.000000
predicted=11.048913, expected=8.000000
predicted=9.998710, expected=4.000000
predicted=10.103389, expected=8.000000
predicted=9.389998, expected=24.000000
predicted=14.984643, expected=8.000000
predicted=13.114872, expected=4.000000
predicted=9.154152, expected=4.000000
predicted=7.547276, expected=4.000000
predicted=7.646879, expected=12.000000
predicted=10.890704, expected=20.000000
predicted=9.910022, expected=4.000000
predicted=7.293919, expected=12.000000
predicted=9.575776, expected=8.000000
predicted=8.865430, expected=16.000000
predicted=12.433503, expected=24.000000
predicted=15.714602, expected=8.000000
predicted=10.895382, expected=4.000000
predicted=11.461305, expected=16.000000
predicted=12.385239, expected=4.000000
predicted=10.996762, expected=12.000000
predicted=12.887585, expected=24.000000
predicted=12.319861, expected=4.000000
predicted=9.210038, expected=4.000000
predicted=10.957382, expected=8.000000
predicted=8.307697, expected=8.000000
predicted=9.625938, expected=24.000000
predicted=14.634828, expected=8.000000
predicted=8.588583, expected=8.000000
predicted=9.720361, expected=8.000000
predicted=9.890411, expected=8.000000
predicted=9.916602, expected=4.000000
predicted=10.589741, expected=4.000000
predicted=6.483270, expected=4.000000
predicted=5.822624, expected=8.000000
predicted=6.343685, expected=8.000000
predicted=6.361622, expected=12.000000
predicted=7.123389, expected=12.000000
predicted=8.102368, expected=4.000000
predicted=7.241437, expected=16.000000
predicted=10.612910, expected=8.000000
predicted=9.279940, expected=4.000000
predicted=9.210562, expected=8.000000
predicted=8.848863, expected=12.000000
predicted=8.378746, expected=4.000000
predicted=8.802774, expected=4.000000
predicted=6.668572, expected=4.000000
predicted=5.402595, expected=20.000000
predicted=9.811110, expected=4.000000
predicted=7.755529, expected=4.000000
predicted=6.618136, expected=8.000000
Test MSE: 61.128
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602])]
predicted=12.016797, expected=4.000000
predicted=9.102678, expected=12.000000
predicted=10.779498, expected=12.000000
predicted=11.596542, expected=12.000000
predicted=12.772496, expected=16.000000
predicted=11.939976, expected=8.000000
predicted=9.997793, expected=12.000000
predicted=11.845842, expected=8.000000
predicted=10.579260, expected=8.000000
predicted=9.856260, expected=24.000000
predicted=15.238010, expected=16.000000
predicted=13.580114, expected=16.000000
predicted=14.482395, expected=12.000000
predicted=13.591214, expected=4.000000
predicted=10.864932, expected=28.000000
predicted=19.043665, expected=8.000000
predicted=13.004728, expected=28.000000
predicted=18.396031, expected=20.000000
predicted=17.880021, expected=8.000000
predicted=13.884826, expected=16.000000
predicted=17.569317, expected=24.000000
predicted=18.487709, expected=24.000000
predicted=21.113964, expected=28.000000
predicted=22.025620, expected=16.000000
predicted=18.643079, expected=12.000000
predicted=17.952915, expected=16.000000
predicted=18.935836, expected=8.000000
predicted=15.190160, expected=44.000000
predicted=25.702165, expected=4.000000
predicted=14.796581, expected=8.000000
predicted=13.209659, expected=28.000000
predicted=19.912682, expected=8.000000
predicted=14.780574, expected=16.000000
predicted=17.867384, expected=20.000000
predicted=15.105134, expected=24.000000
predicted=18.620576, expected=16.000000
predicted=18.472732, expected=8.000000
predicted=13.621648, expected=16.000000
predicted=16.213539, expected=64.000000
predicted=32.892935, expected=16.000000
predicted=23.321039, expected=20.000000
predicted=22.604641, expected=12.000000
predicted=20.264472, expected=12.000000
predicted=20.381355, expected=4.000000
predicted=18.237813, expected=4.000000
predicted=9.506565, expected=4.000000
predicted=8.098821, expected=20.000000
predicted=11.424796, expected=24.000000
predicted=14.306681, expected=12.000000
predicted=11.717199, expected=56.000000
predicted=27.478014, expected=40.000000
predicted=29.708805, expected=8.000000
predicted=23.143569, expected=8.000000
predicted=20.885182, expected=8.000000
predicted=17.997496, expected=8.000000
predicted=18.390689, expected=12.000000
predicted=13.840053, expected=12.000000
predicted=9.938098, expected=4.000000
predicted=7.670903, expected=16.000000
predicted=11.139275, expected=4.000000
predicted=8.174349, expected=16.000000
predicted=11.679161, expected=8.000000
predicted=9.728983, expected=36.000000
predicted=18.493920, expected=32.000000
predicted=22.236954, expected=16.000000
predicted=18.316943, expected=4.000000
predicted=15.417145, expected=8.000000
predicted=14.480046, expected=4.000000
predicted=13.676210, expected=4.000000
predicted=9.715078, expected=4.000000
predicted=6.104419, expected=12.000000
predicted=7.180103, expected=4.000000
predicted=5.704329, expected=4.000000
predicted=4.947317, expected=4.000000
predicted=4.914067, expected=16.000000
predicted=9.021407, expected=8.000000
predicted=8.276992, expected=12.000000
predicted=8.868707, expected=20.000000
predicted=12.757542, expected=12.000000
predicted=11.990552, expected=12.000000
predicted=13.109421, expected=8.000000
predicted=10.979661, expected=32.000000
predicted=19.246395, expected=4.000000
predicted=12.845993, expected=4.000000
predicted=10.015274, expected=8.000000
predicted=10.403058, expected=4.000000
predicted=8.155564, expected=4.000000
predicted=8.368126, expected=8.000000
predicted=5.829152, expected=12.000000
predicted=7.772686, expected=20.000000
predicted=11.829759, expected=12.000000
predicted=10.692714, expected=4.000000
predicted=8.625965, expected=8.000000
predicted=9.784407, expected=4.000000
predicted=8.393534, expected=8.000000
predicted=8.959081, expected=12.000000
predicted=8.963460, expected=4.000000
predicted=6.093087, expected=4.000000
predicted=6.014498, expected=8.000000
predicted=6.762166, expected=8.000000
predicted=7.372118, expected=24.000000
predicted=13.186935, expected=4.000000
predicted=7.978496, expected=12.000000
predicted=10.220962, expected=8.000000
predicted=10.032879, expected=12.000000
predicted=11.115299, expected=32.000000
predicted=19.210725, expected=4.000000
predicted=10.646460, expected=12.000000
predicted=12.854610, expected=4.000000
predicted=10.075198, expected=8.000000
predicted=10.652859, expected=4.000000
predicted=9.396711, expected=12.000000
predicted=8.125554, expected=4.000000
predicted=6.770118, expected=36.000000
predicted=16.470016, expected=4.000000
predicted=10.522826, expected=16.000000
predicted=12.951176, expected=12.000000
predicted=13.698036, expected=12.000000
predicted=13.030213, expected=8.000000
predicted=13.586291, expected=12.000000
predicted=10.646233, expected=36.000000
predicted=20.267471, expected=20.000000
predicted=18.004582, expected=4.000000
predicted=13.035222, expected=12.000000
predicted=14.191565, expected=4.000000
predicted=11.916082, expected=4.000000
predicted=11.229653, expected=8.000000
predicted=8.545648, expected=8.000000
predicted=6.832502, expected=12.000000
predicted=8.942093, expected=24.000000
predicted=13.091584, expected=28.000000
predicted=17.337501, expected=8.000000
predicted=13.586302, expected=4.000000
predicted=11.505555, expected=4.000000
predicted=10.760716, expected=4.000000
predicted=9.919873, expected=4.000000
predicted=7.758480, expected=16.000000
predicted=8.673806, expected=8.000000
predicted=7.194946, expected=12.000000
predicted=8.839075, expected=32.000000
predicted=16.899145, expected=4.000000
predicted=11.138388, expected=4.000000
predicted=10.627833, expected=4.000000
predicted=8.793129, expected=4.000000
predicted=8.167799, expected=4.000000
predicted=7.932189, expected=12.000000
predicted=6.714756, expected=8.000000
predicted=6.571132, expected=12.000000
predicted=8.351764, expected=4.000000
predicted=6.656081, expected=8.000000
predicted=7.693530, expected=16.000000
predicted=11.279243, expected=12.000000
predicted=10.540623, expected=16.000000
predicted=12.499444, expected=8.000000
predicted=10.097534, expected=4.000000
predicted=8.933266, expected=28.000000
predicted=16.810793, expected=8.000000
predicted=12.026525, expected=12.000000
predicted=12.544818, expected=28.000000
predicted=17.416174, expected=28.000000
predicted=20.123079, expected=8.000000
predicted=16.997702, expected=12.000000
predicted=14.790841, expected=4.000000
predicted=12.354767, expected=16.000000
predicted=15.689519, expected=4.000000
predicted=10.653439, expected=4.000000
predicted=6.920545, expected=24.000000
predicted=13.449157, expected=8.000000
predicted=9.735362, expected=8.000000
predicted=10.254547, expected=12.000000
predicted=10.254987, expected=4.000000
predicted=8.376581, expected=16.000000
predicted=12.889237, expected=36.000000
predicted=18.815623, expected=12.000000
predicted=14.642130, expected=12.000000
predicted=14.718900, expected=12.000000
predicted=14.105815, expected=12.000000
predicted=15.193529, expected=4.000000
predicted=12.693884, expected=8.000000
predicted=9.355504, expected=20.000000
predicted=13.064301, expected=20.000000
predicted=14.472029, expected=16.000000
predicted=14.273161, expected=28.000000
predicted=18.537514, expected=20.000000
predicted=18.953412, expected=16.000000
predicted=19.188955, expected=24.000000
predicted=21.285948, expected=4.000000
predicted=14.833931, expected=8.000000
predicted=14.606161, expected=8.000000
predicted=11.905803, expected=4.000000
predicted=8.977546, expected=8.000000
predicted=9.213082, expected=8.000000
predicted=6.843275, expected=92.000000
predicted=36.707068, expected=12.000000
predicted=22.287119, expected=16.000000
predicted=21.944785, expected=4.000000
predicted=18.831018, expected=20.000000
predicted=22.294892, expected=12.000000
predicted=24.677037, expected=16.000000
predicted=13.731605, expected=4.000000
predicted=10.650402, expected=32.000000
predicted=17.575181, expected=8.000000
predicted=14.575993, expected=8.000000
predicted=11.862971, expected=12.000000
predicted=13.149628, expected=36.000000
predicted=19.881888, expected=32.000000
predicted=24.499180, expected=4.000000
predicted=14.424493, expected=8.000000
predicted=14.489491, expected=16.000000
predicted=16.978680, expected=24.000000
predicted=20.663357, expected=12.000000
predicted=15.776169, expected=20.000000
predicted=15.107668, expected=8.000000
predicted=13.377718, expected=12.000000
predicted=14.189662, expected=12.000000
predicted=14.284392, expected=8.000000
predicted=10.943412, expected=16.000000
predicted=13.387223, expected=16.000000
predicted=12.872412, expected=8.000000
predicted=11.204431, expected=24.000000
predicted=15.959247, expected=16.000000
predicted=15.104158, expected=24.000000
predicted=18.562704, expected=8.000000
predicted=14.795758, expected=12.000000
predicted=14.082249, expected=12.000000
predicted=15.257639, expected=8.000000
predicted=11.957466, expected=4.000000
predicted=9.927965, expected=16.000000
predicted=10.972299, expected=4.000000
predicted=8.396390, expected=48.000000
predicted=21.619751, expected=4.000000
predicted=13.364754, expected=4.000000
predicted=10.628581, expected=12.000000
predicted=14.310026, expected=24.000000
predicted=16.590279, expected=20.000000
predicted=19.719387, expected=8.000000
predicted=11.368131, expected=8.000000
predicted=11.528742, expected=4.000000
predicted=10.654321, expected=12.000000
predicted=12.239440, expected=32.000000
predicted=17.742608, expected=12.000000
predicted=13.011114, expected=4.000000
predicted=10.278266, expected=4.000000
predicted=9.708815, expected=4.000000
predicted=9.365032, expected=12.000000
predicted=11.508174, expected=4.000000
predicted=6.345530, expected=12.000000
predicted=7.539203, expected=8.000000
predicted=7.636301, expected=4.000000
predicted=6.445161, expected=16.000000
predicted=10.623036, expected=12.000000
predicted=9.940191, expected=52.000000
predicted=24.076353, expected=20.000000
predicted=20.098199, expected=8.000000
predicted=16.032775, expected=4.000000
predicted=15.769553, expected=4.000000
predicted=13.365162, expected=24.000000
predicted=19.843246, expected=64.000000
predicted=29.894886, expected=4.000000
predicted=16.088495, expected=24.000000
predicted=20.053373, expected=16.000000
predicted=21.474125, expected=4.000000
predicted=18.526860, expected=4.000000
predicted=17.271429, expected=12.000000
predicted=10.482388, expected=8.000000
predicted=10.983380, expected=28.000000
predicted=15.193297, expected=16.000000
predicted=13.152529, expected=16.000000
predicted=14.004143, expected=12.000000
predicted=14.680896, expected=8.000000
predicted=12.910975, expected=24.000000
predicted=18.713690, expected=8.000000
predicted=13.194748, expected=8.000000
predicted=11.524653, expected=24.000000
predicted=15.847240, expected=12.000000
predicted=13.691779, expected=12.000000
predicted=14.237199, expected=8.000000
predicted=11.127486, expected=12.000000
predicted=12.156192, expected=4.000000
predicted=10.739944, expected=16.000000
predicted=11.483289, expected=20.000000
predicted=13.786598, expected=16.000000
predicted=13.349570, expected=8.000000
predicted=11.804437, expected=16.000000
predicted=13.385674, expected=28.000000
predicted=19.421764, expected=16.000000
predicted=17.435110, expected=12.000000
predicted=15.145411, expected=20.000000
predicted=16.999384, expected=24.000000
predicted=20.157576, expected=4.000000
predicted=15.121173, expected=20.000000
predicted=16.413583, expected=16.000000
predicted=16.082334, expected=4.000000
predicted=12.548364, expected=28.000000
predicted=18.326684, expected=4.000000
predicted=11.187454, expected=20.000000
predicted=15.867476, expected=12.000000
predicted=14.007996, expected=4.000000
predicted=10.045493, expected=4.000000
predicted=10.646601, expected=16.000000
predicted=10.747301, expected=12.000000
predicted=11.836137, expected=4.000000
predicted=7.885433, expected=12.000000
predicted=9.035969, expected=16.000000
predicted=11.535605, expected=16.000000
predicted=13.461704, expected=4.000000
predicted=9.554678, expected=4.000000
predicted=7.914284, expected=8.000000
predicted=9.453632, expected=8.000000
predicted=9.130641, expected=8.000000
predicted=8.178172, expected=28.000000
predicted=13.304038, expected=12.000000
predicted=11.780620, expected=24.000000
predicted=16.149847, expected=12.000000
predicted=14.866878, expected=12.000000
predicted=14.703336, expected=4.000000
predicted=13.424320, expected=8.000000
predicted=10.825066, expected=20.000000
predicted=14.795036, expected=20.000000
predicted=14.302695, expected=32.000000
predicted=19.187871, expected=8.000000
predicted=14.141000, expected=8.000000
predicted=13.786812, expected=12.000000
predicted=15.635218, expected=20.000000
predicted=17.198683, expected=24.000000
predicted=19.203587, expected=4.000000
predicted=11.138809, expected=4.000000
predicted=9.966183, expected=12.000000
predicted=12.300061, expected=8.000000
predicted=11.390319, expected=4.000000
predicted=8.585775, expected=20.000000
predicted=10.606845, expected=16.000000
predicted=11.815862, expected=12.000000
predicted=12.029621, expected=12.000000
predicted=11.900145, expected=8.000000
predicted=10.931314, expected=4.000000
predicted=10.478256, expected=16.000000
predicted=12.144173, expected=12.000000
predicted=11.131433, expected=4.000000
predicted=8.351539, expected=20.000000
predicted=12.217439, expected=12.000000
predicted=11.510751, expected=4.000000
Test MSE: 135.855
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116])]
predicted=24.685722, expected=24.000000
predicted=24.787887, expected=56.000000
predicted=30.408509, expected=32.000000
predicted=27.086188, expected=8.000000
predicted=16.798966, expected=20.000000
predicted=22.326846, expected=16.000000
predicted=21.940757, expected=16.000000
predicted=27.858989, expected=16.000000
predicted=20.531001, expected=24.000000
predicted=16.900952, expected=56.000000
predicted=33.173913, expected=16.000000
predicted=19.178008, expected=16.000000
predicted=20.360813, expected=16.000000
predicted=21.079986, expected=16.000000
predicted=20.529223, expected=36.000000
predicted=35.131617, expected=32.000000
predicted=23.369519, expected=24.000000
predicted=21.766120, expected=40.000000
predicted=29.421171, expected=32.000000
predicted=27.429130, expected=12.000000
predicted=25.153988, expected=12.000000
predicted=23.346914, expected=8.000000
predicted=17.739224, expected=24.000000
predicted=25.531141, expected=40.000000
predicted=28.940029, expected=24.000000
predicted=18.912371, expected=28.000000
predicted=22.442993, expected=28.000000
predicted=22.958100, expected=16.000000
predicted=22.412610, expected=16.000000
predicted=25.698067, expected=24.000000
predicted=23.394987, expected=24.000000
predicted=23.703671, expected=4.000000
predicted=15.877328, expected=16.000000
predicted=16.746866, expected=44.000000
predicted=27.119967, expected=36.000000
predicted=26.816943, expected=44.000000
predicted=32.169975, expected=4.000000
predicted=14.471009, expected=20.000000
predicted=23.205392, expected=24.000000
predicted=30.730054, expected=32.000000
predicted=29.098089, expected=40.000000
predicted=34.597946, expected=20.000000
predicted=18.117117, expected=16.000000
predicted=21.718073, expected=8.000000
predicted=19.212081, expected=8.000000
predicted=18.898913, expected=12.000000
predicted=20.224388, expected=40.000000
predicted=24.554554, expected=28.000000
predicted=20.309374, expected=8.000000
predicted=12.270340, expected=12.000000
predicted=15.005344, expected=20.000000
predicted=18.348548, expected=36.000000
predicted=30.364675, expected=88.000000
predicted=48.229111, expected=20.000000
predicted=21.281580, expected=64.000000
predicted=41.613271, expected=36.000000
predicted=37.992323, expected=68.000000
predicted=51.772638, expected=4.000000
predicted=44.834299, expected=32.000000
predicted=30.916514, expected=8.000000
predicted=35.496210, expected=24.000000
predicted=26.297016, expected=16.000000
predicted=32.566950, expected=8.000000
predicted=9.907369, expected=8.000000
predicted=17.225963, expected=24.000000
predicted=15.849376, expected=32.000000
predicted=23.356844, expected=40.000000
predicted=25.463870, expected=28.000000
predicted=21.975278, expected=12.000000
predicted=17.267393, expected=52.000000
predicted=36.211734, expected=12.000000
predicted=24.987924, expected=12.000000
predicted=23.421901, expected=36.000000
predicted=30.466999, expected=40.000000
predicted=26.833226, expected=36.000000
predicted=36.347146, expected=24.000000
predicted=23.582034, expected=4.000000
predicted=16.639469, expected=20.000000
predicted=26.527961, expected=28.000000
predicted=28.942485, expected=24.000000
predicted=24.802530, expected=60.000000
predicted=35.970517, expected=12.000000
predicted=17.379862, expected=4.000000
predicted=17.015294, expected=8.000000
predicted=20.981994, expected=16.000000
predicted=19.006743, expected=24.000000
predicted=29.071901, expected=36.000000
predicted=21.171481, expected=64.000000
predicted=32.438227, expected=40.000000
predicted=29.366816, expected=20.000000
predicted=25.679830, expected=16.000000
predicted=27.207980, expected=12.000000
predicted=26.270370, expected=24.000000
predicted=34.305922, expected=20.000000
predicted=24.943505, expected=28.000000
predicted=22.007219, expected=20.000000
predicted=19.479039, expected=12.000000
predicted=15.367134, expected=20.000000
predicted=21.279335, expected=20.000000
predicted=19.894205, expected=8.000000
predicted=16.656837, expected=8.000000
predicted=13.750038, expected=76.000000
predicted=37.014347, expected=28.000000
predicted=25.646878, expected=4.000000
predicted=16.329700, expected=28.000000
predicted=24.844274, expected=16.000000
predicted=18.809774, expected=16.000000
predicted=33.393597, expected=20.000000
predicted=21.539974, expected=12.000000
predicted=12.059632, expected=40.000000
predicted=28.285260, expected=12.000000
predicted=16.657290, expected=20.000000
predicted=18.626355, expected=24.000000
predicted=22.679428, expected=16.000000
predicted=16.872204, expected=52.000000
predicted=36.849219, expected=52.000000
predicted=32.626283, expected=16.000000
predicted=23.427255, expected=24.000000
predicted=28.129740, expected=28.000000
predicted=27.735192, expected=20.000000
predicted=31.667773, expected=32.000000
predicted=34.259338, expected=24.000000
predicted=22.509247, expected=32.000000
predicted=27.362944, expected=8.000000
predicted=20.421207, expected=20.000000
predicted=21.101880, expected=8.000000
predicted=19.560444, expected=16.000000
predicted=17.920657, expected=28.000000
predicted=24.172408, expected=32.000000
predicted=20.017411, expected=36.000000
predicted=26.282763, expected=16.000000
predicted=17.996776, expected=24.000000
predicted=23.105701, expected=24.000000
predicted=26.381933, expected=12.000000
predicted=21.600010, expected=8.000000
predicted=19.693232, expected=28.000000
predicted=20.861768, expected=32.000000
predicted=24.651020, expected=20.000000
predicted=20.748823, expected=12.000000
predicted=15.704049, expected=20.000000
predicted=17.817576, expected=16.000000
predicted=20.858533, expected=20.000000
predicted=22.003053, expected=16.000000
predicted=17.557638, expected=20.000000
predicted=16.863508, expected=24.000000
predicted=20.832650, expected=32.000000
predicted=23.176468, expected=24.000000
predicted=22.482054, expected=28.000000
predicted=23.539310, expected=16.000000
predicted=21.087912, expected=36.000000
predicted=28.587067, expected=44.000000
predicted=34.558308, expected=28.000000
predicted=27.405525, expected=12.000000
predicted=23.293629, expected=40.000000
predicted=30.174398, expected=24.000000
predicted=29.534080, expected=12.000000
predicted=25.167414, expected=20.000000
predicted=23.667605, expected=20.000000
predicted=18.840168, expected=36.000000
predicted=30.813166, expected=8.000000
predicted=17.347412, expected=4.000000
predicted=11.973755, expected=8.000000
predicted=15.058113, expected=4.000000
predicted=11.307900, expected=16.000000
predicted=17.809633, expected=36.000000
predicted=18.460317, expected=20.000000
predicted=13.754092, expected=8.000000
predicted=11.754585, expected=24.000000
predicted=17.587889, expected=16.000000
predicted=17.757375, expected=36.000000
predicted=28.927786, expected=28.000000
predicted=23.570254, expected=36.000000
predicted=24.308430, expected=24.000000
predicted=26.133790, expected=28.000000
predicted=25.447811, expected=16.000000
predicted=26.322656, expected=20.000000
predicted=24.002611, expected=12.000000
predicted=22.285896, expected=28.000000
predicted=23.415174, expected=48.000000
predicted=32.449956, expected=40.000000
predicted=28.356796, expected=32.000000
predicted=28.691665, expected=12.000000
predicted=21.059859, expected=24.000000
predicted=28.213374, expected=24.000000
predicted=31.776475, expected=28.000000
predicted=29.036365, expected=36.000000
predicted=30.196674, expected=16.000000
predicted=18.895177, expected=20.000000
predicted=23.144493, expected=28.000000
predicted=26.179271, expected=8.000000
predicted=18.976587, expected=12.000000
predicted=20.709445, expected=48.000000
predicted=28.628779, expected=12.000000
predicted=17.783318, expected=24.000000
predicted=23.483299, expected=24.000000
predicted=20.401274, expected=24.000000
predicted=20.819522, expected=12.000000
predicted=25.424250, expected=24.000000
predicted=19.537625, expected=12.000000
predicted=18.506393, expected=28.000000
predicted=22.999484, expected=24.000000
predicted=22.511337, expected=32.000000
predicted=22.428353, expected=24.000000
predicted=24.279913, expected=36.000000
predicted=25.902059, expected=52.000000
predicted=37.477965, expected=36.000000
predicted=32.293918, expected=32.000000
predicted=33.825417, expected=16.000000
predicted=26.660089, expected=36.000000
predicted=35.046288, expected=20.000000
predicted=32.477024, expected=32.000000
predicted=30.466562, expected=68.000000
predicted=43.821592, expected=8.000000
predicted=20.653332, expected=24.000000
predicted=30.194868, expected=24.000000
predicted=27.066127, expected=32.000000
predicted=30.455539, expected=20.000000
predicted=34.445591, expected=36.000000
predicted=24.124334, expected=40.000000
predicted=31.474843, expected=24.000000
predicted=26.412807, expected=16.000000
predicted=25.663729, expected=24.000000
predicted=24.812684, expected=24.000000
predicted=27.770159, expected=12.000000
predicted=23.074613, expected=52.000000
predicted=32.611488, expected=32.000000
predicted=26.054464, expected=16.000000
predicted=22.650826, expected=16.000000
predicted=23.399428, expected=16.000000
predicted=19.101413, expected=8.000000
predicted=24.285907, expected=8.000000
predicted=16.785617, expected=44.000000
predicted=24.855385, expected=52.000000
predicted=30.036951, expected=16.000000
predicted=19.763663, expected=28.000000
predicted=23.812469, expected=8.000000
predicted=17.691560, expected=28.000000
predicted=31.054074, expected=20.000000
predicted=29.381789, expected=24.000000
predicted=20.067587, expected=12.000000
predicted=19.718501, expected=12.000000
predicted=13.761509, expected=24.000000
predicted=22.777832, expected=44.000000
predicted=27.800220, expected=24.000000
predicted=23.417284, expected=28.000000
predicted=22.823833, expected=52.000000
predicted=33.551866, expected=12.000000
predicted=23.613923, expected=16.000000
predicted=28.525769, expected=12.000000
predicted=21.338043, expected=16.000000
predicted=20.926190, expected=32.000000
predicted=31.375437, expected=48.000000
predicted=27.478162, expected=20.000000
predicted=21.158372, expected=12.000000
predicted=18.115797, expected=36.000000
predicted=28.023920, expected=8.000000
predicted=21.511801, expected=28.000000
predicted=30.311485, expected=32.000000
predicted=25.223153, expected=44.000000
predicted=27.829908, expected=16.000000
predicted=26.252113, expected=32.000000
predicted=24.425073, expected=24.000000
predicted=27.938063, expected=36.000000
predicted=31.657433, expected=44.000000
predicted=38.422255, expected=48.000000
predicted=33.651052, expected=56.000000
predicted=43.094822, expected=40.000000
predicted=37.653446, expected=12.000000
predicted=31.047367, expected=12.000000
predicted=30.762770, expected=16.000000
predicted=29.763624, expected=8.000000
predicted=25.154024, expected=32.000000
predicted=27.369541, expected=16.000000
predicted=15.255994, expected=16.000000
predicted=15.192297, expected=16.000000
predicted=17.181231, expected=16.000000
predicted=14.647220, expected=16.000000
predicted=20.499413, expected=16.000000
predicted=15.913399, expected=32.000000
predicted=21.846256, expected=20.000000
predicted=18.804059, expected=48.000000
predicted=29.432122, expected=20.000000
predicted=22.391916, expected=20.000000
predicted=21.834583, expected=4.000000
predicted=20.602705, expected=24.000000
predicted=21.729386, expected=20.000000
predicted=27.075128, expected=48.000000
predicted=28.761737, expected=12.000000
predicted=19.035408, expected=28.000000
predicted=19.854829, expected=20.000000
predicted=24.438208, expected=32.000000
predicted=25.721269, expected=24.000000
predicted=31.084549, expected=32.000000
predicted=23.772421, expected=28.000000
predicted=27.998815, expected=32.000000
predicted=27.181131, expected=28.000000
predicted=29.708707, expected=24.000000
predicted=25.875177, expected=8.000000
predicted=21.866673, expected=16.000000
predicted=21.612324, expected=44.000000
predicted=31.897962, expected=32.000000
predicted=27.421434, expected=16.000000
predicted=21.345864, expected=20.000000
predicted=19.553527, expected=8.000000
predicted=16.931960, expected=16.000000
predicted=24.624406, expected=4.000000
predicted=15.998218, expected=12.000000
predicted=12.644451, expected=48.000000
predicted=27.051991, expected=68.000000
predicted=34.176211, expected=12.000000
predicted=20.229812, expected=20.000000
predicted=21.018948, expected=20.000000
predicted=24.330794, expected=24.000000
predicted=31.541144, expected=36.000000
predicted=39.710336, expected=32.000000
predicted=23.749301, expected=24.000000
predicted=24.144929, expected=8.000000
predicted=18.873094, expected=8.000000
predicted=18.301179, expected=8.000000
predicted=19.389736, expected=24.000000
predicted=21.806173, expected=16.000000
predicted=16.918267, expected=28.000000
predicted=17.199636, expected=12.000000
predicted=13.609053, expected=24.000000
predicted=17.567889, expected=24.000000
predicted=23.026160, expected=16.000000
predicted=17.501317, expected=12.000000
predicted=19.213578, expected=8.000000
predicted=12.868779, expected=12.000000
predicted=16.247519, expected=4.000000
predicted=12.371098, expected=4.000000
predicted=8.915332, expected=8.000000
predicted=8.864494, expected=12.000000
predicted=8.858358, expected=12.000000
predicted=10.177807, expected=20.000000
predicted=11.595298, expected=4.000000
predicted=7.086341, expected=16.000000
predicted=12.104443, expected=4.000000
predicted=9.648702, expected=20.000000
predicted=13.988350, expected=24.000000
predicted=18.769970, expected=16.000000
predicted=12.054249, expected=12.000000
predicted=14.749125, expected=28.000000
predicted=17.702040, expected=8.000000
predicted=15.401094, expected=4.000000
predicted=13.516446, expected=36.000000
predicted=22.777526, expected=28.000000
predicted=19.835853, expected=8.000000
predicted=17.172464, expected=16.000000
predicted=15.434710, expected=40.000000
predicted=23.272004, expected=32.000000
predicted=29.466538, expected=28.000000
predicted=26.612003, expected=8.000000
predicted=15.776411, expected=20.000000
predicted=21.010082, expected=36.000000
predicted=32.419218, expected=12.000000
predicted=20.835619, expected=8.000000
predicted=17.646378, expected=4.000000
predicted=10.870744, expected=16.000000
predicted=16.177571, expected=4.000000
predicted=15.059799, expected=32.000000
predicted=17.701887, expected=12.000000
predicted=11.869546, expected=20.000000
predicted=13.330983, expected=4.000000
predicted=12.804022, expected=16.000000
predicted=12.163413, expected=12.000000
predicted=18.424331, expected=20.000000
predicted=14.640159, expected=24.000000
predicted=19.355898, expected=8.000000
predicted=10.016276, expected=8.000000
predicted=13.132961, expected=8.000000
predicted=11.746610, expected=24.000000
predicted=18.222912, expected=16.000000
predicted=16.849371, expected=4.000000
predicted=8.320399, expected=12.000000
predicted=11.610673, expected=12.000000
predicted=11.381519, expected=12.000000
predicted=14.615539, expected=12.000000
predicted=12.571616, expected=12.000000
predicted=9.607837, expected=8.000000
Test MSE: 196.713
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715])]
predicted=97.923528, expected=148.000000
predicted=114.204675, expected=44.000000
predicted=93.464464, expected=56.000000
predicted=93.181980, expected=104.000000
predicted=91.764682, expected=116.000000
predicted=95.640481, expected=60.000000
predicted=93.159510, expected=104.000000
predicted=83.204652, expected=100.000000
predicted=85.607864, expected=56.000000
predicted=86.577776, expected=72.000000
predicted=85.091153, expected=144.000000
predicted=92.964593, expected=76.000000
predicted=91.831247, expected=68.000000
predicted=89.268604, expected=76.000000
predicted=75.217525, expected=76.000000
predicted=79.033702, expected=52.000000
predicted=82.119806, expected=84.000000
predicted=74.053383, expected=80.000000
predicted=72.211170, expected=152.000000
predicted=99.403653, expected=120.000000
predicted=100.377934, expected=68.000000
predicted=90.273274, expected=84.000000
predicted=92.889577, expected=132.000000
predicted=102.859299, expected=124.000000
predicted=119.184223, expected=164.000000
predicted=129.543343, expected=152.000000
predicted=124.493868, expected=104.000000
predicted=121.979246, expected=56.000000
predicted=110.050841, expected=116.000000
predicted=112.956190, expected=132.000000
predicted=121.929213, expected=92.000000
predicted=113.267068, expected=124.000000
predicted=110.591597, expected=152.000000
predicted=112.473354, expected=112.000000
predicted=121.234601, expected=96.000000
predicted=118.091934, expected=116.000000
predicted=110.614946, expected=76.000000
predicted=104.320690, expected=108.000000
predicted=113.372346, expected=92.000000
predicted=97.677612, expected=156.000000
predicted=116.057943, expected=112.000000
predicted=112.698382, expected=92.000000
predicted=104.765433, expected=116.000000
predicted=111.122289, expected=92.000000
predicted=102.125187, expected=92.000000
predicted=111.408335, expected=84.000000
predicted=95.483547, expected=132.000000
predicted=104.896669, expected=48.000000
predicted=88.134447, expected=104.000000
predicted=95.805898, expected=128.000000
predicted=98.924403, expected=100.000000
predicted=100.262923, expected=112.000000
predicted=111.795800, expected=112.000000
predicted=96.987711, expected=184.000000
predicted=132.732371, expected=144.000000
predicted=135.079174, expected=152.000000
predicted=140.019505, expected=80.000000
predicted=119.688468, expected=52.000000
predicted=104.316171, expected=56.000000
predicted=100.374549, expected=88.000000
predicted=92.610672, expected=64.000000
predicted=84.739386, expected=108.000000
predicted=83.657601, expected=52.000000
predicted=65.517329, expected=68.000000
predicted=71.566164, expected=68.000000
predicted=71.757459, expected=112.000000
predicted=82.482341, expected=140.000000
predicted=103.840668, expected=96.000000
predicted=92.169718, expected=96.000000
predicted=97.205210, expected=68.000000
predicted=86.012897, expected=92.000000
predicted=97.317569, expected=44.000000
predicted=83.441026, expected=40.000000
predicted=68.002515, expected=64.000000
predicted=65.573863, expected=108.000000
predicted=74.596489, expected=72.000000
predicted=75.535799, expected=68.000000
predicted=68.338212, expected=88.000000
predicted=71.613421, expected=80.000000
predicted=77.205168, expected=76.000000
predicted=84.482694, expected=152.000000
predicted=99.525626, expected=96.000000
predicted=93.187337, expected=84.000000
predicted=98.187712, expected=112.000000
predicted=98.345382, expected=80.000000
predicted=91.450691, expected=56.000000
predicted=95.016857, expected=48.000000
predicted=72.398987, expected=148.000000
predicted=94.944444, expected=176.000000
predicted=118.949420, expected=84.000000
predicted=103.729606, expected=44.000000
predicted=84.532838, expected=56.000000
predicted=73.841646, expected=76.000000
predicted=90.749385, expected=60.000000
predicted=86.364358, expected=84.000000
predicted=73.675868, expected=88.000000
predicted=69.671970, expected=76.000000
predicted=73.777931, expected=64.000000
predicted=73.730356, expected=92.000000
predicted=77.315232, expected=76.000000
predicted=78.709029, expected=68.000000
predicted=77.950618, expected=72.000000
predicted=73.767861, expected=92.000000
predicted=77.590873, expected=68.000000
predicted=77.804361, expected=100.000000
predicted=84.180282, expected=60.000000
predicted=72.287124, expected=64.000000
predicted=74.014606, expected=64.000000
predicted=72.040650, expected=88.000000
predicted=74.670189, expected=120.000000
predicted=92.023760, expected=44.000000
predicted=69.502139, expected=52.000000
predicted=69.240820, expected=96.000000
predicted=74.544322, expected=72.000000
predicted=76.777630, expected=84.000000
predicted=86.278383, expected=164.000000
predicted=96.590527, expected=148.000000
predicted=108.980264, expected=100.000000
predicted=114.551177, expected=72.000000
predicted=97.789925, expected=88.000000
predicted=97.469724, expected=52.000000
predicted=95.309593, expected=88.000000
predicted=94.993606, expected=84.000000
predicted=81.437061, expected=100.000000
predicted=85.052658, expected=48.000000
predicted=73.759307, expected=32.000000
predicted=58.937128, expected=44.000000
predicted=59.327675, expected=28.000000
predicted=49.622082, expected=72.000000
predicted=61.368755, expected=84.000000
predicted=57.439636, expected=112.000000
predicted=72.359115, expected=48.000000
predicted=63.171810, expected=88.000000
predicted=72.269607, expected=80.000000
predicted=76.352041, expected=76.000000
predicted=81.024043, expected=72.000000
predicted=81.725529, expected=80.000000
predicted=71.923100, expected=140.000000
predicted=98.639590, expected=80.000000
predicted=87.868996, expected=48.000000
predicted=79.368550, expected=48.000000
predicted=68.098519, expected=60.000000
predicted=67.834756, expected=84.000000
predicted=82.633930, expected=116.000000
predicted=83.302428, expected=80.000000
predicted=75.204284, expected=108.000000
predicted=87.238090, expected=140.000000
predicted=101.696794, expected=80.000000
predicted=97.434632, expected=60.000000
predicted=94.209413, expected=100.000000
predicted=89.969675, expected=104.000000
predicted=97.261970, expected=168.000000
predicted=125.783251, expected=64.000000
predicted=92.079786, expected=72.000000
predicted=90.207881, expected=76.000000
predicted=87.422298, expected=52.000000
predicted=79.918695, expected=40.000000
predicted=79.161972, expected=108.000000
predicted=73.529588, expected=108.000000
predicted=81.476062, expected=88.000000
predicted=85.545430, expected=72.000000
predicted=76.762106, expected=64.000000
predicted=71.073800, expected=56.000000
predicted=77.313051, expected=84.000000
predicted=80.744730, expected=80.000000
predicted=76.058499, expected=80.000000
predicted=75.920910, expected=96.000000
predicted=80.030278, expected=68.000000
predicted=73.753471, expected=96.000000
predicted=86.939688, expected=68.000000
predicted=77.553242, expected=104.000000
predicted=88.933854, expected=116.000000
predicted=96.214889, expected=136.000000
predicted=104.906250, expected=56.000000
predicted=91.311125, expected=112.000000
predicted=98.569823, expected=88.000000
predicted=94.933115, expected=120.000000
predicted=109.459087, expected=52.000000
predicted=90.975355, expected=80.000000
predicted=80.985202, expected=120.000000
predicted=97.884551, expected=64.000000
predicted=83.416663, expected=60.000000
predicted=84.805882, expected=60.000000
predicted=65.105444, expected=88.000000
predicted=77.782031, expected=56.000000
predicted=75.623217, expected=84.000000
predicted=72.656221, expected=164.000000
predicted=97.382969, expected=96.000000
predicted=92.472746, expected=36.000000
predicted=83.789188, expected=100.000000
predicted=84.571672, expected=164.000000
predicted=109.675696, expected=792.000000
predicted=343.386722, expected=232.000000
predicted=244.665051, expected=192.000000
predicted=256.151607, expected=120.000000
predicted=207.970809, expected=104.000000
predicted=215.964135, expected=180.000000
predicted=302.540965, expected=112.000000
predicted=153.161904, expected=56.000000
predicted=120.090680, expected=76.000000
predicted=98.187812, expected=52.000000
predicted=84.353909, expected=40.000000
predicted=82.604200, expected=104.000000
predicted=80.575807, expected=80.000000
predicted=70.048754, expected=124.000000
predicted=91.118792, expected=96.000000
predicted=83.932385, expected=76.000000
predicted=82.943238, expected=96.000000
predicted=94.981607, expected=104.000000
predicted=95.435054, expected=64.000000
predicted=90.549595, expected=112.000000
predicted=95.549081, expected=120.000000
predicted=97.938332, expected=108.000000
predicted=104.340613, expected=60.000000
predicted=89.206803, expected=48.000000
predicted=74.508267, expected=60.000000
predicted=78.096932, expected=72.000000
predicted=78.390967, expected=40.000000
predicted=63.284464, expected=72.000000
predicted=61.420213, expected=128.000000
predicted=79.272558, expected=48.000000
predicted=67.641735, expected=80.000000
predicted=76.384843, expected=68.000000
predicted=66.308575, expected=36.000000
predicted=65.049184, expected=32.000000
predicted=61.649118, expected=68.000000
predicted=55.022924, expected=80.000000
predicted=65.929292, expected=56.000000
predicted=59.589148, expected=56.000000
predicted=54.241454, expected=64.000000
predicted=57.057933, expected=24.000000
predicted=51.480845, expected=20.000000
predicted=45.260556, expected=92.000000
predicted=57.823413, expected=92.000000
predicted=65.545370, expected=76.000000
predicted=68.675153, expected=44.000000
predicted=53.458449, expected=92.000000
predicted=68.762844, expected=72.000000
predicted=76.658142, expected=56.000000
predicted=71.903137, expected=96.000000
predicted=76.723238, expected=92.000000
predicted=76.213049, expected=100.000000
predicted=90.289942, expected=68.000000
predicted=78.066503, expected=80.000000
predicted=79.434104, expected=88.000000
predicted=86.513198, expected=88.000000
predicted=87.170299, expected=120.000000
predicted=97.895521, expected=88.000000
predicted=88.029033, expected=80.000000
predicted=88.910416, expected=64.000000
predicted=81.494272, expected=68.000000
predicted=80.086072, expected=64.000000
predicted=78.880946, expected=100.000000
predicted=82.478718, expected=88.000000
predicted=80.325392, expected=84.000000
predicted=80.017519, expected=64.000000
predicted=74.175480, expected=40.000000
predicted=64.929025, expected=68.000000
predicted=72.617634, expected=64.000000
predicted=67.383572, expected=48.000000
predicted=61.248788, expected=80.000000
predicted=64.515140, expected=80.000000
predicted=64.794757, expected=72.000000
predicted=70.883806, expected=108.000000
predicted=81.451305, expected=120.000000
predicted=89.748839, expected=48.000000
predicted=79.194730, expected=108.000000
predicted=91.999721, expected=152.000000
predicted=106.914143, expected=136.000000
predicted=120.161356, expected=84.000000
predicted=107.212402, expected=60.000000
predicted=85.416854, expected=96.000000
predicted=100.255823, expected=88.000000
predicted=101.597547, expected=76.000000
predicted=91.759149, expected=100.000000
predicted=87.050201, expected=116.000000
predicted=92.495357, expected=48.000000
predicted=81.467854, expected=88.000000
predicted=86.291166, expected=124.000000
predicted=94.544214, expected=64.000000
predicted=87.435925, expected=100.000000
predicted=95.234176, expected=108.000000
predicted=87.623775, expected=132.000000
predicted=108.992562, expected=92.000000
predicted=104.066393, expected=100.000000
predicted=97.762040, expected=88.000000
predicted=98.207464, expected=120.000000
predicted=109.020894, expected=96.000000
predicted=104.913760, expected=100.000000
predicted=100.137125, expected=132.000000
predicted=110.109225, expected=80.000000
predicted=97.653510, expected=32.000000
predicted=83.454136, expected=68.000000
predicted=78.376943, expected=120.000000
predicted=92.868350, expected=64.000000
predicted=84.580646, expected=156.000000
predicted=102.741276, expected=144.000000
predicted=101.956502, expected=72.000000
predicted=99.322097, expected=88.000000
predicted=103.606743, expected=84.000000
predicted=91.001492, expected=80.000000
predicted=102.373842, expected=80.000000
predicted=92.607568, expected=84.000000
predicted=80.870021, expected=120.000000
predicted=95.503636, expected=76.000000
predicted=85.803464, expected=64.000000
predicted=80.875429, expected=92.000000
predicted=84.477613, expected=80.000000
predicted=83.720188, expected=96.000000
predicted=93.038384, expected=196.000000
predicted=118.571700, expected=140.000000
predicted=116.907545, expected=128.000000
predicted=126.354618, expected=192.000000
predicted=143.712456, expected=152.000000
predicted=146.930328, expected=84.000000
predicted=141.781780, expected=136.000000
predicted=135.565460, expected=96.000000
predicted=120.013859, expected=132.000000
predicted=137.443778, expected=120.000000
predicted=121.600373, expected=72.000000
predicted=99.245368, expected=132.000000
predicted=118.586723, expected=64.000000
predicted=92.415341, expected=108.000000
predicted=108.620452, expected=164.000000
predicted=119.502300, expected=172.000000
predicted=129.253460, expected=84.000000
predicted=118.511358, expected=120.000000
predicted=114.755696, expected=72.000000
predicted=104.790765, expected=64.000000
predicted=105.931821, expected=92.000000
predicted=101.417291, expected=80.000000
predicted=83.341617, expected=108.000000
predicted=96.687019, expected=60.000000
predicted=75.187281, expected=72.000000
predicted=77.149820, expected=56.000000
predicted=72.148365, expected=44.000000
predicted=64.787307, expected=64.000000
predicted=68.344382, expected=64.000000
predicted=60.122157, expected=88.000000
predicted=70.948155, expected=80.000000
predicted=69.013283, expected=76.000000
predicted=70.188133, expected=104.000000
predicted=83.122049, expected=60.000000
predicted=73.995781, expected=64.000000
predicted=76.940170, expected=72.000000
predicted=73.186625, expected=132.000000
predicted=93.398208, expected=48.000000
predicted=77.061476, expected=44.000000
predicted=65.913052, expected=56.000000
predicted=61.846885, expected=84.000000
predicted=73.341152, expected=56.000000
predicted=72.711379, expected=80.000000
predicted=65.482418, expected=108.000000
predicted=76.188590, expected=56.000000
predicted=70.110754, expected=144.000000
predicted=100.190109, expected=108.000000
predicted=92.002982, expected=72.000000
predicted=92.808721, expected=64.000000
predicted=85.917386, expected=104.000000
predicted=88.270091, expected=104.000000
predicted=103.139989, expected=92.000000
predicted=94.507508, expected=68.000000
predicted=80.333671, expected=44.000000
predicted=69.668763, expected=48.000000
predicted=70.354812, expected=84.000000
predicted=75.743966, expected=76.000000
predicted=72.341996, expected=88.000000
predicted=74.183378, expected=68.000000
predicted=66.667732, expected=32.000000
predicted=57.812329, expected=104.000000
predicted=79.916283, expected=68.000000
predicted=70.865276, expected=92.000000
predicted=82.616307, expected=148.000000
predicted=96.494828, expected=88.000000
predicted=86.653024, expected=76.000000
predicted=95.094196, expected=88.000000
predicted=87.379522, expected=88.000000
predicted=92.992359, expected=72.000000
predicted=93.349440, expected=72.000000
predicted=79.216652, expected=148.000000
predicted=100.361188, expected=100.000000
predicted=96.677580, expected=60.000000
predicted=87.438600, expected=68.000000
predicted=79.270685, expected=80.000000
predicted=81.995674, expected=96.000000
Test MSE: 2422.608
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405])]
predicted=7.791976, expected=4.000000
predicted=7.798457, expected=4.000000
predicted=6.349388, expected=8.000000
predicted=6.619656, expected=12.000000
predicted=6.661552, expected=20.000000
predicted=8.993969, expected=8.000000
predicted=9.202045, expected=12.000000
predicted=10.567581, expected=16.000000
predicted=13.667117, expected=8.000000
predicted=12.405308, expected=32.000000
predicted=15.426990, expected=24.000000
predicted=17.336522, expected=8.000000
predicted=15.492032, expected=16.000000
predicted=18.136037, expected=12.000000
predicted=18.143424, expected=16.000000
predicted=17.012386, expected=32.000000
predicted=17.840373, expected=32.000000
predicted=19.298822, expected=16.000000
predicted=19.743881, expected=8.000000
predicted=19.662949, expected=16.000000
predicted=21.461192, expected=8.000000
predicted=18.836329, expected=12.000000
predicted=14.489750, expected=20.000000
predicted=13.749186, expected=16.000000
predicted=13.171819, expected=16.000000
predicted=14.186564, expected=12.000000
predicted=14.330415, expected=4.000000
predicted=13.322921, expected=8.000000
predicted=12.791007, expected=16.000000
predicted=12.453001, expected=12.000000
predicted=10.933672, expected=16.000000
predicted=10.896957, expected=8.000000
predicted=10.882184, expected=12.000000
predicted=11.945526, expected=16.000000
predicted=13.741701, expected=12.000000
predicted=12.426090, expected=12.000000
predicted=12.353101, expected=20.000000
predicted=13.748745, expected=36.000000
predicted=18.423195, expected=8.000000
predicted=16.513763, expected=4.000000
predicted=14.628775, expected=8.000000
predicted=16.520855, expected=28.000000
predicted=18.011296, expected=8.000000
predicted=14.076280, expected=4.000000
predicted=8.891487, expected=12.000000
predicted=12.427918, expected=4.000000
predicted=10.842090, expected=4.000000
predicted=9.046884, expected=8.000000
predicted=7.171237, expected=8.000000
predicted=6.638436, expected=4.000000
predicted=6.153761, expected=8.000000
predicted=6.133471, expected=4.000000
predicted=6.164443, expected=4.000000
predicted=5.692563, expected=4.000000
predicted=5.475353, expected=8.000000
predicted=5.370108, expected=8.000000
predicted=5.838128, expected=12.000000
predicted=6.498218, expected=4.000000
predicted=6.543574, expected=20.000000
predicted=9.513253, expected=12.000000
predicted=10.936047, expected=8.000000
predicted=9.746260, expected=4.000000
predicted=10.494170, expected=8.000000
predicted=9.817668, expected=12.000000
predicted=10.625207, expected=12.000000
predicted=8.904975, expected=8.000000
predicted=8.347332, expected=8.000000
predicted=8.840776, expected=4.000000
predicted=8.868286, expected=8.000000
predicted=8.648597, expected=12.000000
predicted=8.809313, expected=8.000000
predicted=7.588241, expected=4.000000
predicted=7.020892, expected=12.000000
predicted=8.519634, expected=4.000000
predicted=8.007103, expected=8.000000
predicted=7.496036, expected=16.000000
predicted=9.230805, expected=12.000000
predicted=9.001161, expected=16.000000
predicted=10.903089, expected=8.000000
predicted=10.938533, expected=8.000000
predicted=11.263611, expected=4.000000
predicted=10.972682, expected=4.000000
predicted=8.578551, expected=4.000000
predicted=7.300361, expected=4.000000
predicted=5.198088, expected=12.000000
predicted=6.032710, expected=12.000000
predicted=6.633582, expected=12.000000
predicted=7.606449, expected=4.000000
predicted=7.960803, expected=8.000000
predicted=8.908907, expected=8.000000
predicted=9.691146, expected=4.000000
predicted=7.517419, expected=8.000000
predicted=7.282453, expected=4.000000
predicted=6.155216, expected=28.000000
predicted=10.210678, expected=8.000000
predicted=9.791825, expected=4.000000
predicted=8.097767, expected=16.000000
predicted=12.908389, expected=12.000000
predicted=12.262859, expected=12.000000
predicted=12.185198, expected=4.000000
predicted=9.507620, expected=8.000000
predicted=9.666250, expected=24.000000
predicted=13.202420, expected=4.000000
predicted=9.859038, expected=4.000000
predicted=8.529510, expected=4.000000
predicted=9.446507, expected=8.000000
predicted=8.773078, expected=8.000000
predicted=7.955140, expected=8.000000
predicted=5.770872, expected=4.000000
predicted=5.983433, expected=4.000000
predicted=6.114811, expected=12.000000
predicted=7.635049, expected=4.000000
predicted=6.347581, expected=8.000000
predicted=6.232656, expected=8.000000
predicted=7.174820, expected=12.000000
predicted=7.924856, expected=8.000000
predicted=8.376430, expected=8.000000
predicted=7.939189, expected=12.000000
predicted=9.669418, expected=8.000000
predicted=9.257163, expected=12.000000
predicted=9.748464, expected=12.000000
predicted=10.244904, expected=12.000000
predicted=10.502487, expected=4.000000
predicted=9.808691, expected=12.000000
predicted=10.302412, expected=16.000000
predicted=11.720060, expected=12.000000
predicted=10.644596, expected=20.000000
predicted=12.559293, expected=8.000000
predicted=12.298147, expected=12.000000
predicted=13.137905, expected=4.000000
predicted=12.469965, expected=20.000000
predicted=12.742922, expected=12.000000
predicted=12.547386, expected=4.000000
predicted=9.080991, expected=8.000000
predicted=10.603417, expected=28.000000
predicted=13.653054, expected=24.000000
predicted=15.068743, expected=12.000000
predicted=13.242086, expected=24.000000
predicted=17.921237, expected=48.000000
predicted=25.813102, expected=4.000000
predicted=21.261822, expected=16.000000
predicted=21.368429, expected=16.000000
predicted=23.336443, expected=4.000000
predicted=17.238729, expected=4.000000
predicted=14.492826, expected=4.000000
predicted=8.764818, expected=4.000000
predicted=7.282915, expected=8.000000
predicted=6.204711, expected=4.000000
predicted=4.523166, expected=16.000000
predicted=6.858335, expected=16.000000
predicted=8.989044, expected=8.000000
predicted=8.832768, expected=4.000000
predicted=9.703138, expected=8.000000
predicted=10.102740, expected=8.000000
predicted=9.602396, expected=4.000000
predicted=7.188496, expected=8.000000
predicted=6.791917, expected=12.000000
predicted=7.679233, expected=4.000000
predicted=6.781124, expected=12.000000
predicted=8.165723, expected=8.000000
predicted=8.435141, expected=16.000000
predicted=9.757353, expected=4.000000
predicted=9.207468, expected=16.000000
predicted=10.226295, expected=8.000000
predicted=11.014404, expected=4.000000
predicted=8.612903, expected=4.000000
predicted=8.964544, expected=8.000000
predicted=7.527387, expected=4.000000
predicted=6.612561, expected=4.000000
predicted=5.032252, expected=12.000000
predicted=6.491545, expected=4.000000
predicted=5.712793, expected=4.000000
predicted=5.629238, expected=8.000000
predicted=6.692522, expected=4.000000
predicted=5.732943, expected=52.000000
predicted=14.651706, expected=12.000000
predicted=13.550649, expected=4.000000
predicted=12.858377, expected=28.000000
predicted=21.664795, expected=4.000000
predicted=17.203679, expected=8.000000
predicted=16.165572, expected=4.000000
predicted=10.972103, expected=8.000000
predicted=9.226017, expected=12.000000
predicted=9.726071, expected=4.000000
predicted=6.448484, expected=4.000000
predicted=6.666732, expected=8.000000
predicted=7.175699, expected=4.000000
predicted=6.296547, expected=4.000000
predicted=5.541632, expected=4.000000
predicted=4.866648, expected=12.000000
predicted=6.096753, expected=20.000000
predicted=8.583756, expected=12.000000
predicted=9.135492, expected=8.000000
predicted=10.369505, expected=4.000000
predicted=10.802395, expected=8.000000
predicted=10.720244, expected=8.000000
predicted=9.333535, expected=4.000000
predicted=6.757690, expected=12.000000
predicted=7.503277, expected=4.000000
predicted=6.679090, expected=4.000000
predicted=6.397227, expected=12.000000
predicted=7.732591, expected=8.000000
predicted=7.179617, expected=8.000000
predicted=7.545539, expected=4.000000
predicted=7.012574, expected=4.000000
predicted=6.836822, expected=12.000000
predicted=7.938014, expected=4.000000
predicted=6.226991, expected=4.000000
predicted=5.750369, expected=4.000000
predicted=5.763397, expected=4.000000
predicted=5.273759, expected=12.000000
predicted=6.368877, expected=12.000000
predicted=6.629927, expected=16.000000
predicted=8.746193, expected=12.000000
predicted=10.366095, expected=4.000000
predicted=10.223636, expected=4.000000
predicted=10.192858, expected=8.000000
predicted=9.400146, expected=8.000000
predicted=7.990420, expected=4.000000
predicted=6.107354, expected=12.000000
predicted=7.053693, expected=12.000000
predicted=8.207504, expected=4.000000
predicted=7.557670, expected=16.000000
predicted=9.834902, expected=4.000000
predicted=8.800753, expected=20.000000
predicted=11.202008, expected=4.000000
predicted=9.945784, expected=8.000000
predicted=9.340690, expected=12.000000
predicted=10.978660, expected=4.000000
predicted=8.499410, expected=4.000000
predicted=7.972806, expected=12.000000
predicted=7.900914, expected=4.000000
predicted=6.924787, expected=4.000000
predicted=6.208829, expected=12.000000
predicted=7.229696, expected=4.000000
predicted=6.463453, expected=4.000000
predicted=6.227693, expected=12.000000
predicted=7.219548, expected=8.000000
predicted=7.197287, expected=4.000000
predicted=6.831350, expected=8.000000
predicted=7.156969, expected=8.000000
predicted=7.487546, expected=4.000000
predicted=6.807885, expected=8.000000
predicted=6.736268, expected=12.000000
predicted=7.575055, expected=4.000000
predicted=6.931220, expected=16.000000
predicted=8.903571, expected=8.000000
predicted=8.887773, expected=16.000000
predicted=10.587828, expected=4.000000
predicted=10.026087, expected=4.000000
predicted=8.848070, expected=12.000000
predicted=10.136246, expected=4.000000
predicted=7.586086, expected=8.000000
predicted=7.440296, expected=12.000000
predicted=7.788161, expected=16.000000
predicted=9.366500, expected=16.000000
predicted=11.143633, expected=4.000000
predicted=10.214684, expected=8.000000
predicted=11.173994, expected=12.000000
predicted=11.582660, expected=4.000000
predicted=9.176927, expected=16.000000
predicted=9.801230, expected=12.000000
predicted=9.631167, expected=4.000000
predicted=8.997214, expected=12.000000
predicted=10.357701, expected=8.000000
predicted=9.614242, expected=12.000000
predicted=10.122122, expected=4.000000
predicted=8.503178, expected=8.000000
predicted=8.279992, expected=4.000000
predicted=7.888259, expected=4.000000
predicted=6.435710, expected=4.000000
predicted=5.749406, expected=4.000000
predicted=4.623634, expected=4.000000
predicted=4.417295, expected=8.000000
predicted=4.698413, expected=4.000000
predicted=4.557231, expected=8.000000
predicted=5.386623, expected=4.000000
Test MSE: 51.210
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326])]
predicted=47.716553, expected=28.000000
predicted=35.511499, expected=24.000000
predicted=41.174498, expected=32.000000
predicted=34.875624, expected=56.000000
predicted=50.841188, expected=32.000000
predicted=42.531042, expected=48.000000
predicted=42.572634, expected=44.000000
predicted=37.015420, expected=48.000000
predicted=39.132449, expected=28.000000
predicted=41.151806, expected=12.000000
predicted=23.889078, expected=16.000000
predicted=30.991874, expected=80.000000
predicted=57.140722, expected=60.000000
predicted=44.156793, expected=16.000000
predicted=26.417951, expected=28.000000
predicted=35.224789, expected=32.000000
predicted=23.049435, expected=20.000000
predicted=37.744493, expected=28.000000
predicted=41.600571, expected=56.000000
predicted=37.083243, expected=52.000000
predicted=36.647616, expected=16.000000
predicted=25.902496, expected=20.000000
predicted=28.543831, expected=40.000000
predicted=33.315531, expected=32.000000
predicted=34.139411, expected=36.000000
predicted=42.050246, expected=44.000000
predicted=33.851237, expected=52.000000
predicted=36.550879, expected=44.000000
predicted=41.642842, expected=40.000000
predicted=39.036418, expected=4.000000
predicted=21.291398, expected=4.000000
predicted=24.344842, expected=24.000000
predicted=32.757177, expected=28.000000
predicted=25.969658, expected=40.000000
predicted=36.663118, expected=24.000000
predicted=17.505745, expected=4.000000
predicted=8.629716, expected=20.000000
predicted=24.698898, expected=16.000000
predicted=16.842027, expected=32.000000
predicted=30.911510, expected=44.000000
predicted=33.568712, expected=44.000000
predicted=25.623515, expected=40.000000
predicted=33.692572, expected=16.000000
predicted=20.161640, expected=24.000000
predicted=30.226215, expected=20.000000
predicted=28.050670, expected=56.000000
predicted=45.305598, expected=16.000000
predicted=23.288126, expected=24.000000
predicted=25.175740, expected=36.000000
predicted=33.381340, expected=44.000000
predicted=27.607571, expected=8.000000
predicted=28.151599, expected=8.000000
predicted=17.920188, expected=44.000000
predicted=34.426294, expected=56.000000
predicted=36.897180, expected=68.000000
predicted=53.699284, expected=20.000000
predicted=21.253203, expected=8.000000
predicted=18.444784, expected=16.000000
predicted=30.465579, expected=24.000000
predicted=29.113511, expected=56.000000
predicted=53.465080, expected=64.000000
predicted=40.981551, expected=96.000000
predicted=57.600147, expected=24.000000
predicted=25.543365, expected=44.000000
predicted=46.563133, expected=36.000000
predicted=46.449387, expected=56.000000
predicted=50.297634, expected=16.000000
predicted=48.323147, expected=44.000000
predicted=38.722594, expected=32.000000
predicted=35.996060, expected=32.000000
predicted=30.292029, expected=24.000000
predicted=39.508740, expected=32.000000
predicted=25.134022, expected=36.000000
predicted=37.018550, expected=24.000000
predicted=26.094134, expected=12.000000
predicted=23.096094, expected=28.000000
predicted=27.404275, expected=24.000000
predicted=23.498191, expected=16.000000
predicted=22.763526, expected=28.000000
predicted=27.885864, expected=36.000000
predicted=23.634924, expected=32.000000
predicted=27.847419, expected=20.000000
predicted=23.942608, expected=20.000000
predicted=21.245856, expected=12.000000
predicted=18.564096, expected=52.000000
predicted=41.495799, expected=12.000000
predicted=16.619403, expected=36.000000
predicted=31.673690, expected=20.000000
predicted=22.654449, expected=36.000000
predicted=22.965522, expected=16.000000
predicted=31.291513, expected=4.000000
predicted=9.336605, expected=40.000000
predicted=38.555184, expected=48.000000
predicted=28.484090, expected=48.000000
predicted=38.978446, expected=24.000000
predicted=26.441243, expected=24.000000
predicted=21.416775, expected=24.000000
predicted=30.642730, expected=16.000000
predicted=26.088718, expected=56.000000
predicted=49.505320, expected=8.000000
predicted=12.165214, expected=32.000000
predicted=32.016030, expected=20.000000
predicted=24.072800, expected=12.000000
predicted=10.685560, expected=20.000000
predicted=36.097091, expected=32.000000
predicted=19.182821, expected=32.000000
predicted=28.290319, expected=20.000000
predicted=21.185217, expected=4.000000
predicted=11.732363, expected=20.000000
predicted=21.220868, expected=20.000000
predicted=20.727360, expected=40.000000
predicted=32.066101, expected=20.000000
predicted=19.750145, expected=56.000000
predicted=34.963228, expected=8.000000
predicted=13.974054, expected=44.000000
predicted=35.672649, expected=24.000000
predicted=31.018403, expected=32.000000
predicted=23.730931, expected=20.000000
predicted=37.147203, expected=40.000000
predicted=25.406548, expected=32.000000
predicted=34.687428, expected=24.000000
predicted=23.972969, expected=16.000000
predicted=26.162571, expected=20.000000
predicted=20.254225, expected=28.000000
predicted=29.989591, expected=8.000000
predicted=16.436230, expected=44.000000
predicted=35.540231, expected=24.000000
predicted=18.243995, expected=8.000000
predicted=14.011586, expected=12.000000
predicted=24.211019, expected=20.000000
predicted=12.446998, expected=16.000000
predicted=23.240998, expected=20.000000
predicted=21.279724, expected=40.000000
predicted=25.629168, expected=20.000000
predicted=14.875677, expected=20.000000
predicted=22.659098, expected=20.000000
predicted=20.964134, expected=32.000000
predicted=23.926119, expected=12.000000
predicted=22.135895, expected=16.000000
predicted=19.659169, expected=28.000000
predicted=24.573517, expected=32.000000
predicted=22.495300, expected=8.000000
predicted=18.384896, expected=20.000000
predicted=20.515538, expected=16.000000
predicted=15.449339, expected=20.000000
predicted=19.992779, expected=24.000000
predicted=26.633570, expected=40.000000
predicted=24.621753, expected=36.000000
predicted=27.487441, expected=12.000000
predicted=16.317010, expected=8.000000
predicted=18.577760, expected=24.000000
predicted=23.235496, expected=16.000000
predicted=20.463217, expected=20.000000
predicted=25.313577, expected=16.000000
predicted=15.754494, expected=44.000000
predicted=26.795409, expected=24.000000
predicted=21.499821, expected=8.000000
predicted=14.406784, expected=40.000000
predicted=34.904246, expected=20.000000
predicted=13.674909, expected=12.000000
predicted=24.979463, expected=60.000000
predicted=45.953678, expected=64.000000
predicted=32.323144, expected=28.000000
predicted=32.645781, expected=36.000000
predicted=39.670846, expected=16.000000
predicted=17.258678, expected=28.000000
predicted=37.962238, expected=28.000000
predicted=40.409441, expected=28.000000
predicted=25.221896, expected=16.000000
predicted=25.545808, expected=20.000000
predicted=19.875339, expected=16.000000
predicted=20.375638, expected=24.000000
predicted=23.559461, expected=4.000000
predicted=13.960813, expected=24.000000
predicted=21.145420, expected=28.000000
predicted=22.239232, expected=16.000000
predicted=13.529880, expected=28.000000
predicted=28.535034, expected=36.000000
predicted=21.653862, expected=12.000000
predicted=15.813855, expected=24.000000
predicted=28.761472, expected=48.000000
predicted=32.661962, expected=36.000000
predicted=26.981337, expected=4.000000
predicted=21.446662, expected=20.000000
predicted=23.434161, expected=16.000000
predicted=16.575343, expected=32.000000
predicted=32.586639, expected=20.000000
predicted=25.702023, expected=20.000000
predicted=14.798481, expected=28.000000
predicted=25.781583, expected=32.000000
predicted=22.702728, expected=28.000000
predicted=28.475472, expected=8.000000
predicted=15.761222, expected=12.000000
predicted=18.332601, expected=4.000000
predicted=13.293959, expected=32.000000
predicted=27.644082, expected=40.000000
predicted=29.854971, expected=32.000000
predicted=20.204619, expected=12.000000
predicted=17.717874, expected=8.000000
predicted=11.464698, expected=32.000000
predicted=29.726206, expected=8.000000
predicted=16.261980, expected=32.000000
predicted=31.554776, expected=40.000000
predicted=27.336911, expected=36.000000
predicted=20.994603, expected=24.000000
predicted=30.601086, expected=36.000000
predicted=27.054331, expected=16.000000
predicted=22.009835, expected=28.000000
predicted=32.591930, expected=28.000000
predicted=30.483017, expected=48.000000
predicted=33.966445, expected=28.000000
predicted=30.483423, expected=28.000000
predicted=25.934983, expected=12.000000
predicted=22.336310, expected=20.000000
predicted=22.721118, expected=4.000000
predicted=21.111632, expected=36.000000
predicted=29.846255, expected=20.000000
predicted=20.216666, expected=32.000000
predicted=22.661421, expected=20.000000
predicted=22.679919, expected=28.000000
predicted=17.941213, expected=16.000000
predicted=24.737572, expected=32.000000
predicted=25.955547, expected=8.000000
predicted=17.848820, expected=20.000000
predicted=20.637038, expected=24.000000
predicted=25.124877, expected=40.000000
predicted=25.284742, expected=16.000000
predicted=22.490894, expected=56.000000
predicted=37.004482, expected=60.000000
predicted=39.867738, expected=60.000000
predicted=41.483851, expected=44.000000
predicted=47.768736, expected=36.000000
predicted=32.596060, expected=16.000000
predicted=35.129739, expected=40.000000
predicted=46.687788, expected=52.000000
predicted=49.096906, expected=20.000000
predicted=27.193991, expected=24.000000
predicted=35.094534, expected=36.000000
predicted=28.818812, expected=16.000000
predicted=21.578052, expected=72.000000
predicted=60.889358, expected=64.000000
predicted=40.375652, expected=68.000000
predicted=47.847925, expected=36.000000
predicted=44.549785, expected=12.000000
predicted=20.964796, expected=40.000000
predicted=54.424132, expected=44.000000
predicted=43.759765, expected=56.000000
predicted=54.332518, expected=24.000000
predicted=32.226327, expected=8.000000
predicted=16.726043, expected=40.000000
predicted=41.399533, expected=12.000000
predicted=18.965048, expected=52.000000
predicted=50.183086, expected=28.000000
predicted=26.226487, expected=68.000000
predicted=40.367510, expected=48.000000
predicted=44.883643, expected=32.000000
predicted=25.801425, expected=32.000000
predicted=46.623508, expected=32.000000
predicted=29.301180, expected=20.000000
predicted=37.366790, expected=72.000000
predicted=58.529340, expected=88.000000
predicted=56.298800, expected=52.000000
predicted=42.202359, expected=44.000000
predicted=50.759005, expected=36.000000
predicted=35.632798, expected=12.000000
predicted=35.420434, expected=84.000000
predicted=80.306800, expected=52.000000
predicted=43.167820, expected=32.000000
predicted=38.645551, expected=20.000000
predicted=38.828681, expected=60.000000
predicted=37.423061, expected=52.000000
predicted=56.026109, expected=28.000000
predicted=37.827162, expected=8.000000
predicted=27.444105, expected=24.000000
predicted=24.504249, expected=72.000000
predicted=57.221485, expected=24.000000
predicted=28.498104, expected=28.000000
predicted=34.844554, expected=68.000000
predicted=46.742781, expected=12.000000
predicted=11.469147, expected=52.000000
predicted=62.386719, expected=40.000000
predicted=34.508842, expected=52.000000
predicted=36.599097, expected=56.000000
predicted=61.344623, expected=40.000000
predicted=29.265426, expected=36.000000
predicted=45.877532, expected=44.000000
predicted=43.223119, expected=40.000000
predicted=42.004764, expected=28.000000
predicted=39.450274, expected=84.000000
predicted=63.399154, expected=20.000000
predicted=23.958760, expected=48.000000
predicted=50.325955, expected=60.000000
predicted=53.868537, expected=28.000000
predicted=22.978171, expected=80.000000
predicted=81.593801, expected=100.000000
predicted=60.884679, expected=36.000000
predicted=39.600696, expected=44.000000
predicted=63.746508, expected=28.000000
predicted=33.734412, expected=32.000000
predicted=46.167671, expected=44.000000
predicted=63.136473, expected=28.000000
predicted=29.051714, expected=48.000000
predicted=46.145466, expected=56.000000
predicted=42.511190, expected=24.000000
predicted=27.152507, expected=52.000000
predicted=52.141212, expected=32.000000
predicted=30.200394, expected=112.000000
predicted=77.003352, expected=48.000000
predicted=47.820218, expected=68.000000
predicted=54.885871, expected=68.000000
predicted=68.243848, expected=16.000000
predicted=23.106136, expected=4.000000
predicted=55.895019, expected=20.000000
predicted=32.841735, expected=24.000000
predicted=32.605753, expected=36.000000
predicted=42.792041, expected=48.000000
predicted=33.139176, expected=60.000000
predicted=35.204581, expected=24.000000
predicted=25.367078, expected=12.000000
predicted=24.841567, expected=20.000000
predicted=29.621991, expected=16.000000
predicted=24.198217, expected=64.000000
predicted=54.764771, expected=80.000000
predicted=48.975092, expected=80.000000
predicted=49.191730, expected=52.000000
predicted=46.934203, expected=20.000000
predicted=29.342286, expected=48.000000
predicted=57.277446, expected=4.000000
predicted=31.734523, expected=36.000000
predicted=51.282592, expected=116.000000
predicted=79.937215, expected=64.000000
predicted=34.946299, expected=48.000000
predicted=57.770977, expected=16.000000
predicted=27.837141, expected=36.000000
predicted=36.159356, expected=12.000000
predicted=49.535032, expected=60.000000
predicted=55.380501, expected=60.000000
predicted=49.223812, expected=52.000000
predicted=35.310605, expected=44.000000
predicted=47.046795, expected=56.000000
predicted=40.129540, expected=60.000000
predicted=56.811286, expected=132.000000
predicted=93.638172, expected=80.000000
predicted=64.182266, expected=72.000000
predicted=68.758886, expected=84.000000
predicted=81.870705, expected=28.000000
predicted=41.755276, expected=28.000000
predicted=74.622586, expected=24.000000
predicted=48.456976, expected=44.000000
predicted=47.625639, expected=28.000000
predicted=46.581359, expected=84.000000
predicted=57.211267, expected=68.000000
predicted=47.588571, expected=40.000000
predicted=36.649582, expected=40.000000
predicted=51.432565, expected=40.000000
predicted=35.798158, expected=20.000000
predicted=43.552866, expected=32.000000
predicted=46.712754, expected=60.000000
predicted=47.453554, expected=28.000000
predicted=29.226998, expected=52.000000
predicted=49.324235, expected=24.000000
predicted=25.624465, expected=32.000000
predicted=32.094823, expected=20.000000
predicted=37.675544, expected=48.000000
predicted=36.234017, expected=28.000000
predicted=35.297584, expected=68.000000
predicted=47.425000, expected=12.000000
predicted=22.782413, expected=64.000000
predicted=46.876229, expected=36.000000
predicted=40.776330, expected=24.000000
predicted=24.889469, expected=80.000000
predicted=74.929033, expected=76.000000
predicted=41.502908, expected=32.000000
predicted=46.443120, expected=44.000000
predicted=51.637922, expected=24.000000
predicted=26.555421, expected=36.000000
predicted=49.716100, expected=16.000000
predicted=40.034460, expected=76.000000
predicted=52.673171, expected=40.000000
predicted=37.396601, expected=60.000000
predicted=45.573406, expected=24.000000
predicted=36.194580, expected=72.000000
predicted=47.150392, expected=48.000000
predicted=56.239364, expected=60.000000
predicted=49.679357, expected=52.000000
predicted=58.676482, expected=76.000000
predicted=52.364686, expected=48.000000
predicted=57.591164, expected=40.000000
predicted=46.959739, expected=40.000000
predicted=51.897049, expected=32.000000
predicted=38.466824, expected=8.000000
predicted=36.693580, expected=52.000000
predicted=48.696554, expected=36.000000
predicted=32.252748, expected=36.000000
predicted=35.771393, expected=28.000000
predicted=34.637602, expected=16.000000
predicted=14.767203, expected=32.000000
predicted=39.263320, expected=24.000000
predicted=26.381656, expected=52.000000
predicted=41.471867, expected=48.000000
predicted=37.664595, expected=56.000000
predicted=38.628958, expected=12.000000
predicted=26.331391, expected=8.000000
predicted=21.301292, expected=36.000000
predicted=41.272930, expected=12.000000
predicted=20.042725, expected=48.000000
predicted=47.820287, expected=60.000000
predicted=37.514501, expected=44.000000
predicted=27.013012, expected=16.000000
predicted=32.030504, expected=8.000000
predicted=17.194929, expected=32.000000
predicted=35.854319, expected=24.000000
Test MSE: 406.853
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922])]
predicted=7.959842, expected=12.000000
predicted=9.932723, expected=12.000000
predicted=8.492192, expected=4.000000
predicted=7.756432, expected=4.000000
predicted=7.556104, expected=4.000000
predicted=6.913088, expected=4.000000
predicted=7.216787, expected=4.000000
predicted=5.706568, expected=4.000000
predicted=3.994948, expected=4.000000
predicted=3.994959, expected=4.000000
predicted=3.994970, expected=4.000000
predicted=3.994981, expected=4.000000
predicted=3.994992, expected=4.000000
predicted=3.995003, expected=4.000000
predicted=3.995014, expected=8.000000
predicted=4.664976, expected=8.000000
predicted=5.112547, expected=4.000000
predicted=5.067944, expected=4.000000
predicted=5.330118, expected=8.000000
predicted=6.108940, expected=8.000000
predicted=6.684115, expected=12.000000
predicted=7.267005, expected=8.000000
predicted=6.876967, expected=4.000000
predicted=7.117442, expected=4.000000
predicted=7.610015, expected=8.000000
predicted=7.725580, expected=8.000000
predicted=7.573444, expected=4.000000
predicted=5.895003, expected=16.000000
predicted=7.341749, expected=4.000000
predicted=6.755174, expected=4.000000
predicted=7.526090, expected=8.000000
predicted=7.600428, expected=20.000000
predicted=9.178621, expected=4.000000
predicted=8.972243, expected=4.000000
predicted=7.315504, expected=4.000000
predicted=7.842741, expected=4.000000
predicted=7.722211, expected=4.000000
predicted=7.575710, expected=4.000000
predicted=3.995188, expected=4.000000
predicted=3.995198, expected=4.000000
predicted=3.995208, expected=4.000000
predicted=3.995218, expected=4.000000
predicted=3.995227, expected=-4.000000
predicted=2.646530, expected=4.000000
predicted=3.182739, expected=4.000000
predicted=2.732819, expected=8.000000
predicted=3.117007, expected=4.000000
predicted=3.021110, expected=4.000000
predicted=2.860333, expected=12.000000
predicted=6.129992, expected=4.000000
predicted=5.523386, expected=8.000000
predicted=6.769654, expected=8.000000
predicted=6.622392, expected=4.000000
predicted=6.460200, expected=4.000000
predicted=7.083308, expected=4.000000
predicted=5.452097, expected=4.000000
predicted=5.523658, expected=4.000000
predicted=4.826462, expected=4.000000
predicted=3.995460, expected=4.000000
predicted=3.995469, expected=4.000000
predicted=3.995478, expected=8.000000
predicted=4.675875, expected=4.000000
predicted=4.421913, expected=4.000000
predicted=4.637618, expected=4.000000
predicted=4.755008, expected=12.000000
predicted=6.038953, expected=4.000000
predicted=5.678304, expected=8.000000
predicted=5.934991, expected=4.000000
predicted=5.983885, expected=8.000000
predicted=6.654505, expected=20.000000
predicted=9.485703, expected=4.000000
predicted=7.087982, expected=12.000000
predicted=9.415111, expected=4.000000
predicted=8.735123, expected=4.000000
predicted=9.125221, expected=4.000000
predicted=8.719349, expected=4.000000
predicted=5.477163, expected=4.000000
predicted=5.551878, expected=4.000000
predicted=3.995707, expected=12.000000
predicted=5.312392, expected=12.000000
predicted=6.328625, expected=8.000000
predicted=6.924394, expected=8.000000
predicted=7.894462, expected=4.000000
predicted=8.017916, expected=12.000000
predicted=9.717073, expected=8.000000
predicted=8.651820, expected=8.000000
predicted=7.926307, expected=8.000000
predicted=8.007978, expected=4.000000
predicted=7.339253, expected=4.000000
predicted=7.611001, expected=8.000000
predicted=6.901741, expected=4.000000
predicted=5.995772, expected=8.000000
predicted=6.069052, expected=4.000000
predicted=5.212191, expected=4.000000
predicted=5.370679, expected=12.000000
predicted=6.805846, expected=4.000000
predicted=5.752950, expected=4.000000
predicted=6.043923, expected=4.000000
predicted=5.415103, expected=8.000000
predicted=6.177152, expected=8.000000
predicted=6.661403, expected=8.000000
predicted=5.789771, expected=8.000000
predicted=6.509337, expected=4.000000
predicted=6.596068, expected=8.000000
predicted=7.528613, expected=4.000000
predicted=6.724247, expected=4.000000
predicted=6.145940, expected=20.000000
predicted=8.076784, expected=8.000000
predicted=7.360064, expected=8.000000
predicted=8.506313, expected=8.000000
predicted=8.559708, expected=4.000000
predicted=8.957660, expected=12.000000
predicted=10.489981, expected=4.000000
predicted=7.231172, expected=4.000000
predicted=6.865329, expected=4.000000
predicted=6.075749, expected=4.000000
predicted=5.621789, expected=4.000000
predicted=5.457037, expected=4.000000
predicted=3.996083, expected=4.000000
predicted=3.996090, expected=4.000000
predicted=3.996097, expected=8.000000
predicted=4.653465, expected=4.000000
predicted=4.503905, expected=12.000000
predicted=5.958284, expected=8.000000
predicted=6.358163, expected=20.000000
predicted=9.289691, expected=4.000000
predicted=8.963810, expected=4.000000
predicted=8.818878, expected=24.000000
predicted=11.996917, expected=4.000000
predicted=10.701680, expected=4.000000
predicted=10.628459, expected=16.000000
predicted=8.977983, expected=4.000000
predicted=9.507784, expected=12.000000
predicted=11.186858, expected=8.000000
predicted=7.403126, expected=4.000000
predicted=8.648540, expected=4.000000
predicted=8.190216, expected=8.000000
predicted=6.836409, expected=4.000000
predicted=6.764152, expected=4.000000
predicted=5.522065, expected=8.000000
predicted=5.177751, expected=4.000000
predicted=5.310033, expected=4.000000
predicted=5.530857, expected=28.000000
predicted=7.920020, expected=4.000000
predicted=7.727486, expected=12.000000
predicted=10.787891, expected=4.000000
predicted=8.760082, expected=16.000000
predicted=11.824391, expected=4.000000
predicted=11.760309, expected=8.000000
predicted=8.320990, expected=4.000000
predicted=8.191988, expected=8.000000
predicted=7.495063, expected=4.000000
predicted=7.557578, expected=12.000000
predicted=6.426077, expected=4.000000
predicted=6.657246, expected=4.000000
predicted=6.239126, expected=4.000000
predicted=6.201415, expected=4.000000
predicted=5.467546, expected=8.000000
predicted=6.016381, expected=12.000000
predicted=5.525628, expected=4.000000
predicted=5.889255, expected=4.000000
predicted=6.184895, expected=4.000000
predicted=6.145189, expected=4.000000
predicted=6.276131, expected=4.000000
predicted=5.585534, expected=8.000000
predicted=4.474727, expected=4.000000
predicted=4.570590, expected=4.000000
predicted=4.735128, expected=4.000000
predicted=4.694534, expected=4.000000
predicted=4.731479, expected=4.000000
predicted=4.798968, expected=8.000000
predicted=4.473735, expected=4.000000
predicted=4.569490, expected=8.000000
predicted=5.208494, expected=12.000000
predicted=6.230489, expected=12.000000
predicted=7.607292, expected=8.000000
predicted=8.616483, expected=16.000000
predicted=9.661910, expected=4.000000
predicted=10.125504, expected=8.000000
predicted=10.438747, expected=8.000000
predicted=9.461533, expected=8.000000
predicted=8.753411, expected=8.000000
predicted=8.923413, expected=8.000000
predicted=7.218909, expected=4.000000
predicted=7.530280, expected=8.000000
predicted=7.424498, expected=8.000000
predicted=7.278391, expected=4.000000
predicted=6.848448, expected=4.000000
predicted=6.231357, expected=4.000000
predicted=5.386942, expected=4.000000
predicted=5.503592, expected=4.000000
predicted=4.797283, expected=8.000000
predicted=4.491061, expected=4.000000
predicted=4.592040, expected=8.000000
predicted=5.232550, expected=4.000000
predicted=5.279886, expected=4.000000
predicted=5.441326, expected=12.000000
predicted=6.453655, expected=4.000000
predicted=5.905183, expected=8.000000
predicted=6.778401, expected=12.000000
predicted=6.901895, expected=8.000000
predicted=7.853562, expected=8.000000
predicted=8.873099, expected=8.000000
predicted=7.892203, expected=8.000000
predicted=8.728265, expected=4.000000
predicted=8.330999, expected=4.000000
predicted=6.923454, expected=4.000000
predicted=6.157262, expected=8.000000
predicted=5.987662, expected=4.000000
predicted=5.390967, expected=8.000000
predicted=5.248973, expected=12.000000
predicted=6.272507, expected=4.000000
predicted=6.665690, expected=4.000000
predicted=6.993662, expected=4.000000
predicted=6.032188, expected=24.000000
predicted=8.636362, expected=20.000000
predicted=10.559849, expected=20.000000
predicted=12.260540, expected=12.000000
predicted=13.670367, expected=12.000000
predicted=15.269330, expected=8.000000
predicted=16.527570, expected=8.000000
predicted=13.694112, expected=4.000000
predicted=10.927246, expected=8.000000
predicted=8.755498, expected=4.000000
predicted=7.408294, expected=4.000000
predicted=6.071129, expected=4.000000
predicted=5.363244, expected=8.000000
predicted=5.284520, expected=4.000000
predicted=5.398890, expected=8.000000
predicted=5.354901, expected=4.000000
predicted=5.293188, expected=4.000000
Test MSE: 20.560
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826])]
predicted=8.698824, expected=16.000000
predicted=11.206416, expected=20.000000
predicted=12.165759, expected=4.000000
predicted=9.546471, expected=4.000000
predicted=8.322129, expected=4.000000
predicted=9.008989, expected=4.000000
predicted=8.729191, expected=8.000000
predicted=7.224582, expected=4.000000
predicted=4.880122, expected=20.000000
predicted=8.533056, expected=8.000000
predicted=9.019013, expected=8.000000
predicted=8.260752, expected=8.000000
predicted=8.407120, expected=8.000000
predicted=9.799282, expected=4.000000
predicted=8.621976, expected=20.000000
predicted=10.195064, expected=8.000000
predicted=10.330935, expected=8.000000
predicted=8.816210, expected=12.000000
predicted=9.426740, expected=12.000000
predicted=11.621399, expected=12.000000
predicted=12.045191, expected=12.000000
predicted=10.720650, expected=24.000000
predicted=14.554911, expected=4.000000
predicted=12.742344, expected=4.000000
predicted=9.469046, expected=4.000000
predicted=8.607363, expected=8.000000
predicted=9.910961, expected=16.000000
predicted=10.829650, expected=4.000000
predicted=7.046617, expected=12.000000
predicted=7.601596, expected=24.000000
predicted=12.826809, expected=12.000000
predicted=14.117356, expected=4.000000
predicted=10.311101, expected=8.000000
predicted=9.416790, expected=72.000000
predicted=28.014634, expected=8.000000
predicted=23.490684, expected=4.000000
predicted=15.536540, expected=4.000000
predicted=16.723898, expected=4.000000
predicted=19.004821, expected=8.000000
predicted=14.971836, expected=4.000000
predicted=5.189684, expected=8.000000
predicted=5.469946, expected=4.000000
predicted=5.340445, expected=4.000000
predicted=5.231481, expected=8.000000
predicted=6.026466, expected=8.000000
predicted=6.461873, expected=4.000000
predicted=5.690340, expected=12.000000
predicted=7.048668, expected=24.000000
predicted=11.771351, expected=20.000000
predicted=13.900938, expected=4.000000
predicted=11.056203, expected=8.000000
predicted=11.528213, expected=8.000000
predicted=12.779145, expected=4.000000
predicted=10.414944, expected=4.000000
predicted=6.883906, expected=12.000000
predicted=7.345678, expected=4.000000
predicted=6.621557, expected=8.000000
predicted=6.467160, expected=8.000000
predicted=6.945882, expected=4.000000
predicted=6.657666, expected=8.000000
predicted=7.027396, expected=4.000000
predicted=6.043352, expected=8.000000
predicted=6.680580, expected=4.000000
predicted=5.783133, expected=4.000000
predicted=5.215264, expected=4.000000
predicted=5.049125, expected=8.000000
predicted=5.718490, expected=12.000000
predicted=7.200923, expected=36.000000
predicted=14.230587, expected=12.000000
predicted=13.514870, expected=8.000000
predicted=12.324118, expected=12.000000
predicted=14.452513, expected=8.000000
predicted=14.838563, expected=8.000000
predicted=12.574196, expected=4.000000
predicted=8.014086, expected=16.000000
predicted=10.063842, expected=4.000000
predicted=8.408578, expected=4.000000
predicted=6.667995, expected=8.000000
predicted=7.266080, expected=8.000000
predicted=7.854946, expected=16.000000
predicted=9.686379, expected=4.000000
predicted=7.289325, expected=8.000000
predicted=7.847472, expected=16.000000
predicted=10.751404, expected=8.000000
predicted=10.312840, expected=16.000000
predicted=11.255387, expected=4.000000
predicted=9.218171, expected=4.000000
predicted=8.741906, expected=8.000000
predicted=8.816559, expected=4.000000
predicted=7.357241, expected=8.000000
predicted=6.831904, expected=8.000000
predicted=6.333602, expected=4.000000
predicted=5.975557, expected=8.000000
predicted=6.544979, expected=4.000000
predicted=6.041025, expected=8.000000
predicted=6.698441, expected=8.000000
predicted=6.764656, expected=16.000000
predicted=9.049868, expected=8.000000
predicted=8.763195, expected=24.000000
predicted=12.681564, expected=8.000000
predicted=12.213996, expected=16.000000
predicted=13.490233, expected=4.000000
predicted=11.815412, expected=12.000000
predicted=12.090060, expected=4.000000
predicted=10.311029, expected=12.000000
predicted=9.520590, expected=12.000000
predicted=10.119835, expected=8.000000
predicted=8.937507, expected=4.000000
predicted=7.842520, expected=4.000000
predicted=7.078654, expected=8.000000
predicted=7.916099, expected=12.000000
predicted=8.401247, expected=4.000000
predicted=6.476772, expected=4.000000
predicted=5.551587, expected=16.000000
predicted=8.916612, expected=4.000000
predicted=8.179777, expected=12.000000
predicted=8.353045, expected=28.000000
predicted=13.297361, expected=16.000000
predicted=14.697209, expected=4.000000
predicted=11.911712, expected=4.000000
predicted=10.494339, expected=8.000000
predicted=11.931119, expected=4.000000
predicted=9.621447, expected=12.000000
predicted=7.973406, expected=12.000000
predicted=8.121592, expected=8.000000
predicted=8.186684, expected=4.000000
predicted=7.403338, expected=20.000000
predicted=11.105070, expected=84.000000
predicted=32.019467, expected=12.000000
predicted=23.566262, expected=4.000000
predicted=19.293834, expected=4.000000
predicted=22.128395, expected=12.000000
predicted=25.038401, expected=8.000000
predicted=18.258630, expected=12.000000
predicted=8.734848, expected=12.000000
predicted=9.239604, expected=8.000000
predicted=9.300677, expected=8.000000
predicted=9.664100, expected=4.000000
predicted=8.262694, expected=8.000000
predicted=8.548100, expected=12.000000
predicted=9.103497, expected=8.000000
predicted=7.963759, expected=4.000000
predicted=6.746608, expected=4.000000
predicted=6.490136, expected=12.000000
predicted=8.667639, expected=4.000000
predicted=6.869996, expected=12.000000
predicted=7.622944, expected=8.000000
predicted=7.660819, expected=4.000000
predicted=6.928725, expected=4.000000
predicted=6.807865, expected=4.000000
predicted=5.999719, expected=8.000000
predicted=6.727489, expected=4.000000
predicted=5.100812, expected=16.000000
predicted=7.724059, expected=4.000000
predicted=6.537948, expected=12.000000
predicted=8.261005, expected=16.000000
predicted=10.974944, expected=8.000000
predicted=9.946269, expected=4.000000
predicted=8.908588, expected=12.000000
predicted=9.977751, expected=4.000000
predicted=8.890742, expected=12.000000
predicted=9.288723, expected=4.000000
predicted=7.084409, expected=4.000000
predicted=6.309702, expected=8.000000
predicted=7.386365, expected=4.000000
predicted=5.959169, expected=12.000000
predicted=7.608670, expected=12.000000
predicted=8.053919, expected=12.000000
predicted=9.055956, expected=12.000000
predicted=10.201913, expected=12.000000
predicted=11.052415, expected=4.000000
predicted=9.885370, expected=4.000000
predicted=8.618122, expected=8.000000
predicted=8.712142, expected=24.000000
predicted=12.350935, expected=12.000000
predicted=10.745342, expected=12.000000
predicted=10.480500, expected=8.000000
predicted=11.274593, expected=8.000000
predicted=11.846523, expected=4.000000
predicted=10.288812, expected=4.000000
predicted=7.460236, expected=8.000000
predicted=7.402865, expected=8.000000
predicted=6.870689, expected=4.000000
predicted=5.602659, expected=4.000000
predicted=5.136512, expected=4.000000
predicted=5.317059, expected=8.000000
predicted=6.242358, expected=4.000000
predicted=5.118970, expected=8.000000
predicted=5.559546, expected=4.000000
predicted=5.283864, expected=12.000000
predicted=7.302142, expected=4.000000
predicted=6.422703, expected=20.000000
predicted=9.906646, expected=8.000000
predicted=9.478420, expected=12.000000
predicted=9.982917, expected=32.000000
predicted=16.909389, expected=4.000000
predicted=12.880298, expected=4.000000
predicted=11.537676, expected=20.000000
predicted=14.578094, expected=16.000000
predicted=15.289258, expected=8.000000
predicted=12.597787, expected=8.000000
predicted=9.907014, expected=8.000000
predicted=10.799810, expected=16.000000
predicted=12.953144, expected=4.000000
predicted=9.163975, expected=8.000000
predicted=8.468025, expected=4.000000
predicted=7.763273, expected=12.000000
predicted=9.100924, expected=24.000000
predicted=12.643605, expected=4.000000
predicted=8.769711, expected=8.000000
predicted=9.530162, expected=4.000000
predicted=9.294240, expected=8.000000
predicted=9.957037, expected=4.000000
predicted=7.705630, expected=12.000000
predicted=7.289039, expected=4.000000
predicted=6.383378, expected=8.000000
predicted=6.757219, expected=4.000000
predicted=6.444385, expected=8.000000
predicted=6.897856, expected=12.000000
predicted=8.360857, expected=4.000000
predicted=6.419140, expected=8.000000
predicted=7.247281, expected=4.000000
predicted=6.621403, expected=12.000000
predicted=8.442644, expected=4.000000
predicted=6.886345, expected=4.000000
predicted=5.710823, expected=8.000000
predicted=6.868464, expected=8.000000
predicted=7.003287, expected=4.000000
predicted=6.111976, expected=16.000000
predicted=8.306556, expected=4.000000
Test MSE: 89.156
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617])]
predicted=21.959208, expected=60.000000
predicted=38.530308, expected=24.000000
predicted=27.629280, expected=28.000000
predicted=32.421709, expected=44.000000
predicted=35.019456, expected=32.000000
predicted=31.640963, expected=4.000000
predicted=25.479863, expected=12.000000
predicted=19.133529, expected=28.000000
predicted=26.392291, expected=44.000000
predicted=37.167688, expected=40.000000
predicted=32.911329, expected=24.000000
predicted=20.687596, expected=32.000000
predicted=27.660890, expected=16.000000
predicted=23.693594, expected=16.000000
predicted=26.271853, expected=20.000000
predicted=25.345085, expected=52.000000
predicted=36.785105, expected=32.000000
predicted=29.796148, expected=40.000000
predicted=31.548547, expected=52.000000
predicted=38.577090, expected=24.000000
predicted=27.900945, expected=28.000000
predicted=36.736614, expected=84.000000
predicted=58.196987, expected=76.000000
predicted=58.303481, expected=28.000000
predicted=40.683014, expected=16.000000
predicted=28.872212, expected=20.000000
predicted=30.269713, expected=20.000000
predicted=39.928792, expected=44.000000
predicted=46.357346, expected=44.000000
predicted=34.434759, expected=52.000000
predicted=37.639582, expected=4.000000
predicted=16.788822, expected=12.000000
predicted=21.030805, expected=12.000000
predicted=24.131337, expected=56.000000
predicted=43.762391, expected=28.000000
predicted=31.403164, expected=28.000000
predicted=21.652171, expected=12.000000
predicted=16.952116, expected=16.000000
predicted=18.862571, expected=24.000000
predicted=31.484054, expected=60.000000
predicted=41.321726, expected=36.000000
predicted=30.906751, expected=28.000000
predicted=25.343657, expected=32.000000
predicted=29.429746, expected=16.000000
predicted=23.632225, expected=12.000000
predicted=28.798241, expected=8.000000
predicted=18.873332, expected=60.000000
predicted=40.893599, expected=36.000000
predicted=30.717226, expected=36.000000
predicted=28.849920, expected=40.000000
predicted=31.651253, expected=20.000000
predicted=22.267630, expected=20.000000
predicted=34.090571, expected=52.000000
predicted=42.133335, expected=72.000000
predicted=52.025165, expected=24.000000
predicted=31.543621, expected=8.000000
predicted=20.551533, expected=8.000000
predicted=19.737897, expected=4.000000
predicted=22.593224, expected=24.000000
predicted=33.641567, expected=48.000000
predicted=32.057409, expected=68.000000
predicted=39.765868, expected=44.000000
predicted=31.539408, expected=32.000000
predicted=28.034052, expected=44.000000
predicted=40.106251, expected=12.000000
predicted=29.604423, expected=8.000000
predicted=30.632542, expected=28.000000
predicted=31.670100, expected=36.000000
predicted=31.153501, expected=44.000000
predicted=38.195104, expected=68.000000
predicted=43.567693, expected=48.000000
predicted=35.493492, expected=20.000000
predicted=29.051401, expected=28.000000
predicted=34.891888, expected=36.000000
predicted=39.121603, expected=64.000000
predicted=57.673210, expected=40.000000
predicted=40.642388, expected=28.000000
predicted=29.316818, expected=44.000000
predicted=39.736190, expected=64.000000
predicted=51.348194, expected=60.000000
predicted=56.549083, expected=76.000000
predicted=59.977261, expected=28.000000
predicted=35.194299, expected=36.000000
predicted=44.095455, expected=20.000000
predicted=39.235420, expected=12.000000
predicted=31.581149, expected=24.000000
predicted=38.330888, expected=20.000000
predicted=22.456532, expected=60.000000
predicted=43.936194, expected=28.000000
predicted=25.107322, expected=8.000000
predicted=15.144536, expected=12.000000
predicted=19.826138, expected=8.000000
predicted=15.676227, expected=28.000000
predicted=33.242722, expected=20.000000
predicted=20.091217, expected=40.000000
predicted=25.906708, expected=20.000000
predicted=18.248184, expected=44.000000
predicted=30.495165, expected=36.000000
predicted=32.261309, expected=16.000000
predicted=21.419456, expected=12.000000
predicted=23.802065, expected=16.000000
predicted=19.845239, expected=44.000000
predicted=38.230134, expected=8.000000
predicted=17.935945, expected=16.000000
predicted=17.260013, expected=40.000000
predicted=28.069050, expected=8.000000
predicted=14.022038, expected=36.000000
predicted=34.038068, expected=56.000000
predicted=35.203856, expected=52.000000
predicted=37.763193, expected=32.000000
predicted=35.295080, expected=32.000000
predicted=28.892632, expected=12.000000
predicted=25.837745, expected=24.000000
predicted=34.814327, expected=8.000000
predicted=23.451484, expected=72.000000
predicted=48.744792, expected=88.000000
predicted=57.903931, expected=48.000000
predicted=37.329858, expected=32.000000
predicted=35.450016, expected=28.000000
predicted=30.759870, expected=12.000000
predicted=37.076838, expected=16.000000
predicted=38.992049, expected=28.000000
predicted=31.917762, expected=24.000000
predicted=25.059415, expected=16.000000
predicted=19.988967, expected=4.000000
predicted=10.067793, expected=24.000000
predicted=20.681467, expected=8.000000
predicted=14.923491, expected=40.000000
predicted=29.539197, expected=84.000000
predicted=50.239327, expected=8.000000
predicted=12.773256, expected=8.000000
predicted=20.025452, expected=36.000000
predicted=28.219914, expected=16.000000
predicted=26.064844, expected=16.000000
predicted=35.184016, expected=40.000000
predicted=26.293527, expected=36.000000
predicted=25.504950, expected=24.000000
predicted=27.943620, expected=4.000000
predicted=13.155721, expected=32.000000
predicted=26.756538, expected=28.000000
predicted=29.472341, expected=16.000000
predicted=22.743137, expected=24.000000
predicted=23.308884, expected=24.000000
predicted=18.440527, expected=8.000000
predicted=17.821480, expected=12.000000
predicted=18.069607, expected=24.000000
predicted=19.978629, expected=28.000000
predicted=23.878519, expected=44.000000
predicted=32.351234, expected=28.000000
predicted=21.700948, expected=32.000000
predicted=26.654730, expected=32.000000
predicted=29.858276, expected=8.000000
predicted=19.277074, expected=4.000000
predicted=20.265105, expected=24.000000
predicted=23.966112, expected=64.000000
predicted=43.943623, expected=48.000000
predicted=36.986805, expected=12.000000
predicted=16.233378, expected=16.000000
predicted=18.648748, expected=12.000000
predicted=20.490161, expected=8.000000
predicted=26.506898, expected=12.000000
predicted=21.804037, expected=16.000000
predicted=13.738191, expected=60.000000
predicted=36.968940, expected=24.000000
predicted=19.106809, expected=12.000000
predicted=15.381165, expected=24.000000
predicted=22.077364, expected=12.000000
predicted=16.760021, expected=24.000000
predicted=32.656748, expected=12.000000
predicted=16.076642, expected=12.000000
predicted=13.617141, expected=8.000000
predicted=13.781167, expected=16.000000
predicted=14.484828, expected=4.000000
predicted=10.805883, expected=16.000000
predicted=13.752430, expected=8.000000
predicted=9.244389, expected=24.000000
predicted=16.766149, expected=60.000000
predicted=36.749472, expected=24.000000
predicted=17.913361, expected=16.000000
predicted=19.867957, expected=12.000000
predicted=15.502634, expected=4.000000
predicted=15.120019, expected=20.000000
predicted=29.573969, expected=12.000000
predicted=14.802560, expected=32.000000
predicted=23.169115, expected=28.000000
predicted=20.322130, expected=36.000000
predicted=24.392580, expected=12.000000
predicted=17.154619, expected=20.000000
predicted=20.097931, expected=12.000000
predicted=19.849123, expected=24.000000
predicted=24.329339, expected=24.000000
predicted=25.102507, expected=32.000000
predicted=23.693902, expected=24.000000
predicted=22.272906, expected=36.000000
predicted=27.330874, expected=12.000000
predicted=18.690965, expected=16.000000
predicted=21.031573, expected=12.000000
predicted=19.534163, expected=20.000000
predicted=20.882180, expected=20.000000
predicted=22.795731, expected=40.000000
predicted=26.982628, expected=68.000000
predicted=43.008568, expected=32.000000
predicted=26.706035, expected=20.000000
predicted=25.373233, expected=32.000000
predicted=30.970321, expected=20.000000
predicted=29.215247, expected=12.000000
predicted=30.604824, expected=16.000000
predicted=21.591672, expected=72.000000
predicted=45.936097, expected=32.000000
predicted=29.685441, expected=16.000000
predicted=21.921159, expected=24.000000
predicted=23.650924, expected=32.000000
predicted=28.228407, expected=16.000000
predicted=33.086509, expected=4.000000
predicted=16.044268, expected=40.000000
predicted=29.120064, expected=24.000000
predicted=22.394139, expected=44.000000
predicted=35.702543, expected=40.000000
predicted=30.178720, expected=44.000000
predicted=31.489983, expected=36.000000
predicted=37.425208, expected=84.000000
predicted=58.080008, expected=44.000000
predicted=44.172003, expected=16.000000
predicted=31.802764, expected=16.000000
predicted=31.572164, expected=24.000000
predicted=30.695531, expected=24.000000
predicted=40.006704, expected=16.000000
predicted=24.279931, expected=56.000000
predicted=37.203651, expected=16.000000
predicted=17.855927, expected=44.000000
predicted=35.767859, expected=40.000000
predicted=33.569673, expected=32.000000
predicted=28.925066, expected=48.000000
predicted=47.004982, expected=60.000000
predicted=43.155526, expected=20.000000
predicted=31.813060, expected=8.000000
predicted=25.293689, expected=12.000000
predicted=22.890087, expected=104.000000
predicted=70.204499, expected=20.000000
predicted=31.814260, expected=36.000000
predicted=33.505518, expected=56.000000
predicted=40.615932, expected=28.000000
predicted=28.213451, expected=44.000000
predicted=58.953435, expected=36.000000
predicted=32.603391, expected=32.000000
predicted=35.285045, expected=32.000000
predicted=39.271304, expected=44.000000
predicted=37.629632, expected=56.000000
predicted=47.381497, expected=16.000000
predicted=27.087558, expected=12.000000
predicted=24.741395, expected=20.000000
predicted=26.383086, expected=24.000000
predicted=29.240714, expected=32.000000
predicted=34.580003, expected=24.000000
predicted=21.037716, expected=24.000000
predicted=21.214398, expected=20.000000
predicted=21.452735, expected=28.000000
predicted=26.171113, expected=28.000000
predicted=27.702845, expected=36.000000
predicted=29.926374, expected=16.000000
predicted=20.797579, expected=44.000000
predicted=33.871249, expected=24.000000
predicted=25.992429, expected=24.000000
predicted=26.870892, expected=16.000000
predicted=24.186689, expected=16.000000
predicted=18.781501, expected=28.000000
predicted=30.114500, expected=12.000000
predicted=16.912929, expected=20.000000
predicted=20.851097, expected=28.000000
predicted=22.308666, expected=12.000000
predicted=15.127392, expected=16.000000
predicted=20.025426, expected=12.000000
predicted=13.606903, expected=8.000000
predicted=13.339358, expected=16.000000
predicted=18.143343, expected=44.000000
predicted=27.355897, expected=44.000000
predicted=29.583919, expected=4.000000
predicted=11.958312, expected=24.000000
predicted=21.806421, expected=16.000000
predicted=18.686153, expected=40.000000
predicted=36.364741, expected=12.000000
predicted=22.034150, expected=32.000000
predicted=22.839081, expected=24.000000
predicted=23.861607, expected=36.000000
predicted=28.251474, expected=20.000000
predicted=26.568103, expected=28.000000
predicted=23.991118, expected=16.000000
predicted=22.891228, expected=20.000000
predicted=22.381914, expected=20.000000
predicted=24.381942, expected=44.000000
predicted=31.542994, expected=40.000000
predicted=32.282807, expected=48.000000
predicted=35.099601, expected=44.000000
predicted=36.067844, expected=16.000000
predicted=24.127116, expected=20.000000
predicted=31.432358, expected=28.000000
predicted=32.102255, expected=52.000000
predicted=44.079233, expected=32.000000
predicted=33.666181, expected=60.000000
predicted=41.811469, expected=48.000000
predicted=38.816358, expected=28.000000
predicted=33.012701, expected=48.000000
predicted=48.273106, expected=40.000000
predicted=38.805140, expected=36.000000
predicted=43.581606, expected=32.000000
predicted=37.996103, expected=24.000000
predicted=28.863309, expected=24.000000
predicted=32.756061, expected=12.000000
predicted=23.629624, expected=24.000000
predicted=27.048871, expected=60.000000
predicted=42.305294, expected=60.000000
predicted=41.716464, expected=72.000000
predicted=50.921387, expected=48.000000
predicted=39.890666, expected=12.000000
predicted=27.683240, expected=16.000000
predicted=36.705062, expected=20.000000
predicted=34.700055, expected=48.000000
predicted=48.145285, expected=24.000000
predicted=29.589032, expected=68.000000
predicted=43.166269, expected=92.000000
predicted=58.171560, expected=92.000000
predicted=63.921986, expected=48.000000
predicted=53.448619, expected=48.000000
predicted=49.428654, expected=48.000000
predicted=58.805700, expected=28.000000
predicted=52.013424, expected=24.000000
predicted=46.916279, expected=88.000000
predicted=65.154066, expected=44.000000
predicted=44.060771, expected=16.000000
predicted=32.902455, expected=16.000000
predicted=27.247396, expected=48.000000
predicted=39.165400, expected=48.000000
predicted=53.301615, expected=40.000000
predicted=38.932985, expected=36.000000
predicted=31.779472, expected=48.000000
predicted=38.374691, expected=32.000000
predicted=38.399393, expected=68.000000
predicted=55.937877, expected=28.000000
predicted=34.859357, expected=36.000000
predicted=38.524531, expected=32.000000
predicted=38.944497, expected=24.000000
predicted=29.673915, expected=32.000000
predicted=41.342998, expected=20.000000
predicted=24.498300, expected=40.000000
predicted=35.804143, expected=64.000000
predicted=46.516057, expected=4.000000
predicted=17.048057, expected=12.000000
predicted=23.951953, expected=48.000000
predicted=36.282230, expected=56.000000
predicted=43.825543, expected=52.000000
predicted=49.319765, expected=44.000000
predicted=33.417133, expected=16.000000
predicted=23.636101, expected=40.000000
predicted=43.413140, expected=32.000000
predicted=39.117791, expected=40.000000
predicted=41.114277, expected=52.000000
predicted=44.902820, expected=48.000000
predicted=37.273595, expected=12.000000
predicted=27.168535, expected=32.000000
predicted=34.662403, expected=36.000000
predicted=36.551834, expected=36.000000
predicted=38.517759, expected=12.000000
predicted=25.887255, expected=76.000000
predicted=47.866304, expected=68.000000
predicted=49.614736, expected=48.000000
predicted=44.275498, expected=48.000000
predicted=47.188145, expected=32.000000
predicted=33.517648, expected=20.000000
predicted=42.250881, expected=76.000000
predicted=64.696953, expected=36.000000
predicted=39.341270, expected=32.000000
predicted=39.345321, expected=8.000000
predicted=23.720556, expected=36.000000
predicted=32.219469, expected=20.000000
predicted=36.291840, expected=32.000000
predicted=30.865143, expected=80.000000
predicted=53.268617, expected=92.000000
predicted=55.414570, expected=72.000000
predicted=58.105623, expected=56.000000
predicted=50.796154, expected=40.000000
predicted=47.031622, expected=32.000000
predicted=53.058174, expected=28.000000
predicted=50.464099, expected=48.000000
predicted=52.124087, expected=44.000000
predicted=44.834492, expected=32.000000
predicted=35.506188, expected=64.000000
predicted=49.788945, expected=44.000000
predicted=39.454230, expected=8.000000
predicted=28.134227, expected=28.000000
predicted=36.034464, expected=64.000000
predicted=47.678334, expected=40.000000
predicted=43.663207, expected=36.000000
predicted=38.965624, expected=28.000000
predicted=26.736891, expected=28.000000
predicted=31.047686, expected=76.000000
predicted=62.343775, expected=84.000000
predicted=60.384152, expected=64.000000
predicted=53.539044, expected=16.000000
predicted=31.683819, expected=24.000000
predicted=35.541142, expected=4.000000
predicted=33.384114, expected=40.000000
predicted=48.761766, expected=24.000000
predicted=33.247759, expected=20.000000
predicted=19.427172, expected=28.000000
predicted=26.220210, expected=36.000000
predicted=24.885146, expected=8.000000
predicted=20.687412, expected=12.000000
predicted=18.706708, expected=28.000000
predicted=24.282412, expected=72.000000
Test MSE: 357.863
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213])]
predicted=10.787199, expected=4.000000
predicted=12.126962, expected=36.000000
predicted=15.469025, expected=4.000000
predicted=10.884444, expected=12.000000
predicted=14.903092, expected=12.000000
predicted=11.157599, expected=16.000000
predicted=14.143369, expected=8.000000
predicted=15.098641, expected=8.000000
predicted=10.348439, expected=4.000000
predicted=10.290747, expected=8.000000
predicted=9.687960, expected=12.000000
predicted=9.117054, expected=8.000000
predicted=7.792933, expected=8.000000
predicted=8.073722, expected=4.000000
predicted=7.376976, expected=24.000000
predicted=10.209321, expected=12.000000
predicted=10.360566, expected=8.000000
predicted=11.197713, expected=8.000000
predicted=10.795975, expected=8.000000
predicted=10.897002, expected=12.000000
predicted=12.190593, expected=8.000000
predicted=9.199039, expected=8.000000
predicted=8.814333, expected=32.000000
predicted=11.665017, expected=32.000000
predicted=14.931350, expected=16.000000
predicted=17.827750, expected=8.000000
predicted=18.016775, expected=20.000000
predicted=19.902123, expected=24.000000
predicted=21.811941, expected=20.000000
predicted=19.826475, expected=8.000000
predicted=16.247693, expected=8.000000
predicted=15.579052, expected=8.000000
predicted=15.224110, expected=4.000000
predicted=12.438241, expected=4.000000
predicted=8.970572, expected=4.000000
predicted=6.056452, expected=8.000000
predicted=5.948156, expected=8.000000
predicted=5.689029, expected=12.000000
predicted=6.434315, expected=24.000000
predicted=9.424688, expected=32.000000
predicted=13.909460, expected=4.000000
predicted=14.284358, expected=16.000000
predicted=17.232934, expected=4.000000
predicted=15.190881, expected=4.000000
predicted=14.916589, expected=8.000000
predicted=11.327738, expected=12.000000
predicted=7.831234, expected=4.000000
predicted=7.844942, expected=8.000000
predicted=6.904884, expected=4.000000
predicted=6.479875, expected=8.000000
predicted=7.492990, expected=4.000000
predicted=6.488890, expected=8.000000
predicted=6.102853, expected=28.000000
predicted=9.606278, expected=24.000000
predicted=11.807495, expected=8.000000
predicted=13.396633, expected=16.000000
predicted=15.223135, expected=8.000000
predicted=15.062216, expected=8.000000
predicted=15.847194, expected=8.000000
predicted=11.987306, expected=4.000000
predicted=8.662681, expected=8.000000
predicted=8.793707, expected=8.000000
predicted=7.131649, expected=20.000000
predicted=9.346242, expected=4.000000
predicted=8.160633, expected=36.000000
predicted=13.803882, expected=12.000000
predicted=13.609050, expected=12.000000
predicted=16.327765, expected=12.000000
predicted=15.920607, expected=8.000000
predicted=14.066364, expected=20.000000
predicted=16.743626, expected=4.000000
predicted=10.990675, expected=8.000000
predicted=11.234116, expected=4.000000
predicted=9.059242, expected=8.000000
predicted=8.856187, expected=4.000000
predicted=7.717892, expected=4.000000
predicted=5.465201, expected=8.000000
predicted=5.877561, expected=4.000000
predicted=5.210228, expected=4.000000
predicted=5.406645, expected=24.000000
predicted=7.842767, expected=4.000000
predicted=7.476566, expected=8.000000
predicted=9.392768, expected=12.000000
predicted=8.997352, expected=8.000000
predicted=10.030525, expected=4.000000
predicted=10.054043, expected=12.000000
predicted=8.038541, expected=8.000000
predicted=8.378527, expected=8.000000
predicted=8.812113, expected=8.000000
predicted=7.924776, expected=12.000000
predicted=8.645572, expected=12.000000
predicted=9.823682, expected=24.000000
predicted=11.963193, expected=4.000000
predicted=11.081149, expected=8.000000
predicted=12.067905, expected=4.000000
predicted=10.412570, expected=12.000000
predicted=10.786615, expected=4.000000
predicted=9.028861, expected=8.000000
predicted=6.912876, expected=4.000000
predicted=6.480306, expected=8.000000
predicted=6.758194, expected=4.000000
predicted=6.490108, expected=4.000000
predicted=5.443787, expected=4.000000
predicted=5.255418, expected=4.000000
predicted=4.620746, expected=24.000000
predicted=7.799117, expected=4.000000
predicted=6.831298, expected=4.000000
predicted=8.067789, expected=16.000000
predicted=9.095709, expected=8.000000
predicted=9.689956, expected=12.000000
predicted=11.542885, expected=8.000000
predicted=8.508184, expected=4.000000
predicted=8.901907, expected=4.000000
predicted=8.712443, expected=4.000000
predicted=6.610579, expected=4.000000
predicted=5.925055, expected=8.000000
predicted=5.232083, expected=16.000000
predicted=6.436530, expected=4.000000
predicted=6.497083, expected=4.000000
predicted=7.092813, expected=8.000000
predicted=7.202618, expected=4.000000
predicted=7.222431, expected=4.000000
predicted=6.742917, expected=4.000000
predicted=4.592557, expected=4.000000
predicted=4.630762, expected=8.000000
predicted=5.237198, expected=8.000000
predicted=5.158199, expected=8.000000
predicted=5.994821, expected=4.000000
predicted=5.996900, expected=4.000000
predicted=6.108508, expected=8.000000
predicted=6.565002, expected=16.000000
predicted=7.774059, expected=4.000000
predicted=7.135740, expected=24.000000
predicted=10.251677, expected=4.000000
predicted=9.485039, expected=4.000000
predicted=10.826871, expected=4.000000
predicted=9.148861, expected=4.000000
predicted=7.356822, expected=4.000000
predicted=7.247907, expected=4.000000
predicted=3.950340, expected=4.000000
predicted=3.950406, expected=4.000000
predicted=3.950473, expected=20.000000
predicted=6.492010, expected=12.000000
predicted=7.578968, expected=4.000000
predicted=8.429943, expected=8.000000
predicted=8.795399, expected=8.000000
predicted=9.154749, expected=12.000000
predicted=10.613948, expected=8.000000
predicted=8.521764, expected=8.000000
predicted=8.147139, expected=4.000000
predicted=7.967227, expected=16.000000
predicted=9.343234, expected=8.000000
predicted=8.960487, expected=4.000000
predicted=8.348298, expected=12.000000
predicted=8.627706, expected=8.000000
predicted=8.428613, expected=20.000000
predicted=11.352643, expected=4.000000
predicted=9.050096, expected=8.000000
predicted=9.915371, expected=4.000000
predicted=9.104192, expected=8.000000
predicted=8.810242, expected=4.000000
predicted=7.772105, expected=8.000000
predicted=6.087597, expected=4.000000
predicted=5.835827, expected=4.000000
predicted=5.457562, expected=4.000000
predicted=5.245630, expected=12.000000
predicted=5.893937, expected=4.000000
predicted=5.779510, expected=4.000000
predicted=5.592204, expected=4.000000
predicted=5.251964, expected=8.000000
predicted=5.947330, expected=32.000000
predicted=10.255658, expected=8.000000
predicted=9.475476, expected=8.000000
predicted=11.518646, expected=12.000000
predicted=11.847489, expected=4.000000
predicted=12.149333, expected=4.000000
predicted=11.488867, expected=36.000000
predicted=11.537807, expected=8.000000
predicted=11.178978, expected=4.000000
predicted=12.552082, expected=4.000000
predicted=9.891832, expected=4.000000
predicted=10.118610, expected=28.000000
predicted=13.956252, expected=8.000000
predicted=8.547663, expected=32.000000
predicted=13.528290, expected=20.000000
predicted=15.006802, expected=8.000000
predicted=17.526148, expected=8.000000
predicted=17.515139, expected=4.000000
predicted=13.500805, expected=12.000000
predicted=14.305674, expected=4.000000
predicted=9.135296, expected=12.000000
predicted=8.207357, expected=12.000000
predicted=8.276120, expected=8.000000
predicted=8.825379, expected=24.000000
predicted=11.836405, expected=4.000000
predicted=10.419966, expected=4.000000
predicted=11.370903, expected=4.000000
predicted=8.964008, expected=12.000000
predicted=9.533318, expected=12.000000
predicted=9.748644, expected=4.000000
predicted=6.744019, expected=12.000000
predicted=8.004570, expected=12.000000
predicted=9.071433, expected=16.000000
predicted=11.427830, expected=4.000000
predicted=9.859167, expected=20.000000
predicted=11.518251, expected=8.000000
predicted=11.589652, expected=4.000000
predicted=11.274005, expected=4.000000
predicted=9.144675, expected=12.000000
predicted=8.711855, expected=20.000000
predicted=11.018570, expected=12.000000
predicted=9.844208, expected=20.000000
predicted=12.081365, expected=4.000000
predicted=11.834473, expected=16.000000
predicted=14.441960, expected=28.000000
predicted=16.010572, expected=8.000000
predicted=14.856209, expected=4.000000
predicted=13.802738, expected=4.000000
predicted=10.641386, expected=20.000000
predicted=13.537032, expected=8.000000
predicted=11.516065, expected=12.000000
predicted=9.604422, expected=4.000000
predicted=8.430356, expected=8.000000
predicted=9.779058, expected=8.000000
predicted=9.740185, expected=16.000000
predicted=9.332519, expected=20.000000
predicted=10.926717, expected=12.000000
predicted=11.281102, expected=20.000000
predicted=14.053847, expected=4.000000
predicted=13.275313, expected=8.000000
predicted=13.888127, expected=4.000000
predicted=11.098536, expected=8.000000
predicted=9.632103, expected=12.000000
predicted=9.019335, expected=12.000000
predicted=7.948259, expected=8.000000
predicted=8.604690, expected=4.000000
predicted=8.076083, expected=24.000000
predicted=11.258490, expected=4.000000
predicted=10.374838, expected=8.000000
predicted=10.532166, expected=12.000000
predicted=9.537232, expected=4.000000
predicted=9.688376, expected=4.000000
predicted=9.388710, expected=4.000000
predicted=5.928397, expected=8.000000
predicted=6.711726, expected=12.000000
predicted=7.095135, expected=8.000000
predicted=6.572019, expected=8.000000
predicted=7.372121, expected=8.000000
predicted=7.945442, expected=4.000000
predicted=8.090560, expected=8.000000
predicted=8.014358, expected=20.000000
predicted=9.071247, expected=8.000000
predicted=9.153121, expected=4.000000
predicted=8.961252, expected=8.000000
predicted=8.577476, expected=48.000000
predicted=15.669703, expected=40.000000
predicted=20.317016, expected=4.000000
predicted=18.503287, expected=12.000000
predicted=20.265888, expected=8.000000
predicted=20.779467, expected=4.000000
predicted=20.011359, expected=8.000000
predicted=12.311311, expected=12.000000
predicted=8.026521, expected=16.000000
predicted=9.955933, expected=4.000000
predicted=8.388039, expected=12.000000
predicted=9.683704, expected=8.000000
predicted=9.740716, expected=12.000000
predicted=10.924099, expected=4.000000
predicted=8.952555, expected=4.000000
predicted=7.597214, expected=4.000000
predicted=7.186258, expected=16.000000
predicted=8.184382, expected=12.000000
predicted=8.277351, expected=12.000000
predicted=8.778121, expected=4.000000
predicted=8.470998, expected=16.000000
predicted=11.084940, expected=24.000000
predicted=13.772608, expected=8.000000
predicted=12.403389, expected=4.000000
predicted=11.482021, expected=20.000000
predicted=13.014330, expected=4.000000
predicted=12.290923, expected=4.000000
predicted=10.911917, expected=12.000000
predicted=8.561846, expected=8.000000
predicted=8.643675, expected=16.000000
predicted=10.655397, expected=16.000000
predicted=9.752788, expected=20.000000
predicted=12.877296, expected=4.000000
predicted=12.337787, expected=12.000000
predicted=13.212171, expected=4.000000
predicted=11.646963, expected=8.000000
predicted=10.983828, expected=4.000000
predicted=8.274442, expected=12.000000
predicted=7.588421, expected=4.000000
predicted=6.953953, expected=12.000000
predicted=7.633500, expected=8.000000
predicted=7.686287, expected=4.000000
predicted=7.479258, expected=12.000000
predicted=8.685822, expected=4.000000
predicted=7.135246, expected=4.000000
predicted=7.477574, expected=4.000000
predicted=5.862145, expected=8.000000
predicted=6.099252, expected=28.000000
predicted=10.036172, expected=12.000000
predicted=9.448532, expected=16.000000
predicted=12.467361, expected=4.000000
predicted=11.680597, expected=16.000000
predicted=14.618277, expected=8.000000
predicted=13.479586, expected=8.000000
predicted=10.910386, expected=8.000000
predicted=9.781113, expected=12.000000
predicted=9.500152, expected=4.000000
predicted=9.073151, expected=8.000000
predicted=8.169635, expected=4.000000
predicted=7.149332, expected=4.000000
Test MSE: 65.256
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211])]
predicted=64.244401, expected=16.000000
predicted=40.888427, expected=68.000000
predicted=56.951954, expected=96.000000
predicted=58.801595, expected=28.000000
predicted=43.878150, expected=16.000000
predicted=48.577663, expected=16.000000
predicted=28.427606, expected=28.000000
predicted=37.569820, expected=48.000000
predicted=50.746589, expected=100.000000
predicted=54.532190, expected=76.000000
predicted=49.220670, expected=68.000000
predicted=56.132429, expected=56.000000
predicted=56.892440, expected=36.000000
predicted=50.915426, expected=64.000000
predicted=72.277796, expected=32.000000
predicted=49.794535, expected=64.000000
predicted=60.243698, expected=36.000000
predicted=45.621330, expected=28.000000
predicted=37.456733, expected=48.000000
predicted=50.972051, expected=64.000000
predicted=45.331721, expected=32.000000
predicted=44.753119, expected=28.000000
predicted=38.490297, expected=28.000000
predicted=33.034395, expected=84.000000
predicted=55.889552, expected=56.000000
predicted=51.432348, expected=28.000000
predicted=39.432306, expected=20.000000
predicted=36.077636, expected=24.000000
predicted=30.507789, expected=24.000000
predicted=41.005091, expected=112.000000
predicted=66.070381, expected=80.000000
predicted=50.262346, expected=28.000000
predicted=40.379590, expected=20.000000
predicted=41.516051, expected=44.000000
predicted=40.671818, expected=52.000000
predicted=61.877641, expected=44.000000
predicted=51.257159, expected=80.000000
predicted=53.861778, expected=92.000000
predicted=57.947990, expected=64.000000
predicted=59.281921, expected=32.000000
predicted=54.079176, expected=80.000000
predicted=67.049617, expected=32.000000
predicted=52.570673, expected=48.000000
predicted=63.440642, expected=44.000000
predicted=52.219636, expected=88.000000
predicted=56.933704, expected=28.000000
predicted=50.710827, expected=48.000000
predicted=48.015945, expected=52.000000
predicted=51.575072, expected=12.000000
predicted=31.369680, expected=16.000000
predicted=46.370650, expected=44.000000
predicted=34.246953, expected=64.000000
predicted=44.599452, expected=48.000000
predicted=44.786343, expected=20.000000
predicted=28.386346, expected=44.000000
predicted=38.116733, expected=20.000000
predicted=31.911928, expected=28.000000
predicted=39.740558, expected=44.000000
predicted=40.522081, expected=60.000000
predicted=37.648461, expected=56.000000
predicted=46.944111, expected=36.000000
predicted=36.689498, expected=40.000000
predicted=41.352744, expected=64.000000
predicted=51.985592, expected=28.000000
predicted=41.830921, expected=44.000000
predicted=49.307661, expected=96.000000
predicted=61.485702, expected=76.000000
predicted=55.227107, expected=28.000000
predicted=52.825149, expected=72.000000
predicted=61.162026, expected=28.000000
predicted=40.901532, expected=44.000000
predicted=61.410398, expected=140.000000
predicted=90.427857, expected=120.000000
predicted=69.533457, expected=68.000000
predicted=79.093622, expected=24.000000
predicted=55.268099, expected=84.000000
predicted=73.598870, expected=32.000000
predicted=70.348350, expected=44.000000
predicted=70.529790, expected=44.000000
predicted=54.338523, expected=60.000000
predicted=42.785697, expected=48.000000
predicted=57.904500, expected=32.000000
predicted=38.435821, expected=32.000000
predicted=41.687244, expected=12.000000
predicted=29.982059, expected=16.000000
predicted=33.505789, expected=52.000000
predicted=40.849381, expected=68.000000
predicted=41.494297, expected=12.000000
predicted=26.153477, expected=40.000000
predicted=36.633281, expected=12.000000
predicted=21.332539, expected=12.000000
predicted=28.542094, expected=32.000000
predicted=39.934565, expected=48.000000
predicted=26.512982, expected=28.000000
predicted=30.647108, expected=28.000000
predicted=26.643842, expected=16.000000
predicted=21.051743, expected=20.000000
predicted=25.817822, expected=24.000000
predicted=30.328218, expected=40.000000
predicted=29.695400, expected=72.000000
predicted=43.638567, expected=68.000000
predicted=42.476591, expected=44.000000
predicted=41.145511, expected=52.000000
predicted=48.260189, expected=24.000000
predicted=38.343838, expected=8.000000
predicted=39.122494, expected=4.000000
predicted=32.293809, expected=20.000000
predicted=25.329728, expected=48.000000
predicted=36.727798, expected=48.000000
predicted=31.058455, expected=32.000000
predicted=26.077794, expected=28.000000
predicted=26.252418, expected=24.000000
predicted=27.023326, expected=40.000000
predicted=39.147350, expected=52.000000
predicted=43.234256, expected=36.000000
predicted=34.351791, expected=28.000000
predicted=33.261022, expected=28.000000
predicted=30.909930, expected=32.000000
predicted=34.208810, expected=52.000000
predicted=44.823224, expected=8.000000
predicted=23.790518, expected=44.000000
predicted=37.725140, expected=40.000000
predicted=33.069368, expected=28.000000
predicted=29.622988, expected=52.000000
predicted=48.198397, expected=76.000000
predicted=43.018563, expected=24.000000
predicted=36.386111, expected=40.000000
predicted=46.453285, expected=16.000000
predicted=28.925944, expected=52.000000
predicted=45.705903, expected=12.000000
predicted=36.840119, expected=24.000000
predicted=26.737420, expected=56.000000
predicted=42.814996, expected=48.000000
predicted=30.546349, expected=56.000000
predicted=50.420826, expected=68.000000
predicted=46.175393, expected=60.000000
predicted=47.459250, expected=36.000000
predicted=50.137658, expected=32.000000
predicted=45.609717, expected=24.000000
predicted=40.124919, expected=8.000000
predicted=33.517901, expected=20.000000
predicted=33.524110, expected=56.000000
predicted=37.634607, expected=60.000000
predicted=39.167197, expected=40.000000
predicted=35.810017, expected=52.000000
predicted=40.067635, expected=40.000000
predicted=36.773673, expected=16.000000
predicted=37.084090, expected=12.000000
predicted=35.470639, expected=48.000000
predicted=38.588075, expected=40.000000
predicted=36.760105, expected=32.000000
predicted=34.687338, expected=32.000000
predicted=30.295300, expected=32.000000
predicted=26.847609, expected=52.000000
predicted=44.728431, expected=48.000000
predicted=41.392719, expected=36.000000
predicted=37.101861, expected=40.000000
predicted=40.111074, expected=24.000000
predicted=31.554421, expected=32.000000
predicted=39.398367, expected=32.000000
predicted=36.516923, expected=36.000000
predicted=33.788501, expected=60.000000
predicted=45.652721, expected=36.000000
predicted=32.676701, expected=60.000000
predicted=47.940707, expected=12.000000
predicted=29.024122, expected=28.000000
predicted=35.538911, expected=28.000000
predicted=39.052061, expected=12.000000
predicted=22.142274, expected=68.000000
predicted=52.625815, expected=28.000000
predicted=22.317371, expected=36.000000
predicted=35.249789, expected=16.000000
predicted=28.159068, expected=36.000000
predicted=27.281142, expected=68.000000
predicted=54.850958, expected=24.000000
predicted=27.891327, expected=40.000000
predicted=41.627735, expected=88.000000
predicted=52.441393, expected=68.000000
predicted=50.062873, expected=32.000000
predicted=53.342691, expected=52.000000
predicted=49.733097, expected=68.000000
predicted=53.931511, expected=28.000000
predicted=51.443323, expected=48.000000
predicted=56.645427, expected=84.000000
predicted=56.670561, expected=72.000000
predicted=57.542604, expected=16.000000
predicted=47.707108, expected=36.000000
predicted=44.661233, expected=48.000000
predicted=45.710103, expected=24.000000
predicted=43.360120, expected=52.000000
predicted=54.324036, expected=100.000000
predicted=55.275210, expected=36.000000
predicted=38.925258, expected=48.000000
predicted=56.530667, expected=72.000000
predicted=54.554332, expected=56.000000
predicted=51.552878, expected=16.000000
predicted=55.251197, expected=16.000000
predicted=35.179461, expected=112.000000
predicted=68.107005, expected=64.000000
predicted=53.445231, expected=56.000000
predicted=60.414049, expected=20.000000
predicted=38.815747, expected=16.000000
predicted=28.850983, expected=24.000000
predicted=53.363059, expected=32.000000
predicted=37.091399, expected=56.000000
predicted=45.125002, expected=28.000000
predicted=26.374952, expected=32.000000
predicted=30.985040, expected=12.000000
predicted=24.181902, expected=64.000000
predicted=43.515613, expected=12.000000
predicted=28.995334, expected=32.000000
predicted=32.592881, expected=60.000000
predicted=43.772266, expected=56.000000
predicted=33.625359, expected=16.000000
predicted=40.273256, expected=36.000000
predicted=34.732785, expected=60.000000
predicted=43.624906, expected=44.000000
predicted=44.067027, expected=16.000000
predicted=38.093561, expected=48.000000
predicted=38.840586, expected=32.000000
predicted=32.538143, expected=40.000000
predicted=43.686038, expected=48.000000
predicted=44.089664, expected=60.000000
predicted=39.812065, expected=84.000000
predicted=61.328788, expected=80.000000
predicted=58.749465, expected=104.000000
predicted=76.037582, expected=80.000000
predicted=72.092030, expected=76.000000
predicted=76.591595, expected=12.000000
predicted=57.527833, expected=20.000000
predicted=53.534031, expected=56.000000
predicted=64.686557, expected=24.000000
predicted=38.548153, expected=32.000000
predicted=46.789817, expected=48.000000
predicted=34.494823, expected=20.000000
predicted=23.034880, expected=24.000000
predicted=37.955880, expected=44.000000
predicted=34.330709, expected=52.000000
predicted=37.372833, expected=16.000000
predicted=31.719484, expected=48.000000
predicted=39.271364, expected=44.000000
predicted=34.822093, expected=56.000000
predicted=45.705582, expected=48.000000
predicted=48.938861, expected=52.000000
predicted=41.151008, expected=32.000000
predicted=42.822287, expected=8.000000
predicted=30.994496, expected=12.000000
predicted=32.665916, expected=32.000000
predicted=32.002920, expected=36.000000
predicted=33.002110, expected=60.000000
predicted=40.899293, expected=8.000000
predicted=16.979767, expected=40.000000
predicted=33.613069, expected=56.000000
predicted=41.530283, expected=60.000000
predicted=42.974025, expected=16.000000
predicted=39.561262, expected=40.000000
predicted=35.385060, expected=20.000000
predicted=30.766478, expected=8.000000
predicted=27.896701, expected=48.000000
predicted=44.991669, expected=60.000000
predicted=33.441222, expected=32.000000
predicted=34.576962, expected=20.000000
predicted=30.460698, expected=20.000000
predicted=23.442056, expected=32.000000
predicted=34.184044, expected=64.000000
predicted=49.398251, expected=32.000000
predicted=31.284008, expected=16.000000
predicted=27.257450, expected=20.000000
predicted=27.542220, expected=16.000000
predicted=22.587321, expected=20.000000
predicted=32.027334, expected=20.000000
predicted=22.783983, expected=20.000000
predicted=18.237762, expected=52.000000
predicted=32.718905, expected=20.000000
predicted=19.625047, expected=44.000000
predicted=34.561574, expected=12.000000
predicted=21.724224, expected=32.000000
predicted=28.081493, expected=12.000000
predicted=28.394080, expected=24.000000
predicted=21.946449, expected=32.000000
predicted=32.145947, expected=36.000000
predicted=23.816730, expected=32.000000
predicted=31.099560, expected=40.000000
predicted=30.008949, expected=28.000000
predicted=28.838503, expected=20.000000
predicted=28.312843, expected=36.000000
predicted=34.786258, expected=24.000000
predicted=26.458268, expected=16.000000
predicted=26.733053, expected=28.000000
predicted=28.063831, expected=24.000000
predicted=21.588621, expected=12.000000
predicted=22.218487, expected=28.000000
predicted=25.734401, expected=20.000000
predicted=18.248068, expected=28.000000
predicted=25.588951, expected=48.000000
predicted=33.537259, expected=64.000000
predicted=37.179699, expected=56.000000
predicted=43.413196, expected=32.000000
predicted=36.376835, expected=8.000000
predicted=29.108120, expected=8.000000
predicted=29.286574, expected=32.000000
predicted=36.741134, expected=52.000000
predicted=40.131560, expected=16.000000
predicted=23.061259, expected=16.000000
predicted=21.339740, expected=16.000000
predicted=18.301456, expected=24.000000
predicted=23.628057, expected=28.000000
predicted=31.406612, expected=36.000000
predicted=25.493216, expected=40.000000
predicted=29.008783, expected=32.000000
predicted=27.657430, expected=40.000000
predicted=34.628531, expected=32.000000
predicted=32.073143, expected=20.000000
predicted=29.526838, expected=40.000000
predicted=38.208177, expected=48.000000
predicted=36.699620, expected=24.000000
predicted=31.189596, expected=28.000000
predicted=33.738451, expected=44.000000
predicted=34.004923, expected=36.000000
predicted=34.464999, expected=40.000000
predicted=41.301043, expected=44.000000
predicted=36.889654, expected=52.000000
predicted=40.863861, expected=68.000000
predicted=53.345189, expected=48.000000
predicted=45.207873, expected=20.000000
predicted=38.116233, expected=44.000000
predicted=47.135567, expected=44.000000
predicted=43.013740, expected=24.000000
predicted=39.750265, expected=56.000000
predicted=49.532245, expected=68.000000
predicted=43.784575, expected=32.000000
predicted=39.065051, expected=44.000000
predicted=49.166886, expected=40.000000
predicted=37.754378, expected=32.000000
predicted=40.901217, expected=20.000000
predicted=40.510526, expected=32.000000
predicted=32.630448, expected=60.000000
predicted=44.760148, expected=36.000000
predicted=35.033471, expected=20.000000
predicted=31.747070, expected=16.000000
predicted=26.087755, expected=16.000000
predicted=23.640354, expected=36.000000
predicted=37.211095, expected=120.000000
predicted=64.181965, expected=72.000000
predicted=45.102711, expected=48.000000
predicted=48.814000, expected=36.000000
predicted=46.766827, expected=44.000000
predicted=45.407917, expected=16.000000
predicted=54.455469, expected=24.000000
predicted=42.399083, expected=32.000000
predicted=35.554949, expected=84.000000
predicted=50.911138, expected=28.000000
predicted=34.232910, expected=44.000000
predicted=39.968532, expected=32.000000
predicted=36.227376, expected=16.000000
predicted=26.317071, expected=48.000000
predicted=55.058627, expected=36.000000
predicted=30.293777, expected=44.000000
predicted=40.820120, expected=36.000000
predicted=36.670252, expected=20.000000
predicted=24.792077, expected=52.000000
predicted=46.561191, expected=40.000000
predicted=35.530709, expected=64.000000
predicted=50.075077, expected=48.000000
predicted=44.306552, expected=80.000000
predicted=54.039077, expected=32.000000
predicted=45.877757, expected=24.000000
predicted=40.301133, expected=24.000000
predicted=44.153454, expected=20.000000
predicted=30.150907, expected=20.000000
predicted=38.617529, expected=52.000000
predicted=36.895223, expected=80.000000
predicted=46.365285, expected=32.000000
predicted=32.481533, expected=40.000000
predicted=41.550021, expected=44.000000
predicted=39.572779, expected=16.000000
predicted=32.656104, expected=40.000000
predicted=51.817769, expected=40.000000
predicted=34.485719, expected=36.000000
predicted=35.297324, expected=24.000000
predicted=34.720614, expected=56.000000
predicted=38.261316, expected=32.000000
predicted=34.295560, expected=24.000000
predicted=33.698971, expected=24.000000
predicted=32.818758, expected=32.000000
predicted=27.978341, expected=52.000000
predicted=44.913132, expected=32.000000
predicted=31.566977, expected=44.000000
predicted=37.520378, expected=48.000000
predicted=38.981986, expected=28.000000
predicted=32.533348, expected=80.000000
predicted=61.012165, expected=40.000000
predicted=38.074539, expected=40.000000
predicted=45.707102, expected=24.000000
predicted=41.090379, expected=20.000000
predicted=27.810795, expected=48.000000
predicted=51.849540, expected=28.000000
predicted=30.384616, expected=20.000000
predicted=30.282671, expected=28.000000
predicted=29.049250, expected=56.000000
predicted=35.625741, expected=48.000000
predicted=41.670818, expected=60.000000
predicted=45.711418, expected=20.000000
predicted=30.033125, expected=16.000000
predicted=30.249095, expected=56.000000
predicted=49.812518, expected=48.000000
predicted=39.865458, expected=40.000000
predicted=45.416257, expected=64.000000
predicted=46.974350, expected=44.000000
predicted=36.352100, expected=60.000000
predicted=56.436915, expected=28.000000
predicted=41.813407, expected=48.000000
predicted=46.358918, expected=40.000000
predicted=47.954951, expected=48.000000
predicted=44.057102, expected=32.000000
predicted=43.879896, expected=20.000000
predicted=29.481089, expected=44.000000
predicted=43.034230, expected=20.000000
predicted=28.122056, expected=40.000000
predicted=39.657868, expected=56.000000
predicted=41.455987, expected=20.000000
predicted=24.295803, expected=36.000000
predicted=41.227438, expected=36.000000
predicted=31.428567, expected=72.000000
predicted=49.498453, expected=36.000000
predicted=42.937163, expected=16.000000
predicted=28.912148, expected=84.000000
predicted=58.843099, expected=60.000000
predicted=44.168868, expected=28.000000
predicted=48.864078, expected=20.000000
predicted=39.170495, expected=36.000000
predicted=31.946505, expected=32.000000
Test MSE: 460.827
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454])]
predicted=25.110052, expected=72.000000
predicted=41.663312, expected=40.000000
predicted=42.169476, expected=16.000000
predicted=33.733796, expected=40.000000
predicted=35.576765, expected=32.000000
predicted=30.652403, expected=28.000000
predicted=40.324379, expected=24.000000
predicted=29.828636, expected=20.000000
predicted=23.350680, expected=28.000000
predicted=28.919116, expected=24.000000
predicted=26.488391, expected=32.000000
predicted=27.010855, expected=32.000000
predicted=27.696422, expected=52.000000
predicted=33.567707, expected=24.000000
predicted=32.105830, expected=16.000000
predicted=25.677941, expected=56.000000
predicted=36.156869, expected=4.000000
predicted=28.710763, expected=40.000000
predicted=33.044410, expected=24.000000
predicted=27.204699, expected=28.000000
predicted=25.928551, expected=24.000000
predicted=31.617222, expected=24.000000
predicted=21.041852, expected=20.000000
predicted=26.762412, expected=32.000000
predicted=25.520359, expected=24.000000
predicted=26.040254, expected=40.000000
predicted=28.648465, expected=44.000000
predicted=33.044669, expected=32.000000
predicted=31.693410, expected=12.000000
predicted=27.390362, expected=32.000000
predicted=27.462421, expected=8.000000
predicted=26.239094, expected=20.000000
predicted=24.480880, expected=20.000000
predicted=21.674718, expected=36.000000
predicted=22.409605, expected=12.000000
predicted=22.720266, expected=16.000000
predicted=15.699410, expected=20.000000
predicted=19.508597, expected=20.000000
predicted=20.184953, expected=32.000000
predicted=25.758407, expected=36.000000
predicted=24.511408, expected=52.000000
predicted=32.337114, expected=12.000000
predicted=27.033649, expected=32.000000
predicted=26.989520, expected=40.000000
predicted=34.151196, expected=20.000000
predicted=31.333867, expected=20.000000
predicted=29.597074, expected=24.000000
predicted=21.843408, expected=28.000000
predicted=27.516774, expected=72.000000
predicted=40.953700, expected=16.000000
predicted=30.978436, expected=24.000000
predicted=26.271569, expected=20.000000
predicted=26.450140, expected=32.000000
predicted=30.004025, expected=20.000000
predicted=34.515199, expected=28.000000
predicted=22.601414, expected=12.000000
predicted=21.299559, expected=36.000000
predicted=24.362857, expected=32.000000
predicted=29.213464, expected=16.000000
predicted=22.891438, expected=32.000000
predicted=25.903182, expected=68.000000
predicted=35.773548, expected=32.000000
predicted=38.953160, expected=20.000000
predicted=30.679403, expected=36.000000
predicted=29.952043, expected=28.000000
predicted=33.704734, expected=32.000000
predicted=38.729763, expected=16.000000
predicted=26.285033, expected=28.000000
predicted=24.591379, expected=32.000000
predicted=29.907528, expected=20.000000
predicted=25.726515, expected=24.000000
predicted=25.246538, expected=28.000000
predicted=23.750655, expected=20.000000
predicted=24.847491, expected=36.000000
predicted=28.125681, expected=44.000000
predicted=30.825767, expected=68.000000
predicted=41.364037, expected=48.000000
predicted=43.373910, expected=28.000000
predicted=36.412528, expected=24.000000
predicted=35.743167, expected=20.000000
predicted=34.044185, expected=44.000000
predicted=41.374772, expected=48.000000
predicted=40.211065, expected=28.000000
predicted=32.460181, expected=40.000000
predicted=32.888363, expected=24.000000
predicted=30.696287, expected=40.000000
predicted=37.118240, expected=36.000000
predicted=37.871094, expected=16.000000
predicted=28.171563, expected=60.000000
predicted=38.343736, expected=16.000000
predicted=31.083800, expected=12.000000
predicted=26.688417, expected=60.000000
predicted=35.350002, expected=32.000000
predicted=33.210167, expected=28.000000
predicted=36.942583, expected=24.000000
predicted=25.594973, expected=20.000000
predicted=24.649450, expected=12.000000
predicted=29.203637, expected=20.000000
predicted=22.036047, expected=24.000000
predicted=22.279763, expected=8.000000
predicted=17.580974, expected=8.000000
predicted=13.660520, expected=28.000000
predicted=16.701073, expected=24.000000
predicted=20.601957, expected=20.000000
predicted=20.164802, expected=32.000000
predicted=20.244197, expected=24.000000
predicted=21.728095, expected=28.000000
predicted=26.325168, expected=48.000000
predicted=31.496254, expected=32.000000
predicted=31.254518, expected=32.000000
predicted=32.422841, expected=28.000000
predicted=29.897318, expected=40.000000
predicted=33.823839, expected=28.000000
predicted=35.670227, expected=56.000000
predicted=38.041807, expected=20.000000
predicted=33.482921, expected=48.000000
predicted=35.676892, expected=48.000000
predicted=41.808794, expected=12.000000
predicted=31.914708, expected=20.000000
predicted=31.953963, expected=36.000000
predicted=28.408234, expected=8.000000
predicted=28.407733, expected=44.000000
predicted=31.290922, expected=16.000000
predicted=21.943952, expected=44.000000
predicted=28.496300, expected=24.000000
predicted=30.142256, expected=16.000000
predicted=21.411857, expected=20.000000
predicted=26.613717, expected=16.000000
predicted=20.078927, expected=44.000000
predicted=30.971007, expected=44.000000
predicted=31.392697, expected=36.000000
predicted=30.475883, expected=24.000000
predicted=28.444046, expected=32.000000
predicted=29.097623, expected=20.000000
predicted=32.083826, expected=28.000000
predicted=30.736195, expected=32.000000
predicted=29.834849, expected=52.000000
predicted=33.910859, expected=24.000000
predicted=32.383253, expected=28.000000
predicted=28.020594, expected=16.000000
predicted=26.622423, expected=40.000000
predicted=31.486224, expected=20.000000
predicted=32.157795, expected=32.000000
predicted=26.498102, expected=24.000000
predicted=26.611839, expected=44.000000
predicted=29.354508, expected=40.000000
predicted=36.360823, expected=24.000000
predicted=29.171742, expected=24.000000
predicted=29.104043, expected=32.000000
predicted=29.335830, expected=16.000000
predicted=29.600854, expected=56.000000
predicted=35.227789, expected=44.000000
predicted=35.766812, expected=28.000000
predicted=32.589292, expected=24.000000
predicted=30.614631, expected=12.000000
predicted=24.059873, expected=16.000000
predicted=29.000243, expected=24.000000
predicted=25.965561, expected=24.000000
predicted=22.899479, expected=32.000000
predicted=24.089356, expected=16.000000
predicted=19.744380, expected=40.000000
predicted=25.361761, expected=24.000000
predicted=27.054256, expected=44.000000
predicted=30.939566, expected=12.000000
predicted=27.348607, expected=28.000000
predicted=24.094369, expected=52.000000
predicted=36.322138, expected=44.000000
predicted=36.481237, expected=56.000000
predicted=43.331474, expected=28.000000
predicted=33.765853, expected=48.000000
predicted=39.880483, expected=16.000000
predicted=38.553099, expected=28.000000
predicted=33.861759, expected=24.000000
predicted=33.748864, expected=32.000000
predicted=29.028057, expected=40.000000
predicted=34.907612, expected=32.000000
predicted=28.771995, expected=28.000000
predicted=29.853190, expected=20.000000
predicted=26.602965, expected=28.000000
predicted=28.600960, expected=40.000000
predicted=33.412847, expected=32.000000
predicted=31.725578, expected=20.000000
predicted=26.959203, expected=24.000000
predicted=24.629218, expected=28.000000
predicted=27.732363, expected=20.000000
predicted=27.790870, expected=16.000000
predicted=22.674186, expected=68.000000
predicted=32.825150, expected=52.000000
predicted=39.951658, expected=20.000000
predicted=33.048876, expected=16.000000
predicted=25.819539, expected=20.000000
predicted=25.752251, expected=32.000000
predicted=37.084247, expected=36.000000
predicted=33.707093, expected=32.000000
predicted=27.192712, expected=32.000000
predicted=27.303730, expected=48.000000
predicted=33.732914, expected=56.000000
predicted=42.099871, expected=36.000000
predicted=40.507475, expected=20.000000
predicted=33.297094, expected=24.000000
predicted=31.370253, expected=28.000000
predicted=34.409540, expected=44.000000
predicted=38.359807, expected=20.000000
predicted=29.662024, expected=44.000000
predicted=29.834633, expected=40.000000
predicted=34.125679, expected=16.000000
predicted=29.678173, expected=20.000000
predicted=28.689566, expected=32.000000
predicted=26.901200, expected=44.000000
predicted=36.034994, expected=44.000000
predicted=36.696966, expected=44.000000
predicted=33.873222, expected=24.000000
predicted=31.674344, expected=16.000000
predicted=29.361861, expected=28.000000
predicted=31.745650, expected=40.000000
predicted=34.923684, expected=68.000000
predicted=43.462598, expected=24.000000
predicted=33.978519, expected=16.000000
predicted=25.968084, expected=48.000000
predicted=35.285159, expected=12.000000
predicted=33.116742, expected=24.000000
predicted=33.366525, expected=24.000000
predicted=23.879165, expected=60.000000
predicted=33.113452, expected=20.000000
predicted=34.468819, expected=20.000000
predicted=22.792389, expected=44.000000
predicted=31.308255, expected=12.000000
predicted=27.701537, expected=24.000000
predicted=30.998690, expected=20.000000
predicted=21.988277, expected=56.000000
predicted=31.648910, expected=20.000000
predicted=32.258928, expected=24.000000
predicted=23.170910, expected=44.000000
predicted=31.340507, expected=28.000000
predicted=31.036496, expected=16.000000
predicted=31.535220, expected=20.000000
predicted=22.527688, expected=52.000000
predicted=32.129437, expected=64.000000
predicted=44.033894, expected=36.000000
predicted=37.684175, expected=64.000000
predicted=41.688055, expected=64.000000
predicted=49.843601, expected=48.000000
predicted=54.232050, expected=96.000000
predicted=66.403069, expected=60.000000
predicted=61.387313, expected=84.000000
predicted=70.420721, expected=92.000000
predicted=76.437568, expected=52.000000
predicted=68.170535, expected=12.000000
predicted=59.166903, expected=84.000000
predicted=61.272707, expected=36.000000
predicted=61.080894, expected=52.000000
predicted=57.808722, expected=84.000000
predicted=57.465401, expected=16.000000
predicted=41.640978, expected=100.000000
predicted=65.907270, expected=64.000000
predicted=59.768080, expected=28.000000
predicted=54.983800, expected=36.000000
predicted=51.521735, expected=40.000000
predicted=40.713535, expected=32.000000
predicted=52.739537, expected=36.000000
predicted=40.978528, expected=12.000000
predicted=27.695617, expected=28.000000
predicted=28.925225, expected=24.000000
predicted=28.628288, expected=48.000000
predicted=32.683937, expected=52.000000
predicted=37.777377, expected=64.000000
predicted=40.743563, expected=56.000000
predicted=46.740014, expected=64.000000
predicted=50.674632, expected=32.000000
predicted=49.722708, expected=12.000000
predicted=40.202891, expected=36.000000
predicted=40.992353, expected=68.000000
predicted=48.760376, expected=32.000000
predicted=45.431413, expected=28.000000
predicted=33.283317, expected=16.000000
predicted=25.665975, expected=24.000000
predicted=30.822375, expected=8.000000
predicted=29.721060, expected=40.000000
predicted=26.344325, expected=28.000000
predicted=26.353604, expected=36.000000
predicted=26.617859, expected=20.000000
predicted=25.321106, expected=16.000000
predicted=20.723490, expected=16.000000
predicted=24.617507, expected=28.000000
predicted=24.172482, expected=48.000000
predicted=31.729542, expected=36.000000
predicted=30.017855, expected=32.000000
predicted=28.868228, expected=20.000000
predicted=26.358496, expected=36.000000
predicted=31.591341, expected=16.000000
predicted=31.125868, expected=16.000000
predicted=24.714933, expected=12.000000
predicted=20.418129, expected=36.000000
predicted=23.336942, expected=44.000000
predicted=31.447247, expected=36.000000
predicted=28.890965, expected=32.000000
predicted=28.618420, expected=24.000000
predicted=27.063926, expected=24.000000
predicted=30.604476, expected=44.000000
predicted=35.640804, expected=40.000000
predicted=35.801771, expected=32.000000
predicted=33.372149, expected=32.000000
predicted=31.072007, expected=24.000000
predicted=29.864708, expected=36.000000
predicted=34.872058, expected=20.000000
predicted=30.386837, expected=12.000000
predicted=23.876487, expected=28.000000
predicted=24.754546, expected=28.000000
predicted=25.322155, expected=20.000000
predicted=25.363974, expected=8.000000
predicted=17.336811, expected=40.000000
predicted=22.402215, expected=40.000000
predicted=30.528558, expected=36.000000
predicted=31.306871, expected=44.000000
predicted=32.176095, expected=8.000000
predicted=24.501555, expected=36.000000
predicted=32.387957, expected=24.000000
predicted=31.013499, expected=40.000000
predicted=33.055753, expected=40.000000
predicted=35.093073, expected=20.000000
predicted=25.661012, expected=48.000000
predicted=35.184813, expected=20.000000
predicted=30.387295, expected=28.000000
predicted=31.894321, expected=48.000000
predicted=35.566402, expected=88.000000
predicted=47.697242, expected=20.000000
predicted=44.018699, expected=68.000000
predicted=43.402086, expected=44.000000
predicted=46.565311, expected=44.000000
predicted=50.375933, expected=20.000000
predicted=47.172150, expected=40.000000
predicted=34.926062, expected=56.000000
predicted=48.858834, expected=60.000000
predicted=48.085302, expected=72.000000
predicted=53.066037, expected=28.000000
predicted=42.487380, expected=20.000000
predicted=39.166002, expected=20.000000
predicted=37.602881, expected=44.000000
predicted=41.667055, expected=32.000000
predicted=40.691664, expected=40.000000
predicted=32.092225, expected=64.000000
predicted=38.970634, expected=64.000000
predicted=46.493345, expected=88.000000
predicted=60.526921, expected=44.000000
predicted=53.854103, expected=40.000000
predicted=50.612487, expected=44.000000
predicted=53.369704, expected=28.000000
predicted=48.421882, expected=16.000000
predicted=42.508929, expected=32.000000
predicted=32.554093, expected=32.000000
predicted=32.802518, expected=24.000000
predicted=30.651034, expected=24.000000
predicted=25.446918, expected=24.000000
predicted=23.557367, expected=16.000000
predicted=24.293679, expected=32.000000
predicted=26.124561, expected=24.000000
predicted=24.630128, expected=28.000000
predicted=25.179160, expected=32.000000
predicted=26.669796, expected=12.000000
predicted=21.778841, expected=24.000000
predicted=24.332361, expected=56.000000
predicted=32.241184, expected=20.000000
predicted=30.220680, expected=16.000000
predicted=25.026343, expected=64.000000
predicted=32.406696, expected=24.000000
predicted=34.182135, expected=32.000000
predicted=36.863654, expected=36.000000
predicted=30.234045, expected=32.000000
predicted=31.748677, expected=32.000000
predicted=38.714363, expected=24.000000
predicted=28.252881, expected=28.000000
predicted=29.549880, expected=24.000000
predicted=28.840800, expected=52.000000
predicted=34.464884, expected=16.000000
predicted=29.651310, expected=24.000000
predicted=25.901839, expected=20.000000
predicted=25.023272, expected=60.000000
predicted=34.859948, expected=24.000000
predicted=36.333010, expected=32.000000
predicted=28.046936, expected=20.000000
predicted=27.102477, expected=28.000000
predicted=27.815810, expected=20.000000
predicted=31.923290, expected=36.000000
predicted=27.152638, expected=32.000000
predicted=29.747827, expected=52.000000
predicted=33.534274, expected=48.000000
predicted=38.542613, expected=44.000000
predicted=38.435610, expected=36.000000
predicted=39.888031, expected=32.000000
predicted=37.473884, expected=28.000000
predicted=38.399274, expected=8.000000
predicted=29.717383, expected=24.000000
predicted=27.330101, expected=8.000000
predicted=21.519871, expected=4.000000
predicted=15.931658, expected=44.000000
predicted=22.465719, expected=16.000000
predicted=18.656853, expected=24.000000
predicted=21.231643, expected=32.000000
predicted=21.113075, expected=40.000000
predicted=26.701724, expected=48.000000
predicted=38.257620, expected=20.000000
predicted=28.583114, expected=4.000000
predicted=22.552788, expected=24.000000
predicted=24.625657, expected=28.000000
predicted=28.285200, expected=36.000000
predicted=31.183561, expected=36.000000
predicted=27.116498, expected=20.000000
predicted=22.540733, expected=16.000000
predicted=23.651582, expected=32.000000
predicted=27.013465, expected=36.000000
predicted=31.412724, expected=16.000000
predicted=26.701719, expected=20.000000
predicted=21.463800, expected=44.000000
predicted=27.548311, expected=24.000000
predicted=29.856351, expected=16.000000
predicted=25.547433, expected=36.000000
predicted=24.949622, expected=28.000000
predicted=27.609602, expected=28.000000
predicted=30.937507, expected=36.000000
predicted=28.589472, expected=20.000000
predicted=25.502627, expected=28.000000
predicted=28.939893, expected=12.000000
predicted=23.292665, expected=28.000000
predicted=24.698789, expected=24.000000
predicted=25.871115, expected=40.000000
predicted=27.127707, expected=24.000000
predicted=27.173628, expected=28.000000
predicted=24.536047, expected=4.000000
predicted=21.561919, expected=16.000000
predicted=19.653681, expected=20.000000
predicted=22.718076, expected=12.000000
Test MSE: 259.114
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582])]
predicted=55.927246, expected=68.000000
predicted=56.811712, expected=36.000000
predicted=46.631075, expected=20.000000
predicted=31.871209, expected=60.000000
predicted=54.708983, expected=56.000000
predicted=48.756004, expected=88.000000
predicted=78.688558, expected=196.000000
predicted=131.336588, expected=128.000000
predicted=106.120892, expected=64.000000
predicted=86.498219, expected=124.000000
predicted=97.555931, expected=68.000000
predicted=73.423250, expected=52.000000
predicted=100.218896, expected=104.000000
predicted=101.081826, expected=168.000000
predicted=120.959886, expected=168.000000
predicted=155.275721, expected=52.000000
predicted=83.545429, expected=72.000000
predicted=72.042650, expected=64.000000
predicted=68.195056, expected=72.000000
predicted=94.878301, expected=80.000000
predicted=103.332007, expected=136.000000
predicted=102.075356, expected=156.000000
predicted=126.586857, expected=96.000000
predicted=100.477330, expected=84.000000
predicted=89.750935, expected=120.000000
predicted=100.073874, expected=112.000000
predicted=115.063484, expected=184.000000
predicted=165.832217, expected=192.000000
predicted=160.527908, expected=212.000000
predicted=176.464376, expected=60.000000
predicted=106.299975, expected=72.000000
predicted=91.315118, expected=104.000000
predicted=112.106078, expected=72.000000
predicted=104.772271, expected=64.000000
predicted=111.942595, expected=156.000000
predicted=112.422207, expected=128.000000
predicted=110.011397, expected=84.000000
predicted=104.677952, expected=64.000000
predicted=74.354242, expected=116.000000
predicted=89.244169, expected=84.000000
predicted=104.125466, expected=148.000000
predicted=135.632389, expected=212.000000
predicted=161.301263, expected=188.000000
predicted=156.080682, expected=76.000000
predicted=114.998635, expected=44.000000
predicted=68.113217, expected=104.000000
predicted=100.471635, expected=92.000000
predicted=118.562968, expected=116.000000
predicted=136.025279, expected=108.000000
predicted=100.762654, expected=80.000000
predicted=75.801071, expected=100.000000
predicted=99.995170, expected=76.000000
predicted=81.502211, expected=108.000000
predicted=106.378489, expected=72.000000
predicted=86.080432, expected=108.000000
predicted=96.874991, expected=136.000000
predicted=118.157037, expected=96.000000
predicted=96.224271, expected=60.000000
predicted=85.503563, expected=56.000000
predicted=62.088471, expected=144.000000
predicted=115.241580, expected=108.000000
predicted=115.307265, expected=84.000000
predicted=98.767567, expected=108.000000
predicted=93.298283, expected=72.000000
predicted=69.263806, expected=56.000000
predicted=86.562581, expected=72.000000
predicted=79.443928, expected=80.000000
predicted=76.382449, expected=72.000000
predicted=83.488765, expected=104.000000
predicted=91.054514, expected=156.000000
predicted=116.600720, expected=112.000000
predicted=106.601558, expected=72.000000
predicted=88.243756, expected=96.000000
predicted=87.131071, expected=112.000000
predicted=101.399247, expected=104.000000
predicted=119.113559, expected=124.000000
predicted=119.752059, expected=164.000000
predicted=130.027434, expected=100.000000
predicted=108.254522, expected=132.000000
predicted=128.109249, expected=112.000000
predicted=109.229133, expected=120.000000
predicted=120.279924, expected=96.000000
predicted=119.489058, expected=168.000000
predicted=137.386649, expected=172.000000
predicted=154.702827, expected=104.000000
predicted=120.990842, expected=132.000000
predicted=131.508564, expected=92.000000
predicted=94.505363, expected=92.000000
predicted=115.137541, expected=80.000000
predicted=107.427314, expected=152.000000
predicted=125.031076, expected=96.000000
predicted=111.064527, expected=72.000000
predicted=89.019567, expected=96.000000
predicted=92.164782, expected=100.000000
predicted=88.246622, expected=164.000000
predicted=149.928372, expected=128.000000
predicted=122.453180, expected=176.000000
predicted=144.200568, expected=120.000000
predicted=120.710828, expected=132.000000
predicted=125.496808, expected=36.000000
predicted=87.653380, expected=72.000000
predicted=85.756105, expected=96.000000
predicted=107.970160, expected=16.000000
predicted=56.028525, expected=108.000000
predicted=106.711743, expected=64.000000
predicted=54.521709, expected=116.000000
predicted=98.858039, expected=44.000000
predicted=70.009412, expected=68.000000
predicted=54.172762, expected=48.000000
predicted=65.453961, expected=48.000000
predicted=51.988295, expected=52.000000
predicted=69.422484, expected=80.000000
predicted=63.660780, expected=96.000000
predicted=83.784959, expected=56.000000
predicted=61.573070, expected=56.000000
predicted=58.145292, expected=92.000000
predicted=72.683159, expected=56.000000
predicted=65.376956, expected=52.000000
predicted=69.412146, expected=88.000000
predicted=72.251212, expected=64.000000
predicted=62.046488, expected=24.000000
predicted=53.753411, expected=52.000000
predicted=50.734134, expected=80.000000
predicted=62.053345, expected=44.000000
predicted=61.057310, expected=72.000000
predicted=69.723103, expected=64.000000
predicted=51.445454, expected=76.000000
predicted=67.506690, expected=40.000000
predicted=57.834733, expected=24.000000
predicted=34.957410, expected=56.000000
predicted=54.319579, expected=32.000000
predicted=40.914864, expected=56.000000
predicted=59.951275, expected=88.000000
predicted=67.186947, expected=108.000000
predicted=78.902061, expected=36.000000
predicted=56.075503, expected=44.000000
predicted=45.970763, expected=44.000000
predicted=43.728274, expected=40.000000
predicted=51.679573, expected=52.000000
predicted=66.463107, expected=44.000000
predicted=42.109248, expected=68.000000
predicted=57.840817, expected=28.000000
predicted=38.205105, expected=24.000000
predicted=32.599273, expected=48.000000
predicted=43.869560, expected=16.000000
predicted=26.146488, expected=48.000000
predicted=51.067782, expected=44.000000
predicted=37.355998, expected=72.000000
predicted=53.922570, expected=24.000000
predicted=38.783641, expected=56.000000
predicted=43.089274, expected=68.000000
predicted=56.725956, expected=28.000000
predicted=38.594582, expected=52.000000
predicted=57.872660, expected=56.000000
predicted=42.916317, expected=144.000000
predicted=102.627148, expected=44.000000
predicted=64.680484, expected=52.000000
predicted=54.825024, expected=68.000000
predicted=58.471379, expected=32.000000
predicted=40.457374, expected=48.000000
predicted=75.845662, expected=56.000000
predicted=48.821433, expected=24.000000
predicted=36.521119, expected=56.000000
predicted=56.663006, expected=52.000000
predicted=43.575514, expected=56.000000
predicted=53.597940, expected=40.000000
predicted=48.251379, expected=60.000000
predicted=47.159434, expected=64.000000
predicted=59.014701, expected=68.000000
predicted=62.864341, expected=20.000000
predicted=39.667621, expected=40.000000
predicted=39.721840, expected=56.000000
predicted=50.511531, expected=20.000000
predicted=36.985766, expected=12.000000
predicted=33.219490, expected=44.000000
predicted=30.536073, expected=72.000000
predicted=53.791667, expected=32.000000
predicted=45.555724, expected=28.000000
predicted=31.790777, expected=24.000000
predicted=20.559443, expected=20.000000
predicted=25.782292, expected=60.000000
predicted=55.927108, expected=60.000000
predicted=49.031510, expected=40.000000
predicted=42.098513, expected=44.000000
predicted=40.505831, expected=84.000000
predicted=57.263194, expected=40.000000
predicted=50.395064, expected=16.000000
predicted=37.905147, expected=52.000000
predicted=42.939642, expected=60.000000
predicted=48.465980, expected=56.000000
predicted=64.954657, expected=100.000000
predicted=77.207987, expected=72.000000
predicted=58.445769, expected=128.000000
predicted=100.323635, expected=56.000000
predicted=67.097898, expected=124.000000
predicted=98.658321, expected=84.000000
predicted=90.283960, expected=96.000000
predicted=90.029461, expected=92.000000
predicted=103.097906, expected=40.000000
predicted=53.375634, expected=88.000000
predicted=92.945704, expected=92.000000
predicted=83.063820, expected=48.000000
predicted=69.790129, expected=132.000000
predicted=110.143419, expected=136.000000
predicted=100.583376, expected=148.000000
predicted=131.326477, expected=496.000000
predicted=322.340720, expected=244.000000
predicted=215.837589, expected=540.000000
predicted=401.496567, expected=356.000000
predicted=322.440574, expected=284.000000
predicted=280.346749, expected=244.000000
predicted=325.234074, expected=320.000000
predicted=273.968414, expected=432.000000
predicted=429.732358, expected=512.000000
predicted=451.761891, expected=532.000000
predicted=466.314107, expected=192.000000
predicted=281.551786, expected=48.000000
predicted=167.012766, expected=96.000000
predicted=173.312575, expected=148.000000
predicted=230.541544, expected=308.000000
predicted=345.643266, expected=276.000000
predicted=254.929893, expected=76.000000
predicted=111.272562, expected=68.000000
predicted=85.542492, expected=64.000000
predicted=83.551197, expected=60.000000
predicted=130.640575, expected=60.000000
predicted=119.600845, expected=72.000000
predicted=70.772117, expected=48.000000
predicted=57.294033, expected=112.000000
predicted=88.561157, expected=60.000000
predicted=65.852960, expected=32.000000
predicted=49.147696, expected=36.000000
predicted=44.829547, expected=48.000000
predicted=44.993103, expected=64.000000
predicted=73.693461, expected=52.000000
predicted=55.846907, expected=80.000000
predicted=62.661028, expected=64.000000
predicted=57.567395, expected=44.000000
predicted=50.339717, expected=76.000000
predicted=67.244925, expected=72.000000
predicted=65.244123, expected=40.000000
predicted=57.923341, expected=56.000000
predicted=56.552054, expected=80.000000
predicted=64.105154, expected=64.000000
predicted=69.557297, expected=32.000000
predicted=50.169117, expected=64.000000
predicted=52.607129, expected=56.000000
predicted=55.069660, expected=28.000000
predicted=48.658361, expected=52.000000
predicted=51.867351, expected=60.000000
predicted=48.916109, expected=32.000000
predicted=46.174979, expected=24.000000
predicted=35.690324, expected=28.000000
predicted=26.822339, expected=64.000000
predicted=53.660196, expected=36.000000
predicted=45.961266, expected=84.000000
predicted=63.200423, expected=32.000000
predicted=36.198314, expected=68.000000
predicted=54.259825, expected=44.000000
predicted=50.637378, expected=68.000000
predicted=57.000526, expected=36.000000
predicted=53.156466, expected=16.000000
predicted=26.295223, expected=32.000000
predicted=38.881621, expected=64.000000
predicted=51.285954, expected=64.000000
predicted=63.887638, expected=44.000000
predicted=46.249537, expected=52.000000
predicted=41.575277, expected=68.000000
predicted=54.275292, expected=36.000000
predicted=48.999675, expected=48.000000
predicted=52.077897, expected=68.000000
predicted=56.241301, expected=72.000000
predicted=65.139891, expected=48.000000
predicted=58.170039, expected=40.000000
predicted=41.637446, expected=56.000000
predicted=50.604665, expected=12.000000
predicted=34.448962, expected=36.000000
predicted=43.914209, expected=64.000000
predicted=51.988425, expected=48.000000
predicted=48.017161, expected=16.000000
predicted=34.275957, expected=52.000000
predicted=35.483984, expected=52.000000
predicted=44.951162, expected=24.000000
predicted=41.024972, expected=36.000000
predicted=38.348100, expected=84.000000
predicted=55.113296, expected=40.000000
predicted=49.289921, expected=40.000000
predicted=46.715443, expected=40.000000
predicted=34.403729, expected=52.000000
predicted=45.373413, expected=24.000000
predicted=44.930794, expected=44.000000
predicted=40.859341, expected=56.000000
predicted=47.583312, expected=36.000000
predicted=40.657464, expected=32.000000
predicted=39.473674, expected=32.000000
predicted=29.425593, expected=36.000000
predicted=37.270457, expected=28.000000
predicted=36.852789, expected=56.000000
predicted=45.763919, expected=64.000000
predicted=52.062429, expected=16.000000
predicted=29.543039, expected=20.000000
predicted=26.227201, expected=44.000000
predicted=33.643264, expected=32.000000
predicted=39.581829, expected=44.000000
predicted=48.398906, expected=76.000000
predicted=52.645148, expected=52.000000
predicted=46.308944, expected=24.000000
predicted=36.691195, expected=24.000000
predicted=26.944231, expected=28.000000
predicted=30.834053, expected=36.000000
predicted=45.187283, expected=24.000000
predicted=33.487381, expected=80.000000
predicted=55.032468, expected=60.000000
predicted=50.600017, expected=56.000000
predicted=51.516866, expected=8.000000
predicted=24.216913, expected=36.000000
predicted=29.798515, expected=40.000000
predicted=47.491550, expected=28.000000
predicted=39.407071, expected=56.000000
predicted=51.462936, expected=56.000000
predicted=41.029711, expected=48.000000
predicted=46.860505, expected=16.000000
predicted=28.864500, expected=16.000000
predicted=20.649047, expected=28.000000
predicted=32.543878, expected=16.000000
predicted=28.455553, expected=56.000000
predicted=47.228276, expected=36.000000
predicted=31.775127, expected=72.000000
predicted=51.955638, expected=56.000000
predicted=48.904210, expected=64.000000
predicted=51.063628, expected=36.000000
predicted=45.841184, expected=64.000000
predicted=52.711240, expected=40.000000
predicted=51.061798, expected=48.000000
predicted=50.581804, expected=92.000000
predicted=75.119174, expected=24.000000
predicted=37.866895, expected=16.000000
predicted=35.226002, expected=60.000000
predicted=44.931587, expected=52.000000
predicted=49.829702, expected=8.000000
predicted=40.727533, expected=32.000000
predicted=27.389902, expected=64.000000
predicted=42.407316, expected=60.000000
predicted=59.574882, expected=52.000000
predicted=54.499215, expected=68.000000
predicted=48.902059, expected=20.000000
predicted=31.108428, expected=88.000000
predicted=71.630968, expected=104.000000
predicted=84.156142, expected=80.000000
predicted=77.651227, expected=16.000000
predicted=43.923046, expected=32.000000
predicted=28.535295, expected=40.000000
predicted=49.191640, expected=48.000000
predicted=61.703563, expected=44.000000
predicted=54.326201, expected=64.000000
predicted=47.491111, expected=104.000000
predicted=75.677173, expected=68.000000
predicted=65.358673, expected=48.000000
predicted=54.647969, expected=52.000000
predicted=49.314174, expected=60.000000
predicted=58.848349, expected=44.000000
predicted=63.010852, expected=104.000000
predicted=84.034609, expected=52.000000
predicted=56.974863, expected=28.000000
predicted=43.264258, expected=56.000000
predicted=51.969701, expected=96.000000
predicted=72.088907, expected=92.000000
predicted=94.486967, expected=112.000000
predicted=93.080733, expected=116.000000
predicted=90.074027, expected=104.000000
predicted=93.406411, expected=76.000000
predicted=87.527152, expected=144.000000
predicted=118.423594, expected=60.000000
predicted=85.633258, expected=28.000000
predicted=64.310475, expected=44.000000
predicted=57.313203, expected=76.000000
predicted=68.163567, expected=48.000000
predicted=78.104691, expected=24.000000
predicted=40.618257, expected=32.000000
predicted=30.115999, expected=48.000000
predicted=42.775658, expected=28.000000
predicted=43.997869, expected=36.000000
predicted=39.230803, expected=64.000000
predicted=46.928971, expected=60.000000
predicted=51.613136, expected=32.000000
predicted=42.445691, expected=36.000000
predicted=34.573225, expected=60.000000
predicted=48.032019, expected=76.000000
predicted=68.370258, expected=68.000000
predicted=66.955841, expected=112.000000
predicted=82.883511, expected=76.000000
predicted=69.200898, expected=28.000000
predicted=48.686782, expected=80.000000
predicted=71.224929, expected=36.000000
predicted=48.744203, expected=44.000000
predicted=64.651750, expected=32.000000
predicted=44.883280, expected=64.000000
predicted=48.843117, expected=64.000000
predicted=66.292663, expected=32.000000
predicted=39.736869, expected=60.000000
predicted=52.265689, expected=40.000000
predicted=39.180654, expected=48.000000
Test MSE: 2075.468
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543])]
predicted=25.079895, expected=48.000000
predicted=34.928519, expected=40.000000
predicted=38.794494, expected=28.000000
predicted=31.211418, expected=24.000000
predicted=25.338900, expected=8.000000
predicted=20.253182, expected=24.000000
predicted=26.230082, expected=8.000000
predicted=18.976934, expected=28.000000
predicted=21.740981, expected=48.000000
predicted=32.131357, expected=36.000000
predicted=31.357606, expected=8.000000
predicted=17.685765, expected=44.000000
predicted=30.469576, expected=12.000000
predicted=27.705030, expected=16.000000
predicted=22.089487, expected=108.000000
predicted=57.959825, expected=136.000000
predicted=90.142864, expected=32.000000
predicted=50.836624, expected=44.000000
predicted=42.006166, expected=16.000000
predicted=44.911346, expected=8.000000
predicted=44.815757, expected=4.000000
predicted=28.424102, expected=32.000000
predicted=26.645623, expected=40.000000
predicted=32.135992, expected=40.000000
predicted=29.623576, expected=16.000000
predicted=19.542409, expected=28.000000
predicted=24.599536, expected=40.000000
predicted=36.015980, expected=36.000000
predicted=36.184508, expected=72.000000
predicted=49.180292, expected=72.000000
predicted=55.283618, expected=80.000000
predicted=63.184096, expected=32.000000
predicted=46.537964, expected=12.000000
predicted=33.656881, expected=44.000000
predicted=48.024904, expected=24.000000
predicted=42.108372, expected=16.000000
predicted=28.454897, expected=36.000000
predicted=28.521747, expected=44.000000
predicted=36.229914, expected=8.000000
predicted=22.920245, expected=16.000000
predicted=17.954730, expected=20.000000
predicted=22.215520, expected=24.000000
predicted=26.247329, expected=36.000000
predicted=28.960294, expected=16.000000
predicted=19.141703, expected=32.000000
predicted=24.994077, expected=12.000000
predicted=20.107489, expected=28.000000
predicted=25.065074, expected=32.000000
predicted=28.779980, expected=36.000000
predicted=30.277987, expected=24.000000
predicted=26.045597, expected=44.000000
predicted=32.961761, expected=16.000000
predicted=26.562281, expected=8.000000
predicted=18.860017, expected=48.000000
predicted=34.379377, expected=40.000000
predicted=37.152412, expected=24.000000
predicted=28.179673, expected=36.000000
predicted=28.318156, expected=40.000000
predicted=35.675972, expected=32.000000
predicted=36.271060, expected=52.000000
predicted=41.448628, expected=16.000000
predicted=28.599779, expected=12.000000
predicted=22.717476, expected=36.000000
predicted=31.951342, expected=32.000000
predicted=33.660549, expected=36.000000
predicted=32.976086, expected=36.000000
predicted=29.876980, expected=24.000000
predicted=27.307548, expected=20.000000
predicted=26.221322, expected=72.000000
predicted=48.125650, expected=40.000000
predicted=42.747937, expected=84.000000
predicted=56.659946, expected=24.000000
predicted=38.408171, expected=40.000000
predicted=40.620729, expected=40.000000
predicted=46.695787, expected=12.000000
predicted=33.136372, expected=32.000000
predicted=34.732421, expected=44.000000
predicted=37.112799, expected=44.000000
predicted=40.440482, expected=20.000000
predicted=27.623129, expected=56.000000
predicted=38.930477, expected=32.000000
predicted=38.507431, expected=24.000000
predicted=32.028949, expected=28.000000
predicted=30.260094, expected=56.000000
predicted=43.208778, expected=40.000000
predicted=42.464977, expected=36.000000
predicted=34.849690, expected=24.000000
predicted=29.597000, expected=16.000000
predicted=27.081652, expected=12.000000
predicted=24.592757, expected=16.000000
predicted=21.763725, expected=28.000000
predicted=24.866338, expected=64.000000
predicted=40.076754, expected=20.000000
predicted=26.494389, expected=20.000000
predicted=20.641055, expected=12.000000
predicted=20.022136, expected=36.000000
predicted=32.748790, expected=32.000000
predicted=33.807544, expected=32.000000
predicted=27.501788, expected=56.000000
predicted=38.387996, expected=36.000000
predicted=36.062697, expected=8.000000
predicted=23.761856, expected=4.000000
predicted=17.164179, expected=24.000000
predicted=26.117299, expected=44.000000
predicted=36.943229, expected=40.000000
predicted=32.638543, expected=16.000000
predicted=19.134596, expected=4.000000
predicted=13.062628, expected=12.000000
predicted=18.807253, expected=8.000000
predicted=18.490553, expected=32.000000
predicted=23.854902, expected=28.000000
predicted=21.849494, expected=16.000000
predicted=15.956632, expected=40.000000
predicted=26.373835, expected=4.000000
predicted=17.077742, expected=8.000000
predicted=15.113878, expected=16.000000
predicted=17.335484, expected=44.000000
predicted=30.532283, expected=20.000000
predicted=23.812549, expected=64.000000
predicted=35.875821, expected=44.000000
predicted=37.909206, expected=8.000000
predicted=23.548820, expected=24.000000
predicted=26.840346, expected=8.000000
predicted=22.779709, expected=40.000000
predicted=35.483916, expected=68.000000
predicted=46.068351, expected=24.000000
predicted=29.243566, expected=64.000000
predicted=41.732448, expected=16.000000
predicted=30.733413, expected=4.000000
predicted=24.202248, expected=8.000000
predicted=21.693636, expected=36.000000
predicted=30.871351, expected=20.000000
predicted=27.272126, expected=28.000000
predicted=20.453212, expected=20.000000
predicted=18.390035, expected=12.000000
predicted=17.387798, expected=16.000000
predicted=19.584574, expected=8.000000
predicted=14.901793, expected=20.000000
predicted=18.310474, expected=28.000000
predicted=21.615803, expected=56.000000
predicted=34.652017, expected=36.000000
predicted=31.533601, expected=12.000000
predicted=19.484866, expected=8.000000
predicted=17.214914, expected=56.000000
predicted=40.525586, expected=24.000000
predicted=34.810036, expected=36.000000
predicted=29.407785, expected=32.000000
predicted=27.627896, expected=32.000000
predicted=31.604988, expected=20.000000
predicted=29.464178, expected=28.000000
predicted=27.515853, expected=12.000000
predicted=22.783641, expected=8.000000
predicted=17.083501, expected=52.000000
predicted=33.605469, expected=24.000000
predicted=27.691812, expected=52.000000
predicted=34.995270, expected=32.000000
predicted=30.295481, expected=4.000000
predicted=19.603500, expected=40.000000
predicted=33.279275, expected=12.000000
predicted=25.605815, expected=56.000000
predicted=40.108405, expected=24.000000
predicted=28.684689, expected=32.000000
predicted=27.373540, expected=4.000000
predicted=19.485231, expected=8.000000
predicted=16.703138, expected=16.000000
predicted=21.986181, expected=12.000000
predicted=16.806501, expected=64.000000
predicted=35.719083, expected=12.000000
predicted=20.361683, expected=8.000000
predicted=12.104095, expected=32.000000
predicted=23.254491, expected=8.000000
predicted=21.867484, expected=12.000000
predicted=19.263197, expected=20.000000
predicted=15.709826, expected=40.000000
predicted=27.564098, expected=36.000000
predicted=29.997670, expected=20.000000
predicted=20.813810, expected=24.000000
predicted=22.292271, expected=28.000000
predicted=28.093264, expected=108.000000
predicted=64.327587, expected=316.000000
predicted=175.799269, expected=52.000000
predicted=90.564679, expected=32.000000
predicted=51.555194, expected=52.000000
predicted=72.419488, expected=20.000000
predicted=91.711255, expected=28.000000
predicted=81.415976, expected=12.000000
predicted=25.782751, expected=36.000000
predicted=32.709343, expected=76.000000
predicted=51.314563, expected=20.000000
predicted=30.512179, expected=28.000000
predicted=27.908339, expected=36.000000
predicted=32.713146, expected=32.000000
predicted=39.018151, expected=76.000000
predicted=55.292604, expected=48.000000
predicted=43.767439, expected=92.000000
predicted=63.562025, expected=96.000000
predicted=73.359472, expected=124.000000
predicted=94.193502, expected=136.000000
predicted=108.196149, expected=92.000000
predicted=95.937947, expected=160.000000
predicted=127.397409, expected=196.000000
predicted=157.255446, expected=100.000000
predicted=127.908470, expected=108.000000
predicted=117.483728, expected=68.000000
predicted=100.830583, expected=104.000000
predicted=120.208267, expected=128.000000
predicted=123.060748, expected=92.000000
predicted=101.031434, expected=4.000000
predicted=54.055308, expected=24.000000
predicted=49.696712, expected=16.000000
predicted=48.716190, expected=36.000000
predicted=49.892757, expected=20.000000
predicted=27.779183, expected=12.000000
predicted=16.129474, expected=12.000000
predicted=15.817653, expected=16.000000
predicted=18.521539, expected=16.000000
predicted=18.273873, expected=4.000000
predicted=10.070527, expected=4.000000
predicted=7.592582, expected=8.000000
predicted=9.236290, expected=4.000000
predicted=7.769731, expected=28.000000
predicted=16.440402, expected=4.000000
predicted=7.877305, expected=8.000000
predicted=8.045644, expected=4.000000
predicted=6.365317, expected=16.000000
predicted=13.525810, expected=8.000000
predicted=10.430768, expected=8.000000
predicted=7.838434, expected=52.000000
predicted=27.789535, expected=8.000000
predicted=15.633789, expected=12.000000
predicted=13.676555, expected=8.000000
predicted=11.093123, expected=8.000000
predicted=15.311501, expected=8.000000
predicted=12.926974, expected=12.000000
predicted=10.412479, expected=16.000000
predicted=12.637016, expected=16.000000
predicted=13.101738, expected=16.000000
predicted=13.605923, expected=12.000000
predicted=12.660480, expected=12.000000
predicted=13.112709, expected=4.000000
predicted=9.637704, expected=28.000000
predicted=19.055944, expected=20.000000
predicted=17.958512, expected=24.000000
predicted=19.291552, expected=20.000000
predicted=17.639870, expected=4.000000
predicted=12.567087, expected=8.000000
predicted=13.156061, expected=40.000000
predicted=26.744228, expected=4.000000
predicted=14.544498, expected=12.000000
predicted=12.036819, expected=20.000000
predicted=15.105980, expected=24.000000
predicted=22.216277, expected=16.000000
predicted=17.962433, expected=16.000000
predicted=14.825550, expected=16.000000
predicted=16.643416, expected=12.000000
predicted=15.880115, expected=4.000000
predicted=10.800108, expected=4.000000
predicted=8.413123, expected=12.000000
predicted=11.245387, expected=12.000000
predicted=11.382254, expected=12.000000
predicted=10.231698, expected=48.000000
predicted=26.122841, expected=8.000000
predicted=14.869409, expected=8.000000
predicted=12.078506, expected=12.000000
predicted=13.129911, expected=8.000000
predicted=15.388614, expected=12.000000
predicted=14.430086, expected=4.000000
predicted=6.997431, expected=8.000000
predicted=8.259087, expected=12.000000
predicted=10.146824, expected=4.000000
predicted=7.179050, expected=20.000000
predicted=12.838920, expected=40.000000
predicted=23.791152, expected=4.000000
predicted=12.357132, expected=12.000000
predicted=11.914613, expected=12.000000
predicted=13.386651, expected=20.000000
predicted=20.459868, expected=16.000000
predicted=16.794266, expected=28.000000
predicted=19.497323, expected=24.000000
predicted=20.597783, expected=20.000000
predicted=20.070092, expected=12.000000
predicted=16.487127, expected=8.000000
predicted=14.397516, expected=28.000000
predicted=22.695745, expected=16.000000
predicted=18.546592, expected=20.000000
predicted=17.981967, expected=4.000000
predicted=10.163888, expected=12.000000
predicted=13.636803, expected=4.000000
predicted=10.648771, expected=8.000000
predicted=10.174898, expected=12.000000
predicted=10.391393, expected=12.000000
predicted=10.348087, expected=24.000000
predicted=15.880917, expected=12.000000
predicted=12.314619, expected=12.000000
predicted=12.378118, expected=12.000000
predicted=12.659234, expected=8.000000
predicted=12.074537, expected=12.000000
predicted=12.664828, expected=12.000000
predicted=11.686953, expected=28.000000
predicted=18.957117, expected=12.000000
predicted=13.812481, expected=16.000000
predicted=14.462067, expected=24.000000
predicted=18.918360, expected=4.000000
predicted=13.056875, expected=20.000000
predicted=17.164603, expected=24.000000
predicted=19.366113, expected=24.000000
predicted=21.700680, expected=8.000000
predicted=13.380402, expected=12.000000
predicted=13.285162, expected=4.000000
predicted=11.557591, expected=32.000000
predicted=22.734003, expected=32.000000
predicted=24.196169, expected=8.000000
predicted=13.774488, expected=16.000000
predicted=14.443336, expected=8.000000
predicted=13.968529, expected=12.000000
predicted=16.802674, expected=28.000000
predicted=20.677083, expected=16.000000
predicted=16.215343, expected=20.000000
predicted=17.122021, expected=4.000000
predicted=10.360956, expected=24.000000
predicted=19.487025, expected=16.000000
predicted=17.921456, expected=36.000000
predicted=25.478377, expected=16.000000
predicted=18.074796, expected=12.000000
predicted=15.539782, expected=8.000000
predicted=13.804074, expected=8.000000
predicted=14.067713, expected=12.000000
predicted=14.358576, expected=20.000000
predicted=15.498847, expected=40.000000
predicted=24.934528, expected=20.000000
predicted=19.388457, expected=4.000000
predicted=11.572362, expected=4.000000
predicted=10.583068, expected=4.000000
predicted=12.417155, expected=8.000000
predicted=12.310963, expected=8.000000
predicted=8.143786, expected=20.000000
predicted=12.046145, expected=8.000000
predicted=8.735470, expected=8.000000
predicted=8.345108, expected=12.000000
predicted=10.447747, expected=20.000000
predicted=15.898351, expected=20.000000
predicted=16.827771, expected=16.000000
predicted=14.477761, expected=12.000000
predicted=13.158263, expected=24.000000
predicted=19.387330, expected=24.000000
predicted=21.626039, expected=12.000000
predicted=16.185466, expected=20.000000
predicted=17.537163, expected=16.000000
predicted=17.619722, expected=24.000000
predicted=21.793012, expected=12.000000
predicted=15.898607, expected=20.000000
predicted=17.909106, expected=12.000000
predicted=15.433595, expected=20.000000
predicted=18.481219, expected=4.000000
predicted=11.416097, expected=12.000000
predicted=12.555533, expected=4.000000
predicted=9.181954, expected=12.000000
predicted=11.535149, expected=8.000000
predicted=9.239561, expected=20.000000
predicted=13.583132, expected=24.000000
predicted=17.061522, expected=32.000000
predicted=22.256168, expected=32.000000
predicted=24.735660, expected=20.000000
predicted=21.578557, expected=24.000000
predicted=23.946645, expected=16.000000
predicted=21.867737, expected=8.000000
predicted=17.483096, expected=24.000000
predicted=21.215131, expected=20.000000
predicted=20.196926, expected=36.000000
predicted=26.574902, expected=20.000000
predicted=20.363346, expected=20.000000
predicted=20.382001, expected=4.000000
predicted=14.172730, expected=8.000000
predicted=14.640386, expected=8.000000
Test MSE: 624.779
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586])]
predicted=34.797506, expected=36.000000
predicted=27.418173, expected=28.000000
predicted=36.463624, expected=20.000000
predicted=36.797554, expected=20.000000
predicted=21.287646, expected=72.000000
predicted=52.603689, expected=56.000000
predicted=40.500816, expected=28.000000
predicted=31.098861, expected=8.000000
predicted=22.548003, expected=32.000000
predicted=27.640075, expected=36.000000
predicted=46.505627, expected=80.000000
predicted=64.273510, expected=76.000000
predicted=50.763718, expected=36.000000
predicted=26.184480, expected=32.000000
predicted=41.176117, expected=28.000000
predicted=33.070687, expected=24.000000
predicted=46.725300, expected=60.000000
predicted=65.235111, expected=48.000000
predicted=38.302285, expected=36.000000
predicted=35.695913, expected=40.000000
predicted=38.979767, expected=28.000000
predicted=26.003735, expected=252.000000
predicted=153.609264, expected=20.000000
predicted=25.015655, expected=20.000000
predicted=53.487641, expected=56.000000
predicted=68.217403, expected=124.000000
predicted=53.409797, expected=32.000000
predicted=126.389235, expected=36.000000
predicted=43.268467, expected=12.000000
predicted=29.435500, expected=20.000000
predicted=33.086532, expected=28.000000
predicted=66.743942, expected=52.000000
predicted=37.072086, expected=52.000000
predicted=40.694001, expected=28.000000
predicted=23.341284, expected=16.000000
predicted=25.222586, expected=24.000000
predicted=28.899092, expected=4.000000
predicted=24.518336, expected=16.000000
predicted=31.440538, expected=36.000000
predicted=29.734219, expected=108.000000
predicted=54.956950, expected=48.000000
predicted=31.902591, expected=28.000000
predicted=27.476165, expected=36.000000
predicted=39.553733, expected=40.000000
predicted=34.848921, expected=12.000000
predicted=52.501029, expected=32.000000
predicted=41.225169, expected=36.000000
predicted=30.974370, expected=32.000000
predicted=30.231442, expected=32.000000
predicted=36.834629, expected=32.000000
predicted=24.485106, expected=36.000000
predicted=33.653661, expected=32.000000
predicted=33.457002, expected=56.000000
predicted=43.465592, expected=16.000000
predicted=24.071141, expected=12.000000
predicted=26.097637, expected=24.000000
predicted=32.645408, expected=12.000000
predicted=17.600293, expected=16.000000
predicted=32.717115, expected=52.000000
predicted=33.336444, expected=28.000000
predicted=16.995315, expected=44.000000
predicted=35.551910, expected=20.000000
predicted=21.053303, expected=8.000000
predicted=14.846850, expected=32.000000
predicted=41.898691, expected=40.000000
predicted=29.184427, expected=40.000000
predicted=37.520279, expected=48.000000
predicted=36.214492, expected=40.000000
predicted=27.117812, expected=32.000000
predicted=34.045561, expected=20.000000
predicted=32.421994, expected=20.000000
predicted=30.634089, expected=32.000000
predicted=37.401821, expected=32.000000
predicted=32.354634, expected=76.000000
predicted=51.168692, expected=32.000000
predicted=25.655433, expected=40.000000
predicted=35.526496, expected=32.000000
predicted=37.643330, expected=16.000000
predicted=23.330269, expected=24.000000
predicted=48.092238, expected=16.000000
predicted=22.984970, expected=48.000000
predicted=40.297191, expected=16.000000
predicted=22.060704, expected=20.000000
predicted=20.830318, expected=24.000000
predicted=26.957695, expected=32.000000
predicted=21.707548, expected=32.000000
predicted=36.811399, expected=56.000000
predicted=36.025045, expected=40.000000
predicted=30.148539, expected=16.000000
predicted=23.741557, expected=16.000000
predicted=29.575621, expected=24.000000
predicted=27.288663, expected=24.000000
predicted=34.202853, expected=16.000000
predicted=26.150235, expected=28.000000
predicted=23.379623, expected=36.000000
predicted=25.207410, expected=12.000000
predicted=17.348546, expected=36.000000
predicted=32.252825, expected=8.000000
predicted=13.105487, expected=32.000000
predicted=29.007210, expected=24.000000
predicted=29.027274, expected=64.000000
predicted=35.297401, expected=56.000000
predicted=43.561402, expected=24.000000
predicted=19.976527, expected=12.000000
predicted=30.571940, expected=20.000000
predicted=25.046801, expected=24.000000
predicted=37.472025, expected=24.000000
predicted=34.862602, expected=28.000000
predicted=25.890998, expected=16.000000
predicted=15.567310, expected=48.000000
predicted=34.075587, expected=16.000000
predicted=19.054746, expected=44.000000
predicted=34.606737, expected=12.000000
predicted=22.265953, expected=28.000000
predicted=22.813134, expected=64.000000
predicted=53.373960, expected=48.000000
predicted=27.834625, expected=20.000000
predicted=34.549674, expected=24.000000
predicted=27.110932, expected=48.000000
predicted=37.404154, expected=24.000000
predicted=37.316471, expected=16.000000
predicted=32.732850, expected=28.000000
predicted=27.854040, expected=84.000000
predicted=48.974314, expected=32.000000
predicted=33.923862, expected=32.000000
predicted=34.572823, expected=40.000000
predicted=36.727008, expected=28.000000
predicted=25.697226, expected=28.000000
predicted=52.057054, expected=112.000000
predicted=68.930795, expected=108.000000
predicted=61.423596, expected=44.000000
predicted=45.233996, expected=104.000000
predicted=81.976008, expected=52.000000
predicted=43.627126, expected=24.000000
predicted=65.739126, expected=52.000000
predicted=83.400129, expected=76.000000
predicted=53.808794, expected=112.000000
predicted=95.526871, expected=56.000000
predicted=55.228581, expected=28.000000
predicted=39.661293, expected=44.000000
predicted=56.945675, expected=40.000000
predicted=51.858406, expected=32.000000
predicted=63.356815, expected=60.000000
predicted=56.947613, expected=68.000000
predicted=45.957127, expected=28.000000
predicted=36.132289, expected=32.000000
predicted=43.144582, expected=24.000000
predicted=31.415543, expected=12.000000
predicted=32.353780, expected=20.000000
predicted=41.217856, expected=84.000000
predicted=51.273849, expected=92.000000
predicted=53.365813, expected=76.000000
predicted=51.239225, expected=40.000000
predicted=39.441674, expected=16.000000
predicted=29.492316, expected=40.000000
predicted=61.215346, expected=40.000000
predicted=56.681341, expected=68.000000
predicted=64.305880, expected=52.000000
predicted=45.371637, expected=52.000000
predicted=38.336754, expected=32.000000
predicted=40.776468, expected=40.000000
predicted=41.950576, expected=40.000000
predicted=51.484160, expected=40.000000
predicted=43.285029, expected=76.000000
predicted=61.747763, expected=148.000000
predicted=84.956389, expected=76.000000
predicted=55.203301, expected=40.000000
predicted=54.525592, expected=44.000000
predicted=57.996799, expected=24.000000
predicted=46.388235, expected=72.000000
predicted=98.330689, expected=48.000000
predicted=55.466839, expected=56.000000
predicted=48.256089, expected=32.000000
predicted=42.897164, expected=12.000000
predicted=22.509418, expected=16.000000
predicted=43.944392, expected=8.000000
predicted=24.915924, expected=12.000000
predicted=29.235586, expected=72.000000
predicted=47.728263, expected=60.000000
predicted=30.683214, expected=32.000000
predicted=27.139297, expected=24.000000
predicted=27.519540, expected=20.000000
predicted=20.609177, expected=20.000000
predicted=41.027394, expected=32.000000
predicted=41.535421, expected=52.000000
predicted=38.882056, expected=60.000000
predicted=39.909602, expected=28.000000
predicted=26.683652, expected=20.000000
predicted=27.289330, expected=24.000000
predicted=31.074720, expected=16.000000
predicted=30.050554, expected=4.000000
predicted=28.857811, expected=48.000000
predicted=37.021846, expected=40.000000
predicted=25.567719, expected=80.000000
predicted=49.678656, expected=92.000000
predicted=55.475544, expected=32.000000
predicted=23.341864, expected=40.000000
predicted=53.978094, expected=8.000000
predicted=28.807618, expected=60.000000
predicted=63.647688, expected=104.000000
predicted=86.683051, expected=40.000000
predicted=32.322288, expected=20.000000
predicted=41.136566, expected=28.000000
predicted=29.606779, expected=16.000000
predicted=33.204463, expected=12.000000
predicted=50.042413, expected=48.000000
predicted=41.826092, expected=36.000000
predicted=24.495825, expected=20.000000
predicted=24.641795, expected=8.000000
predicted=18.111700, expected=16.000000
predicted=16.418834, expected=12.000000
predicted=25.758227, expected=20.000000
predicted=24.899402, expected=36.000000
predicted=26.525682, expected=60.000000
predicted=32.275826, expected=28.000000
predicted=22.219933, expected=20.000000
predicted=22.572436, expected=32.000000
predicted=30.540226, expected=20.000000
predicted=25.284833, expected=20.000000
predicted=36.919199, expected=48.000000
predicted=37.599359, expected=40.000000
predicted=27.514915, expected=40.000000
predicted=36.130918, expected=64.000000
predicted=44.918031, expected=40.000000
predicted=30.655352, expected=32.000000
predicted=42.123081, expected=12.000000
predicted=30.189922, expected=40.000000
predicted=39.642392, expected=48.000000
predicted=49.416560, expected=28.000000
predicted=31.129695, expected=16.000000
predicted=28.160267, expected=12.000000
predicted=16.700893, expected=24.000000
predicted=29.697326, expected=16.000000
predicted=27.441398, expected=52.000000
predicted=37.885790, expected=76.000000
predicted=43.315216, expected=40.000000
predicted=26.247881, expected=24.000000
predicted=32.352444, expected=44.000000
predicted=36.902569, expected=36.000000
predicted=39.726591, expected=24.000000
predicted=45.691068, expected=64.000000
predicted=52.670810, expected=72.000000
predicted=45.060402, expected=48.000000
predicted=44.700261, expected=28.000000
predicted=39.327499, expected=4.000000
predicted=21.094679, expected=36.000000
predicted=48.067565, expected=40.000000
predicted=47.461656, expected=64.000000
predicted=50.302465, expected=20.000000
predicted=25.598698, expected=32.000000
predicted=25.632956, expected=4.000000
predicted=22.835625, expected=28.000000
predicted=32.093791, expected=92.000000
predicted=70.428094, expected=80.000000
predicted=42.879031, expected=104.000000
predicted=70.235690, expected=44.000000
predicted=34.994488, expected=36.000000
predicted=42.677585, expected=24.000000
predicted=59.957301, expected=24.000000
predicted=47.149042, expected=52.000000
predicted=69.676942, expected=64.000000
predicted=49.062096, expected=20.000000
predicted=27.951245, expected=24.000000
predicted=31.458576, expected=48.000000
predicted=38.435784, expected=24.000000
predicted=32.285144, expected=20.000000
predicted=40.675878, expected=40.000000
predicted=32.796896, expected=84.000000
predicted=50.193284, expected=28.000000
predicted=33.792177, expected=4.000000
predicted=22.693148, expected=32.000000
predicted=33.964564, expected=24.000000
predicted=26.287665, expected=28.000000
predicted=48.145551, expected=68.000000
predicted=47.616800, expected=28.000000
predicted=15.885520, expected=12.000000
predicted=26.522587, expected=20.000000
predicted=28.006994, expected=16.000000
predicted=19.793757, expected=20.000000
predicted=38.173269, expected=36.000000
predicted=30.509927, expected=60.000000
predicted=34.303032, expected=48.000000
predicted=32.969815, expected=48.000000
predicted=36.193778, expected=20.000000
predicted=25.523051, expected=36.000000
predicted=38.642495, expected=4.000000
predicted=29.902294, expected=24.000000
predicted=34.516104, expected=36.000000
predicted=38.613107, expected=20.000000
predicted=17.316788, expected=24.000000
predicted=30.918960, expected=44.000000
predicted=26.329967, expected=16.000000
predicted=18.445212, expected=20.000000
predicted=29.561509, expected=12.000000
predicted=18.376889, expected=44.000000
predicted=31.928754, expected=56.000000
predicted=44.576021, expected=4.000000
predicted=10.826260, expected=24.000000
predicted=29.411150, expected=20.000000
predicted=18.191478, expected=20.000000
predicted=27.030570, expected=16.000000
predicted=33.383481, expected=32.000000
predicted=19.313228, expected=64.000000
predicted=41.178974, expected=36.000000
predicted=26.204066, expected=16.000000
predicted=23.504309, expected=24.000000
predicted=26.745481, expected=20.000000
predicted=24.551231, expected=20.000000
predicted=36.901678, expected=40.000000
predicted=36.269918, expected=52.000000
predicted=32.300419, expected=16.000000
predicted=20.284891, expected=56.000000
predicted=42.649311, expected=28.000000
predicted=24.564063, expected=16.000000
predicted=28.085497, expected=44.000000
predicted=49.035729, expected=48.000000
predicted=29.661572, expected=48.000000
predicted=47.900737, expected=20.000000
predicted=27.620236, expected=24.000000
predicted=25.669309, expected=32.000000
predicted=37.175150, expected=28.000000
predicted=33.834362, expected=28.000000
predicted=36.146077, expected=52.000000
predicted=36.606201, expected=20.000000
predicted=21.463744, expected=8.000000
predicted=23.249071, expected=8.000000
predicted=21.447616, expected=8.000000
predicted=15.892453, expected=28.000000
predicted=34.354757, expected=28.000000
predicted=21.090656, expected=60.000000
predicted=33.428771, expected=20.000000
predicted=15.481028, expected=16.000000
predicted=18.274764, expected=8.000000
predicted=21.949596, expected=8.000000
predicted=16.520892, expected=12.000000
predicted=30.959143, expected=48.000000
predicted=30.953489, expected=4.000000
predicted=7.886478, expected=20.000000
predicted=18.374488, expected=12.000000
predicted=13.169497, expected=8.000000
predicted=8.992349, expected=28.000000
predicted=34.979101, expected=16.000000
predicted=9.306551, expected=24.000000
predicted=21.786767, expected=64.000000
predicted=37.860614, expected=28.000000
predicted=16.780130, expected=16.000000
predicted=26.199896, expected=16.000000
predicted=22.235463, expected=20.000000
predicted=20.990181, expected=20.000000
predicted=36.346570, expected=44.000000
predicted=33.982858, expected=20.000000
predicted=17.465843, expected=12.000000
predicted=17.252834, expected=12.000000
predicted=19.237729, expected=16.000000
predicted=16.989092, expected=4.000000
predicted=20.556800, expected=12.000000
predicted=15.922284, expected=36.000000
predicted=22.691748, expected=56.000000
predicted=30.381647, expected=28.000000
predicted=21.796072, expected=8.000000
predicted=13.481618, expected=8.000000
predicted=16.097045, expected=16.000000
predicted=23.627572, expected=20.000000
predicted=31.660880, expected=28.000000
predicted=25.498540, expected=44.000000
predicted=25.949195, expected=20.000000
predicted=15.103841, expected=8.000000
predicted=16.231055, expected=16.000000
predicted=21.062303, expected=4.000000
predicted=13.961072, expected=16.000000
predicted=26.671634, expected=52.000000
predicted=33.286970, expected=36.000000
predicted=19.165990, expected=44.000000
predicted=32.269286, expected=20.000000
predicted=17.787698, expected=12.000000
predicted=18.031727, expected=12.000000
predicted=31.486318, expected=12.000000
predicted=21.471957, expected=28.000000
predicted=31.923292, expected=28.000000
predicted=21.892960, expected=8.000000
predicted=11.082901, expected=12.000000
predicted=15.547083, expected=20.000000
predicted=16.545074, expected=8.000000
predicted=15.241743, expected=28.000000
predicted=26.914486, expected=44.000000
predicted=24.995944, expected=48.000000
predicted=28.370288, expected=48.000000
predicted=35.534348, expected=36.000000
predicted=26.726565, expected=12.000000
predicted=23.960652, expected=20.000000
predicted=33.756879, expected=12.000000
predicted=27.438115, expected=48.000000
predicted=43.271325, expected=32.000000
predicted=30.117168, expected=20.000000
predicted=18.377400, expected=20.000000
predicted=24.437182, expected=12.000000
predicted=13.589507, expected=4.000000
predicted=23.678973, expected=16.000000
predicted=22.761210, expected=48.000000
predicted=30.732497, expected=40.000000
predicted=26.211335, expected=28.000000
predicted=22.615576, expected=16.000000
predicted=16.556123, expected=64.000000
predicted=41.317610, expected=8.000000
predicted=23.521981, expected=-8.000000
predicted=19.425933, expected=52.000000
predicted=42.848623, expected=28.000000
predicted=15.102842, expected=20.000000
predicted=38.027043, expected=4.000000
predicted=12.823851, expected=8.000000
predicted=4.050354, expected=16.000000
predicted=29.388393, expected=12.000000
predicted=16.618304, expected=16.000000
predicted=17.204179, expected=36.000000
predicted=20.340910, expected=12.000000
predicted=9.645768, expected=8.000000
predicted=14.708062, expected=20.000000
predicted=18.311989, expected=8.000000
predicted=10.278884, expected=40.000000
predicted=35.075131, expected=20.000000
predicted=14.965274, expected=16.000000
predicted=14.304987, expected=12.000000
predicted=18.862132, expected=8.000000
predicted=9.133528, expected=12.000000
predicted=23.404440, expected=20.000000
predicted=18.312189, expected=20.000000
predicted=16.493983, expected=48.000000
predicted=29.306790, expected=12.000000
predicted=10.533686, expected=8.000000
predicted=14.642536, expected=8.000000
predicted=17.031411, expected=20.000000
Test MSE: 572.624
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097])]
predicted=10.736070, expected=4.000000
predicted=8.515118, expected=8.000000
predicted=6.523998, expected=4.000000
predicted=6.566469, expected=4.000000
predicted=7.182151, expected=20.000000
predicted=7.832612, expected=20.000000
predicted=10.697168, expected=8.000000
predicted=11.100145, expected=12.000000
predicted=10.488963, expected=8.000000
predicted=10.518754, expected=16.000000
predicted=15.024018, expected=24.000000
predicted=15.615664, expected=16.000000
predicted=14.337945, expected=8.000000
predicted=13.503985, expected=4.000000
predicted=10.950966, expected=4.000000
predicted=11.376255, expected=8.000000
predicted=11.394599, expected=4.000000
predicted=7.726477, expected=4.000000
predicted=5.531293, expected=4.000000
predicted=4.229600, expected=8.000000
predicted=5.567946, expected=12.000000
predicted=7.268006, expected=8.000000
predicted=6.824439, expected=4.000000
predicted=6.284365, expected=12.000000
predicted=7.773836, expected=12.000000
predicted=9.445765, expected=8.000000
predicted=9.870444, expected=4.000000
predicted=7.387775, expected=4.000000
predicted=6.573037, expected=4.000000
predicted=7.212840, expected=8.000000
predicted=7.225460, expected=4.000000
predicted=5.376834, expected=4.000000
predicted=4.701695, expected=20.000000
predicted=8.006493, expected=8.000000
predicted=7.915055, expected=4.000000
predicted=8.341596, expected=8.000000
predicted=6.732401, expected=4.000000
predicted=7.477988, expected=12.000000
predicted=10.544555, expected=16.000000
predicted=9.039602, expected=16.000000
predicted=10.694273, expected=4.000000
predicted=9.257558, expected=4.000000
predicted=8.297401, expected=4.000000
predicted=8.439283, expected=8.000000
predicted=9.443684, expected=8.000000
predicted=7.999582, expected=4.000000
predicted=5.271035, expected=16.000000
predicted=7.811301, expected=8.000000
predicted=7.582806, expected=8.000000
predicted=9.191719, expected=4.000000
predicted=6.896700, expected=8.000000
predicted=7.920554, expected=12.000000
predicted=9.864465, expected=4.000000
predicted=7.351144, expected=24.000000
predicted=11.218928, expected=8.000000
predicted=9.055794, expected=8.000000
predicted=11.336635, expected=12.000000
predicted=10.105491, expected=8.000000
predicted=10.479251, expected=4.000000
predicted=11.111332, expected=8.000000
predicted=7.658797, expected=8.000000
predicted=7.924222, expected=4.000000
predicted=7.615899, expected=16.000000
predicted=8.599561, expected=12.000000
predicted=8.534608, expected=4.000000
predicted=8.862761, expected=16.000000
predicted=9.851270, expected=4.000000
predicted=8.253950, expected=16.000000
predicted=12.804977, expected=24.000000
predicted=12.767215, expected=4.000000
predicted=11.233029, expected=16.000000
predicted=13.702485, expected=12.000000
predicted=10.803534, expected=20.000000
predicted=17.013976, expected=16.000000
predicted=15.423900, expected=12.000000
predicted=13.176125, expected=8.000000
predicted=13.151208, expected=12.000000
predicted=13.059421, expected=4.000000
predicted=11.770595, expected=8.000000
predicted=10.469545, expected=8.000000
predicted=8.299945, expected=4.000000
predicted=7.521123, expected=4.000000
predicted=6.593452, expected=8.000000
predicted=5.820714, expected=8.000000
predicted=6.996850, expected=16.000000
predicted=8.905233, expected=16.000000
predicted=9.544866, expected=4.000000
predicted=8.932773, expected=12.000000
predicted=10.286277, expected=16.000000
predicted=11.533497, expected=16.000000
predicted=14.552847, expected=4.000000
predicted=10.940594, expected=12.000000
predicted=10.208142, expected=4.000000
predicted=9.606162, expected=32.000000
predicted=16.294781, expected=16.000000
predicted=13.901517, expected=4.000000
predicted=12.326586, expected=4.000000
predicted=9.723097, expected=20.000000
predicted=13.355335, expected=24.000000
predicted=18.585202, expected=36.000000
predicted=19.452662, expected=20.000000
predicted=16.729413, expected=4.000000
predicted=15.891302, expected=8.000000
predicted=16.908139, expected=4.000000
predicted=15.737565, expected=4.000000
predicted=14.399010, expected=4.000000
predicted=7.569533, expected=4.000000
predicted=4.673620, expected=4.000000
predicted=4.803161, expected=4.000000
predicted=3.970998, expected=24.000000
predicted=8.857007, expected=4.000000
predicted=6.862331, expected=20.000000
predicted=11.202148, expected=12.000000
predicted=9.536801, expected=12.000000
predicted=13.288747, expected=4.000000
predicted=11.768934, expected=12.000000
predicted=10.468082, expected=20.000000
predicted=14.256261, expected=4.000000
predicted=10.776180, expected=8.000000
predicted=9.828726, expected=4.000000
predicted=7.022272, expected=4.000000
predicted=9.080071, expected=8.000000
predicted=8.484390, expected=8.000000
predicted=6.231210, expected=8.000000
predicted=7.034367, expected=12.000000
predicted=7.434119, expected=8.000000
predicted=7.771602, expected=4.000000
predicted=7.704137, expected=12.000000
predicted=8.604520, expected=24.000000
predicted=12.465649, expected=32.000000
predicted=17.555424, expected=8.000000
predicted=13.728333, expected=8.000000
predicted=12.916476, expected=12.000000
predicted=14.251262, expected=8.000000
predicted=16.102392, expected=4.000000
predicted=12.554771, expected=4.000000
predicted=6.673175, expected=4.000000
predicted=6.416267, expected=4.000000
predicted=6.249350, expected=12.000000
predicted=6.777645, expected=8.000000
predicted=6.147781, expected=4.000000
predicted=5.901720, expected=4.000000
predicted=5.182404, expected=8.000000
predicted=6.625413, expected=20.000000
predicted=10.862966, expected=4.000000
predicted=7.756529, expected=4.000000
predicted=6.940576, expected=24.000000
predicted=10.757606, expected=4.000000
predicted=10.407752, expected=12.000000
predicted=12.607142, expected=8.000000
predicted=7.484204, expected=8.000000
predicted=10.426508, expected=8.000000
predicted=10.719263, expected=4.000000
predicted=6.930069, expected=12.000000
predicted=9.167901, expected=8.000000
predicted=7.875637, expected=20.000000
predicted=11.353972, expected=16.000000
predicted=11.292890, expected=36.000000
predicted=18.153338, expected=4.000000
predicted=14.328569, expected=4.000000
predicted=13.798313, expected=8.000000
predicted=12.492296, expected=12.000000
predicted=14.472629, expected=4.000000
predicted=12.196141, expected=16.000000
predicted=8.555136, expected=12.000000
predicted=9.005257, expected=16.000000
predicted=12.272041, expected=8.000000
predicted=10.609771, expected=4.000000
predicted=9.154066, expected=8.000000
predicted=10.238802, expected=4.000000
predicted=8.459428, expected=4.000000
predicted=7.685774, expected=12.000000
predicted=7.046662, expected=12.000000
predicted=7.835973, expected=12.000000
predicted=9.309987, expected=4.000000
predicted=7.095042, expected=16.000000
predicted=10.186229, expected=4.000000
predicted=9.322667, expected=4.000000
predicted=8.884053, expected=4.000000
predicted=6.457197, expected=12.000000
predicted=7.907663, expected=4.000000
predicted=7.607174, expected=16.000000
predicted=8.242713, expected=16.000000
predicted=9.391155, expected=16.000000
predicted=12.072026, expected=4.000000
predicted=10.330924, expected=4.000000
predicted=8.765268, expected=8.000000
predicted=10.233956, expected=24.000000
predicted=13.943251, expected=4.000000
predicted=10.113975, expected=4.000000
predicted=7.551574, expected=8.000000
predicted=7.225834, expected=12.000000
predicted=10.580106, expected=8.000000
predicted=10.839776, expected=4.000000
predicted=6.212131, expected=4.000000
predicted=5.947556, expected=12.000000
predicted=8.379321, expected=16.000000
predicted=10.366355, expected=20.000000
predicted=11.822806, expected=4.000000
predicted=8.941996, expected=12.000000
predicted=10.854052, expected=12.000000
predicted=12.055481, expected=20.000000
predicted=15.390213, expected=16.000000
predicted=14.456557, expected=16.000000
predicted=13.265803, expected=28.000000
predicted=17.903891, expected=12.000000
predicted=16.700686, expected=4.000000
predicted=15.206756, expected=4.000000
predicted=11.645697, expected=4.000000
predicted=10.920295, expected=4.000000
predicted=9.960058, expected=12.000000
predicted=7.581335, expected=4.000000
predicted=5.170589, expected=8.000000
predicted=6.271332, expected=12.000000
predicted=7.265892, expected=8.000000
predicted=8.114890, expected=4.000000
predicted=7.766828, expected=8.000000
predicted=6.942642, expected=12.000000
predicted=9.000742, expected=32.000000
predicted=15.172850, expected=4.000000
predicted=10.549614, expected=8.000000
predicted=10.800197, expected=20.000000
predicted=13.057318, expected=4.000000
predicted=13.134928, expected=4.000000
predicted=12.493835, expected=4.000000
predicted=5.979905, expected=8.000000
predicted=8.331426, expected=8.000000
predicted=8.632989, expected=8.000000
predicted=6.238693, expected=8.000000
predicted=6.582257, expected=12.000000
predicted=8.239915, expected=8.000000
predicted=8.577362, expected=4.000000
predicted=7.647325, expected=8.000000
predicted=7.750004, expected=4.000000
predicted=6.954410, expected=8.000000
predicted=7.825981, expected=12.000000
predicted=7.690117, expected=28.000000
predicted=12.571209, expected=24.000000
predicted=15.102853, expected=4.000000
predicted=12.128583, expected=4.000000
predicted=11.350072, expected=12.000000
predicted=13.210612, expected=20.000000
predicted=17.146814, expected=8.000000
predicted=12.338554, expected=8.000000
predicted=8.908279, expected=4.000000
predicted=7.943641, expected=8.000000
predicted=10.164214, expected=4.000000
predicted=8.566424, expected=12.000000
predicted=8.104045, expected=12.000000
predicted=8.286868, expected=4.000000
predicted=7.041201, expected=4.000000
predicted=6.758319, expected=8.000000
predicted=7.045273, expected=8.000000
predicted=8.389614, expected=4.000000
predicted=6.694220, expected=8.000000
predicted=6.029040, expected=12.000000
predicted=7.620774, expected=28.000000
predicted=13.412025, expected=4.000000
predicted=9.723942, expected=24.000000
predicted=14.350312, expected=12.000000
predicted=13.205382, expected=4.000000
predicted=13.801973, expected=20.000000
predicted=15.663880, expected=8.000000
predicted=11.331044, expected=4.000000
predicted=12.311548, expected=4.000000
predicted=7.535064, expected=4.000000
predicted=6.967738, expected=8.000000
predicted=8.627036, expected=32.000000
predicted=12.473208, expected=80.000000
predicted=30.514952, expected=16.000000
predicted=22.277260, expected=16.000000
predicted=23.830346, expected=4.000000
predicted=18.992061, expected=16.000000
predicted=28.666125, expected=20.000000
predicted=28.747262, expected=12.000000
predicted=14.446508, expected=12.000000
predicted=12.904843, expected=8.000000
predicted=10.717213, expected=12.000000
predicted=13.538848, expected=4.000000
predicted=10.653925, expected=12.000000
predicted=10.547877, expected=20.000000
predicted=12.460134, expected=16.000000
predicted=12.839403, expected=20.000000
predicted=14.654322, expected=8.000000
predicted=11.728996, expected=4.000000
predicted=11.979151, expected=12.000000
predicted=13.154460, expected=4.000000
predicted=10.352192, expected=4.000000
predicted=8.770694, expected=4.000000
predicted=5.364982, expected=12.000000
predicted=7.603214, expected=16.000000
predicted=10.018255, expected=8.000000
predicted=7.943531, expected=8.000000
predicted=8.051736, expected=16.000000
predicted=10.880489, expected=4.000000
predicted=10.041167, expected=8.000000
predicted=10.067684, expected=16.000000
predicted=10.348519, expected=8.000000
predicted=10.113136, expected=8.000000
predicted=9.977754, expected=16.000000
predicted=10.179153, expected=4.000000
predicted=9.287222, expected=12.000000
predicted=11.246057, expected=12.000000
predicted=9.735533, expected=4.000000
predicted=9.016097, expected=4.000000
predicted=8.044896, expected=12.000000
predicted=8.214838, expected=8.000000
predicted=9.045509, expected=12.000000
predicted=9.494022, expected=4.000000
predicted=6.314305, expected=4.000000
predicted=6.803169, expected=8.000000
predicted=7.921918, expected=8.000000
predicted=7.747941, expected=8.000000
predicted=7.759629, expected=12.000000
predicted=7.712263, expected=12.000000
predicted=8.930488, expected=4.000000
predicted=7.995531, expected=12.000000
predicted=9.485287, expected=4.000000
predicted=7.803199, expected=8.000000
predicted=9.126713, expected=4.000000
predicted=6.682830, expected=8.000000
predicted=7.020446, expected=4.000000
predicted=6.368552, expected=8.000000
predicted=6.355780, expected=4.000000
predicted=5.616246, expected=4.000000
predicted=5.222779, expected=4.000000
predicted=5.056910, expected=4.000000
predicted=4.636715, expected=4.000000
predicted=4.734720, expected=4.000000
Test MSE: 65.639
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997])]
predicted=30.884483, expected=16.000000
predicted=21.371598, expected=12.000000
predicted=19.701242, expected=24.000000
predicted=26.036724, expected=28.000000
predicted=27.340579, expected=24.000000
predicted=21.934453, expected=52.000000
predicted=32.026390, expected=16.000000
predicted=20.393435, expected=4.000000
predicted=18.520297, expected=32.000000
predicted=27.527723, expected=20.000000
predicted=22.098692, expected=24.000000
predicted=31.319092, expected=28.000000
predicted=22.264535, expected=16.000000
predicted=15.298531, expected=8.000000
predicted=19.859108, expected=24.000000
predicted=20.685859, expected=16.000000
predicted=19.052426, expected=16.000000
predicted=19.944561, expected=12.000000
predicted=14.653250, expected=36.000000
predicted=21.034800, expected=40.000000
predicted=29.145361, expected=36.000000
predicted=27.622126, expected=28.000000
predicted=26.091933, expected=12.000000
predicted=19.004766, expected=32.000000
predicted=31.602261, expected=20.000000
predicted=27.943342, expected=32.000000
predicted=30.486623, expected=28.000000
predicted=27.165296, expected=20.000000
predicted=20.084802, expected=8.000000
predicted=20.801988, expected=16.000000
predicted=18.441827, expected=32.000000
predicted=27.097860, expected=16.000000
predicted=20.907794, expected=40.000000
predicted=27.457004, expected=48.000000
predicted=29.142480, expected=12.000000
predicted=20.781450, expected=8.000000
predicted=22.381260, expected=12.000000
predicted=16.672521, expected=28.000000
predicted=28.123210, expected=8.000000
predicted=22.893366, expected=48.000000
predicted=26.537467, expected=36.000000
predicted=24.097721, expected=16.000000
predicted=19.838386, expected=20.000000
predicted=25.104433, expected=32.000000
predicted=22.787832, expected=24.000000
predicted=31.899809, expected=20.000000
predicted=26.400086, expected=36.000000
predicted=26.061519, expected=24.000000
predicted=23.893785, expected=12.000000
predicted=22.896351, expected=36.000000
predicted=28.069991, expected=20.000000
predicted=21.745881, expected=16.000000
predicted=24.744341, expected=24.000000
predicted=23.156978, expected=40.000000
predicted=25.722297, expected=56.000000
predicted=40.708548, expected=32.000000
predicted=30.106739, expected=28.000000
predicted=28.147392, expected=32.000000
predicted=31.257421, expected=28.000000
predicted=33.723674, expected=16.000000
predicted=32.799811, expected=16.000000
predicted=23.850621, expected=28.000000
predicted=25.856752, expected=36.000000
predicted=30.249746, expected=8.000000
predicted=19.786854, expected=12.000000
predicted=16.612244, expected=28.000000
predicted=21.363375, expected=24.000000
predicted=23.763670, expected=56.000000
predicted=38.708252, expected=28.000000
predicted=23.351742, expected=28.000000
predicted=25.605944, expected=28.000000
predicted=29.868739, expected=16.000000
predicted=23.590662, expected=28.000000
predicted=35.535892, expected=20.000000
predicted=23.790147, expected=36.000000
predicted=29.436910, expected=32.000000
predicted=28.931479, expected=20.000000
predicted=21.944884, expected=16.000000
predicted=23.288577, expected=24.000000
predicted=22.772480, expected=16.000000
predicted=23.986980, expected=28.000000
predicted=26.462208, expected=16.000000
predicted=18.950245, expected=24.000000
predicted=20.611443, expected=28.000000
predicted=24.614505, expected=48.000000
predicted=30.659663, expected=16.000000
predicted=24.585723, expected=28.000000
predicted=24.961234, expected=24.000000
predicted=25.538736, expected=48.000000
predicted=35.243267, expected=20.000000
predicted=32.234350, expected=12.000000
predicted=19.213011, expected=20.000000
predicted=23.986555, expected=12.000000
predicted=18.770647, expected=20.000000
predicted=27.220664, expected=20.000000
predicted=18.818836, expected=72.000000
predicted=36.577493, expected=4.000000
predicted=18.929237, expected=8.000000
predicted=16.613167, expected=16.000000
predicted=19.770378, expected=24.000000
predicted=21.133293, expected=16.000000
predicted=32.896906, expected=24.000000
predicted=15.696453, expected=28.000000
predicted=19.436670, expected=24.000000
predicted=21.323670, expected=32.000000
predicted=27.027121, expected=24.000000
predicted=22.672075, expected=20.000000
predicted=23.503538, expected=24.000000
predicted=25.481997, expected=32.000000
predicted=26.990185, expected=44.000000
predicted=34.420987, expected=20.000000
predicted=25.086385, expected=8.000000
predicted=19.029194, expected=12.000000
predicted=19.555346, expected=28.000000
predicted=25.886863, expected=32.000000
predicted=30.876160, expected=48.000000
predicted=31.219230, expected=36.000000
predicted=26.433977, expected=12.000000
predicted=20.118551, expected=12.000000
predicted=23.038657, expected=16.000000
predicted=23.288758, expected=20.000000
predicted=27.648749, expected=32.000000
predicted=28.062974, expected=24.000000
predicted=19.481461, expected=40.000000
predicted=26.398612, expected=32.000000
predicted=26.537057, expected=24.000000
predicted=25.487204, expected=44.000000
predicted=36.009012, expected=20.000000
predicted=25.874204, expected=28.000000
predicted=32.392639, expected=48.000000
predicted=36.990693, expected=40.000000
predicted=33.420949, expected=32.000000
predicted=37.191475, expected=32.000000
predicted=30.156156, expected=16.000000
predicted=26.216732, expected=24.000000
predicted=32.837252, expected=28.000000
predicted=30.675564, expected=24.000000
predicted=26.668334, expected=32.000000
predicted=29.476899, expected=16.000000
predicted=19.633153, expected=16.000000
predicted=21.225063, expected=32.000000
predicted=27.286710, expected=40.000000
predicted=29.814020, expected=28.000000
predicted=29.298842, expected=24.000000
predicted=23.701667, expected=24.000000
predicted=23.562743, expected=32.000000
predicted=30.600707, expected=28.000000
predicted=31.411136, expected=20.000000
predicted=24.912472, expected=8.000000
predicted=18.625060, expected=28.000000
predicted=24.312439, expected=40.000000
predicted=31.197188, expected=32.000000
predicted=28.718791, expected=36.000000
predicted=29.105209, expected=16.000000
predicted=19.449418, expected=12.000000
predicted=22.592258, expected=16.000000
predicted=25.344250, expected=24.000000
predicted=24.572632, expected=52.000000
predicted=36.158145, expected=8.000000
predicted=16.982810, expected=40.000000
predicted=26.986641, expected=40.000000
predicted=29.630647, expected=8.000000
predicted=21.557351, expected=16.000000
predicted=30.044008, expected=48.000000
predicted=27.646989, expected=24.000000
predicted=30.051241, expected=24.000000
predicted=30.000058, expected=12.000000
predicted=16.017184, expected=20.000000
predicted=20.188428, expected=20.000000
predicted=28.344471, expected=32.000000
predicted=25.299791, expected=28.000000
predicted=24.926803, expected=28.000000
predicted=22.467076, expected=20.000000
predicted=22.472432, expected=20.000000
predicted=22.038362, expected=32.000000
predicted=29.199795, expected=16.000000
predicted=22.535365, expected=32.000000
predicted=27.749443, expected=28.000000
predicted=24.623749, expected=24.000000
predicted=23.778588, expected=32.000000
predicted=30.035438, expected=32.000000
predicted=26.007411, expected=20.000000
predicted=26.773305, expected=4.000000
predicted=18.840370, expected=12.000000
predicted=18.289069, expected=36.000000
predicted=27.948150, expected=24.000000
predicted=24.654413, expected=20.000000
predicted=20.516443, expected=36.000000
predicted=22.234572, expected=24.000000
predicted=21.661878, expected=20.000000
predicted=27.137599, expected=40.000000
predicted=30.298344, expected=36.000000
predicted=28.946174, expected=36.000000
predicted=34.621771, expected=56.000000
predicted=39.278781, expected=28.000000
predicted=30.217565, expected=44.000000
predicted=41.551950, expected=40.000000
predicted=38.976475, expected=16.000000
predicted=30.326545, expected=16.000000
predicted=33.501849, expected=16.000000
predicted=22.911001, expected=24.000000
predicted=28.843727, expected=32.000000
predicted=30.084977, expected=20.000000
predicted=19.814172, expected=20.000000
predicted=20.088963, expected=12.000000
predicted=16.885909, expected=40.000000
predicted=28.558371, expected=12.000000
predicted=21.808771, expected=28.000000
predicted=23.641074, expected=32.000000
predicted=25.451487, expected=12.000000
predicted=17.059140, expected=28.000000
predicted=29.701747, expected=16.000000
predicted=17.340918, expected=16.000000
predicted=21.502524, expected=16.000000
predicted=21.516827, expected=16.000000
predicted=15.441193, expected=28.000000
predicted=24.083475, expected=24.000000
predicted=20.111106, expected=20.000000
predicted=19.484518, expected=28.000000
predicted=22.506049, expected=12.000000
predicted=17.343352, expected=12.000000
predicted=19.762442, expected=16.000000
predicted=18.708048, expected=4.000000
predicted=12.747684, expected=20.000000
predicted=19.441490, expected=28.000000
predicted=18.120572, expected=16.000000
predicted=15.502142, expected=24.000000
predicted=19.793917, expected=4.000000
predicted=9.750977, expected=16.000000
predicted=17.556076, expected=8.000000
predicted=16.015624, expected=40.000000
predicted=23.636737, expected=16.000000
predicted=19.323208, expected=40.000000
predicted=22.956862, expected=32.000000
predicted=25.568609, expected=16.000000
predicted=18.947590, expected=20.000000
predicted=28.136003, expected=16.000000
predicted=18.890101, expected=20.000000
predicted=26.112680, expected=24.000000
predicted=24.499107, expected=28.000000
predicted=21.846170, expected=16.000000
predicted=19.516540, expected=20.000000
predicted=19.472524, expected=4.000000
predicted=14.505115, expected=24.000000
predicted=21.246599, expected=20.000000
predicted=21.007235, expected=40.000000
predicted=25.382140, expected=12.000000
predicted=18.503742, expected=12.000000
predicted=13.572161, expected=12.000000
predicted=18.119423, expected=12.000000
predicted=16.028004, expected=20.000000
predicted=23.489838, expected=24.000000
predicted=17.190150, expected=20.000000
predicted=16.930360, expected=32.000000
predicted=21.892831, expected=20.000000
predicted=19.062997, expected=16.000000
predicted=19.963069, expected=4.000000
predicted=15.799314, expected=12.000000
predicted=15.715854, expected=16.000000
predicted=19.522547, expected=20.000000
predicted=17.437540, expected=40.000000
predicted=24.251044, expected=16.000000
predicted=14.932356, expected=28.000000
predicted=21.818837, expected=12.000000
predicted=17.686582, expected=8.000000
predicted=16.443498, expected=20.000000
predicted=24.424199, expected=16.000000
predicted=16.040263, expected=20.000000
predicted=20.738816, expected=16.000000
predicted=14.986077, expected=8.000000
predicted=11.241473, expected=24.000000
predicted=19.583603, expected=12.000000
predicted=14.805182, expected=8.000000
predicted=14.112354, expected=32.000000
predicted=20.676407, expected=20.000000
predicted=16.069815, expected=8.000000
predicted=16.753715, expected=8.000000
predicted=12.031694, expected=8.000000
predicted=10.211836, expected=4.000000
predicted=14.557015, expected=20.000000
predicted=15.619331, expected=24.000000
predicted=14.661999, expected=12.000000
predicted=12.006909, expected=8.000000
predicted=10.555642, expected=12.000000
predicted=10.399801, expected=16.000000
predicted=16.204608, expected=20.000000
predicted=18.724234, expected=16.000000
predicted=14.425879, expected=4.000000
predicted=9.303707, expected=16.000000
predicted=13.804456, expected=16.000000
predicted=15.026967, expected=12.000000
predicted=14.929509, expected=8.000000
predicted=11.937792, expected=8.000000
predicted=8.165032, expected=16.000000
predicted=14.093870, expected=32.000000
predicted=20.261814, expected=28.000000
predicted=19.770921, expected=8.000000
predicted=12.939799, expected=12.000000
predicted=13.559932, expected=28.000000
predicted=20.977136, expected=20.000000
predicted=23.323088, expected=28.000000
predicted=24.905123, expected=20.000000
predicted=17.213894, expected=16.000000
predicted=17.372786, expected=16.000000
predicted=21.136981, expected=20.000000
predicted=19.680544, expected=16.000000
predicted=20.307424, expected=8.000000
predicted=14.681734, expected=28.000000
predicted=19.850087, expected=32.000000
predicted=22.499095, expected=16.000000
predicted=19.469377, expected=4.000000
predicted=13.557084, expected=28.000000
predicted=18.590453, expected=4.000000
predicted=16.225517, expected=20.000000
predicted=21.511118, expected=12.000000
predicted=13.872962, expected=16.000000
predicted=12.165828, expected=12.000000
predicted=17.378744, expected=16.000000
predicted=11.862041, expected=24.000000
predicted=19.492890, expected=16.000000
predicted=15.294495, expected=24.000000
predicted=19.471943, expected=28.000000
predicted=20.526857, expected=36.000000
predicted=25.797428, expected=28.000000
predicted=26.621584, expected=20.000000
predicted=22.003760, expected=24.000000
predicted=25.100785, expected=20.000000
predicted=24.371969, expected=20.000000
predicted=25.761209, expected=36.000000
predicted=28.575981, expected=4.000000
predicted=16.044265, expected=24.000000
predicted=22.645717, expected=24.000000
predicted=21.383701, expected=20.000000
predicted=20.654362, expected=20.000000
predicted=24.604636, expected=24.000000
predicted=17.099345, expected=24.000000
predicted=23.328876, expected=28.000000
predicted=24.946449, expected=8.000000
predicted=17.142148, expected=16.000000
predicted=18.647373, expected=12.000000
predicted=17.500089, expected=24.000000
predicted=21.087510, expected=32.000000
predicted=25.402742, expected=28.000000
predicted=20.080147, expected=8.000000
predicted=16.225864, expected=24.000000
predicted=19.678605, expected=16.000000
predicted=20.272900, expected=4.000000
predicted=17.481595, expected=12.000000
predicted=17.054728, expected=24.000000
predicted=15.315030, expected=24.000000
predicted=20.909399, expected=8.000000
predicted=13.689768, expected=24.000000
predicted=15.563697, expected=20.000000
predicted=17.277687, expected=8.000000
predicted=16.645389, expected=32.000000
predicted=23.929659, expected=24.000000
predicted=18.021487, expected=12.000000
predicted=19.107884, expected=8.000000
predicted=15.374733, expected=4.000000
predicted=9.485890, expected=28.000000
predicted=23.408985, expected=20.000000
predicted=19.064001, expected=16.000000
predicted=15.054920, expected=16.000000
predicted=14.077103, expected=16.000000
predicted=13.354566, expected=8.000000
predicted=16.984638, expected=8.000000
predicted=13.490363, expected=20.000000
predicted=15.820688, expected=20.000000
predicted=16.463894, expected=28.000000
predicted=20.110053, expected=12.000000
predicted=13.513296, expected=12.000000
predicted=13.441313, expected=8.000000
predicted=14.589614, expected=20.000000
predicted=17.898340, expected=8.000000
predicted=15.810513, expected=16.000000
predicted=13.547674, expected=12.000000
predicted=12.310116, expected=24.000000
predicted=15.714342, expected=4.000000
predicted=12.791430, expected=12.000000
predicted=11.389909, expected=4.000000
predicted=10.366487, expected=12.000000
Test MSE: 120.931
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664])]
predicted=28.425319, expected=16.000000
predicted=17.163833, expected=12.000000
predicted=19.965034, expected=28.000000
predicted=28.045607, expected=4.000000
predicted=17.602761, expected=24.000000
predicted=22.306656, expected=56.000000
predicted=36.733772, expected=32.000000
predicted=24.638332, expected=12.000000
predicted=18.036744, expected=8.000000
predicted=17.926685, expected=8.000000
predicted=19.822897, expected=28.000000
predicted=28.223081, expected=16.000000
predicted=16.371955, expected=36.000000
predicted=23.698785, expected=32.000000
predicted=24.169115, expected=28.000000
predicted=23.758206, expected=16.000000
predicted=21.858935, expected=24.000000
predicted=25.349961, expected=12.000000
predicted=20.749857, expected=16.000000
predicted=19.900120, expected=20.000000
predicted=20.554941, expected=16.000000
predicted=16.335113, expected=28.000000
predicted=22.704022, expected=8.000000
predicted=12.276444, expected=28.000000
predicted=22.691165, expected=8.000000
predicted=14.222966, expected=24.000000
predicted=20.440792, expected=28.000000
predicted=24.224967, expected=16.000000
predicted=15.784977, expected=12.000000
predicted=16.450753, expected=24.000000
predicted=21.339292, expected=4.000000
predicted=12.532797, expected=20.000000
predicted=18.973587, expected=32.000000
predicted=24.011545, expected=32.000000
predicted=23.143740, expected=16.000000
predicted=17.543392, expected=8.000000
predicted=13.908011, expected=12.000000
predicted=18.536273, expected=8.000000
predicted=15.544391, expected=24.000000
predicted=20.433579, expected=8.000000
predicted=10.112904, expected=28.000000
predicted=19.112675, expected=56.000000
predicted=35.403123, expected=12.000000
predicted=14.472724, expected=28.000000
predicted=25.845997, expected=24.000000
predicted=26.356569, expected=24.000000
predicted=26.791658, expected=36.000000
predicted=33.552604, expected=8.000000
predicted=15.122046, expected=20.000000
predicted=22.561214, expected=8.000000
predicted=16.705216, expected=16.000000
predicted=18.211194, expected=20.000000
predicted=19.842427, expected=8.000000
predicted=10.174976, expected=40.000000
predicted=27.256054, expected=20.000000
predicted=17.705708, expected=36.000000
predicted=26.524241, expected=20.000000
predicted=21.929636, expected=24.000000
predicted=23.519261, expected=16.000000
predicted=23.256728, expected=28.000000
predicted=25.894646, expected=28.000000
predicted=26.770923, expected=12.000000
predicted=16.521210, expected=16.000000
predicted=19.283173, expected=24.000000
predicted=22.895373, expected=12.000000
predicted=16.758979, expected=20.000000
predicted=19.319315, expected=20.000000
predicted=18.386428, expected=12.000000
predicted=14.630483, expected=4.000000
predicted=11.205604, expected=8.000000
predicted=11.757631, expected=60.000000
predicted=37.179055, expected=8.000000
predicted=11.339292, expected=12.000000
predicted=12.713983, expected=28.000000
predicted=25.066230, expected=28.000000
predicted=25.162557, expected=32.000000
predicted=29.487293, expected=16.000000
predicted=17.266344, expected=28.000000
predicted=25.416055, expected=28.000000
predicted=27.819959, expected=20.000000
predicted=22.642195, expected=24.000000
predicted=24.669092, expected=16.000000
predicted=19.679600, expected=28.000000
predicted=26.025180, expected=12.000000
predicted=17.710220, expected=16.000000
predicted=17.942586, expected=16.000000
predicted=18.551424, expected=44.000000
predicted=30.583242, expected=40.000000
predicted=29.919462, expected=28.000000
predicted=23.647050, expected=8.000000
predicted=17.875062, expected=44.000000
predicted=37.188835, expected=8.000000
predicted=21.306924, expected=12.000000
predicted=18.818123, expected=44.000000
predicted=33.950569, expected=72.000000
predicted=45.405932, expected=32.000000
predicted=29.714934, expected=44.000000
predicted=35.986893, expected=8.000000
predicted=25.207800, expected=16.000000
predicted=30.459918, expected=32.000000
predicted=37.576158, expected=24.000000
predicted=24.943831, expected=16.000000
predicted=20.059037, expected=36.000000
predicted=27.414677, expected=20.000000
predicted=21.740285, expected=28.000000
predicted=26.310317, expected=40.000000
predicted=32.503581, expected=56.000000
predicted=40.179092, expected=44.000000
predicted=37.644822, expected=96.000000
predicted=64.231759, expected=40.000000
predicted=43.002829, expected=36.000000
predicted=43.613691, expected=16.000000
predicted=39.284314, expected=32.000000
predicted=42.252881, expected=24.000000
predicted=38.015275, expected=36.000000
predicted=32.777319, expected=32.000000
predicted=30.290632, expected=56.000000
predicted=40.381462, expected=8.000000
predicted=20.733786, expected=8.000000
predicted=19.724588, expected=28.000000
predicted=31.958218, expected=16.000000
predicted=21.837744, expected=52.000000
predicted=37.844384, expected=48.000000
predicted=32.679367, expected=32.000000
predicted=27.201565, expected=8.000000
predicted=21.454017, expected=24.000000
predicted=29.505065, expected=12.000000
predicted=25.371992, expected=24.000000
predicted=25.493388, expected=56.000000
predicted=38.223891, expected=68.000000
predicted=42.616940, expected=68.000000
predicted=47.574241, expected=20.000000
predicted=28.956729, expected=4.000000
predicted=26.596734, expected=36.000000
predicted=45.525985, expected=24.000000
predicted=34.552291, expected=12.000000
predicted=21.635206, expected=68.000000
predicted=43.896772, expected=44.000000
predicted=33.173705, expected=36.000000
predicted=32.976462, expected=40.000000
predicted=38.402358, expected=48.000000
predicted=43.360680, expected=16.000000
predicted=32.545768, expected=28.000000
predicted=33.688755, expected=20.000000
predicted=28.897510, expected=16.000000
predicted=24.060762, expected=20.000000
predicted=24.676995, expected=16.000000
predicted=18.015835, expected=28.000000
predicted=24.274398, expected=12.000000
predicted=15.549220, expected=24.000000
predicted=20.771813, expected=32.000000
predicted=26.215174, expected=24.000000
predicted=21.675179, expected=16.000000
predicted=19.576129, expected=36.000000
predicted=28.861242, expected=24.000000
predicted=24.844468, expected=20.000000
predicted=22.600471, expected=4.000000
predicted=14.728368, expected=32.000000
predicted=27.025527, expected=36.000000
predicted=30.221336, expected=36.000000
predicted=27.240452, expected=24.000000
predicted=23.248812, expected=16.000000
predicted=20.306356, expected=28.000000
predicted=29.957417, expected=44.000000
predicted=36.673116, expected=68.000000
predicted=47.170827, expected=32.000000
predicted=30.238596, expected=36.000000
predicted=34.736631, expected=32.000000
predicted=38.255045, expected=40.000000
predicted=42.119362, expected=48.000000
predicted=46.128122, expected=36.000000
predicted=35.400432, expected=40.000000
predicted=38.666409, expected=32.000000
predicted=35.772446, expected=44.000000
predicted=41.945471, expected=20.000000
predicted=30.555331, expected=60.000000
predicted=47.381923, expected=32.000000
predicted=35.405433, expected=40.000000
predicted=36.932419, expected=48.000000
predicted=44.671824, expected=48.000000
predicted=42.318771, expected=28.000000
predicted=36.889991, expected=20.000000
predicted=30.060259, expected=24.000000
predicted=32.789846, expected=20.000000
predicted=28.760298, expected=24.000000
predicted=27.225763, expected=48.000000
predicted=35.598745, expected=40.000000
predicted=31.493593, expected=32.000000
predicted=29.264894, expected=20.000000
predicted=26.083807, expected=16.000000
predicted=25.440157, expected=20.000000
predicted=28.113322, expected=20.000000
predicted=24.105871, expected=32.000000
predicted=26.997503, expected=56.000000
predicted=37.584604, expected=32.000000
predicted=27.226170, expected=36.000000
predicted=31.924123, expected=56.000000
predicted=45.630506, expected=36.000000
predicted=37.853282, expected=64.000000
predicted=53.311319, expected=56.000000
predicted=49.234714, expected=68.000000
predicted=56.304308, expected=84.000000
predicted=69.060680, expected=48.000000
predicted=51.779527, expected=48.000000
predicted=56.229478, expected=68.000000
predicted=66.680950, expected=52.000000
predicted=58.022544, expected=72.000000
predicted=66.428862, expected=68.000000
predicted=61.903409, expected=48.000000
predicted=53.063172, expected=20.000000
predicted=42.339918, expected=60.000000
predicted=59.132284, expected=44.000000
predicted=50.968310, expected=68.000000
predicted=57.164961, expected=84.000000
predicted=64.643554, expected=8.000000
predicted=27.578252, expected=12.000000
predicted=35.051491, expected=76.000000
predicted=64.994626, expected=188.000000
predicted=117.504153, expected=44.000000
predicted=47.396739, expected=28.000000
predicted=39.931642, expected=52.000000
predicted=68.971741, expected=76.000000
predicted=80.737681, expected=92.000000
predicted=88.095735, expected=128.000000
predicted=87.388438, expected=4.000000
predicted=33.218048, expected=16.000000
predicted=46.734602, expected=8.000000
predicted=47.657792, expected=8.000000
predicted=35.405043, expected=4.000000
predicted=25.733085, expected=12.000000
predicted=9.978116, expected=28.000000
predicted=18.745160, expected=8.000000
predicted=8.063622, expected=16.000000
predicted=13.007740, expected=12.000000
predicted=12.987288, expected=16.000000
predicted=15.283692, expected=4.000000
predicted=10.751352, expected=16.000000
predicted=13.618916, expected=8.000000
predicted=10.842024, expected=8.000000
predicted=9.233075, expected=12.000000
predicted=11.826088, expected=12.000000
predicted=10.226331, expected=40.000000
predicted=25.026782, expected=8.000000
predicted=9.698727, expected=8.000000
predicted=10.715840, expected=8.000000
predicted=13.917956, expected=28.000000
predicted=21.953719, expected=16.000000
predicted=17.387361, expected=28.000000
predicted=18.925044, expected=12.000000
predicted=13.988893, expected=24.000000
predicted=20.432878, expected=20.000000
predicted=21.613207, expected=16.000000
predicted=17.215567, expected=40.000000
predicted=30.413546, expected=16.000000
predicted=17.579987, expected=12.000000
predicted=16.979148, expected=20.000000
predicted=22.050996, expected=4.000000
predicted=12.778934, expected=16.000000
predicted=18.851253, expected=4.000000
predicted=9.533284, expected=20.000000
predicted=15.403873, expected=16.000000
predicted=14.551994, expected=12.000000
predicted=10.410946, expected=8.000000
predicted=11.066267, expected=8.000000
predicted=10.104714, expected=20.000000
predicted=17.116974, expected=16.000000
predicted=13.846973, expected=12.000000
predicted=11.339449, expected=16.000000
predicted=14.169251, expected=16.000000
predicted=14.875153, expected=16.000000
predicted=15.877739, expected=8.000000
predicted=11.519324, expected=32.000000
predicted=22.749902, expected=16.000000
predicted=15.956974, expected=20.000000
predicted=17.451753, expected=4.000000
predicted=11.735317, expected=24.000000
predicted=20.207320, expected=16.000000
predicted=18.614136, expected=24.000000
predicted=18.784743, expected=32.000000
predicted=24.355260, expected=36.000000
predicted=25.600544, expected=12.000000
predicted=17.975635, expected=8.000000
predicted=16.393051, expected=12.000000
predicted=19.711502, expected=8.000000
predicted=15.661496, expected=20.000000
predicted=18.755758, expected=16.000000
predicted=13.380952, expected=16.000000
predicted=13.121942, expected=16.000000
predicted=14.932274, expected=12.000000
predicted=13.151586, expected=16.000000
predicted=16.371451, expected=56.000000
predicted=35.056007, expected=20.000000
predicted=18.516988, expected=16.000000
predicted=17.729874, expected=28.000000
predicted=27.506844, expected=12.000000
predicted=19.668272, expected=12.000000
predicted=21.245193, expected=20.000000
predicted=19.950918, expected=24.000000
predicted=20.449584, expected=16.000000
predicted=17.162506, expected=28.000000
predicted=21.654034, expected=16.000000
predicted=17.352509, expected=8.000000
predicted=14.240805, expected=8.000000
predicted=14.863778, expected=32.000000
predicted=24.323332, expected=4.000000
predicted=10.809230, expected=16.000000
predicted=14.192482, expected=24.000000
predicted=19.361821, expected=16.000000
predicted=14.882500, expected=16.000000
predicted=17.456053, expected=8.000000
predicted=11.353632, expected=28.000000
predicted=22.353956, expected=12.000000
predicted=15.160788, expected=28.000000
predicted=20.968408, expected=16.000000
predicted=16.990244, expected=40.000000
predicted=27.645495, expected=84.000000
predicted=52.884853, expected=36.000000
predicted=29.944680, expected=68.000000
predicted=51.072554, expected=32.000000
predicted=39.916463, expected=44.000000
predicted=47.737401, expected=32.000000
predicted=46.545090, expected=36.000000
predicted=39.400310, expected=8.000000
predicted=27.985767, expected=32.000000
predicted=32.654101, expected=4.000000
predicted=19.642900, expected=12.000000
predicted=17.953887, expected=60.000000
predicted=40.942761, expected=40.000000
predicted=27.631872, expected=32.000000
predicted=27.376120, expected=24.000000
predicted=26.080950, expected=24.000000
predicted=29.175013, expected=16.000000
predicted=28.812417, expected=28.000000
predicted=28.985273, expected=20.000000
predicted=22.940987, expected=24.000000
predicted=22.738759, expected=44.000000
predicted=32.999645, expected=4.000000
predicted=13.624408, expected=12.000000
predicted=18.638888, expected=20.000000
predicted=22.869300, expected=24.000000
predicted=22.374697, expected=24.000000
predicted=22.617987, expected=48.000000
predicted=30.282117, expected=28.000000
predicted=24.361820, expected=8.000000
predicted=17.045672, expected=12.000000
predicted=21.443327, expected=16.000000
predicted=22.151405, expected=20.000000
predicted=22.825090, expected=8.000000
predicted=12.517393, expected=44.000000
predicted=27.550889, expected=4.000000
predicted=10.714678, expected=20.000000
predicted=18.122113, expected=4.000000
predicted=13.638747, expected=20.000000
predicted=17.701055, expected=12.000000
predicted=17.133027, expected=24.000000
predicted=16.485005, expected=8.000000
predicted=12.003728, expected=40.000000
predicted=25.435316, expected=24.000000
predicted=21.655112, expected=20.000000
predicted=18.448042, expected=12.000000
predicted=18.630637, expected=36.000000
predicted=28.258806, expected=16.000000
predicted=21.842382, expected=28.000000
predicted=23.810395, expected=8.000000
predicted=15.839323, expected=4.000000
predicted=12.111180, expected=4.000000
predicted=14.305801, expected=8.000000
predicted=11.067074, expected=12.000000
predicted=12.142458, expected=16.000000
predicted=10.775005, expected=24.000000
predicted=14.965739, expected=4.000000
predicted=6.993264, expected=8.000000
predicted=10.256100, expected=12.000000
predicted=13.621992, expected=8.000000
predicted=10.517856, expected=24.000000
predicted=17.840945, expected=48.000000
predicted=27.657653, expected=28.000000
predicted=20.345097, expected=20.000000
predicted=19.661276, expected=8.000000
predicted=17.452594, expected=8.000000
predicted=18.762147, expected=8.000000
predicted=18.444853, expected=8.000000
predicted=12.446359, expected=36.000000
predicted=23.226726, expected=36.000000
predicted=22.413526, expected=16.000000
predicted=14.286947, expected=16.000000
predicted=17.843639, expected=4.000000
Test MSE: 316.441
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944])]
predicted=58.353256, expected=60.000000
predicted=64.374393, expected=80.000000
predicted=52.204018, expected=96.000000
predicted=66.112602, expected=32.000000
predicted=40.440806, expected=84.000000
predicted=60.132695, expected=32.000000
predicted=52.437052, expected=24.000000
predicted=54.766507, expected=40.000000
predicted=54.234656, expected=88.000000
predicted=59.330259, expected=92.000000
predicted=75.529238, expected=76.000000
predicted=58.410411, expected=60.000000
predicted=52.267729, expected=60.000000
predicted=59.826337, expected=32.000000
predicted=61.384523, expected=20.000000
predicted=52.863297, expected=124.000000
predicted=83.250788, expected=60.000000
predicted=61.209136, expected=64.000000
predicted=62.595269, expected=80.000000
predicted=57.047451, expected=36.000000
predicted=48.611534, expected=52.000000
predicted=75.335758, expected=44.000000
predicted=51.858000, expected=100.000000
predicted=75.816913, expected=100.000000
predicted=80.196090, expected=36.000000
predicted=49.504325, expected=44.000000
predicted=52.143502, expected=40.000000
predicted=50.021401, expected=68.000000
predicted=75.485613, expected=40.000000
predicted=59.230114, expected=96.000000
predicted=62.977663, expected=112.000000
predicted=74.552711, expected=80.000000
predicted=70.063217, expected=36.000000
predicted=58.121641, expected=48.000000
predicted=55.064656, expected=16.000000
predicted=56.941790, expected=72.000000
predicted=76.348390, expected=56.000000
predicted=58.227233, expected=148.000000
predicted=84.360435, expected=44.000000
predicted=53.909179, expected=108.000000
predicted=71.091471, expected=80.000000
predicted=77.534025, expected=44.000000
predicted=68.049844, expected=60.000000
predicted=85.848714, expected=72.000000
predicted=64.471463, expected=128.000000
predicted=102.713426, expected=68.000000
predicted=74.850684, expected=92.000000
predicted=73.847777, expected=72.000000
predicted=72.175540, expected=36.000000
predicted=66.443387, expected=36.000000
predicted=71.230550, expected=52.000000
predicted=58.870995, expected=120.000000
predicted=89.865027, expected=60.000000
predicted=65.355427, expected=28.000000
predicted=42.432534, expected=84.000000
predicted=59.871653, expected=52.000000
predicted=61.442399, expected=100.000000
predicted=92.233100, expected=116.000000
predicted=81.223662, expected=24.000000
predicted=48.932182, expected=52.000000
predicted=65.177090, expected=44.000000
predicted=54.462177, expected=48.000000
predicted=70.734959, expected=84.000000
predicted=77.732167, expected=52.000000
predicted=46.502783, expected=112.000000
predicted=75.679163, expected=124.000000
predicted=83.089677, expected=52.000000
predicted=67.435149, expected=32.000000
predicted=61.284067, expected=48.000000
predicted=57.997324, expected=52.000000
predicted=76.333335, expected=68.000000
predicted=77.692108, expected=128.000000
predicted=79.391875, expected=168.000000
predicted=98.873410, expected=96.000000
predicted=85.718957, expected=24.000000
predicted=58.573789, expected=84.000000
predicted=82.452492, expected=68.000000
predicted=96.541955, expected=80.000000
predicted=105.486145, expected=88.000000
predicted=79.818877, expected=60.000000
predicted=57.024566, expected=16.000000
predicted=53.935560, expected=68.000000
predicted=64.377294, expected=84.000000
predicted=75.371462, expected=56.000000
predicted=68.255933, expected=68.000000
predicted=59.439014, expected=44.000000
predicted=42.945776, expected=88.000000
predicted=74.972656, expected=56.000000
predicted=66.316935, expected=60.000000
predicted=61.286269, expected=4.000000
predicted=39.430237, expected=44.000000
predicted=47.182125, expected=56.000000
predicted=59.831830, expected=52.000000
predicted=52.240588, expected=92.000000
predicted=63.486505, expected=96.000000
predicted=57.600031, expected=68.000000
predicted=63.671390, expected=44.000000
predicted=56.290293, expected=40.000000
predicted=54.046342, expected=76.000000
predicted=76.828982, expected=56.000000
predicted=69.156636, expected=120.000000
predicted=83.494862, expected=76.000000
predicted=64.711993, expected=60.000000
predicted=62.363952, expected=100.000000
predicted=82.227321, expected=24.000000
predicted=57.026752, expected=76.000000
predicted=85.260408, expected=80.000000
predicted=71.535413, expected=68.000000
predicted=70.597595, expected=104.000000
predicted=86.159085, expected=20.000000
predicted=42.249641, expected=68.000000
predicted=69.982038, expected=56.000000
predicted=63.542258, expected=92.000000
predicted=79.493722, expected=116.000000
predicted=90.951907, expected=112.000000
predicted=77.405785, expected=84.000000
predicted=81.227236, expected=60.000000
predicted=70.940277, expected=64.000000
predicted=81.212456, expected=52.000000
predicted=80.897049, expected=32.000000
predicted=66.849747, expected=44.000000
predicted=57.107583, expected=112.000000
predicted=76.016589, expected=84.000000
predicted=72.541660, expected=20.000000
predicted=45.056171, expected=48.000000
predicted=44.307861, expected=108.000000
predicted=76.556202, expected=36.000000
predicted=71.457879, expected=56.000000
predicted=61.618043, expected=136.000000
predicted=74.047732, expected=108.000000
predicted=86.747165, expected=136.000000
predicted=110.751595, expected=72.000000
predicted=70.574725, expected=52.000000
predicted=74.865583, expected=88.000000
predicted=100.525042, expected=96.000000
predicted=99.480487, expected=100.000000
predicted=103.833243, expected=48.000000
predicted=65.279878, expected=68.000000
predicted=67.897268, expected=68.000000
predicted=76.322902, expected=40.000000
predicted=68.881982, expected=48.000000
predicted=63.875214, expected=60.000000
predicted=54.899040, expected=144.000000
predicted=93.672309, expected=56.000000
predicted=65.455094, expected=68.000000
predicted=62.913672, expected=88.000000
predicted=69.890191, expected=52.000000
predicted=71.523195, expected=72.000000
predicted=89.186974, expected=72.000000
predicted=65.544542, expected=84.000000
predicted=77.027860, expected=96.000000
predicted=83.808778, expected=96.000000
predicted=78.905201, expected=32.000000
predicted=61.575023, expected=36.000000
predicted=59.020611, expected=44.000000
predicted=61.496383, expected=72.000000
predicted=74.919999, expected=52.000000
predicted=61.986703, expected=60.000000
predicted=48.818513, expected=44.000000
predicted=44.628283, expected=20.000000
predicted=40.209568, expected=60.000000
predicted=56.913258, expected=36.000000
predicted=44.515059, expected=64.000000
predicted=55.881302, expected=80.000000
predicted=55.749196, expected=100.000000
predicted=65.694749, expected=92.000000
predicted=74.541819, expected=64.000000
predicted=62.537066, expected=24.000000
predicted=54.237347, expected=88.000000
predicted=79.353293, expected=64.000000
predicted=76.332456, expected=100.000000
predicted=86.376277, expected=20.000000
predicted=46.092799, expected=44.000000
predicted=47.452988, expected=24.000000
predicted=50.870733, expected=52.000000
predicted=57.262293, expected=52.000000
predicted=58.187292, expected=64.000000
predicted=45.581271, expected=124.000000
predicted=74.331077, expected=100.000000
predicted=70.609092, expected=36.000000
predicted=56.957397, expected=80.000000
predicted=68.832143, expected=28.000000
predicted=58.612422, expected=104.000000
predicted=97.344889, expected=80.000000
predicted=77.542039, expected=140.000000
predicted=90.456045, expected=128.000000
predicted=98.022343, expected=40.000000
predicted=63.807783, expected=36.000000
predicted=71.481680, expected=24.000000
predicted=60.644712, expected=76.000000
predicted=91.574161, expected=72.000000
predicted=78.516811, expected=52.000000
predicted=49.537173, expected=104.000000
predicted=65.486502, expected=136.000000
predicted=85.628261, expected=92.000000
predicted=89.290125, expected=52.000000
predicted=69.596714, expected=40.000000
predicted=60.099127, expected=92.000000
predicted=93.083277, expected=124.000000
predicted=110.845030, expected=68.000000
predicted=78.564673, expected=92.000000
predicted=74.131131, expected=96.000000
predicted=78.666053, expected=20.000000
predicted=68.684563, expected=76.000000
predicted=84.493216, expected=84.000000
predicted=74.924351, expected=140.000000
predicted=106.664102, expected=100.000000
predicted=89.495637, expected=40.000000
predicted=54.864097, expected=36.000000
predicted=62.239907, expected=24.000000
predicted=61.460151, expected=60.000000
predicted=81.334790, expected=100.000000
predicted=79.677420, expected=96.000000
predicted=67.683822, expected=48.000000
predicted=50.032367, expected=92.000000
predicted=65.242226, expected=84.000000
predicted=78.052448, expected=20.000000
predicted=65.130072, expected=28.000000
predicted=54.702284, expected=68.000000
predicted=58.732639, expected=68.000000
predicted=72.010491, expected=72.000000
predicted=65.788936, expected=52.000000
predicted=43.432309, expected=132.000000
predicted=80.732997, expected=68.000000
predicted=72.806297, expected=48.000000
predicted=65.574437, expected=60.000000
predicted=63.869001, expected=96.000000
predicted=80.955664, expected=56.000000
predicted=81.826046, expected=12.000000
predicted=44.425008, expected=52.000000
predicted=50.291975, expected=32.000000
predicted=49.149507, expected=48.000000
predicted=59.312793, expected=40.000000
predicted=40.702995, expected=84.000000
predicted=51.397953, expected=28.000000
predicted=41.707978, expected=48.000000
predicted=44.405615, expected=44.000000
predicted=44.975993, expected=48.000000
predicted=49.471818, expected=48.000000
predicted=54.438501, expected=56.000000
predicted=45.442393, expected=68.000000
predicted=55.772399, expected=68.000000
predicted=57.028452, expected=64.000000
predicted=57.859747, expected=48.000000
predicted=52.869833, expected=16.000000
predicted=42.459921, expected=40.000000
predicted=50.499386, expected=52.000000
predicted=53.558944, expected=44.000000
predicted=49.069431, expected=64.000000
predicted=49.342952, expected=76.000000
predicted=50.343149, expected=68.000000
predicted=57.777085, expected=48.000000
predicted=53.172315, expected=88.000000
predicted=67.160785, expected=88.000000
predicted=75.857120, expected=36.000000
predicted=60.431913, expected=80.000000
predicted=69.398005, expected=56.000000
predicted=59.802543, expected=20.000000
predicted=56.205087, expected=88.000000
predicted=71.675044, expected=152.000000
predicted=90.451059, expected=36.000000
predicted=64.671911, expected=28.000000
predicted=48.753196, expected=40.000000
predicted=43.779272, expected=76.000000
predicted=80.215599, expected=44.000000
predicted=73.828081, expected=100.000000
predicted=63.799823, expected=84.000000
predicted=60.469890, expected=44.000000
predicted=55.146204, expected=68.000000
predicted=67.940703, expected=52.000000
predicted=57.772333, expected=28.000000
predicted=61.016228, expected=16.000000
predicted=44.434682, expected=64.000000
predicted=51.136905, expected=128.000000
predicted=82.418198, expected=64.000000
predicted=59.070261, expected=116.000000
predicted=73.878440, expected=52.000000
predicted=53.319484, expected=24.000000
predicted=60.259575, expected=40.000000
predicted=70.073345, expected=52.000000
predicted=59.731204, expected=88.000000
predicted=81.232840, expected=48.000000
predicted=49.316876, expected=96.000000
predicted=62.471693, expected=40.000000
predicted=48.989447, expected=52.000000
predicted=59.073855, expected=32.000000
predicted=54.433638, expected=68.000000
predicted=60.148148, expected=20.000000
predicted=50.056454, expected=72.000000
predicted=53.733439, expected=72.000000
predicted=56.857557, expected=44.000000
predicted=47.370839, expected=80.000000
predicted=64.873675, expected=64.000000
predicted=52.795845, expected=40.000000
predicted=58.515090, expected=92.000000
predicted=72.801402, expected=60.000000
predicted=59.285749, expected=76.000000
predicted=74.018028, expected=108.000000
predicted=79.508823, expected=48.000000
predicted=59.653994, expected=20.000000
predicted=57.426985, expected=64.000000
predicted=60.670896, expected=124.000000
predicted=91.108615, expected=52.000000
predicted=72.967163, expected=40.000000
predicted=49.296412, expected=32.000000
predicted=39.098324, expected=20.000000
predicted=49.243491, expected=32.000000
predicted=59.225855, expected=60.000000
predicted=47.994460, expected=76.000000
predicted=52.738442, expected=44.000000
predicted=41.170388, expected=68.000000
predicted=48.438598, expected=88.000000
predicted=62.785931, expected=40.000000
predicted=56.639655, expected=76.000000
predicted=69.693878, expected=80.000000
predicted=64.798984, expected=124.000000
predicted=92.312085, expected=28.000000
predicted=61.221646, expected=52.000000
predicted=57.172464, expected=68.000000
predicted=69.305140, expected=16.000000
predicted=55.089763, expected=48.000000
predicted=65.809561, expected=64.000000
predicted=46.812660, expected=72.000000
predicted=60.496498, expected=32.000000
predicted=46.975540, expected=44.000000
predicted=39.076125, expected=44.000000
predicted=47.591130, expected=12.000000
predicted=40.059715, expected=64.000000
predicted=55.016916, expected=76.000000
predicted=51.419351, expected=112.000000
predicted=72.960648, expected=104.000000
predicted=72.649505, expected=64.000000
predicted=57.890612, expected=64.000000
predicted=71.150607, expected=60.000000
predicted=73.306513, expected=64.000000
predicted=81.712771, expected=56.000000
predicted=71.508574, expected=96.000000
predicted=75.323499, expected=44.000000
predicted=57.850026, expected=56.000000
predicted=60.581039, expected=32.000000
predicted=49.631466, expected=56.000000
predicted=58.075720, expected=56.000000
predicted=63.369244, expected=56.000000
predicted=51.504825, expected=104.000000
predicted=71.350883, expected=32.000000
predicted=44.392457, expected=24.000000
predicted=45.951697, expected=48.000000
predicted=49.938504, expected=40.000000
predicted=51.022362, expected=20.000000
predicted=49.010300, expected=84.000000
predicted=51.050972, expected=44.000000
predicted=39.890451, expected=20.000000
predicted=38.068525, expected=32.000000
predicted=34.941864, expected=32.000000
predicted=34.107251, expected=24.000000
predicted=44.251662, expected=44.000000
predicted=37.633495, expected=40.000000
predicted=31.822767, expected=64.000000
predicted=45.493302, expected=44.000000
predicted=39.506486, expected=48.000000
predicted=41.482210, expected=44.000000
predicted=44.602335, expected=44.000000
predicted=45.504046, expected=60.000000
predicted=55.717736, expected=44.000000
predicted=45.748645, expected=84.000000
predicted=61.686554, expected=64.000000
predicted=55.693488, expected=64.000000
predicted=58.856925, expected=32.000000
predicted=49.113045, expected=24.000000
predicted=42.668380, expected=48.000000
predicted=56.944609, expected=72.000000
predicted=60.535749, expected=132.000000
predicted=83.655972, expected=56.000000
predicted=53.064345, expected=56.000000
predicted=53.496578, expected=116.000000
predicted=81.669724, expected=68.000000
predicted=79.349499, expected=80.000000
predicted=92.893032, expected=128.000000
predicted=88.886924, expected=44.000000
predicted=67.694235, expected=24.000000
predicted=69.104990, expected=84.000000
predicted=71.720226, expected=76.000000
predicted=77.552534, expected=8.000000
predicted=59.893159, expected=76.000000
predicted=55.642935, expected=48.000000
predicted=44.535199, expected=76.000000
predicted=73.050482, expected=108.000000
predicted=77.295100, expected=88.000000
predicted=62.716603, expected=60.000000
predicted=70.898628, expected=28.000000
predicted=50.942211, expected=44.000000
predicted=62.459887, expected=68.000000
predicted=75.351577, expected=80.000000
predicted=73.263549, expected=64.000000
predicted=59.490153, expected=64.000000
predicted=53.112569, expected=48.000000
predicted=53.272135, expected=32.000000
predicted=53.469021, expected=112.000000
predicted=82.415669, expected=40.000000
predicted=55.068347, expected=60.000000
predicted=62.080422, expected=48.000000
predicted=48.754062, expected=60.000000
predicted=56.243538, expected=92.000000
predicted=83.072137, expected=44.000000
predicted=50.517071, expected=88.000000
predicted=70.770190, expected=60.000000
predicted=58.612279, expected=148.000000
predicted=98.705963, expected=16.000000
predicted=60.318122, expected=44.000000
predicted=57.247658, expected=84.000000
predicted=74.802748, expected=104.000000
predicted=85.199573, expected=40.000000
predicted=77.818574, expected=64.000000
predicted=50.839147, expected=120.000000
predicted=81.028922, expected=56.000000
predicted=74.809859, expected=76.000000
predicted=81.746112, expected=52.000000
predicted=55.943811, expected=68.000000
predicted=71.650326, expected=52.000000
predicted=74.030255, expected=108.000000
predicted=77.906287, expected=68.000000
predicted=70.326329, expected=68.000000
predicted=66.505328, expected=108.000000
predicted=82.874711, expected=56.000000
predicted=67.205881, expected=36.000000
predicted=70.447360, expected=64.000000
predicted=64.544194, expected=100.000000
predicted=80.065610, expected=108.000000
predicted=93.180116, expected=100.000000
predicted=79.070621, expected=84.000000
predicted=72.788492, expected=44.000000
predicted=68.279867, expected=16.000000
Test MSE: 1012.039
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696])]
predicted=48.560217, expected=32.000000
predicted=44.627330, expected=44.000000
predicted=39.240423, expected=68.000000
predicted=52.024128, expected=28.000000
predicted=33.004482, expected=36.000000
predicted=31.253857, expected=24.000000
predicted=31.127916, expected=20.000000
predicted=32.487064, expected=36.000000
predicted=41.675191, expected=40.000000
predicted=33.840460, expected=48.000000
predicted=39.835226, expected=36.000000
predicted=32.904013, expected=52.000000
predicted=38.862084, expected=12.000000
predicted=28.818457, expected=28.000000
predicted=32.760171, expected=20.000000
predicted=30.844936, expected=60.000000
predicted=43.643067, expected=16.000000
predicted=32.400162, expected=44.000000
predicted=29.687444, expected=44.000000
predicted=36.404858, expected=32.000000
predicted=32.277312, expected=28.000000
predicted=38.374251, expected=16.000000
predicted=21.684327, expected=4.000000
predicted=22.572555, expected=16.000000
predicted=24.077855, expected=56.000000
predicted=37.070452, expected=32.000000
predicted=30.550394, expected=12.000000
predicted=17.714171, expected=12.000000
predicted=12.780290, expected=40.000000
predicted=28.728687, expected=40.000000
predicted=41.009621, expected=20.000000
predicted=25.985785, expected=16.000000
predicted=17.430969, expected=24.000000
predicted=21.251542, expected=32.000000
predicted=32.322408, expected=12.000000
predicted=23.803692, expected=24.000000
predicted=21.128484, expected=24.000000
predicted=21.249918, expected=56.000000
predicted=37.013740, expected=36.000000
predicted=34.026601, expected=36.000000
predicted=28.773840, expected=24.000000
predicted=27.654376, expected=36.000000
predicted=32.634140, expected=48.000000
predicted=45.767402, expected=36.000000
predicted=36.797903, expected=16.000000
predicted=27.500302, expected=20.000000
predicted=24.185101, expected=8.000000
predicted=22.296493, expected=28.000000
predicted=30.668239, expected=20.000000
predicted=24.325174, expected=24.000000
predicted=20.239835, expected=64.000000
predicted=37.784724, expected=8.000000
predicted=18.005676, expected=32.000000
predicted=28.317968, expected=36.000000
predicted=29.487063, expected=32.000000
predicted=31.732318, expected=4.000000
predicted=27.950914, expected=32.000000
predicted=21.821412, expected=28.000000
predicted=28.877353, expected=8.000000
predicted=21.432452, expected=8.000000
predicted=16.779702, expected=4.000000
predicted=8.000936, expected=28.000000
predicted=23.764560, expected=36.000000
predicted=27.007534, expected=32.000000
predicted=22.055696, expected=44.000000
predicted=27.874001, expected=28.000000
predicted=23.822501, expected=32.000000
predicted=31.371093, expected=28.000000
predicted=31.758088, expected=20.000000
predicted=27.306629, expected=36.000000
predicted=34.814722, expected=8.000000
predicted=20.619317, expected=28.000000
predicted=26.587604, expected=68.000000
predicted=42.570424, expected=36.000000
predicted=33.562493, expected=16.000000
predicted=27.251869, expected=24.000000
predicted=21.738305, expected=20.000000
predicted=27.057974, expected=28.000000
predicted=37.915725, expected=48.000000
predicted=36.556703, expected=20.000000
predicted=23.001258, expected=8.000000
predicted=18.378513, expected=28.000000
predicted=23.703892, expected=28.000000
predicted=27.818161, expected=28.000000
predicted=31.867678, expected=68.000000
predicted=40.197074, expected=36.000000
predicted=30.242411, expected=28.000000
predicted=31.580413, expected=44.000000
predicted=36.754609, expected=36.000000
predicted=36.667492, expected=24.000000
predicted=40.378619, expected=12.000000
predicted=24.502661, expected=24.000000
predicted=25.782796, expected=4.000000
predicted=21.533920, expected=36.000000
predicted=29.170433, expected=12.000000
predicted=18.172892, expected=20.000000
predicted=17.293602, expected=52.000000
predicted=32.770635, expected=28.000000
predicted=23.415835, expected=12.000000
predicted=23.768693, expected=60.000000
predicted=34.728544, expected=12.000000
predicted=23.825140, expected=40.000000
predicted=39.241305, expected=20.000000
predicted=25.177883, expected=12.000000
predicted=18.886479, expected=12.000000
predicted=27.228005, expected=24.000000
predicted=19.258585, expected=12.000000
predicted=21.949162, expected=16.000000
predicted=16.582205, expected=40.000000
predicted=23.983966, expected=52.000000
predicted=32.576412, expected=60.000000
predicted=41.705692, expected=36.000000
predicted=31.858749, expected=44.000000
predicted=36.260270, expected=20.000000
predicted=33.952328, expected=44.000000
predicted=44.130203, expected=8.000000
predicted=31.789314, expected=16.000000
predicted=24.820692, expected=36.000000
predicted=32.664962, expected=24.000000
predicted=24.670175, expected=28.000000
predicted=30.336121, expected=16.000000
predicted=16.593989, expected=16.000000
predicted=18.700590, expected=24.000000
predicted=25.799423, expected=36.000000
predicted=28.112488, expected=36.000000
predicted=30.360860, expected=52.000000
predicted=34.636542, expected=44.000000
predicted=34.654334, expected=16.000000
predicted=26.718290, expected=16.000000
predicted=26.568442, expected=40.000000
predicted=35.209868, expected=36.000000
predicted=39.307741, expected=28.000000
predicted=32.776247, expected=36.000000
predicted=27.878000, expected=36.000000
predicted=30.081409, expected=20.000000
predicted=30.288324, expected=12.000000
predicted=23.628008, expected=16.000000
predicted=21.468701, expected=20.000000
predicted=24.553244, expected=24.000000
predicted=25.333591, expected=20.000000
predicted=19.571541, expected=36.000000
predicted=24.059847, expected=32.000000
predicted=25.787406, expected=24.000000
predicted=24.481784, expected=60.000000
predicted=39.167724, expected=32.000000
predicted=31.852056, expected=32.000000
predicted=34.771729, expected=40.000000
predicted=35.657463, expected=32.000000
predicted=32.947426, expected=52.000000
predicted=48.327048, expected=16.000000
predicted=28.415987, expected=16.000000
predicted=25.616249, expected=8.000000
predicted=22.092447, expected=40.000000
predicted=31.874573, expected=12.000000
predicted=26.765036, expected=16.000000
predicted=16.745512, expected=20.000000
predicted=17.587332, expected=20.000000
predicted=17.557866, expected=16.000000
predicted=22.965542, expected=40.000000
predicted=24.833928, expected=32.000000
predicted=25.859220, expected=24.000000
predicted=24.309459, expected=32.000000
predicted=26.643084, expected=8.000000
predicted=17.952952, expected=20.000000
predicted=25.900923, expected=44.000000
predicted=32.760415, expected=24.000000
predicted=26.132922, expected=12.000000
predicted=21.351614, expected=28.000000
predicted=20.067545, expected=20.000000
predicted=22.401746, expected=28.000000
predicted=30.323312, expected=20.000000
predicted=21.710483, expected=48.000000
predicted=30.068725, expected=36.000000
predicted=32.419640, expected=52.000000
predicted=37.425753, expected=44.000000
predicted=38.236718, expected=28.000000
predicted=31.483995, expected=24.000000
predicted=34.734881, expected=16.000000
predicted=27.420447, expected=32.000000
predicted=35.611353, expected=48.000000
predicted=39.825327, expected=48.000000
predicted=37.948482, expected=24.000000
predicted=28.406391, expected=8.000000
predicted=18.676173, expected=28.000000
predicted=28.726450, expected=12.000000
predicted=27.060920, expected=36.000000
predicted=33.451535, expected=24.000000
predicted=23.439853, expected=20.000000
predicted=18.531345, expected=28.000000
predicted=25.617098, expected=52.000000
predicted=32.960875, expected=32.000000
predicted=34.121489, expected=16.000000
predicted=23.601077, expected=28.000000
predicted=25.546056, expected=16.000000
predicted=24.363376, expected=24.000000
predicted=31.253463, expected=16.000000
predicted=21.856502, expected=36.000000
predicted=25.421872, expected=4.000000
predicted=17.358775, expected=20.000000
predicted=18.009074, expected=4.000000
predicted=13.911297, expected=20.000000
predicted=17.224009, expected=32.000000
predicted=26.684266, expected=8.000000
predicted=11.510946, expected=8.000000
predicted=13.122363, expected=36.000000
predicted=19.936632, expected=32.000000
predicted=26.242850, expected=52.000000
predicted=37.129154, expected=32.000000
predicted=26.075840, expected=48.000000
predicted=33.443493, expected=12.000000
predicted=28.131809, expected=32.000000
predicted=32.018724, expected=20.000000
predicted=32.098626, expected=8.000000
predicted=21.166786, expected=40.000000
predicted=33.848467, expected=16.000000
predicted=18.912487, expected=16.000000
predicted=21.987769, expected=24.000000
predicted=20.527930, expected=4.000000
predicted=12.021553, expected=28.000000
predicted=26.166974, expected=48.000000
predicted=29.577687, expected=16.000000
predicted=21.186687, expected=36.000000
predicted=27.794518, expected=24.000000
predicted=20.715059, expected=12.000000
predicted=22.921438, expected=12.000000
predicted=23.999285, expected=20.000000
predicted=18.647194, expected=4.000000
predicted=17.426624, expected=16.000000
predicted=16.282776, expected=8.000000
predicted=10.551662, expected=20.000000
predicted=15.130095, expected=16.000000
predicted=15.915654, expected=28.000000
predicted=17.263809, expected=40.000000
predicted=26.456576, expected=4.000000
predicted=13.408133, expected=8.000000
predicted=14.488545, expected=28.000000
predicted=20.608879, expected=32.000000
predicted=28.037179, expected=16.000000
predicted=24.170792, expected=28.000000
predicted=18.331227, expected=32.000000
predicted=23.242339, expected=32.000000
predicted=29.851188, expected=40.000000
predicted=33.575708, expected=8.000000
predicted=18.803505, expected=20.000000
predicted=23.533842, expected=4.000000
predicted=17.838630, expected=4.000000
predicted=15.938905, expected=20.000000
predicted=21.012556, expected=20.000000
predicted=14.749742, expected=12.000000
predicted=14.728048, expected=16.000000
predicted=11.502752, expected=12.000000
predicted=11.213800, expected=16.000000
predicted=16.622009, expected=20.000000
predicted=17.912051, expected=4.000000
predicted=10.426897, expected=24.000000
predicted=17.388820, expected=8.000000
predicted=11.966443, expected=4.000000
predicted=10.557503, expected=16.000000
predicted=14.051027, expected=12.000000
predicted=10.476836, expected=52.000000
predicted=30.516164, expected=52.000000
predicted=31.407628, expected=24.000000
predicted=23.128491, expected=20.000000
predicted=22.271487, expected=12.000000
predicted=18.877511, expected=8.000000
predicted=25.804129, expected=4.000000
predicted=20.412908, expected=32.000000
predicted=22.413102, expected=8.000000
predicted=14.412938, expected=16.000000
predicted=13.777266, expected=16.000000
predicted=12.657327, expected=8.000000
predicted=10.512533, expected=12.000000
predicted=16.918271, expected=12.000000
predicted=10.970003, expected=12.000000
predicted=13.164654, expected=12.000000
predicted=12.620930, expected=20.000000
predicted=13.943697, expected=12.000000
predicted=12.948623, expected=16.000000
predicted=14.059715, expected=4.000000
predicted=9.545023, expected=20.000000
predicted=14.947375, expected=24.000000
predicted=19.431704, expected=4.000000
predicted=10.980851, expected=20.000000
predicted=15.562791, expected=4.000000
predicted=8.144440, expected=20.000000
predicted=17.483824, expected=44.000000
predicted=27.828891, expected=52.000000
predicted=30.852096, expected=24.000000
predicted=26.170779, expected=20.000000
predicted=19.321269, expected=20.000000
predicted=23.479659, expected=8.000000
predicted=24.654618, expected=24.000000
predicted=29.012972, expected=24.000000
predicted=22.215408, expected=12.000000
predicted=17.133614, expected=28.000000
predicted=21.393805, expected=4.000000
predicted=11.244639, expected=8.000000
predicted=14.768818, expected=28.000000
predicted=20.901840, expected=32.000000
predicted=22.754433, expected=20.000000
predicted=22.480748, expected=20.000000
predicted=15.645668, expected=16.000000
predicted=16.146236, expected=24.000000
predicted=24.196901, expected=28.000000
predicted=26.586680, expected=32.000000
predicted=25.878390, expected=16.000000
predicted=20.311430, expected=40.000000
predicted=27.716068, expected=4.000000
predicted=18.229607, expected=16.000000
predicted=20.776687, expected=16.000000
predicted=20.251682, expected=4.000000
predicted=12.854930, expected=24.000000
predicted=22.929532, expected=16.000000
predicted=12.776054, expected=24.000000
predicted=19.235425, expected=16.000000
predicted=16.176552, expected=8.000000
predicted=10.782149, expected=24.000000
predicted=20.400100, expected=8.000000
predicted=13.954026, expected=24.000000
predicted=20.454906, expected=24.000000
predicted=19.059697, expected=8.000000
predicted=12.736363, expected=4.000000
predicted=12.410063, expected=16.000000
predicted=12.453025, expected=8.000000
predicted=14.477158, expected=20.000000
predicted=17.430055, expected=20.000000
predicted=14.119713, expected=32.000000
predicted=19.483572, expected=20.000000
predicted=19.365718, expected=24.000000
predicted=19.102050, expected=8.000000
predicted=16.136388, expected=4.000000
predicted=13.346767, expected=16.000000
predicted=18.647659, expected=12.000000
predicted=14.964148, expected=20.000000
predicted=17.984753, expected=8.000000
predicted=9.718720, expected=4.000000
predicted=6.966474, expected=32.000000
predicted=19.687913, expected=8.000000
predicted=13.052833, expected=12.000000
predicted=14.413690, expected=20.000000
predicted=13.530746, expected=32.000000
predicted=20.327843, expected=40.000000
predicted=31.301899, expected=12.000000
predicted=16.415956, expected=4.000000
predicted=12.274382, expected=4.000000
predicted=12.609791, expected=24.000000
predicted=22.956933, expected=28.000000
predicted=26.523541, expected=12.000000
predicted=13.918913, expected=12.000000
predicted=10.583317, expected=4.000000
predicted=8.257451, expected=4.000000
predicted=12.411065, expected=8.000000
predicted=12.949038, expected=20.000000
predicted=13.612876, expected=20.000000
predicted=14.783378, expected=28.000000
predicted=16.808095, expected=16.000000
predicted=13.949289, expected=12.000000
predicted=13.558952, expected=36.000000
predicted=25.084530, expected=40.000000
predicted=29.956966, expected=20.000000
predicted=25.310463, expected=4.000000
predicted=13.821206, expected=12.000000
predicted=14.679041, expected=12.000000
predicted=20.693312, expected=4.000000
predicted=16.735265, expected=8.000000
predicted=10.634291, expected=20.000000
predicted=11.751401, expected=4.000000
predicted=9.200545, expected=4.000000
predicted=7.374882, expected=12.000000
predicted=7.966977, expected=8.000000
predicted=9.075173, expected=12.000000
predicted=12.472558, expected=16.000000
predicted=10.256585, expected=32.000000
predicted=18.027083, expected=24.000000
predicted=19.226229, expected=4.000000
predicted=10.898152, expected=20.000000
predicted=15.995533, expected=16.000000
predicted=17.285252, expected=12.000000
predicted=19.239532, expected=16.000000
predicted=16.544145, expected=8.000000
predicted=9.574592, expected=12.000000
predicted=14.182656, expected=16.000000
predicted=14.375616, expected=4.000000
predicted=9.484853, expected=24.000000
predicted=16.565027, expected=40.000000
predicted=22.996045, expected=4.000000
predicted=13.451667, expected=12.000000
predicted=13.778490, expected=12.000000
predicted=11.214030, expected=16.000000
predicted=19.027887, expected=8.000000
predicted=17.625368, expected=16.000000
predicted=11.096679, expected=8.000000
predicted=10.667747, expected=28.000000
predicted=18.200117, expected=4.000000
predicted=11.404425, expected=20.000000
predicted=14.344627, expected=20.000000
predicted=16.774020, expected=12.000000
predicted=13.683834, expected=12.000000
predicted=16.368569, expected=24.000000
predicted=15.480927, expected=28.000000
predicted=22.668597, expected=28.000000
predicted=23.393612, expected=24.000000
predicted=20.419695, expected=8.000000
predicted=14.840953, expected=4.000000
predicted=14.432389, expected=32.000000
predicted=24.639265, expected=24.000000
predicted=23.909393, expected=8.000000
predicted=16.016065, expected=12.000000
predicted=11.234557, expected=12.000000
predicted=11.726521, expected=12.000000
Test MSE: 186.578
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139])]
predicted=18.460525, expected=4.000000
predicted=15.406338, expected=8.000000
predicted=10.482668, expected=12.000000
predicted=9.363634, expected=4.000000
predicted=6.102791, expected=8.000000
predicted=6.947873, expected=24.000000
predicted=11.256400, expected=12.000000
predicted=9.309339, expected=4.000000
predicted=10.240796, expected=8.000000
predicted=11.318240, expected=32.000000
predicted=14.845842, expected=16.000000
predicted=14.837864, expected=12.000000
predicted=13.483128, expected=8.000000
predicted=14.678875, expected=12.000000
predicted=12.560220, expected=12.000000
predicted=16.640243, expected=16.000000
predicted=12.853242, expected=8.000000
predicted=11.147909, expected=8.000000
predicted=10.211506, expected=20.000000
predicted=14.097938, expected=8.000000
predicted=10.217698, expected=4.000000
predicted=10.567553, expected=16.000000
predicted=12.725142, expected=12.000000
predicted=9.484887, expected=12.000000
predicted=12.194929, expected=16.000000
predicted=12.621950, expected=4.000000
predicted=8.535935, expected=8.000000
predicted=11.937396, expected=12.000000
predicted=11.661604, expected=16.000000
predicted=10.435065, expected=20.000000
predicted=13.757866, expected=28.000000
predicted=14.722585, expected=12.000000
predicted=14.268308, expected=20.000000
predicted=18.231563, expected=8.000000
predicted=17.204904, expected=8.000000
predicted=14.439078, expected=8.000000
predicted=16.318389, expected=12.000000
predicted=10.406726, expected=40.000000
predicted=18.954299, expected=12.000000
predicted=11.919753, expected=8.000000
predicted=13.454662, expected=4.000000
predicted=16.066642, expected=4.000000
predicted=10.237558, expected=20.000000
predicted=18.308301, expected=12.000000
predicted=9.297705, expected=12.000000
predicted=9.500886, expected=8.000000
predicted=10.644871, expected=24.000000
predicted=12.895609, expected=8.000000
predicted=13.466112, expected=4.000000
predicted=10.248550, expected=4.000000
predicted=11.840765, expected=28.000000
predicted=12.661752, expected=20.000000
predicted=14.783287, expected=8.000000
predicted=10.120084, expected=8.000000
predicted=13.529854, expected=16.000000
predicted=13.046398, expected=12.000000
predicted=15.099942, expected=16.000000
predicted=14.154950, expected=20.000000
predicted=14.015328, expected=8.000000
predicted=11.315085, expected=4.000000
predicted=12.834814, expected=8.000000
predicted=12.221406, expected=16.000000
predicted=11.970124, expected=12.000000
predicted=11.446929, expected=4.000000
predicted=8.089038, expected=36.000000
predicted=15.905556, expected=40.000000
predicted=18.678522, expected=4.000000
predicted=13.954633, expected=16.000000
predicted=22.074823, expected=24.000000
predicted=20.643525, expected=12.000000
predicted=18.526955, expected=16.000000
predicted=22.283559, expected=20.000000
predicted=15.508075, expected=32.000000
predicted=19.414603, expected=16.000000
predicted=19.413579, expected=8.000000
predicted=16.267525, expected=4.000000
predicted=16.986612, expected=24.000000
predicted=17.813836, expected=8.000000
predicted=14.828005, expected=24.000000
predicted=14.820141, expected=28.000000
predicted=17.951343, expected=8.000000
predicted=11.146008, expected=4.000000
predicted=17.960115, expected=36.000000
predicted=20.429288, expected=36.000000
predicted=20.815832, expected=8.000000
predicted=17.396417, expected=12.000000
predicted=20.192437, expected=4.000000
predicted=15.015030, expected=16.000000
predicted=18.618190, expected=8.000000
predicted=16.052838, expected=8.000000
predicted=8.117340, expected=4.000000
predicted=9.965858, expected=16.000000
predicted=8.998194, expected=16.000000
predicted=11.841594, expected=16.000000
predicted=10.360858, expected=8.000000
predicted=11.490412, expected=16.000000
predicted=12.490015, expected=24.000000
predicted=16.857096, expected=28.000000
predicted=17.218352, expected=12.000000
predicted=16.422985, expected=16.000000
predicted=17.525367, expected=8.000000
predicted=17.125501, expected=8.000000
predicted=14.980884, expected=12.000000
predicted=16.282177, expected=28.000000
predicted=14.455370, expected=4.000000
predicted=10.715669, expected=8.000000
predicted=11.443545, expected=8.000000
predicted=13.050332, expected=4.000000
predicted=7.760530, expected=8.000000
predicted=12.598416, expected=16.000000
predicted=8.360869, expected=40.000000
predicted=15.274155, expected=4.000000
predicted=9.745920, expected=12.000000
predicted=14.053311, expected=28.000000
predicted=21.552235, expected=8.000000
predicted=12.024114, expected=12.000000
predicted=20.676486, expected=24.000000
predicted=16.563779, expected=24.000000
predicted=15.180338, expected=12.000000
predicted=18.203678, expected=8.000000
predicted=14.878390, expected=12.000000
predicted=15.492053, expected=16.000000
predicted=15.934903, expected=12.000000
predicted=14.135059, expected=32.000000
predicted=17.209147, expected=4.000000
predicted=11.271144, expected=12.000000
predicted=14.417640, expected=12.000000
predicted=17.276524, expected=16.000000
predicted=11.653695, expected=20.000000
predicted=18.827183, expected=16.000000
predicted=11.918248, expected=24.000000
predicted=17.258559, expected=12.000000
predicted=15.565118, expected=16.000000
predicted=17.023807, expected=4.000000
predicted=15.710941, expected=20.000000
predicted=15.497532, expected=8.000000
predicted=14.526448, expected=12.000000
predicted=10.832348, expected=16.000000
predicted=15.161708, expected=20.000000
predicted=11.395842, expected=8.000000
predicted=13.885828, expected=8.000000
predicted=11.918830, expected=4.000000
predicted=11.592359, expected=20.000000
predicted=13.143581, expected=24.000000
predicted=15.010317, expected=8.000000
predicted=9.449159, expected=24.000000
predicted=16.979820, expected=16.000000
predicted=14.696949, expected=20.000000
predicted=17.253563, expected=24.000000
predicted=21.898089, expected=20.000000
predicted=16.358818, expected=4.000000
predicted=17.552404, expected=12.000000
predicted=17.167008, expected=8.000000
predicted=14.640020, expected=16.000000
predicted=13.935805, expected=24.000000
predicted=16.188072, expected=20.000000
predicted=12.071225, expected=16.000000
predicted=15.919412, expected=8.000000
predicted=14.692987, expected=16.000000
predicted=16.932656, expected=16.000000
predicted=17.122591, expected=12.000000
predicted=13.904733, expected=8.000000
predicted=13.428832, expected=24.000000
predicted=14.838609, expected=24.000000
predicted=16.247413, expected=4.000000
predicted=12.342479, expected=4.000000
predicted=14.219595, expected=36.000000
predicted=18.936389, expected=12.000000
predicted=13.660989, expected=4.000000
predicted=13.942966, expected=32.000000
predicted=20.341535, expected=28.000000
predicted=14.638699, expected=4.000000
predicted=17.807336, expected=12.000000
predicted=19.041057, expected=20.000000
predicted=15.814413, expected=8.000000
predicted=14.983396, expected=24.000000
predicted=19.610256, expected=24.000000
predicted=14.929197, expected=28.000000
predicted=17.386565, expected=4.000000
predicted=17.817150, expected=24.000000
predicted=19.411311, expected=4.000000
predicted=17.515729, expected=8.000000
predicted=13.828215, expected=12.000000
predicted=17.734630, expected=16.000000
predicted=8.507676, expected=8.000000
predicted=12.974573, expected=24.000000
predicted=12.956126, expected=20.000000
predicted=13.988996, expected=16.000000
predicted=14.144341, expected=4.000000
predicted=15.607516, expected=12.000000
predicted=13.648200, expected=16.000000
predicted=16.257347, expected=32.000000
predicted=17.016625, expected=4.000000
predicted=12.477219, expected=4.000000
predicted=11.505683, expected=8.000000
predicted=15.100703, expected=20.000000
predicted=12.088519, expected=28.000000
predicted=18.371189, expected=24.000000
predicted=13.255007, expected=8.000000
predicted=13.745684, expected=12.000000
predicted=17.059430, expected=8.000000
predicted=16.459582, expected=16.000000
predicted=16.337925, expected=8.000000
predicted=13.677036, expected=28.000000
predicted=13.976501, expected=44.000000
predicted=20.959101, expected=12.000000
predicted=13.751878, expected=12.000000
predicted=21.693423, expected=20.000000
predicted=22.124047, expected=4.000000
predicted=15.861936, expected=4.000000
predicted=19.303559, expected=24.000000
predicted=15.519863, expected=32.000000
predicted=14.432662, expected=8.000000
predicted=13.340990, expected=28.000000
predicted=19.366057, expected=12.000000
predicted=15.744803, expected=4.000000
predicted=15.109761, expected=16.000000
predicted=22.152444, expected=12.000000
predicted=10.432255, expected=20.000000
predicted=16.698771, expected=12.000000
predicted=13.153714, expected=8.000000
predicted=10.118679, expected=12.000000
predicted=14.960612, expected=20.000000
predicted=13.614741, expected=32.000000
predicted=18.341863, expected=20.000000
predicted=15.892011, expected=12.000000
predicted=16.225224, expected=16.000000
predicted=19.649168, expected=16.000000
predicted=18.112916, expected=12.000000
predicted=18.395875, expected=4.000000
predicted=13.765282, expected=8.000000
predicted=11.784718, expected=36.000000
predicted=17.747936, expected=20.000000
predicted=13.433238, expected=12.000000
predicted=14.414108, expected=12.000000
predicted=17.198877, expected=28.000000
predicted=17.818910, expected=12.000000
predicted=19.385296, expected=28.000000
predicted=20.299450, expected=16.000000
predicted=17.994815, expected=20.000000
predicted=16.913248, expected=8.000000
predicted=20.547114, expected=8.000000
predicted=13.533048, expected=12.000000
predicted=17.770168, expected=12.000000
predicted=11.669906, expected=16.000000
predicted=13.880126, expected=12.000000
predicted=10.958818, expected=20.000000
predicted=13.432161, expected=8.000000
predicted=12.450739, expected=16.000000
predicted=14.011143, expected=12.000000
predicted=14.812232, expected=28.000000
predicted=15.633442, expected=12.000000
predicted=15.852803, expected=4.000000
predicted=11.324487, expected=4.000000
predicted=14.987584, expected=16.000000
predicted=11.991343, expected=12.000000
predicted=13.171374, expected=12.000000
predicted=10.097711, expected=28.000000
predicted=14.575039, expected=12.000000
predicted=10.741212, expected=16.000000
predicted=16.259123, expected=8.000000
predicted=15.483855, expected=8.000000
predicted=11.884949, expected=8.000000
predicted=15.570528, expected=8.000000
predicted=9.286072, expected=20.000000
predicted=13.036657, expected=16.000000
predicted=10.531075, expected=4.000000
predicted=9.045119, expected=12.000000
predicted=13.061322, expected=12.000000
predicted=11.124463, expected=24.000000
predicted=15.045999, expected=16.000000
predicted=14.333755, expected=4.000000
predicted=9.745916, expected=8.000000
predicted=14.357322, expected=12.000000
predicted=12.168160, expected=4.000000
predicted=10.642009, expected=12.000000
predicted=11.284770, expected=4.000000
predicted=6.621480, expected=16.000000
predicted=9.344855, expected=16.000000
predicted=11.746092, expected=8.000000
predicted=7.492693, expected=16.000000
predicted=14.073593, expected=12.000000
predicted=10.711737, expected=20.000000
predicted=14.624825, expected=8.000000
predicted=13.373330, expected=12.000000
predicted=11.977284, expected=16.000000
predicted=15.573410, expected=8.000000
predicted=10.439719, expected=12.000000
predicted=14.271753, expected=20.000000
predicted=13.371960, expected=8.000000
predicted=10.492403, expected=4.000000
predicted=11.842980, expected=20.000000
predicted=14.023826, expected=12.000000
predicted=10.475878, expected=12.000000
predicted=12.934838, expected=8.000000
predicted=11.767706, expected=24.000000
predicted=12.872451, expected=16.000000
predicted=15.091478, expected=4.000000
predicted=10.854383, expected=12.000000
predicted=15.202313, expected=20.000000
predicted=13.250001, expected=12.000000
predicted=13.518317, expected=8.000000
predicted=12.886889, expected=16.000000
predicted=12.799238, expected=24.000000
predicted=14.812708, expected=16.000000
predicted=15.110407, expected=8.000000
predicted=13.830648, expected=12.000000
predicted=14.695563, expected=8.000000
predicted=12.995028, expected=8.000000
predicted=13.005358, expected=8.000000
predicted=11.123076, expected=20.000000
predicted=11.036247, expected=12.000000
predicted=10.562132, expected=4.000000
predicted=8.882308, expected=20.000000
predicted=14.505217, expected=12.000000
predicted=10.451297, expected=16.000000
predicted=14.021662, expected=8.000000
predicted=13.057273, expected=8.000000
predicted=9.590059, expected=12.000000
predicted=14.363291, expected=32.000000
predicted=15.337006, expected=12.000000
predicted=12.741398, expected=4.000000
predicted=11.681171, expected=4.000000
predicted=14.027662, expected=16.000000
predicted=12.210443, expected=24.000000
predicted=17.021626, expected=12.000000
predicted=10.571766, expected=24.000000
predicted=15.260545, expected=12.000000
predicted=13.854398, expected=8.000000
predicted=14.223945, expected=12.000000
predicted=18.175375, expected=28.000000
predicted=15.769189, expected=8.000000
predicted=13.808431, expected=12.000000
predicted=13.892209, expected=4.000000
predicted=12.774975, expected=8.000000
predicted=10.174509, expected=8.000000
predicted=13.755971, expected=16.000000
predicted=8.968631, expected=8.000000
predicted=9.228263, expected=16.000000
predicted=9.958233, expected=12.000000
predicted=11.474125, expected=8.000000
predicted=9.570659, expected=12.000000
predicted=13.770900, expected=16.000000
predicted=11.478067, expected=4.000000
predicted=10.189200, expected=20.000000
predicted=13.936166, expected=40.000000
predicted=18.050297, expected=16.000000
predicted=13.296065, expected=80.000000
predicted=35.446348, expected=8.000000
predicted=21.795854, expected=36.000000
predicted=30.702258, expected=16.000000
predicted=40.073047, expected=36.000000
predicted=23.754032, expected=16.000000
predicted=39.304030, expected=20.000000
predicted=18.461924, expected=16.000000
predicted=26.707208, expected=20.000000
predicted=18.341445, expected=12.000000
predicted=21.481176, expected=8.000000
predicted=14.570776, expected=16.000000
predicted=16.870807, expected=12.000000
predicted=13.116171, expected=8.000000
predicted=12.509362, expected=12.000000
predicted=12.540985, expected=12.000000
predicted=10.626346, expected=20.000000
predicted=13.692810, expected=20.000000
predicted=14.245953, expected=12.000000
predicted=12.699045, expected=12.000000
predicted=15.191536, expected=12.000000
predicted=14.487811, expected=20.000000
predicted=16.132085, expected=8.000000
predicted=13.691352, expected=12.000000
predicted=12.719593, expected=20.000000
predicted=15.392920, expected=8.000000
predicted=11.011729, expected=4.000000
predicted=12.717716, expected=4.000000
predicted=10.141942, expected=8.000000
predicted=8.638681, expected=8.000000
predicted=9.304847, expected=12.000000
predicted=7.608301, expected=24.000000
predicted=10.754277, expected=32.000000
predicted=14.343793, expected=16.000000
predicted=14.968559, expected=12.000000
predicted=17.199302, expected=4.000000
predicted=16.519563, expected=8.000000
predicted=15.302522, expected=8.000000
predicted=14.764132, expected=20.000000
predicted=11.850379, expected=32.000000
predicted=15.394291, expected=8.000000
predicted=10.469470, expected=20.000000
predicted=17.103624, expected=40.000000
predicted=23.266835, expected=4.000000
predicted=15.255833, expected=8.000000
predicted=21.228533, expected=16.000000
predicted=18.199529, expected=20.000000
predicted=14.636808, expected=8.000000
predicted=17.803314, expected=20.000000
predicted=13.526174, expected=16.000000
predicted=14.267014, expected=4.000000
predicted=11.791525, expected=8.000000
predicted=14.920664, expected=16.000000
predicted=11.854886, expected=8.000000
predicted=10.836736, expected=16.000000
predicted=12.774836, expected=20.000000
predicted=12.492948, expected=12.000000
predicted=11.251969, expected=4.000000
predicted=13.124766, expected=12.000000
predicted=12.612094, expected=12.000000
predicted=12.171412, expected=24.000000
predicted=14.667861, expected=16.000000
predicted=13.527435, expected=16.000000
predicted=12.860254, expected=8.000000
predicted=15.068173, expected=4.000000
predicted=11.858779, expected=12.000000
predicted=15.035480, expected=4.000000
predicted=9.106770, expected=16.000000
predicted=11.022238, expected=8.000000
predicted=8.938982, expected=20.000000
predicted=9.952907, expected=8.000000
predicted=11.877901, expected=4.000000
Test MSE: 88.624
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), 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predicted=54.609308, expected=32.000000
predicted=47.917196, expected=76.000000
predicted=59.735705, expected=80.000000
predicted=65.638072, expected=104.000000
predicted=77.176136, expected=88.000000
predicted=77.236693, expected=56.000000
predicted=64.782111, expected=60.000000
predicted=69.014075, expected=76.000000
predicted=76.633393, expected=52.000000
predicted=70.385181, expected=80.000000
predicted=72.032228, expected=64.000000
predicted=64.338474, expected=84.000000
predicted=73.366927, expected=80.000000
predicted=74.943764, expected=92.000000
predicted=79.365597, expected=28.000000
predicted=59.356583, expected=56.000000
predicted=60.155714, expected=84.000000
Test MSE: 665.011
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355])]
predicted=120.830482, expected=100.000000
predicted=113.709107, expected=152.000000
predicted=114.785342, expected=116.000000
predicted=104.248759, expected=96.000000
predicted=101.972981, expected=76.000000
predicted=92.180537, expected=96.000000
predicted=99.749695, expected=108.000000
predicted=114.644889, expected=136.000000
predicted=114.965614, expected=148.000000
predicted=119.374906, expected=140.000000
predicted=116.654229, expected=152.000000
predicted=131.642662, expected=148.000000
predicted=135.974312, expected=128.000000
predicted=136.306772, expected=84.000000
predicted=122.097951, expected=128.000000
predicted=131.266894, expected=180.000000
predicted=150.828672, expected=96.000000
predicted=119.256246, expected=108.000000
predicted=122.152859, expected=48.000000
predicted=87.158060, expected=116.000000
predicted=112.529421, expected=84.000000
predicted=113.040234, expected=108.000000
predicted=95.220172, expected=148.000000
predicted=119.935384, expected=104.000000
predicted=89.925385, expected=128.000000
predicted=120.610910, expected=64.000000
predicted=91.068256, expected=132.000000
predicted=116.164446, expected=96.000000
predicted=114.535840, expected=72.000000
predicted=89.389673, expected=148.000000
predicted=125.579457, expected=120.000000
predicted=99.445245, expected=112.000000
predicted=115.816642, expected=68.000000
predicted=94.920441, expected=104.000000
predicted=96.910520, expected=60.000000
predicted=97.260186, expected=108.000000
predicted=101.438214, expected=220.000000
predicted=144.329796, expected=180.000000
predicted=126.988080, expected=128.000000
predicted=129.534947, expected=68.000000
predicted=102.303245, expected=36.000000
predicted=92.588314, expected=20.000000
predicted=100.512610, expected=40.000000
predicted=82.555619, expected=152.000000
predicted=107.483074, expected=172.000000
predicted=106.610119, expected=120.000000
predicted=89.950923, expected=112.000000
predicted=93.896238, expected=128.000000
predicted=107.002202, expected=88.000000
predicted=117.589342, expected=112.000000
predicted=128.766852, expected=196.000000
predicted=147.641482, expected=128.000000
predicted=122.387583, expected=112.000000
predicted=124.877680, expected=116.000000
predicted=117.820320, expected=108.000000
predicted=114.916952, expected=112.000000
predicted=136.643079, expected=116.000000
predicted=118.169628, expected=128.000000
predicted=118.273686, expected=104.000000
predicted=111.283683, expected=140.000000
predicted=123.319716, expected=56.000000
predicted=92.921202, expected=84.000000
predicted=99.625954, expected=68.000000
predicted=94.584931, expected=132.000000
predicted=105.741445, expected=124.000000
predicted=117.487533, expected=184.000000
predicted=121.222131, expected=124.000000
predicted=116.617251, expected=108.000000
predicted=106.542435, expected=152.000000
predicted=143.174519, expected=140.000000
predicted=132.796536, expected=176.000000
predicted=163.967874, expected=156.000000
predicted=145.134239, expected=216.000000
predicted=166.048530, expected=92.000000
predicted=136.569204, expected=48.000000
predicted=108.626753, expected=112.000000
predicted=137.134119, expected=128.000000
predicted=126.171861, expected=112.000000
predicted=135.342086, expected=188.000000
predicted=136.360989, expected=148.000000
predicted=115.257205, expected=92.000000
predicted=113.803471, expected=52.000000
predicted=102.596119, expected=120.000000
predicted=114.784894, expected=116.000000
predicted=130.130620, expected=128.000000
predicted=122.680857, expected=152.000000
predicted=123.198676, expected=148.000000
predicted=113.581268, expected=84.000000
predicted=111.030975, expected=80.000000
predicted=106.037791, expected=96.000000
predicted=110.371975, expected=84.000000
predicted=106.107923, expected=112.000000
predicted=115.063071, expected=64.000000
predicted=79.073558, expected=140.000000
predicted=106.351986, expected=108.000000
predicted=102.957076, expected=88.000000
predicted=90.418397, expected=124.000000
predicted=116.616136, expected=72.000000
predicted=80.552460, expected=136.000000
predicted=124.836440, expected=148.000000
predicted=124.232527, expected=112.000000
predicted=105.697941, expected=148.000000
predicted=134.521888, expected=40.000000
predicted=79.063770, expected=116.000000
predicted=118.772708, expected=76.000000
predicted=106.295665, expected=104.000000
predicted=99.340011, expected=76.000000
predicted=102.427641, expected=108.000000
predicted=81.589165, expected=128.000000
predicted=113.841644, expected=88.000000
predicted=88.867044, expected=120.000000
predicted=110.220949, expected=80.000000
predicted=89.153157, expected=140.000000
predicted=117.474011, expected=136.000000
predicted=125.740320, expected=144.000000
predicted=118.974203, expected=72.000000
predicted=105.280261, expected=96.000000
predicted=99.063215, expected=76.000000
predicted=105.491428, expected=84.000000
predicted=99.899643, expected=108.000000
predicted=110.795123, expected=112.000000
predicted=93.146312, expected=96.000000
predicted=96.242131, expected=68.000000
predicted=81.198649, expected=64.000000
predicted=79.376188, expected=88.000000
predicted=91.536684, expected=96.000000
predicted=94.042972, expected=128.000000
predicted=103.286886, expected=152.000000
predicted=110.816922, expected=132.000000
predicted=108.305898, expected=120.000000
predicted=114.360868, expected=96.000000
predicted=108.135454, expected=148.000000
predicted=133.620203, expected=76.000000
predicted=112.867661, expected=128.000000
predicted=122.013200, expected=188.000000
predicted=146.057648, expected=200.000000
predicted=147.847526, expected=96.000000
predicted=130.663424, expected=80.000000
predicted=103.325964, expected=84.000000
predicted=113.874351, expected=100.000000
predicted=125.600343, expected=84.000000
predicted=118.825967, expected=140.000000
predicted=110.890594, expected=116.000000
predicted=102.182918, expected=108.000000
predicted=101.144730, expected=64.000000
predicted=91.399674, expected=100.000000
predicted=95.655308, expected=124.000000
predicted=119.785940, expected=128.000000
predicted=114.003757, expected=112.000000
predicted=110.159882, expected=128.000000
predicted=106.506339, expected=68.000000
predicted=94.332624, expected=84.000000
predicted=102.089336, expected=76.000000
predicted=98.146501, expected=92.000000
predicted=94.056427, expected=112.000000
predicted=107.565076, expected=232.000000
predicted=140.863683, expected=168.000000
predicted=133.517183, expected=116.000000
predicted=115.986904, expected=124.000000
predicted=128.841988, expected=156.000000
predicted=140.587633, expected=160.000000
predicted=173.458766, expected=192.000000
predicted=169.794014, expected=248.000000
predicted=184.190925, expected=200.000000
predicted=175.382137, expected=140.000000
predicted=164.164207, expected=112.000000
predicted=152.322408, expected=176.000000
predicted=177.708347, expected=152.000000
predicted=179.632340, expected=160.000000
predicted=166.564224, expected=124.000000
predicted=139.448750, expected=180.000000
predicted=150.414484, expected=104.000000
predicted=140.899448, expected=56.000000
predicted=107.606744, expected=148.000000
predicted=144.037438, expected=124.000000
predicted=119.601906, expected=104.000000
predicted=126.020118, expected=172.000000
predicted=137.151424, expected=156.000000
predicted=119.324627, expected=132.000000
predicted=138.551143, expected=84.000000
predicted=115.765899, expected=300.000000
predicted=191.000886, expected=120.000000
predicted=150.565141, expected=116.000000
predicted=140.291111, expected=124.000000
predicted=146.676372, expected=144.000000
predicted=121.132883, expected=136.000000
predicted=182.293017, expected=120.000000
predicted=123.687522, expected=52.000000
predicted=96.103948, expected=104.000000
predicted=111.557683, expected=116.000000
predicted=118.756136, expected=164.000000
predicted=131.948281, expected=112.000000
predicted=116.624310, expected=120.000000
predicted=101.930870, expected=168.000000
predicted=139.159430, expected=120.000000
predicted=122.722925, expected=172.000000
predicted=157.059902, expected=100.000000
predicted=120.327321, expected=200.000000
predicted=154.698123, expected=228.000000
predicted=188.229043, expected=120.000000
predicted=135.067494, expected=140.000000
predicted=161.277205, expected=108.000000
predicted=127.205189, expected=144.000000
predicted=156.242354, expected=108.000000
predicted=149.334945, expected=244.000000
predicted=168.038530, expected=168.000000
predicted=157.417060, expected=132.000000
predicted=134.619438, expected=112.000000
predicted=144.100586, expected=148.000000
predicted=137.206782, expected=112.000000
predicted=157.531663, expected=108.000000
predicted=129.868475, expected=148.000000
predicted=135.997760, expected=128.000000
predicted=121.953264, expected=148.000000
predicted=140.153242, expected=108.000000
predicted=119.368237, expected=116.000000
predicted=117.881871, expected=108.000000
predicted=125.773216, expected=76.000000
predicted=102.850202, expected=200.000000
predicted=153.181579, expected=196.000000
predicted=147.994710, expected=100.000000
predicted=118.273478, expected=156.000000
predicted=143.888467, expected=168.000000
predicted=138.978463, expected=140.000000
predicted=157.615748, expected=116.000000
predicted=150.152999, expected=188.000000
predicted=149.011488, expected=168.000000
predicted=158.127749, expected=156.000000
predicted=157.768629, expected=156.000000
predicted=155.608942, expected=120.000000
predicted=132.853881, expected=116.000000
predicted=146.976487, expected=160.000000
predicted=154.548381, expected=168.000000
predicted=152.945561, expected=140.000000
predicted=145.130976, expected=112.000000
predicted=127.695808, expected=116.000000
predicted=125.493018, expected=136.000000
predicted=140.519704, expected=144.000000
predicted=143.613473, expected=180.000000
predicted=151.750198, expected=212.000000
predicted=162.586627, expected=188.000000
predicted=161.700887, expected=204.000000
predicted=179.431845, expected=164.000000
predicted=170.182879, expected=196.000000
predicted=188.896878, expected=152.000000
predicted=181.602151, expected=164.000000
predicted=173.648713, expected=144.000000
predicted=170.777686, expected=120.000000
predicted=144.266452, expected=88.000000
predicted=137.413356, expected=180.000000
predicted=154.054363, expected=176.000000
predicted=157.577897, expected=220.000000
predicted=172.136674, expected=176.000000
predicted=162.276568, expected=204.000000
predicted=165.491063, expected=100.000000
predicted=155.455440, expected=164.000000
predicted=167.589115, expected=100.000000
predicted=155.757511, expected=172.000000
predicted=156.946816, expected=196.000000
predicted=183.097273, expected=152.000000
predicted=136.028490, expected=120.000000
predicted=148.014640, expected=128.000000
predicted=130.445331, expected=120.000000
predicted=141.475244, expected=96.000000
predicted=133.935161, expected=108.000000
predicted=123.342257, expected=232.000000
predicted=161.238065, expected=204.000000
predicted=161.563528, expected=136.000000
predicted=140.442898, expected=96.000000
predicted=125.495776, expected=136.000000
predicted=134.972157, expected=112.000000
predicted=152.854022, expected=96.000000
predicted=132.590739, expected=228.000000
predicted=166.615642, expected=188.000000
predicted=146.168910, expected=96.000000
predicted=126.320782, expected=76.000000
predicted=117.367506, expected=144.000000
predicted=127.413195, expected=84.000000
predicted=133.954138, expected=176.000000
predicted=155.808673, expected=160.000000
predicted=132.823214, expected=168.000000
predicted=128.720162, expected=164.000000
predicted=158.777011, expected=152.000000
predicted=135.005432, expected=164.000000
predicted=167.151800, expected=132.000000
predicted=149.208935, expected=160.000000
predicted=159.447652, expected=148.000000
predicted=154.678213, expected=152.000000
predicted=149.855264, expected=92.000000
predicted=132.284109, expected=100.000000
predicted=119.876828, expected=180.000000
predicted=156.488677, expected=100.000000
predicted=120.478924, expected=156.000000
predicted=143.912094, expected=160.000000
predicted=136.209250, expected=136.000000
predicted=124.784086, expected=152.000000
predicted=159.442888, expected=148.000000
predicted=134.696142, expected=112.000000
predicted=135.165716, expected=100.000000
predicted=129.908807, expected=172.000000
predicted=146.951180, expected=172.000000
predicted=152.116348, expected=252.000000
predicted=186.633857, expected=136.000000
predicted=145.609283, expected=124.000000
predicted=134.724142, expected=84.000000
predicted=140.777335, expected=68.000000
predicted=116.244604, expected=164.000000
predicted=170.915846, expected=192.000000
predicted=148.844559, expected=172.000000
predicted=144.178935, expected=180.000000
predicted=147.075948, expected=108.000000
predicted=117.774577, expected=184.000000
predicted=169.865705, expected=152.000000
predicted=167.462450, expected=148.000000
predicted=154.195312, expected=232.000000
predicted=194.380877, expected=184.000000
predicted=158.888656, expected=188.000000
predicted=184.386358, expected=108.000000
predicted=149.637264, expected=164.000000
predicted=160.184586, expected=116.000000
predicted=164.879938, expected=148.000000
predicted=153.252179, expected=232.000000
predicted=191.504981, expected=160.000000
predicted=145.091088, expected=124.000000
predicted=150.019361, expected=132.000000
predicted=140.591296, expected=124.000000
predicted=139.109637, expected=112.000000
predicted=153.355329, expected=108.000000
predicted=128.230858, expected=168.000000
predicted=139.149428, expected=200.000000
predicted=157.734332, expected=148.000000
predicted=141.324958, expected=100.000000
predicted=123.364049, expected=160.000000
predicted=143.248554, expected=104.000000
predicted=135.399755, expected=76.000000
predicted=126.657399, expected=156.000000
predicted=141.660814, expected=168.000000
predicted=131.521115, expected=84.000000
predicted=119.342056, expected=136.000000
predicted=125.520102, expected=120.000000
predicted=111.303768, expected=168.000000
predicted=147.853515, expected=180.000000
predicted=163.209064, expected=196.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=148.393917, expected=228.000000
predicted=184.623872, expected=140.000000
predicted=151.374391, expected=116.000000
predicted=153.343978, expected=128.000000
predicted=156.655091, expected=100.000000
predicted=140.010352, expected=180.000000
predicted=175.365552, expected=172.000000
predicted=151.054129, expected=156.000000
predicted=140.301732, expected=120.000000
predicted=135.773889, expected=100.000000
predicted=116.124913, expected=124.000000
predicted=143.316958, expected=104.000000
predicted=128.952260, expected=136.000000
predicted=133.846239, expected=192.000000
predicted=148.666553, expected=184.000000
predicted=145.301285, expected=120.000000
predicted=133.619908, expected=104.000000
predicted=122.028001, expected=132.000000
predicted=137.223729, expected=116.000000
predicted=141.580121, expected=164.000000
predicted=155.802149, expected=220.000000
predicted=164.313857, expected=180.000000
predicted=150.805444, expected=108.000000
predicted=136.205995, expected=112.000000
predicted=131.180784, expected=112.000000
predicted=137.728658, expected=100.000000
predicted=141.487018, expected=180.000000
predicted=159.259891, expected=188.000000
predicted=145.940839, expected=152.000000
predicted=138.171639, expected=168.000000
predicted=150.616430, expected=136.000000
predicted=135.204340, expected=152.000000
predicted=161.472459, expected=104.000000
predicted=144.278814, expected=144.000000
predicted=143.440798, expected=196.000000
predicted=169.996846, expected=88.000000
predicted=119.346404, expected=112.000000
predicted=132.157610, expected=104.000000
predicted=114.035985, expected=112.000000
predicted=120.758855, expected=120.000000
predicted=139.738256, expected=128.000000
predicted=110.794733, expected=184.000000
predicted=142.648177, expected=224.000000
predicted=162.949716, expected=156.000000
predicted=146.544033, expected=100.000000
predicted=129.763916, expected=112.000000
predicted=132.929071, expected=152.000000
predicted=156.992621, expected=176.000000
predicted=175.401513, expected=228.000000
predicted=180.482255, expected=128.000000
predicted=132.952463, expected=172.000000
predicted=154.080807, expected=96.000000
predicted=138.114923, expected=124.000000
predicted=144.601183, expected=120.000000
predicted=157.651249, expected=188.000000
predicted=148.939258, expected=136.000000
predicted=148.128341, expected=132.000000
predicted=123.622539, expected=140.000000
predicted=138.644197, expected=112.000000
predicted=122.802908, expected=220.000000
predicted=183.542244, expected=136.000000
predicted=141.861056, expected=180.000000
predicted=155.792613, expected=184.000000
predicted=168.231096, expected=212.000000
predicted=168.869182, expected=128.000000
predicted=173.637038, expected=104.000000
predicted=134.318013, expected=116.000000
predicted=147.701565, expected=136.000000
predicted=148.120979, expected=128.000000
predicted=150.953216, expected=204.000000
predicted=157.049128, expected=160.000000
predicted=140.578306, expected=128.000000
predicted=132.609327, expected=124.000000
predicted=139.150293, expected=152.000000
predicted=142.803414, expected=132.000000
predicted=155.774054, expected=192.000000
predicted=165.133715, expected=216.000000
predicted=171.600709, expected=184.000000
predicted=162.419509, expected=144.000000
predicted=159.714931, expected=132.000000
predicted=147.114452, expected=120.000000
predicted=154.410046, expected=88.000000
predicted=141.831959, expected=100.000000
predicted=130.700504, expected=128.000000
predicted=126.954072, expected=116.000000
predicted=117.979717, expected=156.000000
predicted=131.891266, expected=100.000000
predicted=105.139396, expected=108.000000
predicted=109.376524, expected=112.000000
Test MSE: 1592.999
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371])]
predicted=79.826725, expected=44.000000
predicted=74.145312, expected=52.000000
predicted=67.026378, expected=60.000000
predicted=60.240727, expected=88.000000
predicted=58.620157, expected=20.000000
predicted=53.917008, expected=108.000000
predicted=60.362163, expected=64.000000
predicted=66.119448, expected=76.000000
predicted=67.926301, expected=68.000000
predicted=70.237309, expected=92.000000
predicted=74.039462, expected=100.000000
predicted=80.041689, expected=60.000000
predicted=78.630905, expected=168.000000
predicted=89.837275, expected=44.000000
predicted=93.676887, expected=76.000000
predicted=91.075249, expected=80.000000
predicted=89.638749, expected=64.000000
predicted=83.451071, expected=88.000000
predicted=77.478509, expected=108.000000
predicted=76.780866, expected=60.000000
predicted=80.259913, expected=76.000000
predicted=80.178380, expected=40.000000
predicted=76.864869, expected=108.000000
predicted=75.690755, expected=64.000000
predicted=72.569666, expected=80.000000
predicted=70.741501, expected=32.000000
predicted=69.822228, expected=56.000000
predicted=66.136883, expected=40.000000
predicted=60.476677, expected=48.000000
predicted=51.324665, expected=60.000000
predicted=48.788178, expected=44.000000
predicted=47.487437, expected=88.000000
predicted=52.671895, expected=56.000000
predicted=56.967546, expected=128.000000
predicted=67.065938, expected=52.000000
predicted=74.056951, expected=72.000000
predicted=76.207208, expected=52.000000
predicted=76.641908, expected=100.000000
predicted=75.118036, expected=116.000000
predicted=78.570770, expected=204.000000
predicted=93.497301, expected=136.000000
predicted=115.300963, expected=120.000000
predicted=129.086936, expected=52.000000
predicted=131.754712, expected=60.000000
predicted=118.655834, expected=108.000000
predicted=104.521075, expected=96.000000
predicted=89.186512, expected=60.000000
predicted=79.985213, expected=136.000000
predicted=85.399130, expected=36.000000
predicted=88.030769, expected=32.000000
predicted=78.115751, expected=76.000000
predicted=71.642739, expected=60.000000
predicted=65.460403, expected=44.000000
predicted=57.668710, expected=84.000000
predicted=55.400368, expected=116.000000
predicted=67.504004, expected=32.000000
predicted=69.656086, expected=56.000000
predicted=67.528993, expected=92.000000
predicted=72.023254, expected=64.000000
predicted=71.309864, expected=84.000000
predicted=69.071316, expected=68.000000
predicted=69.391949, expected=204.000000
predicted=88.733001, expected=44.000000
predicted=95.820821, expected=60.000000
predicted=92.214607, expected=80.000000
predicted=94.814795, expected=76.000000
predicted=88.143461, expected=56.000000
predicted=77.211066, expected=40.000000
predicted=62.750053, expected=124.000000
predicted=69.424724, expected=216.000000
predicted=89.638152, expected=112.000000
predicted=103.871963, expected=132.000000
predicted=119.954444, expected=128.000000
predicted=136.418986, expected=96.000000
predicted=136.365489, expected=40.000000
predicted=117.284096, expected=92.000000
predicted=99.420080, expected=88.000000
predicted=91.360692, expected=64.000000
predicted=79.739454, expected=72.000000
predicted=74.514134, expected=80.000000
predicted=75.038145, expected=72.000000
predicted=75.860169, expected=76.000000
predicted=73.803485, expected=56.000000
predicted=71.404669, expected=60.000000
predicted=69.235984, expected=72.000000
predicted=67.677265, expected=52.000000
predicted=63.742234, expected=100.000000
predicted=66.230387, expected=72.000000
predicted=69.305948, expected=36.000000
predicted=67.242159, expected=160.000000
predicted=78.401530, expected=44.000000
predicted=80.495178, expected=68.000000
predicted=78.526597, expected=60.000000
predicted=77.027299, expected=56.000000
predicted=72.238405, expected=76.000000
predicted=68.857426, expected=20.000000
predicted=56.870492, expected=196.000000
predicted=71.126057, expected=44.000000
predicted=78.559374, expected=40.000000
predicted=75.999897, expected=100.000000
predicted=81.698815, expected=76.000000
predicted=81.707303, expected=84.000000
predicted=78.497417, expected=76.000000
predicted=73.302089, expected=64.000000
predicted=76.956437, expected=20.000000
predicted=70.679799, expected=200.000000
predicted=77.904007, expected=72.000000
predicted=84.945356, expected=44.000000
predicted=82.852291, expected=92.000000
predicted=87.305107, expected=64.000000
predicted=86.431736, expected=60.000000
predicted=78.681854, expected=108.000000
predicted=71.199975, expected=60.000000
predicted=73.500159, expected=96.000000
predicted=77.533419, expected=92.000000
predicted=80.847708, expected=68.000000
predicted=82.556493, expected=64.000000
predicted=80.829091, expected=184.000000
predicted=89.139064, expected=44.000000
predicted=92.685928, expected=40.000000
predicted=86.531563, expected=64.000000
predicted=81.994492, expected=68.000000
predicted=75.409525, expected=40.000000
predicted=64.568826, expected=36.000000
predicted=50.806160, expected=148.000000
predicted=61.098176, expected=36.000000
predicted=65.287274, expected=44.000000
predicted=64.435910, expected=72.000000
predicted=66.395089, expected=48.000000
predicted=64.496977, expected=84.000000
predicted=63.266976, expected=64.000000
predicted=59.402350, expected=136.000000
predicted=71.721365, expected=72.000000
predicted=80.262025, expected=40.000000
predicted=80.037297, expected=68.000000
predicted=79.344248, expected=68.000000
predicted=73.833554, expected=92.000000
predicted=71.132774, expected=76.000000
predicted=68.385431, expected=112.000000
predicted=76.453921, expected=40.000000
predicted=79.740930, expected=52.000000
predicted=76.156451, expected=52.000000
predicted=70.338465, expected=60.000000
predicted=62.471368, expected=96.000000
predicted=61.552760, expected=52.000000
predicted=60.222046, expected=96.000000
predicted=67.653534, expected=52.000000
predicted=70.867264, expected=72.000000
predicted=71.672524, expected=88.000000
predicted=73.177302, expected=84.000000
predicted=73.722410, expected=92.000000
predicted=78.277321, expected=36.000000
predicted=75.600980, expected=92.000000
predicted=76.914561, expected=48.000000
predicted=73.034120, expected=56.000000
predicted=66.367635, expected=68.000000
predicted=63.046505, expected=84.000000
predicted=63.464447, expected=60.000000
predicted=65.815161, expected=68.000000
predicted=65.551856, expected=132.000000
predicted=75.296095, expected=72.000000
predicted=80.936358, expected=72.000000
predicted=82.753312, expected=104.000000
predicted=86.623724, expected=100.000000
predicted=90.682847, expected=100.000000
predicted=92.481320, expected=108.000000
predicted=93.942280, expected=124.000000
predicted=101.881886, expected=52.000000
predicted=101.041022, expected=68.000000
predicted=94.310076, expected=68.000000
predicted=86.583004, expected=92.000000
predicted=80.226021, expected=60.000000
predicted=73.715003, expected=72.000000
predicted=70.241812, expected=84.000000
predicted=73.727199, expected=52.000000
predicted=72.057099, expected=88.000000
predicted=72.080691, expected=120.000000
predicted=77.061581, expected=104.000000
predicted=85.156215, expected=120.000000
predicted=94.554385, expected=76.000000
predicted=99.442010, expected=196.000000
predicted=113.387961, expected=48.000000
predicted=114.084823, expected=48.000000
predicted=103.813518, expected=124.000000
predicted=100.443994, expected=132.000000
predicted=98.921940, expected=112.000000
predicted=100.384103, expected=60.000000
predicted=96.102331, expected=140.000000
predicted=106.081309, expected=60.000000
predicted=104.545190, expected=48.000000
predicted=91.421177, expected=84.000000
predicted=82.810582, expected=52.000000
predicted=74.339027, expected=68.000000
predicted=68.784808, expected=92.000000
predicted=66.124772, expected=148.000000
predicted=78.207572, expected=76.000000
predicted=87.281191, expected=80.000000
predicted=91.986641, expected=92.000000
predicted=96.425684, expected=148.000000
predicted=101.210854, expected=76.000000
predicted=99.845822, expected=92.000000
predicted=97.576936, expected=132.000000
predicted=104.239269, expected=76.000000
predicted=103.259587, expected=68.000000
predicted=97.317791, expected=96.000000
predicted=91.852768, expected=84.000000
predicted=89.397218, expected=108.000000
predicted=88.285716, expected=48.000000
predicted=83.436250, expected=148.000000
predicted=89.881585, expected=52.000000
predicted=90.734641, expected=72.000000
predicted=86.519946, expected=100.000000
predicted=86.672148, expected=48.000000
predicted=80.617104, expected=76.000000
predicted=77.205637, expected=64.000000
predicted=70.760681, expected=124.000000
predicted=75.928111, expected=88.000000
predicted=80.478606, expected=68.000000
predicted=82.496536, expected=76.000000
predicted=85.721260, expected=88.000000
predicted=85.099813, expected=92.000000
predicted=84.052058, expected=68.000000
predicted=80.099704, expected=124.000000
predicted=84.895098, expected=64.000000
predicted=87.227138, expected=80.000000
predicted=86.520396, expected=108.000000
predicted=88.102424, expected=132.000000
predicted=93.237012, expected=112.000000
predicted=100.071130, expected=64.000000
predicted=100.429459, expected=112.000000
predicted=104.000544, expected=64.000000
predicted=99.082281, expected=64.000000
predicted=88.512129, expected=72.000000
predicted=79.623208, expected=72.000000
predicted=74.200177, expected=92.000000
predicted=74.068800, expected=80.000000
predicted=74.145655, expected=212.000000
predicted=92.066081, expected=64.000000
predicted=103.376691, expected=96.000000
predicted=109.156981, expected=104.000000
predicted=112.864399, expected=112.000000
predicted=110.139628, expected=136.000000
predicted=109.249113, expected=60.000000
predicted=102.094591, expected=136.000000
predicted=107.155232, expected=76.000000
predicted=105.764589, expected=76.000000
predicted=98.884977, expected=60.000000
predicted=89.916189, expected=72.000000
predicted=81.320216, expected=64.000000
predicted=75.034905, expected=140.000000
predicted=75.620727, expected=72.000000
predicted=80.962702, expected=68.000000
predicted=83.481985, expected=112.000000
predicted=89.247776, expected=132.000000
predicted=95.705039, expected=68.000000
predicted=96.254726, expected=148.000000
predicted=100.740015, expected=68.000000
predicted=104.965406, expected=112.000000
predicted=104.851548, expected=68.000000
predicted=99.875556, expected=72.000000
predicted=91.614501, expected=76.000000
predicted=86.176985, expected=44.000000
predicted=75.108131, expected=232.000000
predicted=86.179826, expected=60.000000
predicted=95.359067, expected=80.000000
predicted=100.243858, expected=88.000000
predicted=104.197761, expected=72.000000
predicted=99.722602, expected=68.000000
predicted=88.244638, expected=88.000000
predicted=76.515607, expected=136.000000
predicted=83.771472, expected=76.000000
predicted=88.272789, expected=44.000000
predicted=86.829906, expected=112.000000
predicted=88.379113, expected=60.000000
predicted=85.244586, expected=72.000000
predicted=78.139115, expected=60.000000
predicted=72.327042, expected=92.000000
predicted=73.252529, expected=64.000000
predicted=73.260465, expected=80.000000
predicted=71.660046, expected=84.000000
predicted=75.068678, expected=80.000000
predicted=77.173453, expected=84.000000
predicted=79.209840, expected=124.000000
predicted=84.425437, expected=112.000000
predicted=92.881195, expected=40.000000
predicted=92.852512, expected=60.000000
predicted=88.047897, expected=68.000000
predicted=81.052750, expected=40.000000
predicted=68.999635, expected=44.000000
predicted=56.917504, expected=108.000000
predicted=57.106008, expected=128.000000
predicted=68.984187, expected=56.000000
predicted=76.384167, expected=56.000000
predicted=80.220226, expected=104.000000
predicted=85.055822, expected=60.000000
predicted=81.878258, expected=96.000000
predicted=77.452977, expected=76.000000
predicted=77.088933, expected=36.000000
predicted=75.516822, expected=52.000000
predicted=69.902911, expected=124.000000
predicted=69.181784, expected=84.000000
predicted=72.640481, expected=136.000000
predicted=81.792759, expected=108.000000
predicted=95.382735, expected=60.000000
predicted=101.405194, expected=124.000000
predicted=104.044834, expected=56.000000
predicted=97.368339, expected=64.000000
predicted=88.664502, expected=104.000000
predicted=82.686820, expected=72.000000
predicted=80.187996, expected=84.000000
predicted=80.152990, expected=60.000000
predicted=77.096271, expected=148.000000
predicted=84.768279, expected=84.000000
predicted=90.020506, expected=68.000000
predicted=90.038529, expected=60.000000
predicted=88.580777, expected=60.000000
predicted=82.090950, expected=76.000000
predicted=74.924275, expected=112.000000
predicted=71.536961, expected=64.000000
predicted=74.104367, expected=40.000000
predicted=73.588917, expected=56.000000
predicted=70.886176, expected=72.000000
predicted=66.998854, expected=84.000000
predicted=64.277643, expected=88.000000
predicted=65.692112, expected=56.000000
predicted=70.025375, expected=108.000000
predicted=77.276909, expected=52.000000
predicted=78.460396, expected=60.000000
predicted=74.990067, expected=84.000000
predicted=72.940909, expected=56.000000
predicted=69.907366, expected=80.000000
predicted=69.217288, expected=144.000000
predicted=75.838244, expected=68.000000
predicted=83.891865, expected=60.000000
predicted=85.968907, expected=40.000000
predicted=81.324171, expected=68.000000
predicted=74.987682, expected=64.000000
predicted=66.115929, expected=24.000000
predicted=54.633710, expected=48.000000
predicted=50.881107, expected=60.000000
predicted=49.832565, expected=80.000000
predicted=52.367505, expected=88.000000
predicted=57.719788, expected=92.000000
predicted=67.429143, expected=108.000000
predicted=80.433040, expected=116.000000
predicted=91.534347, expected=104.000000
predicted=99.375901, expected=104.000000
predicted=103.883502, expected=64.000000
predicted=101.794152, expected=64.000000
predicted=94.353876, expected=72.000000
predicted=84.885104, expected=60.000000
predicted=75.091866, expected=76.000000
predicted=69.491991, expected=40.000000
predicted=64.202058, expected=108.000000
predicted=67.038415, expected=44.000000
predicted=67.154460, expected=88.000000
predicted=68.622630, expected=72.000000
predicted=71.344724, expected=136.000000
predicted=79.193064, expected=128.000000
predicted=91.833471, expected=56.000000
predicted=95.196987, expected=140.000000
predicted=104.169044, expected=96.000000
predicted=107.159782, expected=72.000000
predicted=103.082535, expected=100.000000
predicted=97.292371, expected=108.000000
predicted=96.516462, expected=80.000000
predicted=95.635686, expected=68.000000
predicted=89.190431, expected=112.000000
predicted=89.866038, expected=48.000000
predicted=86.152295, expected=96.000000
predicted=82.274638, expected=116.000000
predicted=84.436401, expected=164.000000
predicted=96.478427, expected=156.000000
predicted=113.022511, expected=104.000000
predicted=123.688064, expected=176.000000
predicted=138.153722, expected=112.000000
predicted=141.233096, expected=80.000000
predicted=132.837527, expected=168.000000
predicted=128.333138, expected=104.000000
predicted=124.557760, expected=96.000000
predicted=119.683251, expected=116.000000
predicted=114.299301, expected=140.000000
predicted=116.942178, expected=88.000000
predicted=115.315236, expected=84.000000
predicted=108.094053, expected=64.000000
predicted=101.259327, expected=72.000000
predicted=91.589200, expected=116.000000
predicted=85.827650, expected=68.000000
predicted=81.243047, expected=184.000000
predicted=92.823976, expected=72.000000
predicted=101.371343, expected=112.000000
predicted=108.027170, expected=132.000000
predicted=113.572387, expected=104.000000
predicted=114.498331, expected=120.000000
predicted=114.955736, expected=60.000000
predicted=107.010193, expected=120.000000
predicted=106.090904, expected=88.000000
predicted=100.940928, expected=104.000000
predicted=97.366686, expected=116.000000
predicted=98.729215, expected=124.000000
predicted=103.845341, expected=128.000000
predicted=111.573430, expected=304.000000
predicted=136.329005, expected=196.000000
predicted=165.225007, expected=96.000000
predicted=175.713662, expected=108.000000
predicted=173.117586, expected=100.000000
predicted=158.309884, expected=100.000000
predicted=134.392587, expected=108.000000
predicted=109.910039, expected=68.000000
predicted=98.460232, expected=68.000000
predicted=92.157719, expected=64.000000
predicted=83.707119, expected=76.000000
predicted=77.149201, expected=44.000000
predicted=68.717604, expected=56.000000
predicted=62.498682, expected=68.000000
predicted=61.001580, expected=44.000000
predicted=57.919822, expected=92.000000
predicted=60.050054, expected=56.000000
predicted=61.544498, expected=164.000000
predicted=76.243936, expected=100.000000
predicted=88.913381, expected=52.000000
predicted=93.041394, expected=96.000000
predicted=95.661692, expected=44.000000
predicted=88.449166, expected=108.000000
predicted=83.895290, expected=40.000000
predicted=72.612998, expected=56.000000
predicted=68.036076, expected=52.000000
predicted=63.817825, expected=56.000000
predicted=59.211728, expected=92.000000
predicted=60.558692, expected=72.000000
predicted=62.570785, expected=120.000000
predicted=74.043768, expected=48.000000
Test MSE: 1489.099
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825])]
predicted=46.902401, expected=84.000000
predicted=47.810328, expected=100.000000
predicted=58.237922, expected=60.000000
predicted=61.891874, expected=28.000000
predicted=62.542621, expected=48.000000
predicted=61.103009, expected=48.000000
predicted=58.708775, expected=64.000000
predicted=55.517586, expected=52.000000
predicted=50.335643, expected=72.000000
predicted=52.977471, expected=36.000000
predicted=54.006376, expected=32.000000
predicted=50.650626, expected=116.000000
predicted=62.169432, expected=28.000000
predicted=54.624377, expected=60.000000
predicted=57.840225, expected=124.000000
predicted=68.759116, expected=28.000000
predicted=62.928167, expected=16.000000
predicted=63.172632, expected=48.000000
predicted=52.759621, expected=24.000000
predicted=45.789235, expected=88.000000
predicted=52.350500, expected=4.000000
predicted=35.630064, expected=32.000000
predicted=36.277974, expected=52.000000
predicted=42.116165, expected=148.000000
predicted=55.618635, expected=28.000000
predicted=58.610635, expected=84.000000
predicted=61.908956, expected=52.000000
predicted=69.590647, expected=96.000000
predicted=73.370794, expected=80.000000
predicted=80.857585, expected=84.000000
predicted=71.295689, expected=20.000000
predicted=70.991070, expected=8.000000
predicted=56.905330, expected=36.000000
predicted=52.408544, expected=16.000000
predicted=36.742041, expected=56.000000
predicted=34.784490, expected=52.000000
predicted=32.257177, expected=132.000000
predicted=50.672907, expected=32.000000
predicted=56.204159, expected=56.000000
predicted=59.486261, expected=60.000000
predicted=67.112456, expected=36.000000
predicted=58.120799, expected=40.000000
predicted=58.161729, expected=100.000000
predicted=54.287617, expected=28.000000
predicted=52.437925, expected=76.000000
predicted=57.402829, expected=24.000000
predicted=52.844710, expected=136.000000
predicted=65.053095, expected=48.000000
predicted=69.623066, expected=60.000000
predicted=62.066851, expected=88.000000
predicted=75.431887, expected=60.000000
predicted=67.471900, expected=72.000000
predicted=76.411132, expected=96.000000
predicted=71.997945, expected=32.000000
predicted=67.733057, expected=60.000000
predicted=68.285592, expected=44.000000
predicted=61.111346, expected=24.000000
predicted=52.169143, expected=36.000000
predicted=48.230181, expected=60.000000
predicted=41.847051, expected=20.000000
predicted=39.613638, expected=60.000000
predicted=41.086501, expected=44.000000
predicted=41.596265, expected=92.000000
predicted=50.890539, expected=60.000000
predicted=57.439142, expected=20.000000
predicted=50.466101, expected=76.000000
predicted=59.943855, expected=64.000000
predicted=57.981128, expected=56.000000
predicted=59.549584, expected=52.000000
predicted=56.693271, expected=264.000000
predicted=88.246086, expected=4.000000
predicted=88.290854, expected=16.000000
predicted=81.226517, expected=52.000000
predicted=81.757046, expected=68.000000
predicted=65.430079, expected=40.000000
predicted=70.737442, expected=60.000000
predicted=42.586431, expected=48.000000
predicted=48.501225, expected=40.000000
predicted=50.461410, expected=44.000000
predicted=50.407401, expected=32.000000
predicted=43.587095, expected=28.000000
predicted=41.391779, expected=20.000000
predicted=35.195557, expected=100.000000
predicted=42.580769, expected=40.000000
predicted=43.493523, expected=32.000000
predicted=43.200975, expected=48.000000
predicted=48.084518, expected=52.000000
predicted=46.396560, expected=20.000000
predicted=47.554112, expected=48.000000
predicted=40.749234, expected=32.000000
predicted=38.584633, expected=40.000000
predicted=38.618141, expected=44.000000
predicted=39.974060, expected=32.000000
predicted=35.752676, expected=44.000000
predicted=40.143647, expected=44.000000
predicted=39.397103, expected=56.000000
predicted=42.760047, expected=56.000000
predicted=46.396722, expected=52.000000
predicted=47.802771, expected=44.000000
predicted=50.134030, expected=20.000000
predicted=45.720149, expected=44.000000
predicted=44.828831, expected=232.000000
predicted=71.966159, expected=28.000000
predicted=69.332932, expected=124.000000
predicted=86.179771, expected=20.000000
predicted=87.589989, expected=12.000000
predicted=71.495398, expected=8.000000
predicted=71.744963, expected=28.000000
predicted=31.916593, expected=12.000000
predicted=31.802528, expected=8.000000
predicted=14.580401, expected=28.000000
predicted=16.424520, expected=32.000000
predicted=18.555686, expected=28.000000
predicted=22.526889, expected=28.000000
predicted=23.755898, expected=40.000000
predicted=27.654076, expected=36.000000
predicted=31.832527, expected=12.000000
predicted=29.643625, expected=32.000000
predicted=29.622138, expected=32.000000
predicted=29.405717, expected=24.000000
predicted=28.262434, expected=36.000000
predicted=29.202741, expected=44.000000
predicted=30.069571, expected=16.000000
predicted=30.651994, expected=20.000000
predicted=29.214943, expected=88.000000
predicted=37.401665, expected=44.000000
predicted=40.393126, expected=100.000000
predicted=52.688551, expected=28.000000
predicted=53.321570, expected=76.000000
predicted=58.520006, expected=12.000000
predicted=59.855777, expected=24.000000
predicted=44.678261, expected=28.000000
predicted=44.728832, expected=80.000000
predicted=38.075883, expected=40.000000
predicted=43.646135, expected=12.000000
predicted=34.280728, expected=16.000000
predicted=35.408157, expected=20.000000
predicted=30.477418, expected=20.000000
predicted=28.990498, expected=40.000000
predicted=24.242360, expected=16.000000
predicted=21.164574, expected=20.000000
predicted=22.246362, expected=28.000000
predicted=24.504709, expected=24.000000
predicted=23.640241, expected=16.000000
predicted=23.951402, expected=32.000000
predicted=22.835157, expected=48.000000
predicted=27.571345, expected=52.000000
predicted=33.125674, expected=52.000000
predicted=38.488562, expected=24.000000
predicted=38.826351, expected=28.000000
predicted=39.610912, expected=16.000000
predicted=36.162363, expected=36.000000
predicted=32.796815, expected=144.000000
predicted=48.784873, expected=16.000000
predicted=45.303550, expected=16.000000
predicted=45.374159, expected=28.000000
predicted=46.497501, expected=28.000000
predicted=39.246274, expected=44.000000
predicted=44.171048, expected=48.000000
predicted=30.570969, expected=84.000000
predicted=41.500351, expected=48.000000
predicted=48.031824, expected=24.000000
predicted=47.199353, expected=44.000000
predicted=49.766307, expected=28.000000
predicted=44.264044, expected=24.000000
predicted=40.476705, expected=80.000000
predicted=41.272759, expected=52.000000
predicted=41.684153, expected=20.000000
predicted=42.105063, expected=24.000000
predicted=40.272496, expected=24.000000
predicted=35.934870, expected=24.000000
predicted=35.271572, expected=44.000000
predicted=30.909894, expected=32.000000
predicted=28.113339, expected=48.000000
predicted=32.816605, expected=4.000000
predicted=30.481320, expected=24.000000
predicted=28.880373, expected=28.000000
predicted=29.832674, expected=136.000000
predicted=42.701615, expected=172.000000
predicted=70.236016, expected=16.000000
predicted=66.200869, expected=4.000000
predicted=68.713352, expected=24.000000
predicted=64.174401, expected=12.000000
predicted=53.910779, expected=24.000000
predicted=40.373892, expected=40.000000
predicted=20.668866, expected=36.000000
predicted=23.158371, expected=40.000000
predicted=30.002497, expected=12.000000
predicted=28.019047, expected=24.000000
predicted=29.057011, expected=24.000000
predicted=29.009300, expected=40.000000
predicted=28.186812, expected=24.000000
predicted=27.689074, expected=4.000000
predicted=21.432411, expected=48.000000
predicted=27.662885, expected=68.000000
predicted=34.018593, expected=40.000000
predicted=37.036065, expected=20.000000
predicted=35.961861, expected=52.000000
predicted=39.425004, expected=48.000000
predicted=44.675048, expected=20.000000
predicted=40.517325, expected=20.000000
predicted=34.377743, expected=36.000000
predicted=32.250203, expected=24.000000
predicted=31.928766, expected=12.000000
predicted=26.468783, expected=48.000000
predicted=27.165731, expected=24.000000
predicted=26.791836, expected=28.000000
predicted=28.350966, expected=32.000000
predicted=29.206788, expected=24.000000
predicted=27.138774, expected=40.000000
predicted=32.623293, expected=52.000000
predicted=33.512475, expected=20.000000
predicted=32.532649, expected=28.000000
predicted=33.318569, expected=28.000000
predicted=32.159252, expected=24.000000
predicted=30.588513, expected=24.000000
predicted=29.327965, expected=72.000000
predicted=32.717612, expected=32.000000
predicted=34.653224, expected=24.000000
predicted=34.445976, expected=16.000000
predicted=33.515285, expected=28.000000
predicted=30.883029, expected=32.000000
predicted=33.168070, expected=32.000000
predicted=27.025424, expected=48.000000
predicted=30.557313, expected=36.000000
predicted=32.310903, expected=12.000000
predicted=31.419122, expected=16.000000
predicted=29.666392, expected=48.000000
predicted=31.188191, expected=40.000000
predicted=32.270682, expected=108.000000
predicted=44.016256, expected=56.000000
predicted=48.446003, expected=32.000000
predicted=50.499113, expected=24.000000
predicted=53.395993, expected=24.000000
predicted=44.864356, expected=12.000000
predicted=40.963319, expected=12.000000
predicted=25.884038, expected=32.000000
predicted=22.387073, expected=116.000000
predicted=36.749437, expected=32.000000
predicted=38.607759, expected=24.000000
predicted=39.554657, expected=20.000000
predicted=41.832578, expected=24.000000
predicted=37.715170, expected=12.000000
predicted=36.976502, expected=32.000000
predicted=23.742361, expected=88.000000
predicted=33.820535, expected=40.000000
predicted=36.036314, expected=32.000000
predicted=39.294892, expected=40.000000
predicted=42.493561, expected=44.000000
predicted=43.973279, expected=48.000000
predicted=48.217216, expected=20.000000
predicted=37.536052, expected=12.000000
predicted=32.554393, expected=28.000000
predicted=31.658724, expected=32.000000
predicted=29.330339, expected=24.000000
predicted=26.968953, expected=32.000000
predicted=25.341865, expected=20.000000
predicted=24.720395, expected=36.000000
predicted=28.364598, expected=8.000000
predicted=25.328051, expected=12.000000
predicted=21.393472, expected=24.000000
predicted=22.202727, expected=40.000000
predicted=22.317504, expected=44.000000
predicted=27.696665, expected=32.000000
predicted=27.436645, expected=24.000000
predicted=29.980448, expected=20.000000
predicted=30.544578, expected=32.000000
predicted=31.284506, expected=24.000000
predicted=28.799180, expected=64.000000
predicted=32.798438, expected=36.000000
predicted=33.907643, expected=124.000000
predicted=50.787577, expected=12.000000
predicted=50.366559, expected=44.000000
predicted=50.035061, expected=24.000000
predicted=52.991840, expected=16.000000
predicted=38.127348, expected=60.000000
predicted=47.302759, expected=56.000000
predicted=34.898982, expected=52.000000
predicted=42.220500, expected=12.000000
predicted=38.204942, expected=8.000000
predicted=33.395323, expected=16.000000
predicted=33.032274, expected=24.000000
predicted=26.169699, expected=24.000000
predicted=22.428763, expected=36.000000
predicted=20.477009, expected=32.000000
predicted=23.779000, expected=44.000000
predicted=29.564277, expected=28.000000
predicted=31.784497, expected=12.000000
predicted=29.019798, expected=16.000000
predicted=27.965560, expected=24.000000
predicted=25.067021, expected=36.000000
predicted=26.051723, expected=96.000000
predicted=36.203788, expected=32.000000
predicted=36.851056, expected=12.000000
predicted=36.544965, expected=12.000000
predicted=36.593581, expected=28.000000
predicted=33.179350, expected=180.000000
predicted=60.410402, expected=24.000000
predicted=48.590998, expected=16.000000
predicted=46.233083, expected=24.000000
predicted=51.611127, expected=20.000000
predicted=43.577435, expected=24.000000
predicted=47.350079, expected=4.000000
predicted=18.668876, expected=24.000000
predicted=18.445360, expected=44.000000
predicted=23.476957, expected=56.000000
predicted=28.386898, expected=20.000000
predicted=29.348114, expected=36.000000
predicted=31.406860, expected=44.000000
predicted=37.661214, expected=28.000000
predicted=36.767133, expected=36.000000
predicted=37.023805, expected=60.000000
predicted=37.762108, expected=36.000000
predicted=39.537483, expected=28.000000
predicted=38.843400, expected=60.000000
predicted=42.154870, expected=28.000000
predicted=40.466509, expected=36.000000
predicted=40.995914, expected=44.000000
predicted=39.572559, expected=64.000000
predicted=42.549257, expected=32.000000
predicted=44.167677, expected=16.000000
predicted=36.801479, expected=8.000000
predicted=33.492521, expected=32.000000
predicted=31.369928, expected=60.000000
predicted=34.843572, expected=48.000000
predicted=32.665608, expected=20.000000
predicted=31.455525, expected=20.000000
predicted=32.066591, expected=4.000000
predicted=29.837456, expected=32.000000
predicted=29.562393, expected=28.000000
predicted=25.178650, expected=88.000000
predicted=32.104555, expected=4.000000
predicted=30.118477, expected=40.000000
predicted=32.632759, expected=32.000000
predicted=38.935552, expected=20.000000
predicted=32.628125, expected=136.000000
predicted=54.758585, expected=8.000000
predicted=40.071377, expected=8.000000
predicted=40.381144, expected=56.000000
predicted=46.238828, expected=24.000000
predicted=38.456094, expected=12.000000
predicted=40.336827, expected=24.000000
predicted=23.222673, expected=44.000000
predicted=27.116345, expected=20.000000
predicted=29.473333, expected=20.000000
predicted=24.324705, expected=36.000000
predicted=26.517871, expected=12.000000
predicted=25.171186, expected=24.000000
predicted=25.875507, expected=40.000000
predicted=25.708559, expected=20.000000
predicted=24.615762, expected=28.000000
predicted=26.967657, expected=28.000000
predicted=25.710712, expected=16.000000
predicted=25.334802, expected=36.000000
predicted=28.128237, expected=56.000000
predicted=30.719152, expected=64.000000
predicted=37.899090, expected=80.000000
predicted=47.654857, expected=52.000000
predicted=51.506538, expected=20.000000
predicted=51.490069, expected=40.000000
predicted=52.194121, expected=44.000000
predicted=48.930419, expected=32.000000
predicted=43.582956, expected=40.000000
predicted=38.511480, expected=48.000000
predicted=37.491111, expected=204.000000
predicted=68.918521, expected=28.000000
predicted=66.521397, expected=24.000000
predicted=63.633228, expected=24.000000
predicted=65.339862, expected=36.000000
predicted=55.770088, expected=40.000000
predicted=58.659936, expected=32.000000
predicted=30.672824, expected=24.000000
predicted=30.275736, expected=28.000000
predicted=30.702547, expected=44.000000
predicted=33.752254, expected=36.000000
predicted=33.720072, expected=12.000000
predicted=29.291082, expected=44.000000
predicted=31.818804, expected=40.000000
predicted=33.724759, expected=20.000000
predicted=31.880794, expected=40.000000
predicted=32.862081, expected=20.000000
predicted=29.128604, expected=28.000000
predicted=31.339322, expected=44.000000
predicted=32.470179, expected=40.000000
predicted=31.530079, expected=48.000000
predicted=36.960064, expected=68.000000
predicted=42.057688, expected=36.000000
predicted=43.936569, expected=12.000000
predicted=41.366584, expected=32.000000
predicted=39.684014, expected=4.000000
predicted=31.979534, expected=28.000000
predicted=29.099370, expected=60.000000
predicted=29.271707, expected=44.000000
predicted=29.452733, expected=28.000000
predicted=33.376038, expected=24.000000
predicted=32.155623, expected=4.000000
predicted=30.535554, expected=20.000000
predicted=29.259891, expected=32.000000
predicted=25.064382, expected=12.000000
predicted=19.323280, expected=24.000000
predicted=19.747470, expected=36.000000
predicted=21.692431, expected=16.000000
predicted=22.695536, expected=16.000000
predicted=22.868813, expected=32.000000
predicted=22.949196, expected=52.000000
predicted=28.929438, expected=4.000000
predicted=25.778316, expected=24.000000
predicted=24.467859, expected=32.000000
predicted=27.048325, expected=32.000000
predicted=28.000373, expected=44.000000
predicted=31.902257, expected=40.000000
predicted=29.678799, expected=16.000000
predicted=31.214722, expected=52.000000
predicted=36.414496, expected=20.000000
predicted=33.639191, expected=24.000000
predicted=31.967749, expected=48.000000
predicted=34.249805, expected=40.000000
Test MSE: 1101.606
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506])]
predicted=20.685037, expected=12.000000
predicted=20.722976, expected=48.000000
predicted=29.874465, expected=28.000000
predicted=24.439611, expected=20.000000
predicted=24.994494, expected=20.000000
predicted=29.305369, expected=72.000000
predicted=36.089140, expected=40.000000
predicted=35.609486, expected=28.000000
predicted=34.113878, expected=32.000000
predicted=40.080856, expected=32.000000
predicted=31.514759, expected=20.000000
predicted=35.371028, expected=40.000000
predicted=34.795972, expected=52.000000
predicted=35.633714, expected=24.000000
predicted=29.497365, expected=52.000000
predicted=42.262179, expected=32.000000
predicted=34.731005, expected=40.000000
predicted=37.598151, expected=24.000000
predicted=38.856449, expected=24.000000
predicted=28.962505, expected=76.000000
predicted=48.674259, expected=36.000000
predicted=33.493440, expected=32.000000
predicted=39.141297, expected=32.000000
predicted=41.461274, expected=40.000000
predicted=34.598580, expected=40.000000
predicted=43.534761, expected=32.000000
predicted=34.650144, expected=28.000000
predicted=33.989568, expected=48.000000
predicted=38.352065, expected=44.000000
predicted=37.734738, expected=12.000000
predicted=30.286575, expected=44.000000
predicted=39.598945, expected=48.000000
predicted=36.574928, expected=52.000000
predicted=39.551616, expected=40.000000
predicted=43.309836, expected=20.000000
predicted=32.742720, expected=40.000000
predicted=42.197376, expected=32.000000
predicted=36.002599, expected=24.000000
predicted=32.025992, expected=36.000000
predicted=35.558437, expected=36.000000
predicted=29.886727, expected=20.000000
predicted=28.968934, expected=44.000000
predicted=35.850271, expected=40.000000
predicted=32.627107, expected=36.000000
predicted=33.699908, expected=36.000000
predicted=38.100833, expected=32.000000
predicted=32.809023, expected=36.000000
predicted=37.203885, expected=40.000000
predicted=37.131626, expected=44.000000
predicted=37.568296, expected=36.000000
predicted=37.108313, expected=8.000000
predicted=29.285809, expected=48.000000
predicted=39.172460, expected=24.000000
predicted=29.557097, expected=32.000000
predicted=30.562337, expected=36.000000
predicted=35.646827, expected=60.000000
predicted=34.117313, expected=36.000000
predicted=38.888131, expected=28.000000
predicted=35.262129, expected=32.000000
predicted=39.150410, expected=24.000000
predicted=31.313092, expected=32.000000
predicted=35.760653, expected=36.000000
predicted=32.331865, expected=64.000000
predicted=38.788173, expected=28.000000
predicted=33.791627, expected=4.000000
predicted=28.293405, expected=24.000000
predicted=34.547718, expected=24.000000
predicted=24.770494, expected=20.000000
predicted=25.713677, expected=40.000000
predicted=28.464200, expected=44.000000
predicted=26.332224, expected=28.000000
predicted=28.352580, expected=20.000000
predicted=30.159168, expected=44.000000
predicted=34.490153, expected=4.000000
predicted=23.512167, expected=20.000000
predicted=27.599543, expected=20.000000
predicted=24.451884, expected=36.000000
predicted=21.164760, expected=20.000000
predicted=25.476587, expected=24.000000
predicted=20.562686, expected=56.000000
predicted=34.514016, expected=60.000000
predicted=35.471637, expected=40.000000
predicted=39.138140, expected=36.000000
predicted=41.775605, expected=12.000000
predicted=33.392988, expected=40.000000
predicted=40.622349, expected=16.000000
predicted=31.040121, expected=68.000000
predicted=39.207313, expected=56.000000
predicted=41.427184, expected=28.000000
predicted=31.066515, expected=48.000000
predicted=50.086286, expected=36.000000
predicted=37.185174, expected=28.000000
predicted=40.509113, expected=24.000000
predicted=38.304261, expected=16.000000
predicted=26.420011, expected=36.000000
predicted=32.636490, expected=24.000000
predicted=25.912495, expected=24.000000
predicted=24.759961, expected=44.000000
predicted=32.340307, expected=28.000000
predicted=25.432942, expected=24.000000
predicted=29.924015, expected=48.000000
predicted=36.284360, expected=24.000000
predicted=27.303856, expected=56.000000
predicted=41.242657, expected=32.000000
predicted=35.332835, expected=60.000000
predicted=41.043668, expected=44.000000
predicted=46.348054, expected=24.000000
predicted=34.520141, expected=40.000000
predicted=46.778459, expected=40.000000
predicted=37.165261, expected=36.000000
predicted=38.927715, expected=44.000000
predicted=41.015542, expected=44.000000
predicted=37.650056, expected=12.000000
predicted=31.892599, expected=32.000000
predicted=36.712003, expected=40.000000
predicted=34.705183, expected=32.000000
predicted=30.520668, expected=40.000000
predicted=37.298506, expected=56.000000
predicted=37.502732, expected=52.000000
predicted=41.332439, expected=24.000000
predicted=38.808262, expected=36.000000
predicted=41.672542, expected=24.000000
predicted=35.439692, expected=44.000000
predicted=38.707836, expected=40.000000
predicted=38.450659, expected=64.000000
predicted=40.554649, expected=44.000000
predicted=42.850767, expected=36.000000
predicted=40.143628, expected=32.000000
predicted=44.338432, expected=28.000000
predicted=36.648167, expected=40.000000
predicted=41.406585, expected=16.000000
predicted=29.676593, expected=32.000000
predicted=31.692800, expected=56.000000
predicted=37.893477, expected=32.000000
predicted=29.636944, expected=20.000000
predicted=33.609305, expected=32.000000
predicted=33.367179, expected=48.000000
predicted=35.153015, expected=40.000000
predicted=37.391850, expected=32.000000
predicted=34.946700, expected=76.000000
predicted=47.498641, expected=20.000000
predicted=34.514328, expected=52.000000
predicted=47.451205, expected=48.000000
predicted=48.043543, expected=32.000000
predicted=35.225486, expected=32.000000
predicted=47.533954, expected=28.000000
predicted=32.752195, expected=52.000000
predicted=41.587811, expected=28.000000
predicted=34.872597, expected=20.000000
predicted=30.634489, expected=28.000000
predicted=33.537609, expected=28.000000
predicted=27.235160, expected=16.000000
predicted=27.135773, expected=56.000000
predicted=34.565240, expected=40.000000
predicted=30.130015, expected=56.000000
predicted=39.005289, expected=60.000000
predicted=47.795382, expected=20.000000
predicted=34.650061, expected=28.000000
predicted=44.949669, expected=24.000000
predicted=35.868658, expected=64.000000
predicted=42.411559, expected=52.000000
predicted=43.142753, expected=32.000000
predicted=34.852895, expected=8.000000
predicted=34.754378, expected=56.000000
predicted=40.888883, expected=24.000000
predicted=34.482183, expected=32.000000
predicted=33.539777, expected=20.000000
predicted=31.948054, expected=40.000000
predicted=27.364346, expected=16.000000
predicted=30.410969, expected=48.000000
predicted=31.940960, expected=40.000000
predicted=34.395235, expected=20.000000
predicted=26.060860, expected=24.000000
predicted=34.726593, expected=52.000000
predicted=34.065607, expected=52.000000
predicted=38.488361, expected=24.000000
predicted=34.029885, expected=16.000000
predicted=32.201915, expected=40.000000
predicted=35.281199, expected=24.000000
predicted=30.191264, expected=36.000000
predicted=33.511868, expected=36.000000
predicted=31.847386, expected=80.000000
predicted=41.794137, expected=20.000000
predicted=35.687187, expected=20.000000
predicted=35.082201, expected=36.000000
predicted=42.392725, expected=32.000000
predicted=29.558118, expected=44.000000
predicted=42.064232, expected=40.000000
predicted=33.413945, expected=60.000000
predicted=40.343642, expected=56.000000
predicted=46.138166, expected=28.000000
predicted=39.869224, expected=28.000000
predicted=43.715910, expected=16.000000
predicted=34.436999, expected=24.000000
predicted=32.757820, expected=80.000000
predicted=45.838795, expected=48.000000
predicted=34.471972, expected=36.000000
predicted=39.210940, expected=48.000000
predicted=47.330743, expected=60.000000
predicted=45.685383, expected=36.000000
predicted=48.993692, expected=32.000000
predicted=44.004073, expected=32.000000
predicted=40.486648, expected=68.000000
predicted=47.144463, expected=56.000000
predicted=47.345716, expected=20.000000
predicted=37.300406, expected=36.000000
predicted=44.704233, expected=24.000000
predicted=34.867551, expected=28.000000
predicted=35.730867, expected=52.000000
predicted=41.138176, expected=44.000000
predicted=32.184582, expected=80.000000
predicted=49.569795, expected=24.000000
predicted=38.737241, expected=48.000000
predicted=46.536752, expected=36.000000
predicted=48.768987, expected=136.000000
predicted=65.928275, expected=44.000000
predicted=58.410900, expected=40.000000
predicted=51.842010, expected=60.000000
predicted=71.314794, expected=56.000000
predicted=49.802209, expected=56.000000
predicted=67.811321, expected=52.000000
predicted=52.917138, expected=20.000000
predicted=42.778444, expected=28.000000
predicted=45.193991, expected=32.000000
predicted=40.007244, expected=32.000000
predicted=33.693565, expected=36.000000
predicted=35.386267, expected=24.000000
predicted=27.571826, expected=20.000000
predicted=27.740725, expected=48.000000
predicted=34.936868, expected=64.000000
predicted=38.446608, expected=28.000000
predicted=33.677485, expected=48.000000
predicted=43.117663, expected=56.000000
predicted=45.426194, expected=8.000000
predicted=33.336126, expected=40.000000
predicted=45.912717, expected=36.000000
predicted=35.352152, expected=20.000000
predicted=28.523444, expected=40.000000
predicted=39.313491, expected=20.000000
predicted=23.966444, expected=40.000000
predicted=33.185693, expected=40.000000
predicted=34.954669, expected=40.000000
predicted=31.317729, expected=48.000000
predicted=41.269134, expected=24.000000
predicted=32.432995, expected=24.000000
predicted=35.440101, expected=40.000000
predicted=37.719609, expected=28.000000
predicted=30.470092, expected=24.000000
predicted=31.481833, expected=40.000000
predicted=32.741767, expected=28.000000
predicted=28.020359, expected=16.000000
predicted=27.949178, expected=24.000000
predicted=28.403965, expected=28.000000
predicted=25.249311, expected=16.000000
predicted=23.343847, expected=24.000000
predicted=24.263201, expected=36.000000
predicted=25.235773, expected=40.000000
predicted=27.596004, expected=48.000000
predicted=34.360253, expected=44.000000
predicted=35.545157, expected=52.000000
predicted=41.748008, expected=44.000000
predicted=43.911273, expected=36.000000
predicted=42.472142, expected=44.000000
predicted=45.873989, expected=24.000000
predicted=37.369994, expected=36.000000
predicted=39.548032, expected=52.000000
predicted=41.716808, expected=48.000000
predicted=38.146549, expected=52.000000
predicted=45.142739, expected=40.000000
predicted=41.967459, expected=28.000000
predicted=40.239541, expected=40.000000
predicted=44.302983, expected=28.000000
predicted=36.586599, expected=32.000000
predicted=36.082782, expected=76.000000
predicted=46.659906, expected=40.000000
predicted=36.639654, expected=52.000000
predicted=46.952098, expected=40.000000
predicted=46.794542, expected=68.000000
predicted=49.645286, expected=40.000000
predicted=52.181578, expected=52.000000
predicted=48.421365, expected=44.000000
predicted=51.032987, expected=40.000000
predicted=43.460251, expected=60.000000
predicted=54.251506, expected=48.000000
predicted=45.403087, expected=64.000000
predicted=53.064295, expected=44.000000
predicted=50.047037, expected=32.000000
predicted=44.874703, expected=28.000000
predicted=46.339145, expected=12.000000
predicted=33.178881, expected=44.000000
predicted=39.267846, expected=40.000000
predicted=33.206192, expected=52.000000
predicted=35.330609, expected=40.000000
predicted=38.475972, expected=20.000000
predicted=31.239946, expected=32.000000
predicted=39.409637, expected=32.000000
predicted=34.173333, expected=28.000000
predicted=32.154194, expected=48.000000
predicted=36.940493, expected=40.000000
predicted=32.639741, expected=20.000000
predicted=31.055446, expected=40.000000
predicted=37.864910, expected=40.000000
predicted=34.642146, expected=36.000000
predicted=35.711304, expected=28.000000
predicted=35.342457, expected=44.000000
predicted=35.434477, expected=32.000000
predicted=35.145718, expected=40.000000
predicted=36.889007, expected=20.000000
predicted=32.703867, expected=28.000000
predicted=30.785640, expected=20.000000
predicted=30.366737, expected=56.000000
predicted=34.288628, expected=36.000000
predicted=33.314586, expected=24.000000
predicted=28.767088, expected=20.000000
predicted=32.818621, expected=44.000000
predicted=32.465885, expected=28.000000
predicted=32.827761, expected=36.000000
predicted=32.225134, expected=72.000000
predicted=43.374598, expected=48.000000
predicted=37.909096, expected=100.000000
predicted=61.918874, expected=40.000000
predicted=52.080671, expected=40.000000
predicted=52.378570, expected=40.000000
predicted=60.303175, expected=32.000000
predicted=41.999881, expected=28.000000
predicted=47.201288, expected=20.000000
predicted=31.848669, expected=56.000000
predicted=38.555638, expected=20.000000
predicted=29.559817, expected=20.000000
predicted=28.443378, expected=52.000000
predicted=38.434288, expected=32.000000
predicted=27.973069, expected=16.000000
predicted=32.049333, expected=52.000000
predicted=37.626063, expected=52.000000
predicted=35.268697, expected=28.000000
predicted=36.221062, expected=44.000000
predicted=42.112435, expected=40.000000
predicted=37.021532, expected=32.000000
predicted=38.436296, expected=20.000000
predicted=36.290958, expected=28.000000
predicted=31.226623, expected=80.000000
predicted=45.306807, expected=20.000000
predicted=31.308866, expected=12.000000
predicted=32.088984, expected=32.000000
predicted=36.625298, expected=24.000000
predicted=24.917678, expected=32.000000
predicted=34.963306, expected=56.000000
predicted=33.928497, expected=44.000000
predicted=31.851616, expected=20.000000
predicted=33.505128, expected=52.000000
predicted=42.292543, expected=72.000000
predicted=46.464694, expected=20.000000
predicted=38.115630, expected=36.000000
predicted=45.264626, expected=64.000000
predicted=46.661660, expected=24.000000
predicted=36.083450, expected=28.000000
predicted=43.867693, expected=8.000000
predicted=28.816845, expected=12.000000
predicted=23.785102, expected=32.000000
predicted=30.600246, expected=32.000000
predicted=21.216569, expected=64.000000
predicted=34.372170, expected=36.000000
predicted=30.560613, expected=24.000000
predicted=31.906709, expected=24.000000
predicted=36.902048, expected=16.000000
predicted=27.664931, expected=20.000000
predicted=30.154922, expected=24.000000
predicted=24.378860, expected=28.000000
predicted=22.488594, expected=40.000000
predicted=27.434795, expected=40.000000
predicted=28.816867, expected=16.000000
predicted=26.087186, expected=24.000000
predicted=29.709136, expected=12.000000
predicted=24.201988, expected=48.000000
predicted=31.351931, expected=40.000000
predicted=31.134632, expected=48.000000
predicted=31.959190, expected=48.000000
predicted=40.414554, expected=72.000000
predicted=46.019851, expected=12.000000
predicted=39.930138, expected=28.000000
predicted=41.656274, expected=44.000000
predicted=44.128644, expected=40.000000
predicted=34.783423, expected=72.000000
predicted=51.740200, expected=40.000000
predicted=37.912560, expected=20.000000
predicted=37.809406, expected=32.000000
predicted=43.740719, expected=24.000000
predicted=32.767836, expected=36.000000
predicted=37.703739, expected=20.000000
predicted=28.546286, expected=60.000000
predicted=35.115951, expected=32.000000
predicted=33.014733, expected=28.000000
predicted=31.615821, expected=24.000000
predicted=35.754660, expected=12.000000
predicted=23.925478, expected=56.000000
predicted=39.710238, expected=52.000000
predicted=34.275708, expected=52.000000
predicted=37.880603, expected=32.000000
predicted=39.975422, expected=24.000000
predicted=34.834989, expected=32.000000
predicted=41.163597, expected=20.000000
predicted=32.042945, expected=16.000000
predicted=28.399549, expected=44.000000
predicted=31.278397, expected=36.000000
predicted=27.248475, expected=16.000000
predicted=25.813745, expected=24.000000
predicted=28.409560, expected=8.000000
predicted=20.137066, expected=40.000000
Test MSE: 291.181
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637])]
predicted=42.687918, expected=44.000000
predicted=38.107443, expected=36.000000
predicted=40.778613, expected=36.000000
predicted=24.117931, expected=44.000000
predicted=35.018496, expected=40.000000
predicted=30.595640, expected=48.000000
predicted=43.708157, expected=8.000000
predicted=29.118278, expected=28.000000
predicted=33.466484, expected=48.000000
predicted=40.796277, expected=60.000000
predicted=40.582916, expected=32.000000
predicted=39.676820, expected=28.000000
predicted=29.210078, expected=76.000000
predicted=50.437255, expected=40.000000
predicted=42.149946, expected=52.000000
predicted=52.159799, expected=52.000000
predicted=48.572596, expected=52.000000
predicted=42.962540, expected=32.000000
predicted=52.454339, expected=36.000000
predicted=41.694041, expected=48.000000
predicted=47.296487, expected=52.000000
predicted=46.451104, expected=40.000000
predicted=44.583887, expected=24.000000
predicted=34.946821, expected=80.000000
predicted=53.401214, expected=32.000000
predicted=40.661878, expected=40.000000
predicted=44.999293, expected=32.000000
predicted=43.311028, expected=12.000000
predicted=24.361990, expected=36.000000
predicted=47.600714, expected=64.000000
predicted=40.671410, expected=36.000000
predicted=34.911938, expected=16.000000
predicted=31.147748, expected=32.000000
predicted=30.983230, expected=52.000000
predicted=39.040619, expected=36.000000
predicted=41.411092, expected=24.000000
predicted=32.945702, expected=44.000000
predicted=34.719195, expected=64.000000
predicted=43.434346, expected=36.000000
predicted=41.324450, expected=24.000000
predicted=36.649921, expected=36.000000
predicted=36.800816, expected=48.000000
predicted=41.252294, expected=56.000000
predicted=49.552986, expected=64.000000
predicted=47.918363, expected=56.000000
predicted=45.423893, expected=68.000000
predicted=55.099042, expected=52.000000
predicted=54.541986, expected=40.000000
predicted=51.963106, expected=36.000000
predicted=52.344837, expected=32.000000
predicted=44.186752, expected=48.000000
predicted=50.122128, expected=52.000000
predicted=46.442260, expected=20.000000
predicted=33.484849, expected=52.000000
predicted=44.401083, expected=36.000000
predicted=36.872663, expected=12.000000
predicted=30.763151, expected=48.000000
predicted=45.857725, expected=48.000000
predicted=33.258904, expected=40.000000
predicted=40.085324, expected=44.000000
predicted=42.210679, expected=16.000000
predicted=25.450712, expected=36.000000
predicted=40.125446, expected=28.000000
predicted=35.836483, expected=16.000000
predicted=26.605523, expected=24.000000
predicted=31.750881, expected=56.000000
predicted=32.190679, expected=32.000000
predicted=30.823575, expected=16.000000
predicted=26.798179, expected=36.000000
predicted=31.708371, expected=12.000000
predicted=21.500397, expected=48.000000
predicted=40.823353, expected=68.000000
predicted=42.936080, expected=80.000000
predicted=44.268313, expected=64.000000
predicted=53.932105, expected=36.000000
predicted=41.625232, expected=40.000000
predicted=52.273789, expected=52.000000
predicted=56.569325, expected=48.000000
predicted=54.954731, expected=20.000000
predicted=42.137260, expected=28.000000
predicted=36.548494, expected=64.000000
predicted=46.545405, expected=20.000000
predicted=33.370550, expected=16.000000
predicted=33.650443, expected=28.000000
predicted=30.147795, expected=24.000000
predicted=24.202858, expected=56.000000
predicted=45.478240, expected=44.000000
predicted=32.066617, expected=28.000000
predicted=28.256062, expected=36.000000
predicted=37.399676, expected=44.000000
predicted=35.947582, expected=36.000000
predicted=41.035546, expected=36.000000
predicted=39.171953, expected=44.000000
predicted=37.763878, expected=48.000000
predicted=40.687019, expected=56.000000
predicted=46.830072, expected=32.000000
predicted=38.722499, expected=92.000000
predicted=59.354666, expected=40.000000
predicted=46.433312, expected=40.000000
predicted=47.760373, expected=52.000000
predicted=57.462438, expected=32.000000
predicted=36.834475, expected=36.000000
predicted=54.671806, expected=76.000000
predicted=52.786043, expected=40.000000
predicted=40.669481, expected=44.000000
predicted=48.641638, expected=52.000000
predicted=47.883597, expected=48.000000
predicted=43.479611, expected=76.000000
predicted=65.129990, expected=8.000000
predicted=35.026173, expected=36.000000
predicted=43.998714, expected=20.000000
predicted=38.788645, expected=24.000000
predicted=30.691720, expected=20.000000
predicted=38.550659, expected=48.000000
predicted=26.611166, expected=64.000000
predicted=41.693789, expected=28.000000
predicted=29.278609, expected=40.000000
predicted=38.561662, expected=56.000000
predicted=42.290979, expected=44.000000
predicted=43.261319, expected=44.000000
predicted=50.182177, expected=60.000000
predicted=46.698452, expected=64.000000
predicted=50.902419, expected=44.000000
predicted=50.860968, expected=44.000000
predicted=49.308150, expected=64.000000
predicted=54.388963, expected=36.000000
predicted=47.714059, expected=44.000000
predicted=51.762438, expected=60.000000
predicted=51.621273, expected=36.000000
predicted=41.576678, expected=44.000000
predicted=51.082892, expected=24.000000
predicted=36.773671, expected=20.000000
predicted=33.746350, expected=32.000000
predicted=40.089661, expected=28.000000
predicted=29.154876, expected=64.000000
predicted=43.501319, expected=44.000000
predicted=35.095904, expected=20.000000
predicted=28.985556, expected=36.000000
predicted=39.228326, expected=20.000000
predicted=28.387983, expected=20.000000
predicted=35.090911, expected=48.000000
predicted=38.589034, expected=36.000000
predicted=27.571440, expected=44.000000
predicted=37.206251, expected=20.000000
predicted=28.256392, expected=24.000000
predicted=27.777636, expected=28.000000
predicted=35.100301, expected=28.000000
predicted=28.843601, expected=12.000000
predicted=26.319355, expected=48.000000
predicted=31.067921, expected=48.000000
predicted=32.717848, expected=16.000000
predicted=25.426442, expected=20.000000
predicted=29.993121, expected=12.000000
predicted=19.792985, expected=16.000000
predicted=26.111320, expected=20.000000
predicted=26.419972, expected=28.000000
predicted=19.630030, expected=68.000000
predicted=35.579975, expected=16.000000
predicted=20.615057, expected=32.000000
predicted=30.099991, expected=16.000000
predicted=26.932482, expected=8.000000
predicted=20.262489, expected=20.000000
predicted=33.958621, expected=32.000000
predicted=20.893200, expected=24.000000
predicted=23.484778, expected=52.000000
predicted=30.894527, expected=32.000000
predicted=25.213833, expected=16.000000
predicted=24.644656, expected=20.000000
predicted=29.806048, expected=36.000000
predicted=28.632573, expected=20.000000
predicted=29.886656, expected=44.000000
predicted=33.270191, expected=16.000000
predicted=21.743793, expected=20.000000
predicted=23.230545, expected=16.000000
predicted=26.473406, expected=16.000000
predicted=18.372560, expected=28.000000
predicted=28.487733, expected=44.000000
predicted=26.125211, expected=48.000000
predicted=31.223532, expected=40.000000
predicted=31.700036, expected=36.000000
predicted=33.165410, expected=32.000000
predicted=35.005696, expected=28.000000
predicted=36.294146, expected=32.000000
predicted=37.104187, expected=32.000000
predicted=33.852428, expected=64.000000
predicted=43.101609, expected=44.000000
predicted=38.168140, expected=44.000000
predicted=39.824923, expected=12.000000
predicted=32.793112, expected=16.000000
predicted=29.506690, expected=24.000000
predicted=37.003782, expected=52.000000
predicted=36.696879, expected=48.000000
predicted=38.150389, expected=32.000000
predicted=28.167330, expected=24.000000
predicted=29.599288, expected=20.000000
predicted=28.163829, expected=12.000000
predicted=29.681887, expected=40.000000
predicted=35.114806, expected=40.000000
predicted=30.627575, expected=48.000000
predicted=33.131651, expected=72.000000
predicted=44.756113, expected=28.000000
predicted=31.169666, expected=20.000000
predicted=37.692035, expected=16.000000
predicted=34.126215, expected=20.000000
predicted=30.487618, expected=40.000000
predicted=41.575082, expected=52.000000
predicted=33.880585, expected=32.000000
predicted=28.613367, expected=40.000000
predicted=33.313733, expected=24.000000
predicted=29.578855, expected=36.000000
predicted=36.649305, expected=12.000000
predicted=31.638002, expected=36.000000
predicted=31.353710, expected=56.000000
predicted=40.591961, expected=80.000000
predicted=45.181528, expected=20.000000
predicted=35.533387, expected=32.000000
predicted=34.785871, expected=40.000000
predicted=42.402938, expected=52.000000
predicted=45.798240, expected=36.000000
predicted=49.521945, expected=24.000000
predicted=29.730337, expected=32.000000
predicted=35.240550, expected=24.000000
predicted=31.840330, expected=32.000000
predicted=36.119816, expected=60.000000
predicted=41.378874, expected=84.000000
predicted=47.992964, expected=56.000000
predicted=46.895014, expected=40.000000
predicted=44.542878, expected=32.000000
predicted=44.154598, expected=36.000000
predicted=47.638213, expected=36.000000
predicted=50.783730, expected=52.000000
predicted=46.835504, expected=52.000000
predicted=43.637079, expected=20.000000
predicted=32.354971, expected=16.000000
predicted=32.419231, expected=28.000000
predicted=32.890745, expected=16.000000
predicted=28.918044, expected=12.000000
predicted=26.675504, expected=28.000000
predicted=22.781893, expected=68.000000
predicted=34.445755, expected=52.000000
predicted=36.197563, expected=40.000000
predicted=34.545226, expected=40.000000
predicted=37.214622, expected=16.000000
predicted=30.673816, expected=28.000000
predicted=42.786882, expected=28.000000
predicted=35.720901, expected=40.000000
predicted=34.125196, expected=28.000000
predicted=32.029457, expected=4.000000
predicted=17.545606, expected=12.000000
predicted=22.615983, expected=12.000000
predicted=18.798334, expected=20.000000
predicted=22.095919, expected=32.000000
predicted=23.898396, expected=52.000000
predicted=25.782162, expected=40.000000
predicted=27.965586, expected=40.000000
predicted=31.511054, expected=12.000000
predicted=25.949291, expected=20.000000
predicted=29.027098, expected=36.000000
predicted=37.528103, expected=32.000000
predicted=30.402120, expected=36.000000
predicted=33.908801, expected=24.000000
predicted=23.874082, expected=24.000000
predicted=25.674017, expected=16.000000
predicted=26.693865, expected=8.000000
predicted=20.459722, expected=32.000000
predicted=28.255698, expected=24.000000
predicted=21.444022, expected=24.000000
predicted=22.290309, expected=8.000000
predicted=16.810994, expected=48.000000
predicted=26.691280, expected=28.000000
predicted=27.506856, expected=28.000000
predicted=25.983222, expected=24.000000
predicted=27.943051, expected=44.000000
predicted=27.844478, expected=44.000000
predicted=40.049569, expected=24.000000
predicted=28.921512, expected=28.000000
predicted=31.893736, expected=28.000000
predicted=29.171075, expected=44.000000
predicted=38.007597, expected=8.000000
predicted=26.693141, expected=52.000000
predicted=35.534473, expected=28.000000
predicted=29.845120, expected=40.000000
predicted=32.145073, expected=28.000000
predicted=36.764115, expected=36.000000
predicted=26.819372, expected=8.000000
predicted=30.570982, expected=24.000000
predicted=26.318614, expected=72.000000
predicted=45.342042, expected=52.000000
predicted=35.968780, expected=8.000000
predicted=29.014140, expected=28.000000
predicted=30.336440, expected=32.000000
predicted=30.667843, expected=56.000000
predicted=48.257117, expected=20.000000
predicted=34.042156, expected=20.000000
predicted=22.724714, expected=48.000000
predicted=37.998674, expected=16.000000
predicted=24.887093, expected=24.000000
predicted=34.747394, expected=36.000000
predicted=29.690587, expected=40.000000
predicted=28.461478, expected=28.000000
predicted=34.525756, expected=32.000000
predicted=28.454125, expected=40.000000
predicted=33.339798, expected=20.000000
predicted=29.119295, expected=24.000000
predicted=31.580962, expected=48.000000
predicted=35.654231, expected=40.000000
predicted=33.128271, expected=24.000000
predicted=32.366619, expected=16.000000
predicted=25.786777, expected=36.000000
predicted=30.774752, expected=8.000000
predicted=25.658332, expected=24.000000
predicted=27.663361, expected=28.000000
predicted=25.164652, expected=20.000000
predicted=18.269236, expected=56.000000
predicted=38.165286, expected=44.000000
predicted=28.487701, expected=80.000000
predicted=47.869660, expected=52.000000
predicted=45.987252, expected=28.000000
predicted=36.749184, expected=32.000000
predicted=48.852518, expected=40.000000
predicted=42.201106, expected=44.000000
predicted=50.348136, expected=40.000000
predicted=42.104386, expected=44.000000
predicted=38.207825, expected=4.000000
predicted=26.197428, expected=36.000000
predicted=36.725322, expected=16.000000
predicted=29.056461, expected=24.000000
predicted=26.774591, expected=32.000000
predicted=32.809239, expected=52.000000
predicted=27.483499, expected=60.000000
predicted=42.521856, expected=40.000000
predicted=34.262462, expected=20.000000
predicted=32.482595, expected=20.000000
predicted=32.869286, expected=16.000000
predicted=31.962040, expected=32.000000
predicted=35.850013, expected=44.000000
predicted=34.401148, expected=48.000000
predicted=32.118151, expected=12.000000
predicted=23.613550, expected=12.000000
predicted=22.739492, expected=8.000000
predicted=22.802429, expected=12.000000
predicted=21.875621, expected=36.000000
predicted=30.229591, expected=40.000000
predicted=22.721260, expected=72.000000
predicted=37.525652, expected=32.000000
predicted=28.816117, expected=24.000000
predicted=29.207325, expected=16.000000
predicted=33.324000, expected=20.000000
predicted=29.192764, expected=28.000000
predicted=38.337711, expected=36.000000
predicted=29.114345, expected=36.000000
predicted=28.636048, expected=40.000000
predicted=29.945183, expected=28.000000
predicted=28.601534, expected=36.000000
predicted=33.550926, expected=24.000000
predicted=31.495384, expected=36.000000
predicted=34.032447, expected=44.000000
predicted=38.412486, expected=48.000000
predicted=36.638438, expected=28.000000
predicted=34.584510, expected=24.000000
predicted=30.265768, expected=12.000000
predicted=27.855740, expected=28.000000
predicted=31.602681, expected=36.000000
predicted=34.241399, expected=60.000000
predicted=37.282452, expected=44.000000
predicted=35.138138, expected=40.000000
predicted=33.353290, expected=16.000000
predicted=31.366329, expected=44.000000
predicted=39.694040, expected=28.000000
predicted=39.451510, expected=56.000000
predicted=42.704374, expected=48.000000
predicted=42.661801, expected=36.000000
predicted=32.117004, expected=36.000000
predicted=42.440864, expected=36.000000
predicted=36.015206, expected=16.000000
predicted=35.153294, expected=20.000000
predicted=32.433194, expected=28.000000
predicted=29.876479, expected=44.000000
predicted=33.504525, expected=60.000000
predicted=41.259405, expected=36.000000
predicted=31.041357, expected=24.000000
predicted=30.580544, expected=24.000000
predicted=32.379777, expected=8.000000
predicted=26.949858, expected=20.000000
predicted=32.321953, expected=28.000000
predicted=26.927644, expected=48.000000
predicted=29.952793, expected=8.000000
predicted=19.417005, expected=28.000000
predicted=22.516666, expected=28.000000
predicted=26.508298, expected=36.000000
predicted=28.294607, expected=12.000000
predicted=28.297418, expected=68.000000
predicted=35.755020, expected=36.000000
predicted=33.270448, expected=28.000000
predicted=30.497681, expected=20.000000
predicted=34.150005, expected=24.000000
predicted=23.361824, expected=28.000000
predicted=38.923040, expected=40.000000
predicted=32.939927, expected=32.000000
predicted=29.456707, expected=40.000000
predicted=31.267899, expected=28.000000
predicted=29.906052, expected=16.000000
predicted=25.883228, expected=20.000000
predicted=29.765668, expected=16.000000
Test MSE: 267.189
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756])]
predicted=15.983501, expected=20.000000
predicted=14.850969, expected=20.000000
predicted=15.706105, expected=4.000000
predicted=14.155239, expected=4.000000
predicted=13.028008, expected=16.000000
predicted=14.001047, expected=8.000000
predicted=13.965625, expected=20.000000
predicted=13.623671, expected=16.000000
predicted=11.210978, expected=8.000000
predicted=10.523117, expected=8.000000
predicted=11.252049, expected=16.000000
predicted=12.696775, expected=8.000000
predicted=13.810867, expected=4.000000
predicted=9.340521, expected=16.000000
predicted=9.889009, expected=12.000000
predicted=11.632643, expected=12.000000
predicted=11.942967, expected=24.000000
predicted=13.073185, expected=32.000000
predicted=18.244074, expected=16.000000
predicted=18.485112, expected=8.000000
predicted=13.681626, expected=12.000000
predicted=14.927204, expected=32.000000
predicted=23.777827, expected=8.000000
predicted=19.971472, expected=4.000000
predicted=10.610814, expected=24.000000
predicted=13.954417, expected=24.000000
predicted=19.933042, expected=20.000000
predicted=20.702425, expected=12.000000
predicted=12.746260, expected=4.000000
predicted=11.290411, expected=4.000000
predicted=13.964807, expected=4.000000
predicted=12.166847, expected=16.000000
predicted=12.456742, expected=32.000000
predicted=15.646825, expected=4.000000
predicted=9.737650, expected=8.000000
predicted=7.615546, expected=20.000000
predicted=13.098056, expected=12.000000
predicted=16.920293, expected=12.000000
predicted=15.772558, expected=20.000000
predicted=12.055467, expected=24.000000
predicted=16.979969, expected=8.000000
predicted=15.539429, expected=16.000000
predicted=13.696982, expected=12.000000
predicted=14.690246, expected=4.000000
predicted=13.759433, expected=8.000000
predicted=12.069391, expected=12.000000
predicted=10.402385, expected=12.000000
predicted=12.085170, expected=20.000000
predicted=12.472711, expected=4.000000
predicted=8.591531, expected=8.000000
predicted=8.964219, expected=20.000000
predicted=13.487319, expected=4.000000
predicted=11.725926, expected=20.000000
predicted=13.523717, expected=12.000000
predicted=10.825525, expected=12.000000
predicted=12.227110, expected=12.000000
predicted=13.209169, expected=36.000000
predicted=17.706565, expected=8.000000
predicted=17.236260, expected=16.000000
predicted=13.864920, expected=16.000000
predicted=15.328272, expected=8.000000
predicted=15.568954, expected=24.000000
predicted=20.332270, expected=20.000000
predicted=15.953731, expected=12.000000
predicted=15.569101, expected=12.000000
predicted=13.726413, expected=4.000000
predicted=11.448609, expected=12.000000
predicted=14.870262, expected=12.000000
predicted=13.439981, expected=16.000000
predicted=12.425802, expected=20.000000
predicted=13.465878, expected=4.000000
predicted=9.540926, expected=8.000000
predicted=10.280413, expected=12.000000
predicted=11.985054, expected=24.000000
predicted=16.639070, expected=24.000000
predicted=17.664044, expected=8.000000
predicted=11.150455, expected=12.000000
predicted=11.924065, expected=16.000000
predicted=15.702781, expected=32.000000
predicted=22.724058, expected=20.000000
predicted=20.229099, expected=20.000000
predicted=16.111741, expected=8.000000
predicted=15.054108, expected=8.000000
predicted=15.716817, expected=12.000000
predicted=17.963729, expected=20.000000
predicted=16.898553, expected=8.000000
predicted=13.345677, expected=12.000000
predicted=10.076557, expected=44.000000
predicted=19.821824, expected=12.000000
predicted=18.719476, expected=8.000000
predicted=14.370367, expected=4.000000
predicted=10.608562, expected=20.000000
predicted=17.844944, expected=12.000000
predicted=20.531145, expected=24.000000
predicted=14.350708, expected=20.000000
predicted=14.491978, expected=4.000000
predicted=11.381360, expected=16.000000
predicted=15.080170, expected=8.000000
predicted=13.747410, expected=16.000000
predicted=16.307988, expected=52.000000
predicted=23.943271, expected=8.000000
predicted=16.611871, expected=4.000000
predicted=12.505757, expected=4.000000
predicted=10.932560, expected=4.000000
predicted=15.556900, expected=20.000000
predicted=20.994069, expected=8.000000
predicted=8.782371, expected=28.000000
predicted=11.990492, expected=44.000000
predicted=20.224397, expected=8.000000
predicted=16.698556, expected=16.000000
predicted=16.987878, expected=4.000000
predicted=14.404206, expected=28.000000
predicted=24.355077, expected=28.000000
predicted=26.028725, expected=24.000000
predicted=18.102528, expected=56.000000
predicted=27.527408, expected=4.000000
predicted=20.575112, expected=12.000000
predicted=21.235062, expected=16.000000
predicted=21.679473, expected=16.000000
predicted=24.082343, expected=12.000000
predicted=22.478926, expected=24.000000
predicted=13.668973, expected=28.000000
predicted=19.294593, expected=16.000000
predicted=18.379517, expected=4.000000
predicted=13.497137, expected=4.000000
predicted=11.964913, expected=12.000000
predicted=16.114420, expected=8.000000
predicted=14.478067, expected=32.000000
predicted=15.551868, expected=52.000000
predicted=22.518953, expected=8.000000
predicted=16.980441, expected=12.000000
predicted=14.658631, expected=4.000000
predicted=14.823386, expected=12.000000
predicted=22.436679, expected=16.000000
predicted=21.894558, expected=24.000000
predicted=14.308165, expected=28.000000
predicted=17.205688, expected=24.000000
predicted=17.032857, expected=4.000000
predicted=14.489738, expected=16.000000
predicted=16.617029, expected=4.000000
predicted=16.658306, expected=12.000000
predicted=16.443692, expected=8.000000
predicted=12.276317, expected=24.000000
predicted=12.590262, expected=4.000000
predicted=11.329895, expected=8.000000
predicted=7.958899, expected=8.000000
predicted=9.788240, expected=4.000000
predicted=9.394194, expected=16.000000
predicted=12.738949, expected=24.000000
predicted=12.350749, expected=12.000000
predicted=12.095895, expected=8.000000
predicted=9.535801, expected=8.000000
predicted=9.651623, expected=12.000000
predicted=14.109591, expected=4.000000
predicted=12.358770, expected=8.000000
predicted=8.522916, expected=24.000000
predicted=12.228803, expected=16.000000
predicted=13.325264, expected=8.000000
predicted=10.731620, expected=16.000000
predicted=10.675205, expected=8.000000
predicted=12.659649, expected=16.000000
predicted=16.079314, expected=28.000000
predicted=17.271865, expected=12.000000
predicted=14.440854, expected=36.000000
predicted=20.003352, expected=12.000000
predicted=16.959124, expected=20.000000
predicted=19.479354, expected=4.000000
predicted=16.968339, expected=8.000000
predicted=14.172198, expected=16.000000
predicted=18.435935, expected=4.000000
predicted=11.172767, expected=24.000000
predicted=14.329842, expected=16.000000
predicted=12.191109, expected=16.000000
predicted=13.704414, expected=16.000000
predicted=14.389710, expected=20.000000
predicted=15.413981, expected=36.000000
predicted=24.035079, expected=24.000000
predicted=21.971426, expected=4.000000
predicted=15.789681, expected=12.000000
predicted=15.320077, expected=8.000000
predicted=17.426507, expected=20.000000
predicted=21.037642, expected=24.000000
predicted=17.940662, expected=12.000000
predicted=12.355972, expected=16.000000
predicted=13.615620, expected=12.000000
predicted=13.874356, expected=24.000000
predicted=19.568345, expected=20.000000
predicted=19.515571, expected=8.000000
predicted=13.826426, expected=64.000000
predicted=27.256251, expected=40.000000
predicted=31.086052, expected=32.000000
predicted=29.962092, expected=52.000000
predicted=32.642315, expected=16.000000
predicted=31.633269, expected=44.000000
predicted=43.131083, expected=20.000000
predicted=33.139609, expected=16.000000
predicted=29.242329, expected=4.000000
predicted=23.514923, expected=16.000000
predicted=19.068987, expected=8.000000
predicted=20.550379, expected=12.000000
predicted=13.687844, expected=28.000000
predicted=15.733777, expected=16.000000
predicted=14.556743, expected=8.000000
predicted=13.015650, expected=4.000000
predicted=9.322458, expected=4.000000
predicted=11.175912, expected=64.000000
predicted=28.198206, expected=16.000000
predicted=21.833205, expected=8.000000
predicted=12.377789, expected=20.000000
predicted=13.334134, expected=16.000000
predicted=22.096752, expected=12.000000
predicted=26.398406, expected=8.000000
predicted=11.923009, expected=8.000000
predicted=10.949036, expected=16.000000
predicted=14.653221, expected=48.000000
predicted=22.678777, expected=12.000000
predicted=17.751279, expected=12.000000
predicted=13.165799, expected=4.000000
predicted=11.913319, expected=12.000000
predicted=18.154685, expected=16.000000
predicted=21.089426, expected=20.000000
predicted=14.296627, expected=8.000000
predicted=11.155198, expected=4.000000
predicted=8.045298, expected=16.000000
predicted=12.559950, expected=8.000000
predicted=13.233134, expected=4.000000
predicted=10.090096, expected=20.000000
predicted=10.180294, expected=28.000000
predicted=15.615343, expected=8.000000
predicted=14.048654, expected=4.000000
predicted=8.399727, expected=8.000000
predicted=9.797998, expected=4.000000
predicted=13.152935, expected=48.000000
predicted=22.369647, expected=20.000000
predicted=17.165129, expected=4.000000
predicted=10.685222, expected=12.000000
predicted=10.997551, expected=12.000000
predicted=16.705681, expected=28.000000
predicted=25.833770, expected=8.000000
predicted=14.105517, expected=12.000000
predicted=10.531798, expected=20.000000
predicted=14.832503, expected=20.000000
predicted=18.237063, expected=20.000000
predicted=19.087865, expected=16.000000
predicted=14.586938, expected=4.000000
predicted=13.197758, expected=16.000000
predicted=15.867052, expected=4.000000
predicted=13.664687, expected=4.000000
predicted=10.885205, expected=20.000000
predicted=11.774231, expected=24.000000
predicted=14.266757, expected=8.000000
predicted=12.501363, expected=20.000000
predicted=11.375837, expected=4.000000
predicted=11.363155, expected=4.000000
predicted=12.983243, expected=4.000000
predicted=10.509257, expected=8.000000
predicted=8.962034, expected=16.000000
predicted=11.610135, expected=24.000000
predicted=11.601571, expected=16.000000
predicted=11.737060, expected=4.000000
predicted=9.022049, expected=8.000000
predicted=10.388077, expected=4.000000
predicted=12.055664, expected=36.000000
predicted=19.723627, expected=8.000000
predicted=13.722782, expected=4.000000
predicted=7.722519, expected=4.000000
predicted=7.291758, expected=20.000000
predicted=14.481019, expected=4.000000
predicted=15.142485, expected=4.000000
predicted=6.056793, expected=12.000000
predicted=7.134492, expected=12.000000
predicted=10.437720, expected=8.000000
predicted=10.767117, expected=20.000000
predicted=9.961125, expected=16.000000
predicted=12.200323, expected=12.000000
predicted=12.973271, expected=8.000000
predicted=11.013933, expected=8.000000
predicted=11.054157, expected=8.000000
predicted=12.596483, expected=12.000000
predicted=11.665750, expected=20.000000
predicted=12.753132, expected=8.000000
predicted=10.320439, expected=12.000000
predicted=10.158011, expected=8.000000
predicted=10.223237, expected=8.000000
predicted=11.458794, expected=16.000000
predicted=13.194622, expected=16.000000
predicted=12.188487, expected=8.000000
predicted=10.878289, expected=8.000000
predicted=9.089746, expected=4.000000
predicted=8.959542, expected=16.000000
predicted=12.782542, expected=24.000000
predicted=15.156141, expected=8.000000
predicted=11.017722, expected=12.000000
predicted=9.966932, expected=12.000000
predicted=11.343399, expected=8.000000
predicted=13.869880, expected=48.000000
predicted=22.792768, expected=8.000000
predicted=15.920325, expected=16.000000
predicted=14.694986, expected=4.000000
predicted=11.991968, expected=16.000000
predicted=17.563611, expected=36.000000
predicted=26.358474, expected=44.000000
predicted=23.978798, expected=4.000000
predicted=16.770638, expected=28.000000
predicted=17.462959, expected=16.000000
predicted=22.971859, expected=4.000000
predicted=23.218447, expected=24.000000
predicted=21.291020, expected=8.000000
predicted=13.846281, expected=16.000000
predicted=17.302690, expected=36.000000
predicted=18.707610, expected=4.000000
predicted=14.513692, expected=4.000000
predicted=12.782109, expected=16.000000
predicted=12.340710, expected=4.000000
predicted=15.115335, expected=40.000000
predicted=21.800259, expected=24.000000
predicted=15.956501, expected=16.000000
predicted=15.516301, expected=16.000000
predicted=15.695507, expected=12.000000
predicted=17.240118, expected=4.000000
predicted=19.698766, expected=8.000000
predicted=13.520467, expected=16.000000
predicted=13.451601, expected=12.000000
predicted=12.851999, expected=8.000000
predicted=9.453543, expected=4.000000
predicted=6.748318, expected=16.000000
predicted=11.112993, expected=32.000000
predicted=17.899421, expected=8.000000
predicted=13.413037, expected=16.000000
predicted=11.537554, expected=8.000000
predicted=11.397332, expected=32.000000
predicted=21.306117, expected=8.000000
predicted=18.454434, expected=4.000000
predicted=10.327736, expected=52.000000
predicted=21.813375, expected=24.000000
predicted=23.885877, expected=4.000000
predicted=18.810454, expected=20.000000
predicted=13.697212, expected=8.000000
predicted=18.258063, expected=24.000000
predicted=26.518103, expected=16.000000
predicted=16.498121, expected=4.000000
predicted=11.019979, expected=4.000000
predicted=10.842503, expected=16.000000
Test MSE: 134.903
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289])]
predicted=35.156078, expected=32.000000
predicted=40.801975, expected=44.000000
predicted=41.797609, expected=72.000000
predicted=49.428733, expected=72.000000
predicted=56.031921, expected=92.000000
predicted=54.952417, expected=52.000000
predicted=56.227730, expected=68.000000
predicted=65.288610, expected=44.000000
predicted=65.185680, expected=48.000000
predicted=61.998107, expected=76.000000
predicted=68.208025, expected=84.000000
predicted=61.797199, expected=76.000000
predicted=66.569725, expected=164.000000
predicted=87.281591, expected=52.000000
predicted=73.635630, expected=100.000000
predicted=93.146199, expected=88.000000
predicted=93.678670, expected=36.000000
predicted=78.154023, expected=116.000000
predicted=104.988470, expected=84.000000
predicted=74.893557, expected=136.000000
predicted=97.842434, expected=52.000000
predicted=82.319341, expected=36.000000
predicted=69.979236, expected=96.000000
predicted=92.397842, expected=80.000000
predicted=78.987254, expected=80.000000
predicted=85.225628, expected=92.000000
predicted=72.860491, expected=48.000000
predicted=65.644652, expected=48.000000
predicted=74.886258, expected=48.000000
predicted=66.218909, expected=60.000000
predicted=63.900876, expected=80.000000
predicted=66.895390, expected=44.000000
predicted=52.133950, expected=36.000000
predicted=51.295465, expected=56.000000
predicted=54.221566, expected=4.000000
predicted=43.207722, expected=56.000000
predicted=51.431083, expected=64.000000
predicted=44.355986, expected=52.000000
predicted=43.327237, expected=44.000000
predicted=47.068563, expected=64.000000
predicted=44.697198, expected=52.000000
predicted=54.445603, expected=88.000000
predicted=63.581616, expected=64.000000
predicted=59.206238, expected=40.000000
predicted=55.519645, expected=28.000000
predicted=55.109772, expected=40.000000
predicted=51.266204, expected=44.000000
predicted=53.469611, expected=36.000000
predicted=43.205284, expected=64.000000
predicted=43.955394, expected=24.000000
predicted=35.845899, expected=88.000000
predicted=52.592501, expected=64.000000
predicted=52.101876, expected=36.000000
predicted=48.572159, expected=48.000000
predicted=55.544800, expected=40.000000
predicted=46.189348, expected=112.000000
predicted=71.343954, expected=44.000000
predicted=54.809824, expected=48.000000
predicted=53.055378, expected=76.000000
predicted=62.060576, expected=100.000000
predicted=68.839675, expected=60.000000
predicted=74.718158, expected=104.000000
predicted=73.025663, expected=52.000000
predicted=68.261290, expected=104.000000
predicted=84.569953, expected=60.000000
predicted=79.717396, expected=20.000000
predicted=62.270200, expected=36.000000
predicted=65.904946, expected=48.000000
predicted=52.546491, expected=40.000000
predicted=54.538217, expected=52.000000
predicted=45.117118, expected=4.000000
predicted=29.041618, expected=48.000000
predicted=39.583761, expected=92.000000
predicted=50.705135, expected=84.000000
predicted=52.920971, expected=52.000000
predicted=54.289643, expected=64.000000
predicted=53.955023, expected=88.000000
predicted=70.784444, expected=36.000000
predicted=67.356108, expected=88.000000
predicted=72.949284, expected=56.000000
predicted=61.428999, expected=12.000000
predicted=53.868471, expected=108.000000
predicted=72.195616, expected=84.000000
predicted=60.699400, expected=60.000000
predicted=68.710597, expected=60.000000
predicted=63.415418, expected=72.000000
predicted=61.672835, expected=68.000000
predicted=77.257624, expected=96.000000
predicted=76.272961, expected=64.000000
predicted=67.736029, expected=68.000000
predicted=70.559111, expected=60.000000
predicted=70.655105, expected=56.000000
predicted=67.570548, expected=56.000000
predicted=68.597059, expected=48.000000
predicted=58.143303, expected=80.000000
predicted=63.734622, expected=128.000000
predicted=74.497901, expected=96.000000
predicted=75.264613, expected=96.000000
predicted=82.992051, expected=108.000000
predicted=90.466764, expected=100.000000
predicted=98.906837, expected=108.000000
predicted=108.394696, expected=80.000000
predicted=96.104604, expected=112.000000
predicted=102.046944, expected=108.000000
predicted=103.112690, expected=32.000000
predicted=85.369088, expected=60.000000
predicted=85.701975, expected=36.000000
predicted=68.528622, expected=36.000000
predicted=65.584415, expected=76.000000
predicted=64.253583, expected=36.000000
predicted=42.604564, expected=124.000000
predicted=67.742999, expected=60.000000
predicted=57.234559, expected=72.000000
predicted=66.067944, expected=72.000000
predicted=73.580662, expected=36.000000
predicted=61.202799, expected=84.000000
predicted=80.255617, expected=92.000000
predicted=69.633355, expected=92.000000
predicted=75.668351, expected=28.000000
predicted=63.988893, expected=56.000000
predicted=62.983867, expected=72.000000
predicted=71.576514, expected=60.000000
predicted=67.548682, expected=44.000000
predicted=60.081033, expected=60.000000
predicted=52.268626, expected=104.000000
predicted=68.342077, expected=44.000000
predicted=61.527780, expected=40.000000
predicted=58.236309, expected=48.000000
predicted=55.347489, expected=40.000000
predicted=54.584515, expected=116.000000
predicted=72.988249, expected=96.000000
predicted=63.295779, expected=132.000000
predicted=80.632090, expected=36.000000
predicted=70.882565, expected=84.000000
predicted=82.350525, expected=60.000000
predicted=86.987641, expected=96.000000
predicted=86.256350, expected=76.000000
predicted=83.868862, expected=20.000000
predicted=56.349106, expected=12.000000
predicted=57.033728, expected=36.000000
predicted=50.156426, expected=16.000000
predicted=43.813611, expected=64.000000
predicted=42.938461, expected=92.000000
predicted=42.332938, expected=48.000000
predicted=41.286006, expected=68.000000
predicted=54.360011, expected=48.000000
predicted=51.717474, expected=40.000000
predicted=58.661069, expected=60.000000
predicted=62.201731, expected=76.000000
predicted=57.441038, expected=56.000000
predicted=58.130800, expected=48.000000
predicted=53.604060, expected=20.000000
predicted=46.373571, expected=44.000000
predicted=51.315729, expected=28.000000
predicted=45.780616, expected=72.000000
predicted=48.324631, expected=72.000000
predicted=48.902301, expected=76.000000
predicted=51.330772, expected=24.000000
predicted=48.815716, expected=32.000000
predicted=47.665209, expected=84.000000
predicted=63.547711, expected=48.000000
predicted=55.564588, expected=60.000000
predicted=56.596640, expected=60.000000
predicted=49.623052, expected=64.000000
predicted=56.332014, expected=44.000000
predicted=60.268580, expected=28.000000
predicted=48.460404, expected=68.000000
predicted=56.214857, expected=72.000000
predicted=57.193772, expected=68.000000
predicted=58.477260, expected=44.000000
predicted=51.986812, expected=56.000000
predicted=54.082745, expected=48.000000
predicted=58.845935, expected=28.000000
predicted=51.871123, expected=68.000000
predicted=55.208304, expected=104.000000
predicted=60.648946, expected=48.000000
predicted=56.250499, expected=64.000000
predicted=60.041965, expected=40.000000
predicted=54.179313, expected=52.000000
predicted=62.557128, expected=64.000000
predicted=65.602557, expected=60.000000
predicted=54.262298, expected=64.000000
predicted=58.387767, expected=56.000000
predicted=54.453545, expected=44.000000
predicted=55.076439, expected=52.000000
predicted=57.035655, expected=52.000000
predicted=54.729841, expected=32.000000
predicted=49.274989, expected=116.000000
predicted=64.270516, expected=104.000000
predicted=66.802018, expected=44.000000
predicted=62.683995, expected=8.000000
predicted=54.525473, expected=24.000000
predicted=51.088198, expected=64.000000
predicted=65.879878, expected=64.000000
predicted=56.256038, expected=52.000000
predicted=42.896398, expected=68.000000
predicted=45.342828, expected=84.000000
predicted=58.546702, expected=56.000000
predicted=63.135082, expected=36.000000
predicted=58.129573, expected=80.000000
predicted=64.227665, expected=72.000000
predicted=66.076907, expected=92.000000
predicted=73.170606, expected=68.000000
predicted=65.730021, expected=108.000000
predicted=76.197483, expected=36.000000
predicted=71.577334, expected=80.000000
predicted=77.201091, expected=20.000000
predicted=64.605576, expected=56.000000
predicted=62.131450, expected=68.000000
predicted=65.917411, expected=44.000000
predicted=48.178213, expected=64.000000
predicted=58.406334, expected=56.000000
predicted=48.840074, expected=60.000000
predicted=57.969672, expected=64.000000
predicted=60.386190, expected=84.000000
predicted=62.516790, expected=96.000000
predicted=72.189059, expected=108.000000
predicted=78.751502, expected=60.000000
predicted=74.704149, expected=52.000000
predicted=74.297509, expected=60.000000
predicted=76.226733, expected=76.000000
predicted=77.328887, expected=72.000000
predicted=74.155566, expected=48.000000
predicted=59.612248, expected=36.000000
predicted=55.022130, expected=76.000000
predicted=63.229722, expected=44.000000
predicted=58.011373, expected=96.000000
predicted=66.413403, expected=64.000000
predicted=59.075485, expected=92.000000
predicted=67.739232, expected=76.000000
predicted=74.565755, expected=104.000000
predicted=78.890059, expected=52.000000
predicted=78.729391, expected=40.000000
predicted=68.070916, expected=68.000000
predicted=74.007725, expected=100.000000
predicted=76.107243, expected=68.000000
predicted=73.382071, expected=32.000000
predicted=56.426502, expected=64.000000
predicted=61.362769, expected=80.000000
predicted=69.732378, expected=44.000000
predicted=64.745829, expected=80.000000
predicted=64.137082, expected=72.000000
predicted=60.146899, expected=52.000000
predicted=63.562383, expected=44.000000
predicted=62.056720, expected=48.000000
predicted=55.087856, expected=64.000000
predicted=62.102754, expected=68.000000
predicted=59.754117, expected=60.000000
predicted=55.654662, expected=32.000000
predicted=49.773447, expected=52.000000
predicted=53.885695, expected=116.000000
predicted=70.373128, expected=56.000000
predicted=61.793609, expected=72.000000
predicted=65.215585, expected=48.000000
predicted=58.930254, expected=124.000000
predicted=80.802606, expected=116.000000
predicted=92.285210, expected=60.000000
predicted=74.399538, expected=52.000000
predicted=76.625686, expected=68.000000
predicted=76.021346, expected=28.000000
predicted=73.890683, expected=80.000000
predicted=73.220583, expected=76.000000
predicted=61.537566, expected=88.000000
predicted=65.789896, expected=64.000000
predicted=66.603986, expected=36.000000
predicted=56.837702, expected=48.000000
predicted=65.751815, expected=40.000000
predicted=58.445747, expected=56.000000
predicted=58.085131, expected=88.000000
predicted=59.059005, expected=104.000000
predicted=63.207278, expected=40.000000
predicted=57.948760, expected=68.000000
predicted=64.947922, expected=56.000000
predicted=66.693890, expected=64.000000
predicted=70.929304, expected=60.000000
predicted=67.920230, expected=72.000000
predicted=59.466064, expected=120.000000
predicted=77.511431, expected=56.000000
predicted=67.166857, expected=76.000000
predicted=74.381434, expected=44.000000
predicted=68.043615, expected=36.000000
predicted=65.097533, expected=64.000000
predicted=70.894996, expected=48.000000
predicted=53.185473, expected=48.000000
predicted=53.912422, expected=48.000000
predicted=47.668011, expected=48.000000
predicted=47.532190, expected=48.000000
predicted=51.380387, expected=64.000000
predicted=51.728060, expected=72.000000
predicted=55.502393, expected=80.000000
predicted=60.604071, expected=84.000000
predicted=65.988686, expected=64.000000
predicted=66.176503, expected=24.000000
predicted=60.540568, expected=36.000000
predicted=59.482894, expected=48.000000
predicted=57.590523, expected=60.000000
predicted=55.770554, expected=68.000000
predicted=52.502085, expected=68.000000
predicted=49.763089, expected=60.000000
predicted=55.007486, expected=60.000000
predicted=59.568806, expected=56.000000
predicted=61.241437, expected=72.000000
predicted=65.264468, expected=32.000000
predicted=55.709471, expected=24.000000
predicted=48.991511, expected=96.000000
predicted=61.812516, expected=80.000000
predicted=60.593939, expected=68.000000
predicted=62.601693, expected=64.000000
predicted=58.637303, expected=48.000000
predicted=58.664713, expected=60.000000
predicted=71.009589, expected=88.000000
predicted=71.191646, expected=40.000000
predicted=58.837459, expected=56.000000
predicted=59.768940, expected=68.000000
predicted=60.054826, expected=40.000000
predicted=56.486422, expected=24.000000
predicted=52.788477, expected=56.000000
predicted=48.267170, expected=44.000000
predicted=47.851447, expected=48.000000
predicted=48.346880, expected=60.000000
predicted=46.277515, expected=76.000000
predicted=51.322241, expected=24.000000
predicted=48.124131, expected=44.000000
predicted=49.009448, expected=80.000000
predicted=57.583778, expected=100.000000
predicted=66.619169, expected=8.000000
predicted=50.750463, expected=80.000000
predicted=57.384256, expected=16.000000
predicted=49.560037, expected=52.000000
predicted=58.006310, expected=52.000000
predicted=55.701389, expected=72.000000
predicted=45.271421, expected=56.000000
predicted=56.478533, expected=64.000000
predicted=49.960937, expected=60.000000
predicted=58.743739, expected=60.000000
predicted=59.744039, expected=64.000000
predicted=63.613829, expected=56.000000
predicted=59.087635, expected=48.000000
predicted=58.042344, expected=80.000000
predicted=63.371609, expected=28.000000
predicted=52.891516, expected=72.000000
predicted=60.397182, expected=76.000000
predicted=61.101983, expected=76.000000
predicted=62.545128, expected=84.000000
predicted=71.589037, expected=72.000000
predicted=64.697935, expected=52.000000
predicted=70.007659, expected=60.000000
predicted=70.005020, expected=56.000000
predicted=66.509447, expected=72.000000
predicted=68.159243, expected=96.000000
predicted=70.961245, expected=48.000000
predicted=60.525526, expected=60.000000
predicted=64.769967, expected=84.000000
predicted=70.058215, expected=72.000000
predicted=71.427689, expected=8.000000
predicted=58.706912, expected=36.000000
predicted=50.831538, expected=36.000000
predicted=49.216791, expected=68.000000
predicted=54.977597, expected=60.000000
predicted=49.491400, expected=48.000000
predicted=39.663173, expected=92.000000
predicted=58.816104, expected=60.000000
predicted=57.721424, expected=48.000000
predicted=61.521243, expected=40.000000
predicted=56.881860, expected=52.000000
predicted=55.746118, expected=36.000000
predicted=55.748152, expected=88.000000
predicted=58.145658, expected=60.000000
predicted=53.231005, expected=36.000000
predicted=48.945081, expected=24.000000
predicted=47.652991, expected=80.000000
predicted=55.704421, expected=48.000000
predicted=56.996218, expected=80.000000
predicted=57.422822, expected=84.000000
predicted=59.049435, expected=68.000000
predicted=60.196584, expected=40.000000
predicted=65.278233, expected=84.000000
predicted=68.070974, expected=92.000000
predicted=76.499983, expected=76.000000
predicted=74.212802, expected=28.000000
predicted=61.265710, expected=20.000000
predicted=52.477351, expected=72.000000
predicted=66.103291, expected=60.000000
predicted=60.238587, expected=72.000000
predicted=57.631468, expected=60.000000
predicted=50.478939, expected=60.000000
predicted=54.234584, expected=44.000000
predicted=60.601058, expected=84.000000
predicted=65.520317, expected=72.000000
predicted=66.023599, expected=76.000000
predicted=65.985678, expected=52.000000
predicted=62.949243, expected=52.000000
predicted=60.774341, expected=52.000000
Test MSE: 664.470
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412])]
predicted=105.992262, expected=112.000000
predicted=79.587660, expected=36.000000
predicted=44.312464, expected=84.000000
predicted=87.861683, expected=72.000000
predicted=73.199246, expected=52.000000
predicted=81.575959, expected=144.000000
predicted=126.569226, expected=80.000000
predicted=55.991459, expected=76.000000
predicted=83.830801, expected=36.000000
predicted=59.412274, expected=48.000000
predicted=54.193779, expected=48.000000
predicted=85.937602, expected=60.000000
predicted=65.306555, expected=92.000000
predicted=80.390230, expected=100.000000
predicted=68.420398, expected=60.000000
predicted=56.231167, expected=64.000000
predicted=63.057825, expected=84.000000
predicted=74.307302, expected=56.000000
predicted=69.243153, expected=68.000000
predicted=82.192211, expected=88.000000
predicted=74.795971, expected=120.000000
predicted=90.740742, expected=100.000000
predicted=89.709287, expected=64.000000
predicted=65.797020, expected=48.000000
predicted=64.328752, expected=72.000000
predicted=80.224733, expected=36.000000
predicted=69.292702, expected=104.000000
predicted=99.143555, expected=144.000000
predicted=100.433486, expected=92.000000
predicted=69.532450, expected=32.000000
predicted=59.721022, expected=92.000000
predicted=76.523510, expected=48.000000
predicted=68.161720, expected=52.000000
predicted=90.558871, expected=80.000000
predicted=84.408684, expected=96.000000
predicted=63.867952, expected=48.000000
predicted=66.119186, expected=76.000000
predicted=68.713364, expected=76.000000
predicted=64.959975, expected=68.000000
predicted=71.161806, expected=68.000000
predicted=80.610005, expected=80.000000
predicted=66.394175, expected=108.000000
predicted=90.532841, expected=96.000000
predicted=84.260177, expected=40.000000
predicted=56.874416, expected=68.000000
predicted=74.718078, expected=52.000000
predicted=63.257889, expected=80.000000
predicted=88.268428, expected=132.000000
predicted=109.497461, expected=88.000000
predicted=63.501653, expected=108.000000
predicted=94.145435, expected=64.000000
predicted=63.630845, expected=84.000000
predicted=85.398202, expected=64.000000
predicted=92.632535, expected=44.000000
predicted=64.732427, expected=128.000000
predicted=115.539541, expected=96.000000
predicted=74.818796, expected=88.000000
predicted=87.099147, expected=20.000000
predicted=48.135296, expected=72.000000
predicted=66.001693, expected=56.000000
predicted=82.185533, expected=72.000000
predicted=78.188819, expected=156.000000
predicted=118.791288, expected=120.000000
predicted=70.502648, expected=8.000000
predicted=45.652237, expected=64.000000
predicted=74.922444, expected=68.000000
predicted=66.710769, expected=68.000000
predicted=98.357206, expected=60.000000
predicted=84.609903, expected=96.000000
predicted=58.365635, expected=136.000000
predicted=98.169359, expected=120.000000
predicted=92.697994, expected=76.000000
predicted=77.793269, expected=76.000000
predicted=77.930976, expected=36.000000
predicted=66.280640, expected=40.000000
predicted=83.068256, expected=8.000000
predicted=56.537364, expected=52.000000
predicted=60.779520, expected=128.000000
predicted=94.819143, expected=128.000000
predicted=77.472444, expected=84.000000
predicted=67.061755, expected=40.000000
predicted=38.972917, expected=84.000000
predicted=76.504911, expected=36.000000
predicted=72.125724, expected=80.000000
predicted=98.465675, expected=88.000000
predicted=82.052639, expected=104.000000
predicted=72.851432, expected=116.000000
predicted=99.746861, expected=36.000000
predicted=41.471804, expected=52.000000
predicted=72.798468, expected=48.000000
predicted=66.297682, expected=48.000000
predicted=68.784684, expected=144.000000
predicted=123.117880, expected=96.000000
predicted=62.861192, expected=88.000000
predicted=76.359828, expected=88.000000
predicted=76.523016, expected=72.000000
predicted=64.987053, expected=72.000000
predicted=102.216119, expected=64.000000
predicted=78.058455, expected=96.000000
predicted=90.541972, expected=184.000000
predicted=132.942138, expected=44.000000
predicted=54.842972, expected=52.000000
predicted=75.395357, expected=72.000000
predicted=73.803480, expected=44.000000
predicted=64.408271, expected=108.000000
predicted=132.634962, expected=112.000000
predicted=76.469312, expected=104.000000
predicted=80.571486, expected=132.000000
predicted=105.836060, expected=52.000000
predicted=54.703090, expected=60.000000
predicted=88.631914, expected=4.000000
predicted=55.270463, expected=20.000000
predicted=59.371484, expected=12.000000
predicted=58.817597, expected=8.000000
predicted=25.751579, expected=76.000000
predicted=62.055521, expected=64.000000
predicted=32.406308, expected=92.000000
predicted=59.228477, expected=52.000000
predicted=37.064217, expected=64.000000
predicted=46.292496, expected=76.000000
predicted=74.441783, expected=88.000000
predicted=75.555673, expected=28.000000
predicted=56.298626, expected=76.000000
predicted=69.334600, expected=80.000000
predicted=69.427973, expected=64.000000
predicted=67.647977, expected=64.000000
predicted=74.235967, expected=100.000000
predicted=69.495114, expected=36.000000
predicted=53.457371, expected=60.000000
predicted=72.098001, expected=92.000000
predicted=76.986081, expected=60.000000
predicted=59.815540, expected=92.000000
predicted=93.474235, expected=64.000000
predicted=53.448256, expected=104.000000
predicted=85.273881, expected=104.000000
predicted=94.317056, expected=48.000000
predicted=57.741623, expected=76.000000
predicted=86.323812, expected=72.000000
predicted=68.569950, expected=52.000000
predicted=73.737450, expected=76.000000
predicted=85.881505, expected=112.000000
predicted=80.907540, expected=148.000000
predicted=109.779406, expected=92.000000
predicted=83.365418, expected=56.000000
predicted=65.197750, expected=68.000000
predicted=78.089447, expected=80.000000
predicted=91.737255, expected=72.000000
predicted=98.915384, expected=52.000000
predicted=69.410351, expected=116.000000
predicted=88.922890, expected=68.000000
predicted=65.308547, expected=52.000000
predicted=68.380935, expected=80.000000
predicted=77.696446, expected=68.000000
predicted=61.001231, expected=60.000000
predicted=81.976745, expected=80.000000
predicted=74.310850, expected=124.000000
predicted=89.052832, expected=64.000000
predicted=69.418675, expected=76.000000
predicted=78.008817, expected=64.000000
predicted=65.136778, expected=64.000000
predicted=72.076637, expected=56.000000
predicted=82.561082, expected=76.000000
predicted=70.285580, expected=108.000000
predicted=89.087435, expected=32.000000
predicted=47.451123, expected=52.000000
predicted=63.654378, expected=36.000000
predicted=46.455640, expected=20.000000
predicted=45.353465, expected=80.000000
predicted=85.196805, expected=68.000000
predicted=47.693911, expected=44.000000
predicted=48.468207, expected=72.000000
predicted=58.175109, expected=64.000000
predicted=45.949282, expected=112.000000
predicted=93.561429, expected=52.000000
predicted=58.007573, expected=48.000000
predicted=53.978800, expected=72.000000
predicted=72.030270, expected=56.000000
predicted=58.783355, expected=60.000000
predicted=79.337732, expected=52.000000
predicted=52.765718, expected=80.000000
predicted=65.742332, expected=44.000000
predicted=54.853190, expected=60.000000
predicted=60.455066, expected=132.000000
predicted=94.469876, expected=124.000000
predicted=86.553875, expected=72.000000
predicted=78.232005, expected=68.000000
predicted=67.440331, expected=60.000000
predicted=65.537091, expected=52.000000
predicted=84.975097, expected=52.000000
predicted=79.895252, expected=100.000000
predicted=83.700153, expected=152.000000
predicted=106.367422, expected=104.000000
predicted=82.582202, expected=56.000000
predicted=64.534952, expected=68.000000
predicted=70.683243, expected=56.000000
predicted=75.909592, expected=52.000000
predicted=91.119483, expected=84.000000
predicted=87.965669, expected=140.000000
predicted=96.900482, expected=28.000000
predicted=46.337814, expected=32.000000
predicted=54.742416, expected=56.000000
predicted=56.668819, expected=48.000000
predicted=60.108368, expected=72.000000
predicted=93.226214, expected=80.000000
predicted=55.624911, expected=120.000000
predicted=79.573932, expected=104.000000
predicted=80.823302, expected=60.000000
predicted=61.429317, expected=104.000000
predicted=93.945493, expected=52.000000
predicted=65.078760, expected=60.000000
predicted=87.582488, expected=52.000000
predicted=72.934130, expected=104.000000
predicted=82.575202, expected=56.000000
predicted=71.693375, expected=56.000000
predicted=59.197492, expected=64.000000
predicted=63.431455, expected=48.000000
predicted=51.162301, expected=96.000000
predicted=94.205290, expected=76.000000
predicted=64.171729, expected=76.000000
predicted=69.153920, expected=76.000000
predicted=71.775780, expected=68.000000
predicted=62.257061, expected=76.000000
predicted=83.351395, expected=64.000000
predicted=69.106414, expected=72.000000
predicted=73.880504, expected=84.000000
predicted=78.541825, expected=92.000000
predicted=79.782686, expected=72.000000
predicted=73.814007, expected=72.000000
predicted=71.588839, expected=84.000000
predicted=79.035303, expected=76.000000
predicted=78.364035, expected=52.000000
predicted=70.302683, expected=8.000000
predicted=41.508203, expected=24.000000
predicted=48.175289, expected=100.000000
predicted=84.224404, expected=80.000000
predicted=68.063040, expected=56.000000
predicted=55.513652, expected=96.000000
predicted=62.177317, expected=92.000000
predicted=63.168360, expected=108.000000
predicted=101.261162, expected=96.000000
predicted=88.446555, expected=44.000000
predicted=56.770840, expected=48.000000
predicted=74.016310, expected=68.000000
predicted=76.877251, expected=100.000000
predicted=95.745456, expected=140.000000
predicted=111.399454, expected=88.000000
predicted=69.738810, expected=52.000000
predicted=60.966610, expected=16.000000
predicted=48.501104, expected=52.000000
predicted=74.436291, expected=44.000000
predicted=76.718629, expected=80.000000
predicted=77.412375, expected=152.000000
predicted=99.391260, expected=84.000000
predicted=54.141049, expected=44.000000
predicted=57.996055, expected=108.000000
predicted=85.577200, expected=44.000000
predicted=59.316686, expected=20.000000
predicted=79.030638, expected=96.000000
predicted=87.658651, expected=112.000000
predicted=74.887047, expected=136.000000
predicted=115.603326, expected=68.000000
predicted=61.258015, expected=60.000000
predicted=56.305714, expected=52.000000
predicted=74.247561, expected=72.000000
predicted=87.438653, expected=48.000000
predicted=80.244665, expected=84.000000
predicted=76.118421, expected=52.000000
predicted=54.084919, expected=80.000000
predicted=69.523521, expected=108.000000
predicted=87.405499, expected=48.000000
predicted=50.421503, expected=68.000000
predicted=78.584408, expected=76.000000
predicted=65.900439, expected=92.000000
predicted=84.272379, expected=108.000000
predicted=101.729849, expected=52.000000
predicted=54.302233, expected=76.000000
predicted=77.850333, expected=48.000000
predicted=61.188675, expected=80.000000
predicted=84.516671, expected=76.000000
predicted=83.530098, expected=116.000000
predicted=86.438720, expected=68.000000
predicted=70.106288, expected=44.000000
predicted=54.427431, expected=100.000000
predicted=91.020493, expected=44.000000
predicted=56.958532, expected=72.000000
predicted=90.155934, expected=76.000000
predicted=69.655300, expected=48.000000
predicted=49.808705, expected=72.000000
predicted=81.941738, expected=92.000000
predicted=69.382112, expected=56.000000
predicted=62.677889, expected=60.000000
predicted=69.118788, expected=60.000000
predicted=56.761878, expected=60.000000
predicted=65.123299, expected=128.000000
predicted=104.706360, expected=80.000000
predicted=66.450649, expected=32.000000
predicted=52.796079, expected=48.000000
predicted=59.370441, expected=68.000000
predicted=64.456888, expected=60.000000
predicted=82.295527, expected=88.000000
predicted=80.171199, expected=112.000000
predicted=74.548435, expected=68.000000
predicted=61.280711, expected=44.000000
predicted=61.216232, expected=52.000000
predicted=60.179372, expected=48.000000
predicted=64.660345, expected=84.000000
predicted=89.568396, expected=76.000000
predicted=67.723407, expected=72.000000
predicted=61.420351, expected=52.000000
predicted=54.827584, expected=60.000000
predicted=58.559950, expected=36.000000
predicted=56.785057, expected=48.000000
predicted=60.517418, expected=28.000000
predicted=45.847512, expected=72.000000
predicted=61.640492, expected=80.000000
predicted=64.668618, expected=76.000000
predicted=58.221364, expected=92.000000
predicted=72.326310, expected=56.000000
predicted=48.375258, expected=56.000000
predicted=67.009599, expected=72.000000
predicted=74.368208, expected=84.000000
predicted=77.709380, expected=172.000000
predicted=127.005603, expected=84.000000
predicted=69.994030, expected=76.000000
predicted=78.795217, expected=32.000000
predicted=57.513236, expected=60.000000
predicted=76.123410, expected=52.000000
predicted=94.839939, expected=84.000000
predicted=79.991373, expected=116.000000
predicted=90.685244, expected=72.000000
predicted=56.509488, expected=64.000000
predicted=67.793897, expected=44.000000
predicted=53.214295, expected=44.000000
predicted=64.032214, expected=52.000000
predicted=75.358344, expected=72.000000
predicted=68.219241, expected=152.000000
predicted=104.386687, expected=116.000000
predicted=79.809047, expected=28.000000
predicted=46.205568, expected=84.000000
predicted=79.126083, expected=52.000000
predicted=61.919902, expected=64.000000
predicted=98.840049, expected=68.000000
predicted=82.492967, expected=80.000000
predicted=59.134324, expected=104.000000
predicted=90.206184, expected=52.000000
predicted=54.515798, expected=40.000000
predicted=57.195741, expected=36.000000
predicted=52.908379, expected=48.000000
predicted=61.232738, expected=96.000000
predicted=90.075917, expected=96.000000
predicted=70.938356, expected=128.000000
predicted=87.650609, expected=56.000000
predicted=52.020204, expected=68.000000
predicted=69.187834, expected=40.000000
predicted=66.183728, expected=80.000000
predicted=86.521432, expected=108.000000
predicted=105.440474, expected=100.000000
predicted=78.682648, expected=68.000000
predicted=70.289310, expected=36.000000
predicted=47.174689, expected=56.000000
predicted=69.890705, expected=48.000000
predicted=70.904866, expected=112.000000
predicted=99.117185, expected=124.000000
predicted=90.635151, expected=92.000000
predicted=70.010475, expected=60.000000
predicted=65.064968, expected=68.000000
predicted=67.063564, expected=52.000000
predicted=78.360792, expected=36.000000
predicted=73.365451, expected=92.000000
predicted=87.137638, expected=100.000000
predicted=76.564528, expected=136.000000
predicted=101.290933, expected=52.000000
predicted=55.254297, expected=52.000000
predicted=57.430707, expected=52.000000
predicted=71.253910, expected=48.000000
predicted=70.868305, expected=28.000000
predicted=70.320856, expected=76.000000
predicted=63.776970, expected=88.000000
predicted=66.649265, expected=80.000000
predicted=66.155702, expected=84.000000
predicted=68.838152, expected=64.000000
predicted=53.332735, expected=48.000000
predicted=63.743707, expected=44.000000
predicted=64.323784, expected=92.000000
predicted=83.196671, expected=76.000000
predicted=73.963584, expected=96.000000
predicted=80.692871, expected=48.000000
predicted=50.857318, expected=56.000000
predicted=57.593811, expected=36.000000
predicted=60.529534, expected=76.000000
predicted=74.626790, expected=84.000000
predicted=81.547803, expected=96.000000
predicted=73.197477, expected=100.000000
predicted=79.223826, expected=76.000000
predicted=63.092673, expected=8.000000
predicted=45.626014, expected=8.000000
predicted=48.224912, expected=88.000000
predicted=85.368087, expected=112.000000
predicted=93.560800, expected=64.000000
predicted=64.944814, expected=60.000000
predicted=44.575316, expected=48.000000
predicted=38.485839, expected=68.000000
predicted=76.537181, expected=72.000000
predicted=83.487532, expected=68.000000
predicted=65.241840, expected=68.000000
predicted=64.536722, expected=88.000000
predicted=70.691194, expected=56.000000
predicted=61.645825, expected=40.000000
predicted=57.639481, expected=80.000000
predicted=74.167024, expected=76.000000
Test MSE: 926.305
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362])]
predicted=74.305207, expected=164.000000
predicted=106.995483, expected=100.000000
predicted=86.931517, expected=92.000000
predicted=98.286624, expected=68.000000
predicted=106.353581, expected=88.000000
predicted=87.010058, expected=144.000000
predicted=126.368147, expected=176.000000
predicted=121.299196, expected=220.000000
predicted=144.675061, expected=100.000000
predicted=115.141682, expected=112.000000
predicted=127.367029, expected=96.000000
predicted=130.330067, expected=96.000000
predicted=130.039732, expected=140.000000
predicted=149.903707, expected=192.000000
predicted=131.590044, expected=100.000000
predicted=116.549831, expected=188.000000
predicted=142.423786, expected=68.000000
predicted=108.857309, expected=100.000000
predicted=126.530766, expected=88.000000
predicted=130.310069, expected=180.000000
predicted=123.903483, expected=184.000000
predicted=157.757128, expected=164.000000
predicted=126.334387, expected=56.000000
predicted=110.954091, expected=80.000000
predicted=107.347679, expected=80.000000
predicted=123.539486, expected=60.000000
predicted=108.908526, expected=68.000000
predicted=99.864061, expected=112.000000
predicted=78.457239, expected=104.000000
predicted=86.684106, expected=132.000000
predicted=100.214594, expected=100.000000
predicted=90.398887, expected=68.000000
predicted=84.891085, expected=108.000000
predicted=106.797467, expected=76.000000
predicted=92.009408, expected=104.000000
predicted=106.905645, expected=184.000000
predicted=122.549670, expected=140.000000
predicted=108.458711, expected=92.000000
predicted=113.772427, expected=72.000000
predicted=96.556301, expected=112.000000
predicted=109.806225, expected=156.000000
predicted=143.176514, expected=96.000000
predicted=114.642813, expected=72.000000
predicted=95.302416, expected=108.000000
predicted=97.165544, expected=100.000000
predicted=103.427934, expected=52.000000
predicted=100.587377, expected=116.000000
predicted=98.906175, expected=116.000000
predicted=91.582994, expected=96.000000
predicted=99.661318, expected=132.000000
predicted=110.920800, expected=68.000000
predicted=79.571528, expected=96.000000
predicted=105.604278, expected=96.000000
predicted=102.381947, expected=68.000000
predicted=86.303436, expected=116.000000
predicted=109.523439, expected=100.000000
predicted=86.434270, expected=96.000000
predicted=96.077260, expected=52.000000
predicted=83.367617, expected=108.000000
predicted=88.399001, expected=100.000000
predicted=99.027736, expected=60.000000
predicted=83.444266, expected=40.000000
predicted=74.818307, expected=80.000000
predicted=68.566729, expected=164.000000
predicted=108.542295, expected=104.000000
predicted=95.326511, expected=112.000000
predicted=94.377786, expected=108.000000
predicted=90.967672, expected=92.000000
predicted=97.511347, expected=160.000000
predicted=140.332673, expected=124.000000
predicted=114.345797, expected=136.000000
predicted=124.454776, expected=136.000000
predicted=125.773531, expected=52.000000
predicted=96.704019, expected=156.000000
predicted=141.480870, expected=60.000000
predicted=100.117778, expected=88.000000
predicted=108.479872, expected=80.000000
predicted=101.299666, expected=120.000000
predicted=87.170324, expected=124.000000
predicted=119.811162, expected=88.000000
predicted=86.144128, expected=112.000000
predicted=102.772074, expected=80.000000
predicted=91.184261, expected=116.000000
predicted=110.943600, expected=92.000000
predicted=104.159841, expected=132.000000
predicted=106.063808, expected=104.000000
predicted=107.185364, expected=56.000000
predicted=85.378500, expected=104.000000
predicted=105.177634, expected=96.000000
predicted=93.515404, expected=108.000000
predicted=107.934585, expected=68.000000
predicted=89.143164, expected=112.000000
predicted=88.148132, expected=84.000000
predicted=93.881413, expected=64.000000
predicted=85.112905, expected=128.000000
predicted=104.355147, expected=68.000000
predicted=77.783447, expected=92.000000
predicted=96.966464, expected=92.000000
predicted=88.133772, expected=140.000000
predicted=97.854372, expected=100.000000
predicted=108.191495, expected=80.000000
predicted=88.206255, expected=72.000000
predicted=90.896718, expected=68.000000
predicted=85.394501, expected=72.000000
predicted=94.717973, expected=100.000000
predicted=88.766441, expected=80.000000
predicted=78.963796, expected=124.000000
predicted=91.692677, expected=52.000000
predicted=73.723264, expected=120.000000
predicted=93.739724, expected=84.000000
predicted=92.148443, expected=192.000000
predicted=118.503724, expected=160.000000
predicted=131.368565, expected=88.000000
predicted=99.365456, expected=36.000000
predicted=101.972312, expected=56.000000
predicted=86.943895, expected=128.000000
predicted=127.334972, expected=80.000000
predicted=101.368831, expected=104.000000
predicted=89.731444, expected=72.000000
predicted=70.114366, expected=144.000000
predicted=97.583831, expected=96.000000
predicted=107.037147, expected=64.000000
predicted=85.481866, expected=88.000000
predicted=96.389932, expected=100.000000
predicted=88.746513, expected=104.000000
predicted=108.410553, expected=104.000000
predicted=96.411467, expected=148.000000
predicted=103.786772, expected=92.000000
predicted=99.661518, expected=64.000000
predicted=95.079670, expected=116.000000
predicted=107.118663, expected=76.000000
predicted=93.569028, expected=76.000000
predicted=102.157917, expected=208.000000
predicted=123.671747, expected=168.000000
predicted=115.352194, expected=104.000000
predicted=121.935074, expected=72.000000
predicted=103.333976, expected=76.000000
predicted=98.483792, expected=72.000000
predicted=123.668102, expected=72.000000
predicted=103.379586, expected=60.000000
predicted=78.151316, expected=76.000000
predicted=72.239658, expected=84.000000
predicted=75.612655, expected=60.000000
predicted=68.520163, expected=104.000000
predicted=81.680498, expected=36.000000
predicted=60.421404, expected=96.000000
predicted=80.438575, expected=124.000000
predicted=91.673576, expected=172.000000
predicted=105.248869, expected=76.000000
predicted=98.909665, expected=80.000000
predicted=83.761064, expected=112.000000
predicted=107.289481, expected=64.000000
predicted=96.992055, expected=60.000000
predicted=103.398602, expected=100.000000
predicted=84.490942, expected=112.000000
predicted=89.449105, expected=68.000000
predicted=87.970832, expected=52.000000
predicted=70.382505, expected=88.000000
predicted=77.250193, expected=44.000000
predicted=72.717300, expected=76.000000
predicted=81.890928, expected=28.000000
predicted=54.501948, expected=148.000000
predicted=83.165872, expected=80.000000
predicted=79.576763, expected=64.000000
predicted=66.632783, expected=68.000000
predicted=77.949222, expected=56.000000
predicted=58.574650, expected=116.000000
predicted=105.176306, expected=92.000000
predicted=81.520316, expected=112.000000
predicted=87.028903, expected=84.000000
predicted=84.642026, expected=76.000000
predicted=79.934070, expected=128.000000
predicted=109.594263, expected=56.000000
predicted=83.110648, expected=84.000000
predicted=93.971691, expected=100.000000
predicted=89.612560, expected=124.000000
predicted=95.219067, expected=72.000000
predicted=97.069717, expected=72.000000
predicted=77.833341, expected=60.000000
predicted=79.724800, expected=36.000000
predicted=71.647158, expected=84.000000
predicted=85.652199, expected=108.000000
predicted=78.091461, expected=60.000000
predicted=68.290955, expected=44.000000
predicted=62.035917, expected=72.000000
predicted=62.127398, expected=60.000000
predicted=69.422544, expected=68.000000
predicted=75.977015, expected=68.000000
predicted=63.263478, expected=64.000000
predicted=59.012150, expected=84.000000
predicted=72.923785, expected=184.000000
predicted=101.866056, expected=24.000000
predicted=67.497587, expected=76.000000
predicted=82.267593, expected=56.000000
predicted=72.949642, expected=84.000000
predicted=80.353344, expected=128.000000
predicted=117.405558, expected=104.000000
predicted=72.879142, expected=92.000000
predicted=89.302595, expected=116.000000
predicted=93.610696, expected=52.000000
predicted=84.171565, expected=40.000000
predicted=86.920325, expected=100.000000
predicted=90.416059, expected=192.000000
predicted=113.530004, expected=40.000000
predicted=85.114197, expected=80.000000
predicted=81.424248, expected=140.000000
predicted=95.273330, expected=80.000000
predicted=94.805582, expected=84.000000
predicted=119.142538, expected=116.000000
predicted=86.173762, expected=136.000000
predicted=104.657746, expected=76.000000
predicted=106.678827, expected=76.000000
predicted=90.340223, expected=84.000000
predicted=90.651743, expected=112.000000
predicted=103.302905, expected=68.000000
predicted=95.381359, expected=68.000000
predicted=78.515632, expected=120.000000
predicted=92.101986, expected=148.000000
predicted=104.127674, expected=96.000000
predicted=103.020124, expected=92.000000
predicted=94.466434, expected=56.000000
predicted=83.599015, expected=92.000000
predicted=101.405790, expected=112.000000
predicted=109.792136, expected=124.000000
predicted=100.019023, expected=80.000000
predicted=91.226965, expected=56.000000
predicted=76.289478, expected=116.000000
predicted=99.769649, expected=76.000000
predicted=91.267513, expected=112.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=103.608383, expected=80.000000
predicted=84.921504, expected=200.000000
predicted=114.527794, expected=96.000000
predicted=109.941268, expected=72.000000
predicted=95.673443, expected=120.000000
predicted=117.482766, expected=100.000000
predicted=99.020094, expected=156.000000
predicted=144.109002, expected=88.000000
predicted=100.800716, expected=96.000000
predicted=98.560039, expected=76.000000
predicted=103.817887, expected=112.000000
predicted=103.577856, expected=80.000000
predicted=106.754827, expected=120.000000
predicted=98.720718, expected=60.000000
predicted=86.177501, expected=76.000000
predicted=83.316958, expected=88.000000
predicted=93.572153, expected=84.000000
predicted=81.823083, expected=108.000000
predicted=98.889663, expected=48.000000
predicted=68.721900, expected=124.000000
predicted=93.223798, expected=144.000000
predicted=104.605565, expected=168.000000
predicted=116.499696, expected=100.000000
predicted=113.257211, expected=100.000000
predicted=101.335710, expected=60.000000
predicted=107.245473, expected=60.000000
predicted=102.274968, expected=116.000000
predicted=115.369932, expected=180.000000
predicted=115.013188, expected=80.000000
predicted=95.288473, expected=76.000000
predicted=88.504376, expected=140.000000
predicted=106.902584, expected=52.000000
predicted=94.738953, expected=88.000000
predicted=115.985266, expected=100.000000
predicted=90.097809, expected=112.000000
predicted=91.968292, expected=108.000000
predicted=109.780906, expected=96.000000
predicted=86.312087, expected=100.000000
predicted=98.695102, expected=40.000000
predicted=83.856384, expected=40.000000
predicted=80.452569, expected=88.000000
predicted=85.297556, expected=148.000000
predicted=96.686705, expected=116.000000
predicted=95.299264, expected=60.000000
predicted=72.094573, expected=136.000000
predicted=96.934194, expected=48.000000
predicted=85.146650, expected=100.000000
predicted=109.948386, expected=112.000000
predicted=102.859615, expected=120.000000
predicted=91.537050, expected=100.000000
predicted=109.737684, expected=96.000000
predicted=87.827610, expected=80.000000
predicted=97.218879, expected=48.000000
predicted=87.453783, expected=84.000000
predicted=93.287949, expected=32.000000
predicted=69.162530, expected=72.000000
predicted=74.243330, expected=60.000000
predicted=65.242742, expected=92.000000
predicted=65.593675, expected=76.000000
predicted=73.791784, expected=96.000000
predicted=68.769157, expected=68.000000
predicted=75.070014, expected=144.000000
predicted=94.111005, expected=84.000000
predicted=90.839923, expected=108.000000
predicted=95.029040, expected=84.000000
predicted=96.095158, expected=80.000000
predicted=85.682818, expected=60.000000
predicted=96.940367, expected=76.000000
predicted=80.579307, expected=60.000000
predicted=79.561942, expected=160.000000
predicted=99.413308, expected=72.000000
predicted=80.887769, expected=52.000000
predicted=72.380754, expected=44.000000
predicted=73.316998, expected=96.000000
predicted=76.783010, expected=108.000000
predicted=104.147679, expected=108.000000
predicted=83.597328, expected=160.000000
predicted=100.619661, expected=132.000000
predicted=100.630882, expected=84.000000
predicted=106.218940, expected=84.000000
predicted=108.225697, expected=84.000000
predicted=102.594672, expected=128.000000
predicted=122.495454, expected=80.000000
predicted=100.853333, expected=132.000000
predicted=102.979478, expected=160.000000
predicted=115.924250, expected=100.000000
predicted=104.618171, expected=140.000000
predicted=129.775159, expected=72.000000
predicted=99.891668, expected=88.000000
predicted=112.489368, expected=128.000000
predicted=125.810618, expected=144.000000
predicted=113.651079, expected=96.000000
predicted=114.462160, expected=64.000000
predicted=88.992099, expected=120.000000
predicted=106.153124, expected=84.000000
predicted=103.713974, expected=132.000000
predicted=118.074568, expected=108.000000
predicted=102.001880, expected=172.000000
predicted=114.755978, expected=112.000000
predicted=120.156679, expected=80.000000
predicted=102.998793, expected=72.000000
predicted=110.309906, expected=52.000000
predicted=90.052376, expected=76.000000
predicted=103.954665, expected=88.000000
predicted=86.656765, expected=112.000000
predicted=85.534294, expected=80.000000
predicted=79.106738, expected=124.000000
predicted=89.388139, expected=60.000000
predicted=81.892110, expected=164.000000
predicted=112.362482, expected=88.000000
predicted=103.292185, expected=188.000000
predicted=122.444723, expected=204.000000
predicted=150.072089, expected=156.000000
predicted=129.565118, expected=76.000000
predicted=139.782649, expected=100.000000
predicted=120.268321, expected=56.000000
predicted=124.242125, expected=76.000000
predicted=119.304566, expected=132.000000
predicted=116.386868, expected=152.000000
predicted=103.634148, expected=144.000000
predicted=116.293618, expected=48.000000
predicted=84.366226, expected=84.000000
predicted=96.621088, expected=44.000000
predicted=94.080704, expected=96.000000
predicted=103.071565, expected=128.000000
predicted=108.768574, expected=120.000000
predicted=85.254686, expected=148.000000
predicted=110.488526, expected=72.000000
predicted=85.626308, expected=68.000000
predicted=96.131914, expected=112.000000
predicted=112.432297, expected=120.000000
predicted=109.659772, expected=44.000000
predicted=94.836852, expected=228.000000
predicted=124.888093, expected=80.000000
predicted=95.372291, expected=44.000000
predicted=95.033516, expected=104.000000
predicted=109.940763, expected=68.000000
predicted=74.699955, expected=100.000000
predicted=127.252794, expected=156.000000
predicted=102.766012, expected=144.000000
predicted=98.716066, expected=100.000000
predicted=110.126540, expected=88.000000
predicted=98.392921, expected=124.000000
predicted=114.873305, expected=84.000000
predicted=116.378520, expected=88.000000
predicted=109.406545, expected=96.000000
predicted=97.484720, expected=136.000000
predicted=105.021015, expected=80.000000
predicted=102.092703, expected=104.000000
predicted=97.209975, expected=140.000000
predicted=109.980577, expected=56.000000
predicted=90.957729, expected=108.000000
predicted=112.253613, expected=84.000000
predicted=89.731873, expected=136.000000
predicted=108.765388, expected=108.000000
predicted=113.877095, expected=88.000000
predicted=87.324316, expected=108.000000
predicted=107.273204, expected=48.000000
predicted=83.156183, expected=88.000000
predicted=101.767189, expected=96.000000
predicted=93.663411, expected=124.000000
predicted=96.239625, expected=128.000000
predicted=107.330113, expected=80.000000
predicted=83.257413, expected=60.000000
predicted=88.347850, expected=88.000000
predicted=93.632259, expected=132.000000
predicted=110.300138, expected=80.000000
predicted=98.365998, expected=92.000000
predicted=88.973044, expected=64.000000
predicted=77.165501, expected=104.000000
predicted=92.972906, expected=128.000000
predicted=111.265772, expected=48.000000
predicted=77.737441, expected=68.000000
predicted=83.816469, expected=112.000000
predicted=86.754223, expected=116.000000
predicted=99.424623, expected=68.000000
predicted=94.265585, expected=52.000000
predicted=68.266169, expected=84.000000
predicted=79.984443, expected=52.000000
predicted=79.663592, expected=72.000000
predicted=81.499921, expected=48.000000
predicted=61.200385, expected=144.000000
predicted=82.925290, expected=104.000000
predicted=87.812305, expected=56.000000
predicted=70.538806, expected=152.000000
predicted=103.763386, expected=108.000000
predicted=91.104609, expected=88.000000
predicted=111.755786, expected=88.000000
predicted=100.032084, expected=100.000000
predicted=89.511368, expected=92.000000
predicted=110.508498, expected=72.000000
predicted=90.991030, expected=60.000000
predicted=80.062583, expected=56.000000
predicted=75.185977, expected=116.000000
predicted=91.193198, expected=84.000000
predicted=82.363278, expected=116.000000
predicted=88.448634, expected=76.000000
predicted=79.585669, expected=64.000000
predicted=75.656376, expected=80.000000
predicted=92.720454, expected=64.000000
Test MSE: 1420.433
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353])]
predicted=19.869507, expected=12.000000
predicted=18.060562, expected=52.000000
predicted=28.492405, expected=8.000000
predicted=24.476669, expected=28.000000
predicted=25.788006, expected=20.000000
predicted=26.889622, expected=12.000000
predicted=19.261054, expected=24.000000
predicted=26.950444, expected=28.000000
predicted=19.435157, expected=8.000000
predicted=18.919817, expected=8.000000
predicted=16.677379, expected=44.000000
predicted=22.390325, expected=28.000000
predicted=22.337668, expected=24.000000
predicted=21.868504, expected=32.000000
predicted=24.317034, expected=4.000000
predicted=20.782422, expected=16.000000
predicted=25.948233, expected=28.000000
predicted=24.088734, expected=84.000000
predicted=32.420937, expected=12.000000
predicted=26.093704, expected=36.000000
predicted=26.788794, expected=20.000000
predicted=34.576594, expected=16.000000
predicted=29.899350, expected=24.000000
predicted=37.012773, expected=12.000000
predicted=18.692394, expected=24.000000
predicted=22.942948, expected=16.000000
predicted=18.899117, expected=32.000000
predicted=20.211046, expected=4.000000
predicted=18.221151, expected=28.000000
predicted=18.842447, expected=68.000000
predicted=31.469954, expected=60.000000
predicted=31.750818, expected=32.000000
predicted=34.401925, expected=24.000000
predicted=34.146668, expected=40.000000
predicted=42.660806, expected=16.000000
predicted=40.706911, expected=16.000000
predicted=32.311861, expected=28.000000
predicted=28.036929, expected=76.000000
predicted=34.520060, expected=24.000000
predicted=31.086387, expected=24.000000
predicted=27.634804, expected=16.000000
predicted=32.053418, expected=20.000000
predicted=30.239878, expected=16.000000
predicted=32.614916, expected=20.000000
predicted=19.995329, expected=8.000000
predicted=17.314083, expected=36.000000
predicted=19.978123, expected=52.000000
predicted=26.328381, expected=16.000000
predicted=21.050765, expected=12.000000
predicted=23.089196, expected=44.000000
predicted=29.680541, expected=48.000000
predicted=34.525251, expected=60.000000
predicted=38.814510, expected=12.000000
predicted=29.008537, expected=40.000000
predicted=34.981641, expected=28.000000
predicted=40.667364, expected=20.000000
predicted=33.096445, expected=16.000000
predicted=32.037588, expected=28.000000
predicted=23.707758, expected=36.000000
predicted=29.152084, expected=44.000000
predicted=28.409115, expected=12.000000
predicted=23.907259, expected=28.000000
predicted=26.879419, expected=16.000000
predicted=28.189494, expected=36.000000
predicted=28.726597, expected=8.000000
predicted=24.777489, expected=36.000000
predicted=21.959946, expected=24.000000
predicted=25.843417, expected=24.000000
predicted=21.646769, expected=20.000000
predicted=26.112918, expected=16.000000
predicted=19.873285, expected=40.000000
predicted=28.436128, expected=52.000000
predicted=29.665543, expected=36.000000
predicted=29.041764, expected=36.000000
predicted=32.228956, expected=40.000000
predicted=36.258759, expected=16.000000
predicted=35.414129, expected=24.000000
predicted=35.205516, expected=44.000000
predicted=34.815932, expected=4.000000
predicted=25.285175, expected=32.000000
predicted=27.914778, expected=8.000000
predicted=21.808484, expected=16.000000
predicted=19.793352, expected=32.000000
predicted=26.194384, expected=16.000000
predicted=15.533869, expected=36.000000
predicted=24.136663, expected=24.000000
predicted=21.401021, expected=16.000000
predicted=21.232913, expected=8.000000
predicted=22.926948, expected=12.000000
predicted=18.582223, expected=56.000000
predicted=28.167256, expected=4.000000
predicted=17.692825, expected=28.000000
predicted=19.369523, expected=24.000000
predicted=23.665764, expected=8.000000
predicted=18.687046, expected=28.000000
predicted=27.976008, expected=4.000000
predicted=14.664753, expected=40.000000
predicted=22.693264, expected=16.000000
predicted=20.493219, expected=84.000000
predicted=29.484674, expected=12.000000
predicted=29.262270, expected=108.000000
predicted=41.513653, expected=40.000000
predicted=51.527709, expected=32.000000
predicted=40.659449, expected=8.000000
predicted=53.199169, expected=28.000000
predicted=35.952702, expected=16.000000
predicted=43.634555, expected=28.000000
predicted=25.328329, expected=36.000000
predicted=26.343372, expected=8.000000
predicted=17.939155, expected=28.000000
predicted=24.605407, expected=12.000000
predicted=21.604763, expected=68.000000
predicted=30.659390, expected=60.000000
predicted=36.598944, expected=44.000000
predicted=31.601060, expected=32.000000
predicted=40.439058, expected=4.000000
predicted=34.105790, expected=16.000000
predicted=39.556396, expected=4.000000
predicted=29.052525, expected=32.000000
predicted=23.393430, expected=60.000000
predicted=27.390577, expected=12.000000
predicted=17.125682, expected=20.000000
predicted=22.534994, expected=8.000000
predicted=23.132102, expected=12.000000
predicted=23.267391, expected=40.000000
predicted=29.356204, expected=112.000000
predicted=35.933864, expected=32.000000
predicted=32.527534, expected=24.000000
predicted=32.156405, expected=12.000000
predicted=40.187993, expected=4.000000
predicted=35.804787, expected=56.000000
predicted=47.789905, expected=100.000000
predicted=40.685076, expected=36.000000
predicted=33.031490, expected=24.000000
predicted=34.034923, expected=20.000000
predicted=39.716868, expected=20.000000
predicted=43.161280, expected=56.000000
predicted=48.984502, expected=28.000000
predicted=30.151135, expected=52.000000
predicted=31.927763, expected=16.000000
predicted=31.110866, expected=16.000000
predicted=28.514941, expected=24.000000
predicted=35.815820, expected=40.000000
predicted=29.619887, expected=52.000000
predicted=35.299727, expected=60.000000
predicted=33.265053, expected=20.000000
predicted=31.612600, expected=72.000000
predicted=44.730845, expected=32.000000
predicted=46.034293, expected=28.000000
predicted=41.321053, expected=28.000000
predicted=43.561357, expected=24.000000
predicted=32.283073, expected=4.000000
predicted=33.313365, expected=16.000000
predicted=23.009071, expected=64.000000
predicted=30.576860, expected=64.000000
predicted=33.090845, expected=88.000000
predicted=41.698048, expected=64.000000
predicted=46.462496, expected=44.000000
predicted=51.119986, expected=48.000000
predicted=63.020409, expected=56.000000
predicted=61.741663, expected=16.000000
predicted=52.940844, expected=40.000000
predicted=46.251720, expected=36.000000
predicted=41.943960, expected=76.000000
predicted=46.251347, expected=48.000000
predicted=46.137110, expected=12.000000
predicted=32.291349, expected=4.000000
predicted=36.355112, expected=40.000000
predicted=38.443673, expected=32.000000
predicted=38.534879, expected=40.000000
predicted=29.691032, expected=72.000000
predicted=34.466881, expected=20.000000
predicted=29.722069, expected=20.000000
predicted=35.323547, expected=52.000000
predicted=42.559376, expected=44.000000
predicted=40.699380, expected=16.000000
predicted=37.305883, expected=16.000000
predicted=27.360971, expected=64.000000
predicted=37.492533, expected=8.000000
predicted=32.258456, expected=12.000000
predicted=25.416141, expected=20.000000
predicted=25.107223, expected=20.000000
predicted=21.712215, expected=36.000000
predicted=30.198816, expected=16.000000
predicted=17.110920, expected=32.000000
predicted=21.677031, expected=64.000000
predicted=33.429311, expected=12.000000
predicted=26.181790, expected=4.000000
predicted=25.612404, expected=20.000000
predicted=26.726167, expected=64.000000
predicted=34.707692, expected=24.000000
predicted=31.817329, expected=4.000000
predicted=17.431419, expected=8.000000
predicted=21.173986, expected=24.000000
predicted=24.549263, expected=4.000000
predicted=23.157351, expected=44.000000
predicted=19.694435, expected=16.000000
predicted=15.761524, expected=12.000000
predicted=14.664025, expected=32.000000
predicted=24.658650, expected=12.000000
predicted=17.608875, expected=20.000000
predicted=23.509524, expected=24.000000
predicted=20.319059, expected=72.000000
predicted=29.438849, expected=36.000000
predicted=31.544799, expected=16.000000
predicted=25.215567, expected=16.000000
predicted=31.380524, expected=24.000000
predicted=31.185073, expected=4.000000
predicted=29.958400, expected=28.000000
predicted=22.398350, expected=36.000000
predicted=21.923218, expected=20.000000
predicted=18.953366, expected=4.000000
predicted=18.521057, expected=4.000000
predicted=15.259130, expected=12.000000
predicted=18.692762, expected=24.000000
predicted=18.583228, expected=12.000000
predicted=12.400947, expected=20.000000
predicted=11.819515, expected=8.000000
predicted=12.559492, expected=12.000000
predicted=13.824171, expected=32.000000
predicted=20.076192, expected=36.000000
predicted=19.570472, expected=24.000000
predicted=20.573819, expected=8.000000
predicted=18.024178, expected=24.000000
predicted=22.769369, expected=52.000000
predicted=31.680924, expected=704.000000
predicted=182.772390, expected=28.000000
predicted=112.945049, expected=104.000000
predicted=106.955199, expected=24.000000
predicted=192.556826, expected=4.000000
predicted=166.156808, expected=20.000000
predicted=235.157770, expected=52.000000
predicted=39.693578, expected=4.000000
predicted=38.302402, expected=4.000000
predicted=15.652188, expected=16.000000
predicted=16.597134, expected=4.000000
predicted=16.354051, expected=24.000000
predicted=19.545791, expected=8.000000
predicted=10.010663, expected=12.000000
predicted=9.928735, expected=36.000000
predicted=18.052898, expected=16.000000
predicted=16.101764, expected=8.000000
predicted=16.148315, expected=4.000000
predicted=13.051285, expected=24.000000
predicted=16.762201, expected=16.000000
predicted=19.007375, expected=16.000000
predicted=13.519039, expected=40.000000
predicted=18.631778, expected=40.000000
predicted=23.434035, expected=20.000000
predicted=24.896252, expected=56.000000
predicted=31.171278, expected=8.000000
predicted=28.882470, expected=40.000000
predicted=32.862041, expected=36.000000
predicted=35.598554, expected=32.000000
predicted=30.389340, expected=8.000000
predicted=30.421472, expected=28.000000
predicted=23.697351, expected=40.000000
predicted=32.776616, expected=16.000000
predicted=26.488398, expected=32.000000
predicted=25.860624, expected=24.000000
predicted=24.219094, expected=16.000000
predicted=24.967327, expected=4.000000
predicted=22.065826, expected=24.000000
predicted=19.155738, expected=40.000000
predicted=25.554407, expected=32.000000
predicted=23.756343, expected=28.000000
predicted=23.036487, expected=4.000000
predicted=19.613304, expected=16.000000
predicted=22.971327, expected=36.000000
predicted=28.289553, expected=4.000000
predicted=20.023516, expected=12.000000
predicted=15.899239, expected=20.000000
predicted=15.522577, expected=32.000000
predicted=20.368428, expected=24.000000
predicted=22.507335, expected=68.000000
predicted=26.993557, expected=44.000000
predicted=33.581330, expected=60.000000
predicted=39.461914, expected=20.000000
predicted=40.216556, expected=20.000000
predicted=35.780987, expected=12.000000
predicted=38.735078, expected=48.000000
predicted=35.332311, expected=40.000000
predicted=36.607424, expected=44.000000
predicted=29.707273, expected=8.000000
predicted=26.949843, expected=8.000000
predicted=23.452242, expected=88.000000
predicted=43.607843, expected=48.000000
predicted=41.720901, expected=36.000000
predicted=36.156852, expected=4.000000
predicted=29.049776, expected=16.000000
predicted=30.111824, expected=12.000000
predicted=37.501227, expected=16.000000
predicted=23.062910, expected=28.000000
predicted=20.507942, expected=32.000000
predicted=17.941683, expected=16.000000
predicted=19.175987, expected=12.000000
predicted=17.777194, expected=8.000000
predicted=17.978521, expected=24.000000
predicted=20.738380, expected=16.000000
predicted=19.221011, expected=52.000000
predicted=22.187209, expected=20.000000
predicted=22.044091, expected=16.000000
predicted=19.575220, expected=24.000000
predicted=25.633354, expected=8.000000
predicted=21.541853, expected=4.000000
predicted=21.240849, expected=24.000000
predicted=16.909833, expected=44.000000
predicted=21.663570, expected=16.000000
predicted=19.944809, expected=4.000000
predicted=14.019259, expected=36.000000
predicted=21.225818, expected=4.000000
predicted=21.404881, expected=20.000000
predicted=20.776920, expected=8.000000
predicted=15.263052, expected=4.000000
predicted=10.814233, expected=52.000000
predicted=23.697000, expected=8.000000
predicted=15.753738, expected=20.000000
predicted=16.667008, expected=20.000000
predicted=19.023805, expected=44.000000
predicted=24.105074, expected=28.000000
predicted=30.706989, expected=20.000000
predicted=21.056341, expected=16.000000
predicted=23.859843, expected=40.000000
predicted=28.212491, expected=36.000000
predicted=32.497150, expected=4.000000
predicted=22.352763, expected=32.000000
predicted=24.024483, expected=24.000000
predicted=25.880558, expected=8.000000
predicted=23.323355, expected=32.000000
predicted=23.832171, expected=24.000000
predicted=20.505121, expected=20.000000
predicted=22.961789, expected=16.000000
predicted=20.563150, expected=28.000000
predicted=20.719104, expected=236.000000
predicted=68.575189, expected=332.000000
predicted=130.297665, expected=292.000000
predicted=164.075089, expected=44.000000
predicted=128.122525, expected=64.000000
predicted=136.893904, expected=28.000000
predicted=163.972568, expected=8.000000
predicted=127.469131, expected=28.000000
predicted=86.010581, expected=40.000000
predicted=37.392688, expected=48.000000
predicted=40.133545, expected=4.000000
predicted=23.063171, expected=20.000000
predicted=20.639324, expected=16.000000
predicted=25.590783, expected=20.000000
predicted=24.257587, expected=4.000000
predicted=18.664188, expected=24.000000
predicted=14.461769, expected=48.000000
predicted=26.977102, expected=20.000000
predicted=22.045711, expected=28.000000
predicted=22.972608, expected=12.000000
predicted=20.353942, expected=32.000000
predicted=26.709009, expected=36.000000
predicted=32.745124, expected=36.000000
predicted=28.042163, expected=4.000000
predicted=21.701056, expected=24.000000
predicted=21.600252, expected=16.000000
predicted=24.891255, expected=64.000000
predicted=34.926907, expected=24.000000
predicted=30.371897, expected=20.000000
predicted=20.615252, expected=12.000000
predicted=24.609588, expected=24.000000
predicted=24.739534, expected=20.000000
predicted=29.268260, expected=12.000000
predicted=17.544546, expected=40.000000
predicted=23.845824, expected=40.000000
predicted=27.472417, expected=44.000000
predicted=31.457615, expected=20.000000
predicted=27.574109, expected=4.000000
predicted=20.824098, expected=4.000000
predicted=22.362360, expected=4.000000
predicted=18.168112, expected=64.000000
predicted=31.020177, expected=36.000000
predicted=26.828578, expected=28.000000
predicted=20.821499, expected=12.000000
predicted=21.426715, expected=16.000000
predicted=22.401885, expected=36.000000
predicted=35.096538, expected=48.000000
predicted=33.493038, expected=16.000000
predicted=24.902654, expected=36.000000
predicted=26.087160, expected=40.000000
predicted=33.378367, expected=8.000000
predicted=27.188231, expected=48.000000
predicted=34.723269, expected=20.000000
predicted=27.997619, expected=28.000000
predicted=28.179114, expected=12.000000
predicted=25.602501, expected=12.000000
predicted=17.821154, expected=20.000000
predicted=24.646933, expected=24.000000
predicted=20.289929, expected=32.000000
predicted=23.520363, expected=36.000000
predicted=24.337463, expected=16.000000
predicted=21.450540, expected=28.000000
predicted=24.896190, expected=16.000000
predicted=24.451476, expected=8.000000
predicted=20.128029, expected=16.000000
Test MSE: 2338.706
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857])]
predicted=42.057019, expected=40.000000
predicted=38.787528, expected=88.000000
predicted=49.632857, expected=28.000000
predicted=52.727460, expected=32.000000
predicted=45.446547, expected=80.000000
predicted=49.301743, expected=60.000000
predicted=58.607776, expected=48.000000
predicted=54.266236, expected=52.000000
predicted=50.553969, expected=40.000000
predicted=53.978734, expected=48.000000
predicted=51.796426, expected=44.000000
predicted=47.495171, expected=84.000000
predicted=51.881708, expected=20.000000
predicted=50.834009, expected=56.000000
predicted=47.367401, expected=32.000000
predicted=46.951434, expected=72.000000
predicted=51.095199, expected=44.000000
predicted=49.686932, expected=56.000000
predicted=48.926584, expected=44.000000
predicted=49.908378, expected=48.000000
predicted=50.732054, expected=36.000000
predicted=48.091463, expected=52.000000
predicted=45.992691, expected=44.000000
predicted=46.154023, expected=64.000000
predicted=47.795117, expected=24.000000
predicted=46.064283, expected=48.000000
predicted=43.766781, expected=16.000000
predicted=40.975171, expected=48.000000
predicted=38.841426, expected=72.000000
predicted=42.701974, expected=140.000000
predicted=60.701205, expected=72.000000
predicted=72.970899, expected=72.000000
predicted=73.881846, expected=40.000000
predicted=74.656147, expected=12.000000
predicted=67.121074, expected=44.000000
predicted=54.055074, expected=52.000000
predicted=47.239950, expected=76.000000
predicted=48.811352, expected=32.000000
predicted=45.105947, expected=32.000000
predicted=42.011301, expected=52.000000
predicted=46.057185, expected=36.000000
predicted=47.705779, expected=52.000000
predicted=43.906878, expected=88.000000
predicted=49.164114, expected=60.000000
predicted=57.939506, expected=44.000000
predicted=55.702864, expected=52.000000
predicted=54.483141, expected=36.000000
predicted=55.726400, expected=72.000000
predicted=55.313875, expected=20.000000
predicted=48.613111, expected=72.000000
predicted=47.203337, expected=148.000000
predicted=66.666252, expected=44.000000
predicted=75.602522, expected=52.000000
predicted=65.353234, expected=88.000000
predicted=69.678149, expected=72.000000
predicted=82.441475, expected=40.000000
predicted=70.085465, expected=32.000000
predicted=53.647431, expected=48.000000
predicted=53.631838, expected=72.000000
predicted=56.206060, expected=108.000000
predicted=62.176518, expected=92.000000
predicted=70.019267, expected=20.000000
predicted=65.774304, expected=88.000000
predicted=68.123102, expected=52.000000
predicted=73.111007, expected=60.000000
predicted=68.259523, expected=52.000000
predicted=57.322947, expected=24.000000
predicted=52.122263, expected=68.000000
predicted=52.558146, expected=76.000000
predicted=56.228799, expected=36.000000
predicted=54.797067, expected=56.000000
predicted=49.975894, expected=68.000000
predicted=56.027779, expected=48.000000
predicted=59.647129, expected=44.000000
predicted=52.629938, expected=80.000000
predicted=55.065617, expected=48.000000
predicted=59.321400, expected=72.000000
predicted=58.909338, expected=80.000000
predicted=62.475533, expected=32.000000
predicted=62.698098, expected=8.000000
predicted=50.176477, expected=20.000000
predicted=39.866228, expected=56.000000
predicted=41.772791, expected=60.000000
predicted=41.789915, expected=32.000000
predicted=36.484772, expected=44.000000
predicted=37.263794, expected=68.000000
predicted=47.622806, expected=44.000000
predicted=52.024514, expected=64.000000
predicted=50.849129, expected=56.000000
predicted=52.664143, expected=24.000000
predicted=51.367675, expected=44.000000
predicted=46.671940, expected=60.000000
predicted=48.318549, expected=48.000000
predicted=49.814347, expected=44.000000
predicted=45.269086, expected=44.000000
predicted=44.701656, expected=100.000000
predicted=56.499232, expected=32.000000
predicted=57.508309, expected=76.000000
predicted=56.504453, expected=44.000000
predicted=57.334946, expected=64.000000
predicted=61.205701, expected=20.000000
predicted=53.292313, expected=40.000000
predicted=45.542032, expected=24.000000
predicted=41.844671, expected=28.000000
predicted=35.966012, expected=24.000000
predicted=30.595875, expected=64.000000
predicted=33.355742, expected=40.000000
predicted=38.226398, expected=24.000000
predicted=35.314788, expected=64.000000
predicted=39.252443, expected=56.000000
predicted=47.896951, expected=20.000000
predicted=44.953670, expected=56.000000
predicted=41.191969, expected=40.000000
predicted=44.952252, expected=64.000000
predicted=49.031328, expected=80.000000
predicted=52.460943, expected=52.000000
predicted=56.211290, expected=28.000000
predicted=53.044988, expected=96.000000
predicted=58.109125, expected=192.000000
predicted=87.298982, expected=44.000000
predicted=89.683638, expected=60.000000
predicted=79.195550, expected=32.000000
predicted=76.195081, expected=60.000000
predicted=79.369716, expected=80.000000
predicted=69.945882, expected=68.000000
predicted=59.772023, expected=48.000000
predicted=58.073379, expected=52.000000
predicted=57.289417, expected=28.000000
predicted=55.735002, expected=108.000000
predicted=61.051813, expected=56.000000
predicted=62.077575, expected=52.000000
predicted=58.284533, expected=12.000000
predicted=50.264131, expected=36.000000
predicted=48.780359, expected=84.000000
predicted=53.821965, expected=36.000000
predicted=48.056758, expected=68.000000
predicted=46.228459, expected=100.000000
predicted=58.005915, expected=60.000000
predicted=68.450344, expected=20.000000
predicted=59.703581, expected=60.000000
predicted=56.121147, expected=76.000000
predicted=64.052545, expected=108.000000
predicted=69.546352, expected=76.000000
predicted=68.172740, expected=36.000000
predicted=65.481415, expected=48.000000
predicted=65.906422, expected=44.000000
predicted=64.161325, expected=68.000000
predicted=60.650600, expected=136.000000
predicted=67.129117, expected=24.000000
predicted=64.173554, expected=28.000000
predicted=56.284572, expected=56.000000
predicted=57.866036, expected=28.000000
predicted=59.052735, expected=76.000000
predicted=52.475257, expected=84.000000
predicted=50.632944, expected=68.000000
predicted=59.542780, expected=12.000000
predicted=53.301007, expected=52.000000
predicted=52.562964, expected=28.000000
predicted=53.131625, expected=96.000000
predicted=55.348398, expected=36.000000
predicted=49.009011, expected=92.000000
predicted=53.107019, expected=52.000000
predicted=59.860374, expected=64.000000
predicted=63.186876, expected=88.000000
predicted=68.666049, expected=68.000000
predicted=69.844174, expected=32.000000
predicted=64.837041, expected=72.000000
predicted=61.076429, expected=116.000000
predicted=74.086371, expected=88.000000
predicted=79.048238, expected=96.000000
predicted=77.975086, expected=64.000000
predicted=79.736624, expected=72.000000
predicted=85.047931, expected=24.000000
predicted=75.352646, expected=52.000000
predicted=63.956574, expected=56.000000
predicted=59.116458, expected=48.000000
predicted=53.325244, expected=92.000000
predicted=55.468100, expected=12.000000
predicted=50.397264, expected=32.000000
predicted=46.636079, expected=56.000000
predicted=47.586517, expected=48.000000
predicted=50.333768, expected=36.000000
predicted=43.591480, expected=60.000000
predicted=40.716621, expected=40.000000
predicted=46.709173, expected=60.000000
predicted=49.329061, expected=80.000000
predicted=53.831723, expected=44.000000
predicted=55.549190, expected=40.000000
predicted=52.653839, expected=32.000000
predicted=48.934839, expected=52.000000
predicted=51.054207, expected=48.000000
predicted=48.448561, expected=36.000000
predicted=42.178130, expected=32.000000
predicted=39.222534, expected=24.000000
predicted=37.398253, expected=32.000000
predicted=36.431424, expected=16.000000
predicted=30.814958, expected=28.000000
predicted=27.144977, expected=40.000000
predicted=28.229006, expected=16.000000
predicted=26.926915, expected=96.000000
predicted=36.401304, expected=16.000000
predicted=38.787080, expected=32.000000
predicted=37.341588, expected=28.000000
predicted=35.953196, expected=76.000000
predicted=45.918844, expected=80.000000
predicted=53.442509, expected=44.000000
predicted=48.259858, expected=80.000000
predicted=55.487798, expected=52.000000
predicted=62.446476, expected=48.000000
predicted=63.063633, expected=32.000000
predicted=53.961512, expected=52.000000
predicted=51.440206, expected=20.000000
predicted=46.539012, expected=4.000000
predicted=33.454010, expected=28.000000
predicted=28.227636, expected=8.000000
predicted=24.684877, expected=60.000000
predicted=26.654655, expected=40.000000
predicted=27.898192, expected=48.000000
predicted=32.845717, expected=72.000000
predicted=42.160526, expected=36.000000
predicted=47.369638, expected=152.000000
predicted=65.980133, expected=68.000000
predicted=74.833862, expected=56.000000
predicted=73.288850, expected=48.000000
predicted=68.484739, expected=56.000000
predicted=72.442340, expected=68.000000
predicted=70.512000, expected=32.000000
predicted=54.828396, expected=36.000000
predicted=47.658030, expected=40.000000
predicted=45.879498, expected=20.000000
predicted=42.093488, expected=40.000000
predicted=36.531648, expected=92.000000
predicted=43.653420, expected=64.000000
predicted=51.978773, expected=40.000000
predicted=49.483561, expected=16.000000
predicted=44.818632, expected=20.000000
predicted=44.980168, expected=48.000000
predicted=44.036964, expected=76.000000
predicted=44.086908, expected=36.000000
predicted=40.608413, expected=120.000000
predicted=52.443780, expected=72.000000
predicted=66.625914, expected=36.000000
predicted=66.248279, expected=44.000000
predicted=59.610665, expected=52.000000
predicted=61.863097, expected=52.000000
predicted=60.606202, expected=32.000000
predicted=46.634246, expected=56.000000
predicted=44.769692, expected=44.000000
predicted=47.331498, expected=48.000000
predicted=47.282013, expected=52.000000
predicted=46.479982, expected=40.000000
predicted=46.488977, expected=24.000000
predicted=42.858445, expected=24.000000
predicted=37.365376, expected=56.000000
predicted=39.931489, expected=24.000000
predicted=37.295037, expected=60.000000
predicted=36.944261, expected=56.000000
predicted=41.732088, expected=60.000000
predicted=48.888739, expected=24.000000
predicted=45.718842, expected=72.000000
predicted=49.167830, expected=32.000000
predicted=51.424779, expected=28.000000
predicted=44.624364, expected=48.000000
predicted=41.277079, expected=52.000000
predicted=44.838739, expected=24.000000
predicted=41.730610, expected=32.000000
predicted=34.801393, expected=36.000000
predicted=36.712566, expected=48.000000
predicted=40.089054, expected=32.000000
predicted=36.905452, expected=60.000000
predicted=38.759814, expected=24.000000
predicted=39.703929, expected=64.000000
predicted=43.470179, expected=16.000000
predicted=40.975607, expected=40.000000
predicted=38.874296, expected=76.000000
predicted=44.999151, expected=28.000000
predicted=45.004227, expected=32.000000
predicted=39.978555, expected=56.000000
predicted=41.133048, expected=48.000000
predicted=48.595952, expected=40.000000
predicted=45.170299, expected=24.000000
predicted=37.802165, expected=108.000000
predicted=50.994626, expected=68.000000
predicted=60.301314, expected=60.000000
predicted=58.872406, expected=84.000000
predicted=63.036358, expected=28.000000
predicted=65.828989, expected=36.000000
predicted=60.227759, expected=56.000000
predicted=53.275370, expected=100.000000
predicted=61.943552, expected=20.000000
predicted=54.721430, expected=32.000000
predicted=44.066141, expected=16.000000
predicted=42.287815, expected=108.000000
predicted=55.136188, expected=72.000000
predicted=58.304244, expected=8.000000
predicted=44.535720, expected=92.000000
predicted=51.565048, expected=44.000000
predicted=61.601607, expected=72.000000
predicted=63.814729, expected=24.000000
predicted=50.269419, expected=52.000000
predicted=50.650532, expected=44.000000
predicted=52.255016, expected=28.000000
predicted=44.960917, expected=80.000000
predicted=46.815118, expected=16.000000
predicted=43.870915, expected=52.000000
predicted=43.454257, expected=32.000000
predicted=41.530574, expected=52.000000
predicted=44.863989, expected=52.000000
predicted=44.745600, expected=36.000000
predicted=42.246414, expected=92.000000
predicted=50.903142, expected=36.000000
predicted=53.268718, expected=52.000000
predicted=52.518159, expected=40.000000
predicted=50.366044, expected=72.000000
predicted=56.198430, expected=104.000000
predicted=63.856327, expected=76.000000
predicted=66.722501, expected=48.000000
predicted=65.505886, expected=24.000000
predicted=61.018052, expected=8.000000
predicted=54.329851, expected=56.000000
predicted=48.770621, expected=40.000000
predicted=41.578344, expected=8.000000
predicted=30.015324, expected=52.000000
predicted=29.128836, expected=76.000000
predicted=42.927795, expected=88.000000
predicted=54.483331, expected=100.000000
predicted=61.614004, expected=36.000000
predicted=64.070049, expected=108.000000
predicted=75.669269, expected=12.000000
predicted=72.294236, expected=12.000000
predicted=56.501835, expected=48.000000
predicted=46.323164, expected=40.000000
predicted=46.174330, expected=36.000000
predicted=38.161885, expected=72.000000
predicted=36.979003, expected=60.000000
predicted=48.186628, expected=44.000000
predicted=50.423068, expected=36.000000
predicted=47.205115, expected=56.000000
predicted=51.146926, expected=40.000000
predicted=50.802971, expected=124.000000
predicted=59.070935, expected=60.000000
predicted=63.777083, expected=344.000000
predicted=111.558594, expected=292.000000
predicted=181.791606, expected=120.000000
predicted=178.911502, expected=40.000000
predicted=146.948342, expected=140.000000
predicted=170.225954, expected=384.000000
predicted=231.701771, expected=292.000000
predicted=206.461679, expected=172.000000
predicted=170.396156, expected=36.000000
predicted=168.699378, expected=60.000000
predicted=199.425393, expected=48.000000
predicted=167.058147, expected=32.000000
predicted=92.707985, expected=84.000000
predicted=65.020926, expected=64.000000
predicted=59.001161, expected=56.000000
predicted=54.567152, expected=68.000000
predicted=58.045547, expected=24.000000
predicted=54.731264, expected=88.000000
predicted=64.369914, expected=60.000000
predicted=62.522792, expected=64.000000
predicted=59.440051, expected=12.000000
predicted=44.262500, expected=76.000000
predicted=59.365579, expected=100.000000
predicted=72.784446, expected=16.000000
predicted=49.847711, expected=88.000000
predicted=54.988024, expected=44.000000
predicted=62.458455, expected=76.000000
predicted=67.712889, expected=80.000000
predicted=64.305052, expected=80.000000
predicted=70.531661, expected=76.000000
predicted=70.699075, expected=44.000000
predicted=65.587350, expected=96.000000
predicted=77.243656, expected=60.000000
predicted=73.776910, expected=80.000000
predicted=71.388585, expected=84.000000
predicted=73.113778, expected=60.000000
predicted=72.987265, expected=40.000000
predicted=62.761387, expected=84.000000
predicted=71.142360, expected=56.000000
predicted=68.695205, expected=16.000000
predicted=48.524090, expected=76.000000
predicted=55.154207, expected=44.000000
predicted=57.791567, expected=52.000000
predicted=50.891784, expected=36.000000
predicted=42.662267, expected=52.000000
predicted=50.287936, expected=32.000000
predicted=45.420322, expected=8.000000
predicted=33.459425, expected=100.000000
predicted=51.429552, expected=28.000000
predicted=45.738606, expected=16.000000
predicted=31.247227, expected=44.000000
predicted=36.675688, expected=44.000000
predicted=48.641279, expected=44.000000
predicted=40.849067, expected=28.000000
predicted=31.859426, expected=52.000000
predicted=40.809098, expected=44.000000
predicted=43.844342, expected=52.000000
predicted=44.334238, expected=48.000000
predicted=43.941480, expected=28.000000
predicted=41.582723, expected=48.000000
predicted=44.441393, expected=48.000000
predicted=46.650186, expected=84.000000
predicted=54.764445, expected=48.000000
predicted=49.676118, expected=48.000000
predicted=49.527161, expected=44.000000
predicted=52.382118, expected=20.000000
predicted=48.091154, expected=48.000000
predicted=45.722438, expected=4.000000
predicted=33.068083, expected=48.000000
predicted=34.915498, expected=48.000000
predicted=37.070083, expected=60.000000
predicted=42.022339, expected=44.000000
predicted=38.857628, expected=44.000000
predicted=43.504402, expected=92.000000
predicted=60.366435, expected=24.000000
Test MSE: 1382.391
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524])]
predicted=20.522585, expected=12.000000
predicted=16.934520, expected=20.000000
predicted=16.713069, expected=20.000000
predicted=16.541628, expected=36.000000
predicted=22.126706, expected=32.000000
predicted=24.893065, expected=24.000000
predicted=24.764217, expected=12.000000
predicted=22.268416, expected=16.000000
predicted=21.501244, expected=32.000000
predicted=25.059177, expected=20.000000
predicted=23.183206, expected=28.000000
predicted=23.406972, expected=48.000000
predicted=26.519213, expected=40.000000
predicted=32.029630, expected=32.000000
predicted=34.561787, expected=20.000000
predicted=29.169787, expected=8.000000
predicted=26.383671, expected=12.000000
predicted=24.504264, expected=28.000000
predicted=23.061097, expected=16.000000
predicted=19.887694, expected=20.000000
predicted=18.486144, expected=20.000000
predicted=16.256190, expected=20.000000
predicted=19.302964, expected=12.000000
predicted=18.766850, expected=16.000000
predicted=16.789908, expected=40.000000
predicted=22.119946, expected=44.000000
predicted=27.516141, expected=40.000000
predicted=31.379375, expected=12.000000
predicted=25.734562, expected=28.000000
predicted=28.314990, expected=4.000000
predicted=24.181259, expected=48.000000
predicted=31.816804, expected=40.000000
predicted=28.972770, expected=48.000000
predicted=34.208070, expected=36.000000
predicted=33.516116, expected=56.000000
predicted=39.322785, expected=28.000000
predicted=41.067387, expected=20.000000
predicted=37.257920, expected=20.000000
predicted=31.202604, expected=36.000000
predicted=32.140934, expected=44.000000
predicted=35.824021, expected=28.000000
predicted=30.559073, expected=32.000000
predicted=30.011547, expected=72.000000
predicted=39.718194, expected=24.000000
predicted=39.135893, expected=52.000000
predicted=44.871820, expected=60.000000
predicted=42.286961, expected=24.000000
predicted=44.235654, expected=36.000000
predicted=44.552357, expected=28.000000
predicted=33.326683, expected=48.000000
predicted=42.750637, expected=28.000000
predicted=36.993603, expected=52.000000
predicted=37.971552, expected=40.000000
predicted=37.665954, expected=16.000000
predicted=34.987295, expected=44.000000
predicted=37.125013, expected=24.000000
predicted=31.535531, expected=28.000000
predicted=35.621047, expected=32.000000
predicted=29.434217, expected=36.000000
predicted=30.311837, expected=40.000000
predicted=35.123487, expected=48.000000
predicted=35.825765, expected=28.000000
predicted=34.968371, expected=28.000000
predicted=34.653845, expected=56.000000
predicted=38.851442, expected=36.000000
predicted=39.627239, expected=36.000000
predicted=40.456122, expected=28.000000
predicted=32.826864, expected=48.000000
predicted=38.721162, expected=32.000000
predicted=38.948817, expected=28.000000
predicted=35.257254, expected=44.000000
predicted=35.182021, expected=36.000000
predicted=35.662353, expected=48.000000
predicted=41.300378, expected=32.000000
predicted=35.762311, expected=12.000000
predicted=31.859533, expected=40.000000
predicted=34.017442, expected=40.000000
predicted=33.993352, expected=36.000000
predicted=37.281411, expected=20.000000
predicted=29.102887, expected=20.000000
predicted=26.043781, expected=44.000000
predicted=32.921297, expected=20.000000
predicted=29.832340, expected=4.000000
predicted=23.904896, expected=36.000000
predicted=22.451824, expected=24.000000
predicted=23.668950, expected=36.000000
predicted=30.587533, expected=28.000000
predicted=24.075213, expected=56.000000
predicted=32.683189, expected=36.000000
predicted=35.968606, expected=28.000000
predicted=35.546426, expected=28.000000
predicted=32.926789, expected=28.000000
predicted=32.489336, expected=40.000000
predicted=36.652327, expected=8.000000
predicted=26.706967, expected=8.000000
predicted=22.249828, expected=20.000000
predicted=19.227718, expected=40.000000
predicted=25.384053, expected=32.000000
predicted=26.884020, expected=68.000000
predicted=33.413840, expected=60.000000
predicted=39.449855, expected=44.000000
predicted=46.142493, expected=36.000000
predicted=44.638075, expected=32.000000
predicted=42.181377, expected=60.000000
predicted=50.384169, expected=40.000000
predicted=45.470596, expected=40.000000
predicted=43.581565, expected=80.000000
predicted=48.862347, expected=32.000000
predicted=46.525985, expected=8.000000
predicted=42.865848, expected=40.000000
predicted=35.550058, expected=40.000000
predicted=38.367934, expected=44.000000
predicted=44.364105, expected=32.000000
predicted=32.714518, expected=24.000000
predicted=30.095852, expected=28.000000
predicted=32.959023, expected=12.000000
predicted=27.915154, expected=44.000000
predicted=31.930057, expected=4.000000
predicted=21.776034, expected=36.000000
predicted=27.058026, expected=56.000000
predicted=29.569555, expected=4.000000
predicted=26.681654, expected=4.000000
predicted=23.919347, expected=12.000000
predicted=14.001045, expected=20.000000
predicted=21.979373, expected=44.000000
predicted=26.500901, expected=32.000000
predicted=21.034163, expected=48.000000
predicted=29.563711, expected=32.000000
predicted=30.253350, expected=76.000000
predicted=45.277526, expected=24.000000
predicted=40.850428, expected=24.000000
predicted=40.147932, expected=48.000000
predicted=38.433252, expected=40.000000
predicted=40.663070, expected=40.000000
predicted=44.255668, expected=48.000000
predicted=37.282967, expected=48.000000
predicted=41.584607, expected=40.000000
predicted=44.324494, expected=52.000000
predicted=44.966160, expected=52.000000
predicted=46.511679, expected=24.000000
predicted=43.270098, expected=76.000000
predicted=50.276365, expected=64.000000
predicted=50.898384, expected=40.000000
predicted=54.287968, expected=24.000000
predicted=43.576311, expected=28.000000
predicted=38.599538, expected=24.000000
predicted=40.406543, expected=40.000000
predicted=37.648623, expected=44.000000
predicted=34.332667, expected=48.000000
predicted=36.845456, expected=48.000000
predicted=39.623116, expected=40.000000
predicted=40.470676, expected=36.000000
predicted=41.774849, expected=48.000000
predicted=43.518173, expected=28.000000
predicted=40.143789, expected=40.000000
predicted=40.623035, expected=76.000000
predicted=45.862842, expected=40.000000
predicted=45.660001, expected=40.000000
predicted=47.131529, expected=20.000000
predicted=35.654534, expected=52.000000
predicted=44.543117, expected=20.000000
predicted=39.349885, expected=40.000000
predicted=37.518241, expected=60.000000
predicted=38.406048, expected=32.000000
predicted=38.283579, expected=40.000000
predicted=41.932574, expected=24.000000
predicted=32.457650, expected=56.000000
predicted=43.215369, expected=44.000000
predicted=42.530565, expected=20.000000
predicted=36.737702, expected=48.000000
predicted=38.025285, expected=60.000000
predicted=41.614878, expected=36.000000
predicted=45.906272, expected=36.000000
predicted=40.887024, expected=48.000000
predicted=39.476505, expected=56.000000
predicted=48.115078, expected=28.000000
predicted=44.026570, expected=40.000000
predicted=40.607656, expected=36.000000
predicted=38.121055, expected=28.000000
predicted=39.192292, expected=24.000000
predicted=34.279716, expected=20.000000
predicted=27.643844, expected=20.000000
predicted=26.968243, expected=24.000000
predicted=24.934007, expected=44.000000
predicted=28.080077, expected=32.000000
predicted=28.249113, expected=44.000000
predicted=32.883049, expected=36.000000
predicted=32.581745, expected=44.000000
predicted=38.281646, expected=36.000000
predicted=38.639837, expected=52.000000
predicted=41.805027, expected=60.000000
predicted=46.217116, expected=40.000000
predicted=45.445665, expected=40.000000
predicted=45.136229, expected=36.000000
predicted=41.510422, expected=24.000000
predicted=40.351873, expected=20.000000
predicted=34.990770, expected=48.000000
predicted=34.720098, expected=32.000000
predicted=33.406796, expected=36.000000
predicted=34.852643, expected=40.000000
predicted=32.577619, expected=52.000000
predicted=39.046361, expected=76.000000
predicted=50.401734, expected=16.000000
predicted=41.019232, expected=40.000000
predicted=43.681479, expected=40.000000
predicted=39.270048, expected=32.000000
predicted=43.419716, expected=48.000000
predicted=43.015389, expected=28.000000
predicted=32.763758, expected=40.000000
predicted=38.962349, expected=32.000000
predicted=34.930157, expected=68.000000
predicted=44.021268, expected=52.000000
predicted=45.427147, expected=44.000000
predicted=46.213604, expected=96.000000
predicted=57.230688, expected=64.000000
predicted=59.628860, expected=64.000000
predicted=68.276162, expected=60.000000
predicted=60.569224, expected=56.000000
predicted=62.762726, expected=68.000000
predicted=67.946102, expected=92.000000
predicted=69.272079, expected=68.000000
predicted=69.405144, expected=64.000000
predicted=69.102430, expected=84.000000
predicted=70.875351, expected=76.000000
predicted=75.228643, expected=120.000000
predicted=88.668605, expected=92.000000
predicted=84.862843, expected=136.000000
predicted=101.509982, expected=56.000000
predicted=89.967213, expected=148.000000
predicted=108.648510, expected=228.000000
predicted=133.827220, expected=100.000000
predicted=132.986003, expected=44.000000
predicted=118.392746, expected=48.000000
predicted=90.077075, expected=56.000000
predicted=97.465638, expected=88.000000
predicted=96.378366, expected=192.000000
predicted=101.173388, expected=104.000000
predicted=91.074306, expected=36.000000
predicted=84.484163, expected=48.000000
predicted=74.371444, expected=20.000000
predicted=72.582195, expected=36.000000
predicted=77.536747, expected=52.000000
predicted=51.076500, expected=20.000000
predicted=34.913624, expected=12.000000
predicted=30.091526, expected=32.000000
predicted=26.124697, expected=20.000000
predicted=27.985639, expected=20.000000
predicted=27.829586, expected=12.000000
predicted=17.185012, expected=32.000000
predicted=22.174410, expected=36.000000
predicted=26.631049, expected=52.000000
predicted=32.582574, expected=36.000000
predicted=31.325610, expected=20.000000
predicted=29.468623, expected=36.000000
predicted=33.720402, expected=8.000000
predicted=27.783125, expected=32.000000
predicted=32.897793, expected=36.000000
predicted=27.553576, expected=24.000000
predicted=27.307646, expected=24.000000
predicted=26.467265, expected=52.000000
predicted=30.160874, expected=40.000000
predicted=35.571097, expected=24.000000
predicted=33.843897, expected=20.000000
predicted=27.440099, expected=20.000000
predicted=27.350909, expected=28.000000
predicted=31.371264, expected=24.000000
predicted=26.514668, expected=20.000000
predicted=22.725836, expected=24.000000
predicted=22.144024, expected=28.000000
predicted=24.016286, expected=56.000000
predicted=33.569769, expected=4.000000
predicted=23.345335, expected=36.000000
predicted=29.709894, expected=40.000000
predicted=28.489634, expected=16.000000
predicted=30.851086, expected=16.000000
predicted=27.426430, expected=32.000000
predicted=22.205915, expected=28.000000
predicted=28.794091, expected=16.000000
predicted=25.236944, expected=28.000000
predicted=22.280392, expected=32.000000
predicted=24.949419, expected=20.000000
predicted=26.391106, expected=20.000000
predicted=23.559160, expected=24.000000
predicted=22.060891, expected=52.000000
predicted=32.292063, expected=32.000000
predicted=30.735048, expected=16.000000
predicted=26.919099, expected=28.000000
predicted=26.221684, expected=44.000000
predicted=32.923997, expected=20.000000
predicted=32.485858, expected=32.000000
predicted=29.849930, expected=24.000000
predicted=24.529641, expected=24.000000
predicted=28.933207, expected=16.000000
predicted=25.421949, expected=36.000000
predicted=26.344899, expected=24.000000
predicted=25.577125, expected=8.000000
predicted=21.446671, expected=56.000000
predicted=29.581584, expected=28.000000
predicted=26.696401, expected=24.000000
predicted=31.986612, expected=36.000000
predicted=27.352549, expected=40.000000
predicted=31.800607, expected=28.000000
predicted=36.249601, expected=28.000000
predicted=30.107901, expected=28.000000
predicted=29.042868, expected=32.000000
predicted=32.251498, expected=40.000000
predicted=33.920067, expected=36.000000
predicted=32.502275, expected=28.000000
predicted=31.604883, expected=56.000000
predicted=38.188136, expected=20.000000
predicted=32.829059, expected=44.000000
predicted=39.876808, expected=36.000000
predicted=33.975254, expected=44.000000
predicted=40.043596, expected=36.000000
predicted=38.985425, expected=32.000000
predicted=34.553457, expected=44.000000
predicted=39.448305, expected=40.000000
predicted=38.534862, expected=12.000000
predicted=32.985222, expected=52.000000
predicted=37.319486, expected=20.000000
predicted=30.038420, expected=16.000000
predicted=32.118062, expected=24.000000
predicted=24.908658, expected=28.000000
predicted=24.990528, expected=24.000000
predicted=28.697349, expected=28.000000
predicted=23.756211, expected=52.000000
predicted=30.544022, expected=28.000000
predicted=30.357952, expected=44.000000
predicted=36.182582, expected=44.000000
predicted=35.129509, expected=52.000000
predicted=43.194250, expected=48.000000
predicted=45.303900, expected=52.000000
predicted=45.148561, expected=44.000000
predicted=46.371479, expected=16.000000
predicted=39.539889, expected=28.000000
predicted=38.231696, expected=28.000000
predicted=33.850916, expected=72.000000
predicted=45.696471, expected=16.000000
predicted=32.443842, expected=24.000000
predicted=31.351128, expected=32.000000
predicted=28.803456, expected=24.000000
predicted=32.418280, expected=28.000000
predicted=34.397348, expected=28.000000
predicted=24.498438, expected=16.000000
predicted=24.323433, expected=20.000000
predicted=24.204102, expected=24.000000
predicted=22.582911, expected=36.000000
predicted=27.093789, expected=36.000000
predicted=28.091659, expected=28.000000
predicted=26.892514, expected=28.000000
predicted=27.834306, expected=40.000000
predicted=31.972226, expected=52.000000
predicted=38.639046, expected=40.000000
predicted=38.369950, expected=44.000000
predicted=39.255776, expected=16.000000
predicted=32.683331, expected=48.000000
predicted=41.079860, expected=16.000000
predicted=32.709044, expected=76.000000
predicted=46.280065, expected=44.000000
predicted=39.447969, expected=44.000000
predicted=43.478654, expected=16.000000
predicted=35.446255, expected=16.000000
predicted=31.853083, expected=32.000000
predicted=37.493462, expected=48.000000
predicted=36.098421, expected=20.000000
predicted=30.049797, expected=40.000000
predicted=29.767603, expected=20.000000
predicted=25.677753, expected=28.000000
predicted=32.162199, expected=32.000000
predicted=30.874073, expected=64.000000
predicted=37.497615, expected=56.000000
predicted=42.427487, expected=24.000000
predicted=36.473771, expected=28.000000
predicted=35.510677, expected=48.000000
predicted=40.296986, expected=32.000000
predicted=42.711715, expected=40.000000
predicted=40.182440, expected=32.000000
predicted=32.010991, expected=60.000000
predicted=42.257716, expected=28.000000
predicted=38.646361, expected=20.000000
predicted=34.646045, expected=40.000000
predicted=34.883538, expected=16.000000
predicted=30.543706, expected=20.000000
predicted=31.933293, expected=28.000000
predicted=24.062939, expected=28.000000
predicted=25.803829, expected=44.000000
predicted=32.043039, expected=44.000000
predicted=30.928608, expected=44.000000
predicted=35.908473, expected=44.000000
predicted=38.510550, expected=44.000000
predicted=40.867469, expected=28.000000
predicted=39.767733, expected=36.000000
predicted=39.477782, expected=32.000000
predicted=36.601384, expected=36.000000
predicted=37.500692, expected=28.000000
predicted=33.434057, expected=48.000000
predicted=36.045087, expected=24.000000
predicted=32.484497, expected=16.000000
predicted=29.890795, expected=36.000000
predicted=30.302465, expected=48.000000
predicted=34.679385, expected=20.000000
predicted=32.739525, expected=16.000000
predicted=25.389332, expected=20.000000
predicted=22.750429, expected=28.000000
predicted=28.373223, expected=28.000000
predicted=28.231741, expected=64.000000
predicted=33.433292, expected=32.000000
predicted=30.748856, expected=48.000000
predicted=38.921595, expected=32.000000
predicted=35.076729, expected=52.000000
predicted=43.977355, expected=20.000000
predicted=39.085748, expected=32.000000
predicted=36.165273, expected=16.000000
predicted=29.988805, expected=28.000000
predicted=30.514180, expected=16.000000
predicted=26.319355, expected=24.000000
predicted=23.242892, expected=12.000000
Test MSE: 356.893
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215])]
predicted=58.642439, expected=40.000000
predicted=62.816505, expected=84.000000
predicted=47.537466, expected=72.000000
predicted=55.404676, expected=28.000000
predicted=37.998893, expected=24.000000
predicted=43.112317, expected=24.000000
predicted=37.565835, expected=40.000000
predicted=53.831302, expected=60.000000
predicted=54.284742, expected=72.000000
predicted=45.335646, expected=36.000000
predicted=36.655340, expected=64.000000
predicted=45.773234, expected=56.000000
predicted=50.689698, expected=44.000000
predicted=53.758831, expected=20.000000
predicted=48.644243, expected=68.000000
predicted=48.461724, expected=68.000000
predicted=59.561526, expected=40.000000
predicted=49.445030, expected=28.000000
predicted=41.261848, expected=44.000000
predicted=36.903930, expected=40.000000
predicted=50.935941, expected=32.000000
predicted=46.771042, expected=24.000000
predicted=33.724930, expected=68.000000
predicted=42.509992, expected=52.000000
predicted=45.550423, expected=60.000000
predicted=48.060051, expected=36.000000
predicted=40.222519, expected=48.000000
predicted=40.833327, expected=28.000000
predicted=48.993167, expected=40.000000
predicted=44.606419, expected=72.000000
predicted=56.618103, expected=64.000000
predicted=48.461701, expected=36.000000
predicted=45.897971, expected=28.000000
predicted=36.386005, expected=40.000000
predicted=42.471524, expected=32.000000
predicted=48.829397, expected=68.000000
predicted=55.438164, expected=112.000000
predicted=62.638467, expected=56.000000
predicted=48.836248, expected=20.000000
predicted=43.219575, expected=56.000000
predicted=49.775190, expected=60.000000
predicted=61.579667, expected=20.000000
predicted=61.979552, expected=40.000000
predicted=46.366954, expected=48.000000
predicted=36.031203, expected=60.000000
predicted=51.988154, expected=56.000000
predicted=53.599480, expected=52.000000
predicted=40.496335, expected=36.000000
predicted=43.371823, expected=16.000000
predicted=38.361199, expected=48.000000
predicted=49.354690, expected=64.000000
predicted=52.150386, expected=52.000000
predicted=48.367424, expected=56.000000
predicted=46.271940, expected=32.000000
predicted=33.682239, expected=8.000000
predicted=35.689421, expected=20.000000
predicted=40.932628, expected=24.000000
predicted=34.640043, expected=44.000000
predicted=40.601467, expected=44.000000
predicted=33.658391, expected=32.000000
predicted=23.868223, expected=16.000000
predicted=24.045356, expected=32.000000
predicted=29.411515, expected=28.000000
predicted=34.131738, expected=28.000000
predicted=33.179872, expected=40.000000
predicted=32.931619, expected=36.000000
predicted=27.290389, expected=40.000000
predicted=34.965274, expected=24.000000
predicted=29.341128, expected=20.000000
predicted=27.399885, expected=72.000000
predicted=47.000391, expected=40.000000
predicted=37.757194, expected=68.000000
predicted=49.204566, expected=92.000000
predicted=55.016382, expected=36.000000
predicted=40.018748, expected=20.000000
predicted=52.088612, expected=44.000000
predicted=45.213778, expected=12.000000
predicted=41.905819, expected=44.000000
predicted=56.480321, expected=32.000000
predicted=32.790051, expected=40.000000
predicted=30.245100, expected=32.000000
predicted=36.820418, expected=24.000000
predicted=23.450543, expected=56.000000
predicted=44.005512, expected=20.000000
predicted=29.727939, expected=40.000000
predicted=37.949296, expected=52.000000
predicted=39.390548, expected=84.000000
predicted=48.679687, expected=32.000000
predicted=46.881925, expected=28.000000
predicted=33.288057, expected=48.000000
predicted=45.207536, expected=52.000000
predicted=49.418239, expected=40.000000
predicted=56.010845, expected=32.000000
predicted=35.626164, expected=80.000000
predicted=49.455168, expected=28.000000
predicted=42.127443, expected=28.000000
predicted=42.531049, expected=36.000000
predicted=39.607512, expected=36.000000
predicted=35.398442, expected=68.000000
predicted=60.772311, expected=72.000000
predicted=46.853762, expected=76.000000
predicted=52.100060, expected=36.000000
predicted=45.404580, expected=32.000000
predicted=43.339336, expected=20.000000
predicted=47.330869, expected=60.000000
predicted=57.247610, expected=28.000000
predicted=47.832309, expected=40.000000
predicted=37.134443, expected=36.000000
predicted=35.288360, expected=64.000000
predicted=40.221713, expected=32.000000
predicted=45.509023, expected=32.000000
predicted=34.219511, expected=24.000000
predicted=35.274281, expected=64.000000
predicted=44.731976, expected=52.000000
predicted=51.775548, expected=44.000000
predicted=39.637322, expected=48.000000
predicted=42.437160, expected=32.000000
predicted=35.063033, expected=52.000000
predicted=53.460778, expected=4.000000
predicted=33.812004, expected=20.000000
predicted=32.593452, expected=64.000000
predicted=46.137559, expected=68.000000
predicted=43.647328, expected=40.000000
predicted=44.813324, expected=32.000000
predicted=28.201510, expected=28.000000
predicted=32.257373, expected=36.000000
predicted=47.035140, expected=52.000000
predicted=51.590846, expected=36.000000
predicted=37.637742, expected=48.000000
predicted=39.389319, expected=88.000000
predicted=52.479252, expected=60.000000
predicted=49.955035, expected=64.000000
predicted=58.600234, expected=52.000000
predicted=51.168204, expected=56.000000
predicted=55.763233, expected=88.000000
predicted=78.263137, expected=60.000000
predicted=61.408811, expected=32.000000
predicted=54.056013, expected=20.000000
predicted=44.241505, expected=24.000000
predicted=42.651410, expected=48.000000
predicted=56.709597, expected=40.000000
predicted=43.721284, expected=60.000000
predicted=41.747691, expected=56.000000
predicted=39.617672, expected=48.000000
predicted=40.592222, expected=40.000000
predicted=46.682530, expected=68.000000
predicted=52.537421, expected=24.000000
predicted=45.659970, expected=44.000000
predicted=48.557429, expected=48.000000
predicted=46.800751, expected=48.000000
predicted=43.713437, expected=4.000000
predicted=38.833267, expected=24.000000
predicted=27.832570, expected=88.000000
predicted=53.700818, expected=40.000000
predicted=41.937196, expected=24.000000
predicted=38.467532, expected=96.000000
predicted=48.101044, expected=36.000000
predicted=38.167856, expected=44.000000
predicted=62.045184, expected=20.000000
predicted=37.922814, expected=28.000000
predicted=32.011799, expected=32.000000
predicted=54.023271, expected=68.000000
predicted=44.117516, expected=56.000000
predicted=45.697658, expected=56.000000
predicted=40.729930, expected=52.000000
predicted=44.729275, expected=44.000000
predicted=44.028549, expected=60.000000
predicted=60.113887, expected=12.000000
predicted=40.410095, expected=44.000000
predicted=47.529091, expected=40.000000
predicted=43.797623, expected=64.000000
predicted=47.914992, expected=40.000000
predicted=47.684809, expected=28.000000
predicted=28.875849, expected=32.000000
predicted=40.055352, expected=4.000000
predicted=27.761910, expected=40.000000
predicted=43.342445, expected=32.000000
predicted=32.376236, expected=72.000000
predicted=41.561800, expected=48.000000
predicted=39.612755, expected=24.000000
predicted=25.216267, expected=16.000000
predicted=34.120508, expected=20.000000
predicted=29.784252, expected=44.000000
predicted=47.367157, expected=60.000000
predicted=44.448290, expected=52.000000
predicted=36.976214, expected=16.000000
predicted=25.757881, expected=20.000000
predicted=27.737936, expected=24.000000
predicted=34.609495, expected=8.000000
predicted=31.733213, expected=40.000000
predicted=36.663416, expected=64.000000
predicted=33.707029, expected=12.000000
predicted=21.817633, expected=28.000000
predicted=28.508241, expected=48.000000
predicted=29.882645, expected=64.000000
predicted=46.020015, expected=52.000000
predicted=52.060125, expected=20.000000
predicted=26.915292, expected=16.000000
predicted=30.262604, expected=72.000000
predicted=52.051054, expected=20.000000
predicted=40.788012, expected=28.000000
predicted=38.164247, expected=24.000000
predicted=26.640755, expected=8.000000
predicted=18.940466, expected=16.000000
predicted=36.733012, expected=20.000000
predicted=19.275783, expected=64.000000
predicted=35.614705, expected=20.000000
predicted=23.567431, expected=40.000000
predicted=26.124922, expected=36.000000
predicted=29.535315, expected=40.000000
predicted=32.297886, expected=40.000000
predicted=46.496439, expected=72.000000
predicted=43.005314, expected=68.000000
predicted=51.351756, expected=60.000000
predicted=50.365414, expected=40.000000
predicted=47.308364, expected=48.000000
predicted=49.146138, expected=20.000000
predicted=48.732851, expected=12.000000
predicted=40.690850, expected=72.000000
predicted=53.867342, expected=52.000000
predicted=42.275468, expected=56.000000
predicted=48.015892, expected=48.000000
predicted=39.421515, expected=68.000000
predicted=44.703486, expected=28.000000
predicted=52.366414, expected=28.000000
predicted=43.548717, expected=60.000000
predicted=53.044093, expected=68.000000
predicted=52.750756, expected=40.000000
predicted=51.827949, expected=44.000000
predicted=41.076714, expected=32.000000
predicted=37.437966, expected=24.000000
predicted=42.972422, expected=28.000000
predicted=43.997361, expected=32.000000
predicted=34.260041, expected=40.000000
predicted=37.482616, expected=24.000000
predicted=29.056487, expected=36.000000
predicted=30.364201, expected=52.000000
predicted=37.425094, expected=32.000000
predicted=33.548951, expected=52.000000
predicted=43.058114, expected=60.000000
predicted=42.118909, expected=44.000000
predicted=42.531680, expected=100.000000
predicted=66.651467, expected=48.000000
predicted=47.752505, expected=48.000000
predicted=54.734414, expected=44.000000
predicted=55.524417, expected=48.000000
predicted=49.389714, expected=88.000000
predicted=78.297684, expected=16.000000
predicted=40.621319, expected=24.000000
predicted=41.218337, expected=76.000000
predicted=54.267742, expected=28.000000
predicted=41.041836, expected=64.000000
predicted=63.301459, expected=60.000000
predicted=41.210343, expected=36.000000
predicted=38.879377, expected=44.000000
predicted=56.331792, expected=72.000000
predicted=49.533769, expected=64.000000
predicted=59.762760, expected=76.000000
predicted=63.547295, expected=68.000000
predicted=56.208183, expected=96.000000
predicted=69.728340, expected=44.000000
predicted=64.531087, expected=40.000000
predicted=59.132146, expected=24.000000
predicted=54.306165, expected=44.000000
predicted=53.426355, expected=40.000000
predicted=57.669945, expected=112.000000
predicted=63.419234, expected=68.000000
predicted=54.452238, expected=40.000000
predicted=44.230647, expected=24.000000
predicted=45.455418, expected=48.000000
predicted=48.526244, expected=20.000000
predicted=59.034840, expected=12.000000
predicted=37.862710, expected=64.000000
predicted=43.123887, expected=64.000000
predicted=40.148344, expected=56.000000
predicted=48.430226, expected=40.000000
predicted=37.348251, expected=36.000000
predicted=34.446548, expected=20.000000
predicted=44.169229, expected=76.000000
predicted=58.783116, expected=100.000000
predicted=65.669314, expected=76.000000
predicted=58.008965, expected=76.000000
predicted=61.245925, expected=20.000000
predicted=40.591663, expected=24.000000
predicted=55.915679, expected=12.000000
predicted=53.436806, expected=48.000000
predicted=51.570656, expected=28.000000
predicted=43.685551, expected=24.000000
predicted=24.058318, expected=32.000000
predicted=28.320040, expected=24.000000
predicted=22.316143, expected=60.000000
predicted=44.989669, expected=16.000000
predicted=26.412908, expected=20.000000
predicted=25.791927, expected=48.000000
predicted=36.601976, expected=64.000000
predicted=40.374132, expected=28.000000
predicted=42.184053, expected=24.000000
predicted=27.270417, expected=20.000000
predicted=26.768717, expected=24.000000
predicted=34.567409, expected=64.000000
predicted=50.554020, expected=56.000000
predicted=38.808310, expected=132.000000
predicted=66.225013, expected=24.000000
predicted=38.670400, expected=12.000000
predicted=35.299249, expected=24.000000
predicted=48.333865, expected=28.000000
predicted=42.287000, expected=40.000000
predicted=65.284867, expected=44.000000
predicted=31.464665, expected=80.000000
predicted=42.069177, expected=4.000000
predicted=25.708421, expected=36.000000
predicted=35.324616, expected=52.000000
predicted=44.005391, expected=44.000000
predicted=42.813333, expected=24.000000
predicted=46.924669, expected=60.000000
predicted=34.087042, expected=92.000000
predicted=57.223483, expected=40.000000
predicted=49.081935, expected=32.000000
predicted=44.334492, expected=44.000000
predicted=41.306602, expected=56.000000
predicted=54.916247, expected=32.000000
predicted=55.700517, expected=40.000000
predicted=40.651883, expected=52.000000
predicted=42.256971, expected=52.000000
predicted=46.509961, expected=20.000000
predicted=40.273371, expected=16.000000
predicted=29.913598, expected=8.000000
predicted=27.294942, expected=36.000000
predicted=36.563155, expected=84.000000
predicted=51.796774, expected=68.000000
predicted=41.218612, expected=16.000000
predicted=27.613410, expected=28.000000
predicted=29.795439, expected=60.000000
predicted=47.708629, expected=44.000000
predicted=55.890639, expected=32.000000
predicted=46.077084, expected=60.000000
predicted=39.590769, expected=60.000000
predicted=45.045382, expected=28.000000
predicted=45.480105, expected=20.000000
predicted=37.075686, expected=60.000000
predicted=44.597465, expected=28.000000
predicted=42.184145, expected=64.000000
predicted=52.902934, expected=44.000000
predicted=38.717608, expected=64.000000
predicted=43.818283, expected=44.000000
predicted=51.917121, expected=56.000000
predicted=45.695311, expected=28.000000
predicted=48.314470, expected=28.000000
predicted=39.698275, expected=24.000000
predicted=42.438105, expected=68.000000
predicted=47.984036, expected=64.000000
predicted=52.063992, expected=44.000000
predicted=39.318614, expected=44.000000
predicted=41.696955, expected=44.000000
predicted=40.739740, expected=32.000000
predicted=49.194918, expected=36.000000
predicted=47.056943, expected=84.000000
predicted=55.593012, expected=52.000000
predicted=47.691026, expected=40.000000
predicted=45.435699, expected=36.000000
predicted=41.322101, expected=40.000000
predicted=42.142382, expected=32.000000
predicted=52.437432, expected=24.000000
predicted=37.576583, expected=24.000000
predicted=32.364796, expected=48.000000
predicted=37.735791, expected=24.000000
predicted=31.555769, expected=32.000000
predicted=31.504370, expected=48.000000
predicted=35.021521, expected=20.000000
predicted=26.547715, expected=32.000000
predicted=37.412039, expected=96.000000
predicted=51.106847, expected=60.000000
predicted=45.728555, expected=28.000000
predicted=43.518607, expected=72.000000
predicted=50.286651, expected=64.000000
predicted=51.555964, expected=36.000000
predicted=62.310923, expected=60.000000
predicted=58.200315, expected=32.000000
predicted=38.502723, expected=40.000000
predicted=53.084784, expected=40.000000
predicted=49.069374, expected=32.000000
predicted=36.212886, expected=32.000000
predicted=42.956974, expected=40.000000
predicted=35.862339, expected=16.000000
predicted=30.281122, expected=76.000000
predicted=48.887691, expected=48.000000
predicted=39.720238, expected=32.000000
predicted=36.332881, expected=20.000000
predicted=35.847707, expected=36.000000
predicted=31.091771, expected=8.000000
predicted=38.781617, expected=28.000000
predicted=33.371026, expected=60.000000
predicted=38.322883, expected=44.000000
predicted=31.250246, expected=24.000000
predicted=32.567493, expected=16.000000
predicted=21.724421, expected=24.000000
predicted=28.706664, expected=20.000000
predicted=35.035644, expected=56.000000
predicted=40.266609, expected=32.000000
predicted=28.049033, expected=92.000000
predicted=47.174447, expected=48.000000
predicted=40.930341, expected=56.000000
predicted=44.169193, expected=20.000000
predicted=45.769251, expected=8.000000
predicted=30.109456, expected=28.000000
predicted=51.249226, expected=32.000000
predicted=34.781824, expected=68.000000
predicted=48.663459, expected=32.000000
predicted=28.937073, expected=44.000000
predicted=31.021802, expected=28.000000
predicted=33.825436, expected=12.000000
predicted=28.055486, expected=24.000000
predicted=40.648096, expected=48.000000
predicted=35.005662, expected=40.000000
predicted=36.935600, expected=56.000000
predicted=38.850319, expected=24.000000
predicted=26.266870, expected=48.000000
predicted=37.867167, expected=20.000000
predicted=36.735599, expected=12.000000
predicted=29.014869, expected=60.000000
predicted=47.769253, expected=20.000000
predicted=25.319072, expected=72.000000
predicted=49.525334, expected=16.000000
predicted=26.501998, expected=52.000000
predicted=34.465427, expected=44.000000
predicted=48.787162, expected=28.000000
predicted=30.388106, expected=36.000000
predicted=48.343700, expected=76.000000
predicted=43.323722, expected=32.000000
predicted=43.157643, expected=28.000000
predicted=38.954265, expected=44.000000
predicted=38.755860, expected=12.000000
Test MSE: 473.784
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987])]
predicted=177.630301, expected=220.000000
predicted=162.217214, expected=128.000000
predicted=142.131040, expected=112.000000
predicted=128.864758, expected=108.000000
predicted=130.184734, expected=184.000000
predicted=150.852522, expected=136.000000
predicted=152.241290, expected=52.000000
predicted=105.639071, expected=156.000000
predicted=134.190123, expected=220.000000
predicted=154.966617, expected=104.000000
predicted=131.698880, expected=140.000000
predicted=135.547079, expected=56.000000
predicted=107.873299, expected=100.000000
predicted=129.318581, expected=32.000000
predicted=110.822174, expected=164.000000
predicted=111.248217, expected=216.000000
predicted=137.541396, expected=156.000000
predicted=110.037777, expected=132.000000
predicted=127.093441, expected=132.000000
predicted=129.849580, expected=44.000000
predicted=127.970537, expected=68.000000
predicted=128.196726, expected=76.000000
predicted=107.447664, expected=24.000000
predicted=73.683849, expected=100.000000
predicted=86.394782, expected=76.000000
predicted=64.837855, expected=168.000000
predicted=95.404324, expected=108.000000
predicted=91.404748, expected=104.000000
predicted=86.459469, expected=244.000000
predicted=153.493015, expected=172.000000
predicted=139.669917, expected=208.000000
predicted=169.849729, expected=60.000000
predicted=130.874659, expected=68.000000
predicted=127.635067, expected=120.000000
predicted=159.050864, expected=100.000000
predicted=122.258315, expected=112.000000
predicted=118.738276, expected=124.000000
predicted=98.917213, expected=184.000000
predicted=124.940360, expected=100.000000
predicted=116.384507, expected=68.000000
predicted=103.207400, expected=160.000000
predicted=135.266025, expected=132.000000
predicted=128.472337, expected=144.000000
predicted=135.063777, expected=200.000000
predicted=143.617226, expected=176.000000
predicted=142.624492, expected=136.000000
predicted=151.867658, expected=76.000000
predicted=131.920236, expected=188.000000
predicted=163.394430, expected=44.000000
predicted=126.548695, expected=116.000000
predicted=125.036120, expected=172.000000
predicted=137.695241, expected=136.000000
predicted=115.797864, expected=132.000000
predicted=134.996104, expected=128.000000
predicted=116.417334, expected=60.000000
predicted=111.871072, expected=216.000000
predicted=159.936453, expected=100.000000
predicted=124.060035, expected=220.000000
predicted=150.655141, expected=128.000000
predicted=140.597344, expected=100.000000
predicted=120.163668, expected=248.000000
predicted=190.671380, expected=64.000000
predicted=126.501249, expected=76.000000
predicted=133.812541, expected=76.000000
predicted=115.965671, expected=164.000000
predicted=129.174523, expected=116.000000
predicted=131.677251, expected=156.000000
predicted=109.347237, expected=160.000000
predicted=126.756023, expected=96.000000
predicted=116.740185, expected=96.000000
predicted=128.973130, expected=176.000000
predicted=142.247014, expected=212.000000
predicted=160.119668, expected=136.000000
predicted=140.920333, expected=40.000000
predicted=107.315933, expected=48.000000
predicted=109.879776, expected=12.000000
predicted=100.365280, expected=44.000000
predicted=88.700942, expected=204.000000
predicted=109.211187, expected=172.000000
predicted=92.912745, expected=48.000000
predicted=68.343694, expected=88.000000
predicted=87.043498, expected=8.000000
predicted=79.029140, expected=52.000000
predicted=100.993594, expected=64.000000
predicted=83.129221, expected=152.000000
predicted=80.592385, expected=16.000000
predicted=54.112260, expected=156.000000
predicted=79.854369, expected=108.000000
predicted=92.770250, expected=20.000000
predicted=68.060984, expected=108.000000
predicted=104.210553, expected=84.000000
predicted=78.031523, expected=232.000000
predicted=140.011778, expected=280.000000
predicted=158.280221, expected=216.000000
predicted=146.570340, expected=60.000000
predicted=133.732594, expected=4.000000
predicted=116.655226, expected=52.000000
predicted=144.695307, expected=216.000000
predicted=177.592460, expected=112.000000
predicted=118.295855, expected=212.000000
predicted=115.342885, expected=108.000000
predicted=101.652096, expected=104.000000
predicted=117.353277, expected=92.000000
predicted=143.607620, expected=140.000000
predicted=131.435754, expected=108.000000
predicted=134.135064, expected=152.000000
predicted=121.292378, expected=148.000000
predicted=126.257112, expected=228.000000
predicted=153.313398, expected=60.000000
predicted=122.592254, expected=24.000000
predicted=98.082860, expected=96.000000
predicted=125.660658, expected=224.000000
predicted=155.757811, expected=208.000000
predicted=159.165447, expected=20.000000
predicted=73.094659, expected=16.000000
predicted=74.890265, expected=112.000000
predicted=124.381761, expected=164.000000
predicted=147.351053, expected=20.000000
predicted=81.390764, expected=116.000000
predicted=74.466026, expected=220.000000
predicted=125.204239, expected=184.000000
predicted=136.049614, expected=32.000000
predicted=101.192595, expected=120.000000
predicted=111.749769, expected=100.000000
predicted=130.095391, expected=76.000000
predicted=121.442918, expected=108.000000
predicted=114.287197, expected=52.000000
predicted=70.830166, expected=88.000000
predicted=93.586846, expected=84.000000
predicted=88.207802, expected=196.000000
predicted=115.499638, expected=40.000000
predicted=81.239149, expected=24.000000
predicted=63.957559, expected=220.000000
predicted=137.490587, expected=80.000000
predicted=95.903110, expected=76.000000
predicted=103.012610, expected=28.000000
predicted=70.544691, expected=88.000000
predicted=84.622516, expected=100.000000
predicted=112.846957, expected=64.000000
predicted=67.860310, expected=28.000000
predicted=57.641274, expected=84.000000
predicted=68.730717, expected=56.000000
predicted=70.081555, expected=28.000000
predicted=55.708553, expected=116.000000
predicted=74.818151, expected=128.000000
predicted=77.779077, expected=60.000000
predicted=69.359961, expected=148.000000
predicted=97.317599, expected=88.000000
predicted=87.277243, expected=108.000000
predicted=106.479572, expected=108.000000
predicted=110.905114, expected=168.000000
predicted=117.808754, expected=128.000000
predicted=125.110257, expected=80.000000
predicted=101.905553, expected=112.000000
predicted=119.128371, expected=56.000000
predicted=101.426871, expected=264.000000
predicted=163.106745, expected=144.000000
predicted=128.166190, expected=152.000000
predicted=123.372432, expected=112.000000
predicted=136.204631, expected=48.000000
predicted=110.809905, expected=212.000000
predicted=181.590439, expected=324.000000
predicted=191.670753, expected=320.000000
predicted=199.715773, expected=328.000000
predicted=221.428753, expected=316.000000
predicted=246.693240, expected=232.000000
predicted=270.069856, expected=180.000000
predicted=270.487572, expected=132.000000
predicted=241.006629, expected=204.000000
predicted=242.952243, expected=40.000000
predicted=168.043450, expected=48.000000
predicted=128.848236, expected=284.000000
predicted=188.382416, expected=324.000000
predicted=196.460367, expected=252.000000
predicted=191.591027, expected=176.000000
predicted=166.245573, expected=184.000000
predicted=195.775460, expected=244.000000
predicted=254.141805, expected=144.000000
predicted=212.049526, expected=172.000000
predicted=195.269640, expected=272.000000
predicted=217.795494, expected=284.000000
predicted=225.715646, expected=140.000000
predicted=190.352364, expected=132.000000
predicted=176.567135, expected=96.000000
predicted=171.053500, expected=80.000000
predicted=160.756019, expected=204.000000
predicted=182.951339, expected=192.000000
predicted=149.871265, expected=204.000000
predicted=155.251080, expected=108.000000
predicted=131.698097, expected=148.000000
predicted=149.603805, expected=132.000000
predicted=165.524516, expected=40.000000
predicted=119.417426, expected=120.000000
predicted=135.431951, expected=24.000000
predicted=82.795115, expected=68.000000
predicted=89.127338, expected=224.000000
predicted=135.714814, expected=184.000000
predicted=114.368150, expected=168.000000
predicted=130.852314, expected=104.000000
predicted=112.983244, expected=108.000000
predicted=131.158562, expected=92.000000
predicted=145.173837, expected=260.000000
predicted=182.893218, expected=436.000000
predicted=247.207232, expected=296.000000
predicted=208.632908, expected=200.000000
predicted=201.790207, expected=204.000000
predicted=229.324507, expected=192.000000
predicted=254.986572, expected=96.000000
predicted=224.887745, expected=360.000000
predicted=271.859950, expected=168.000000
predicted=192.202194, expected=124.000000
predicted=169.992591, expected=240.000000
predicted=214.074977, expected=188.000000
predicted=184.101076, expected=200.000000
predicted=224.409824, expected=104.000000
predicted=154.474079, expected=76.000000
predicted=136.270804, expected=184.000000
predicted=184.048504, expected=244.000000
predicted=187.635450, expected=176.000000
predicted=163.667639, expected=148.000000
predicted=144.983200, expected=84.000000
predicted=130.536801, expected=92.000000
predicted=148.132011, expected=76.000000
predicted=137.432918, expected=144.000000
predicted=133.838458, expected=212.000000
predicted=148.384297, expected=104.000000
predicted=105.360403, expected=80.000000
predicted=104.303970, expected=48.000000
predicted=96.463880, expected=52.000000
predicted=102.341221, expected=64.000000
predicted=101.600863, expected=212.000000
predicted=124.516558, expected=216.000000
predicted=128.705366, expected=180.000000
predicted=123.822773, expected=96.000000
predicted=113.726226, expected=200.000000
predicted=164.799574, expected=28.000000
predicted=132.083618, expected=60.000000
predicted=124.486896, expected=92.000000
predicted=119.413944, expected=212.000000
predicted=137.614107, expected=128.000000
predicted=126.044806, expected=136.000000
predicted=101.835970, expected=120.000000
predicted=117.844143, expected=104.000000
predicted=121.369681, expected=108.000000
predicted=138.805932, expected=184.000000
predicted=144.745208, expected=184.000000
predicted=148.236438, expected=128.000000
predicted=129.200716, expected=128.000000
predicted=132.714609, expected=156.000000
predicted=148.194649, expected=68.000000
predicted=127.950554, expected=100.000000
predicted=128.947457, expected=160.000000
predicted=136.626113, expected=96.000000
predicted=111.364773, expected=132.000000
predicted=125.487721, expected=72.000000
predicted=92.898869, expected=104.000000
predicted=108.671357, expected=120.000000
predicted=122.946060, expected=28.000000
predicted=74.895773, expected=168.000000
predicted=125.261456, expected=120.000000
predicted=102.879695, expected=108.000000
predicted=103.547414, expected=76.000000
predicted=98.951756, expected=40.000000
predicted=72.154433, expected=24.000000
predicted=85.373053, expected=184.000000
predicted=121.803413, expected=56.000000
predicted=74.834777, expected=148.000000
predicted=97.313702, expected=44.000000
predicted=68.895031, expected=56.000000
predicted=70.684813, expected=76.000000
predicted=104.187918, expected=112.000000
predicted=86.811369, expected=164.000000
predicted=119.697591, expected=224.000000
predicted=128.367592, expected=108.000000
predicted=106.016110, expected=124.000000
predicted=123.704330, expected=120.000000
predicted=137.119037, expected=132.000000
predicted=146.018161, expected=156.000000
predicted=157.003657, expected=128.000000
predicted=124.408997, expected=44.000000
predicted=99.193118, expected=96.000000
predicted=112.717983, expected=104.000000
predicted=114.760927, expected=52.000000
predicted=91.789938, expected=72.000000
predicted=85.763232, expected=168.000000
predicted=105.105866, expected=256.000000
predicted=151.846301, expected=152.000000
predicted=127.095651, expected=68.000000
predicted=99.692823, expected=112.000000
predicted=129.610936, expected=80.000000
predicted=133.039794, expected=72.000000
predicted=127.400150, expected=152.000000
predicted=124.889946, expected=220.000000
predicted=136.037644, expected=144.000000
predicted=125.415864, expected=36.000000
predicted=88.804285, expected=104.000000
predicted=116.765781, expected=132.000000
predicted=139.196609, expected=96.000000
predicted=125.506691, expected=164.000000
predicted=128.763084, expected=156.000000
predicted=114.184809, expected=68.000000
predicted=101.812235, expected=36.000000
predicted=95.202438, expected=100.000000
predicted=107.277870, expected=128.000000
predicted=122.157929, expected=104.000000
predicted=103.983891, expected=120.000000
predicted=94.785705, expected=72.000000
predicted=80.297115, expected=140.000000
predicted=118.034267, expected=56.000000
predicted=94.482785, expected=28.000000
predicted=73.707933, expected=188.000000
predicted=129.970878, expected=184.000000
predicted=122.094684, expected=152.000000
predicted=126.107202, expected=76.000000
predicted=95.017176, expected=80.000000
predicted=100.678697, expected=128.000000
predicted=144.799855, expected=152.000000
predicted=141.623950, expected=292.000000
predicted=181.939741, expected=244.000000
predicted=164.973683, expected=168.000000
predicted=155.404724, expected=96.000000
predicted=153.445198, expected=124.000000
predicted=168.945774, expected=164.000000
predicted=197.016269, expected=164.000000
predicted=171.321165, expected=192.000000
predicted=161.867456, expected=76.000000
predicted=112.911185, expected=60.000000
predicted=113.211133, expected=4.000000
predicted=95.622100, expected=140.000000
predicted=128.496413, expected=8.000000
Test MSE: 4672.344
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343])]
predicted=13.496769, expected=20.000000
predicted=16.415548, expected=20.000000
predicted=15.907751, expected=16.000000
predicted=15.840316, expected=12.000000
predicted=14.246790, expected=28.000000
predicted=19.901888, expected=4.000000
predicted=15.255085, expected=8.000000
predicted=12.610728, expected=12.000000
predicted=12.033711, expected=4.000000
predicted=10.080939, expected=12.000000
predicted=11.541739, expected=4.000000
predicted=6.745365, expected=12.000000
predicted=9.090311, expected=8.000000
predicted=8.805351, expected=16.000000
predicted=10.650633, expected=12.000000
predicted=11.477250, expected=16.000000
predicted=12.302204, expected=16.000000
predicted=14.037042, expected=12.000000
predicted=13.215142, expected=12.000000
predicted=13.395777, expected=24.000000
predicted=16.696896, expected=12.000000
predicted=15.651851, expected=12.000000
predicted=14.083586, expected=12.000000
predicted=12.924922, expected=20.000000
predicted=15.970596, expected=20.000000
predicted=18.141480, expected=32.000000
predicted=21.264836, expected=20.000000
predicted=20.523799, expected=8.000000
predicted=16.317017, expected=4.000000
predicted=13.106057, expected=4.000000
predicted=11.246752, expected=8.000000
predicted=11.721604, expected=8.000000
predicted=9.071061, expected=8.000000
predicted=7.253203, expected=8.000000
predicted=6.934814, expected=4.000000
predicted=6.043659, expected=8.000000
predicted=7.133304, expected=12.000000
predicted=8.859619, expected=20.000000
predicted=12.575187, expected=16.000000
predicted=13.268859, expected=12.000000
predicted=12.122073, expected=12.000000
predicted=12.446017, expected=8.000000
predicted=11.851692, expected=12.000000
predicted=12.827341, expected=4.000000
predicted=9.470112, expected=12.000000
predicted=9.993007, expected=8.000000
predicted=9.296277, expected=4.000000
predicted=7.273133, expected=4.000000
predicted=6.245492, expected=4.000000
predicted=5.162156, expected=8.000000
predicted=6.984943, expected=16.000000
predicted=9.480626, expected=12.000000
predicted=9.708083, expected=4.000000
predicted=7.363437, expected=4.000000
predicted=6.217892, expected=12.000000
predicted=9.219201, expected=4.000000
predicted=8.423219, expected=12.000000
predicted=8.814371, expected=8.000000
predicted=7.616995, expected=12.000000
predicted=9.332771, expected=12.000000
predicted=10.650734, expected=12.000000
predicted=10.488072, expected=12.000000
predicted=11.560143, expected=4.000000
predicted=8.712829, expected=12.000000
predicted=10.289657, expected=16.000000
predicted=12.426196, expected=8.000000
predicted=10.938336, expected=4.000000
predicted=8.037018, expected=8.000000
predicted=7.574927, expected=24.000000
predicted=14.410994, expected=20.000000
predicted=16.307981, expected=28.000000
predicted=18.671258, expected=16.000000
predicted=16.899112, expected=12.000000
predicted=16.009629, expected=4.000000
predicted=13.681745, expected=12.000000
predicted=13.643903, expected=8.000000
predicted=12.695704, expected=32.000000
predicted=17.966483, expected=8.000000
predicted=13.676968, expected=16.000000
predicted=13.029291, expected=8.000000
predicted=12.187907, expected=8.000000
predicted=11.521592, expected=12.000000
predicted=13.777979, expected=12.000000
predicted=11.101652, expected=4.000000
predicted=9.237588, expected=12.000000
predicted=9.174130, expected=8.000000
predicted=9.181974, expected=12.000000
predicted=10.544330, expected=8.000000
predicted=9.360913, expected=20.000000
predicted=12.203346, expected=8.000000
predicted=11.575148, expected=8.000000
predicted=9.697402, expected=16.000000
predicted=12.191084, expected=4.000000
predicted=9.754174, expected=8.000000
predicted=9.920235, expected=16.000000
predicted=10.791535, expected=8.000000
predicted=10.332765, expected=16.000000
predicted=12.365142, expected=16.000000
predicted=12.306982, expected=4.000000
predicted=10.181371, expected=8.000000
predicted=9.877243, expected=16.000000
predicted=11.644189, expected=4.000000
predicted=10.334725, expected=12.000000
predicted=10.220456, expected=16.000000
predicted=10.938203, expected=8.000000
predicted=10.771281, expected=16.000000
predicted=12.696737, expected=8.000000
predicted=10.058598, expected=4.000000
predicted=9.128626, expected=4.000000
predicted=7.686047, expected=8.000000
predicted=7.550386, expected=12.000000
predicted=9.927743, expected=4.000000
predicted=6.829356, expected=24.000000
predicted=11.709813, expected=12.000000
predicted=11.962018, expected=12.000000
predicted=12.153567, expected=4.000000
predicted=9.337685, expected=8.000000
predicted=8.915486, expected=8.000000
predicted=10.941153, expected=12.000000
predicted=10.138891, expected=4.000000
predicted=7.793639, expected=4.000000
predicted=5.577728, expected=28.000000
predicted=13.494411, expected=16.000000
predicted=14.672157, expected=4.000000
predicted=10.631371, expected=20.000000
predicted=12.297894, expected=12.000000
predicted=13.448877, expected=12.000000
predicted=15.500744, expected=24.000000
predicted=16.276386, expected=16.000000
predicted=15.383627, expected=4.000000
predicted=13.070376, expected=4.000000
predicted=8.997434, expected=8.000000
predicted=9.605330, expected=12.000000
predicted=12.136904, expected=16.000000
predicted=12.128082, expected=4.000000
predicted=7.733158, expected=4.000000
predicted=6.379634, expected=16.000000
predicted=10.283386, expected=4.000000
predicted=9.161765, expected=4.000000
predicted=7.465274, expected=20.000000
predicted=10.007610, expected=4.000000
predicted=8.608632, expected=20.000000
predicted=13.157862, expected=20.000000
predicted=13.582129, expected=24.000000
predicted=17.527271, expected=12.000000
predicted=16.604630, expected=8.000000
predicted=12.191611, expected=20.000000
predicted=16.808958, expected=20.000000
predicted=18.454225, expected=12.000000
predicted=16.416744, expected=20.000000
predicted=15.712391, expected=12.000000
predicted=14.421415, expected=8.000000
predicted=13.924097, expected=4.000000
predicted=10.478742, expected=12.000000
predicted=10.690739, expected=4.000000
predicted=9.511269, expected=8.000000
predicted=8.047174, expected=16.000000
predicted=9.953229, expected=8.000000
predicted=9.136966, expected=4.000000
predicted=7.951885, expected=12.000000
predicted=8.320874, expected=4.000000
predicted=7.871046, expected=16.000000
predicted=11.339078, expected=16.000000
predicted=11.615372, expected=12.000000
predicted=11.425461, expected=4.000000
predicted=9.341707, expected=12.000000
predicted=9.642609, expected=8.000000
predicted=10.833426, expected=4.000000
predicted=8.720705, expected=8.000000
predicted=7.707692, expected=16.000000
predicted=9.807066, expected=12.000000
predicted=11.374691, expected=4.000000
predicted=8.110740, expected=20.000000
predicted=11.413734, expected=8.000000
predicted=11.092104, expected=4.000000
predicted=9.753018, expected=4.000000
predicted=6.998864, expected=8.000000
predicted=7.182399, expected=8.000000
predicted=9.284836, expected=36.000000
predicted=16.377431, expected=12.000000
predicted=13.995505, expected=16.000000
predicted=14.168368, expected=4.000000
predicted=10.824641, expected=12.000000
predicted=12.523588, expected=8.000000
predicted=14.393010, expected=24.000000
predicted=14.831447, expected=8.000000
predicted=12.759463, expected=8.000000
predicted=9.542461, expected=16.000000
predicted=12.425064, expected=4.000000
predicted=10.009464, expected=16.000000
predicted=13.577862, expected=4.000000
predicted=8.516545, expected=8.000000
predicted=8.636839, expected=8.000000
predicted=9.114885, expected=4.000000
predicted=6.551917, expected=40.000000
predicted=18.207255, expected=20.000000
predicted=17.436916, expected=4.000000
predicted=12.897876, expected=8.000000
predicted=10.379068, expected=16.000000
predicted=13.658146, expected=8.000000
predicted=16.426119, expected=8.000000
predicted=10.691351, expected=16.000000
predicted=10.396590, expected=16.000000
predicted=13.013979, expected=4.000000
predicted=10.794199, expected=8.000000
predicted=8.768801, expected=4.000000
predicted=7.657198, expected=4.000000
predicted=7.869666, expected=20.000000
predicted=11.495598, expected=20.000000
predicted=12.747429, expected=8.000000
predicted=11.208647, expected=8.000000
predicted=9.211407, expected=12.000000
predicted=10.678251, expected=4.000000
predicted=10.962624, expected=12.000000
predicted=11.140931, expected=4.000000
predicted=7.333053, expected=4.000000
predicted=6.535729, expected=8.000000
predicted=7.280818, expected=8.000000
predicted=6.895453, expected=4.000000
predicted=6.743745, expected=8.000000
predicted=6.040236, expected=16.000000
predicted=9.307997, expected=8.000000
predicted=9.321204, expected=8.000000
predicted=8.583588, expected=8.000000
predicted=7.854372, expected=12.000000
predicted=10.090744, expected=4.000000
predicted=8.986002, expected=20.000000
predicted=11.474615, expected=12.000000
predicted=11.490920, expected=4.000000
predicted=9.168621, expected=8.000000
predicted=8.896766, expected=12.000000
predicted=9.542843, expected=12.000000
predicted=12.370097, expected=4.000000
predicted=8.355128, expected=16.000000
predicted=9.792161, expected=4.000000
predicted=8.555374, expected=16.000000
predicted=11.534424, expected=16.000000
predicted=12.547602, expected=8.000000
predicted=10.425783, expected=4.000000
predicted=9.403881, expected=4.000000
predicted=6.616028, expected=8.000000
predicted=8.966766, expected=16.000000
predicted=11.179592, expected=8.000000
predicted=8.890498, expected=20.000000
predicted=11.625925, expected=20.000000
predicted=14.077378, expected=24.000000
predicted=17.824759, expected=16.000000
predicted=17.633324, expected=4.000000
predicted=12.473650, expected=8.000000
predicted=12.784326, expected=8.000000
predicted=11.918240, expected=28.000000
predicted=17.822338, expected=8.000000
predicted=13.080430, expected=8.000000
predicted=9.721605, expected=12.000000
predicted=10.774640, expected=8.000000
predicted=10.938046, expected=12.000000
predicted=13.358040, expected=4.000000
predicted=7.843325, expected=16.000000
predicted=10.627564, expected=8.000000
predicted=10.144100, expected=4.000000
predicted=7.853382, expected=20.000000
predicted=11.825017, expected=8.000000
predicted=10.091277, expected=12.000000
predicted=11.873027, expected=24.000000
predicted=14.251562, expected=24.000000
predicted=17.354005, expected=28.000000
predicted=21.989697, expected=28.000000
predicted=22.016486, expected=12.000000
predicted=19.430113, expected=20.000000
predicted=21.134942, expected=16.000000
predicted=19.913318, expected=16.000000
predicted=19.678375, expected=16.000000
predicted=17.996340, expected=24.000000
predicted=18.267619, expected=20.000000
predicted=19.628107, expected=16.000000
predicted=17.840685, expected=24.000000
predicted=19.625429, expected=16.000000
predicted=18.794362, expected=16.000000
predicted=18.889252, expected=8.000000
predicted=14.765676, expected=20.000000
predicted=16.507503, expected=24.000000
predicted=19.777788, expected=24.000000
predicted=20.105616, expected=20.000000
predicted=19.335165, expected=20.000000
predicted=18.685109, expected=8.000000
predicted=16.941686, expected=16.000000
predicted=17.472239, expected=8.000000
predicted=14.634388, expected=36.000000
predicted=21.246458, expected=8.000000
predicted=16.606219, expected=8.000000
predicted=12.288194, expected=4.000000
predicted=10.310100, expected=12.000000
predicted=11.433715, expected=8.000000
predicted=13.434451, expected=8.000000
predicted=8.164923, expected=4.000000
predicted=6.624484, expected=4.000000
predicted=5.625247, expected=4.000000
predicted=6.156243, expected=12.000000
predicted=7.634634, expected=8.000000
predicted=7.605777, expected=4.000000
predicted=5.761044, expected=12.000000
predicted=7.581969, expected=8.000000
predicted=8.046493, expected=8.000000
predicted=8.885070, expected=4.000000
predicted=6.625801, expected=8.000000
predicted=6.878144, expected=12.000000
predicted=9.483806, expected=8.000000
predicted=8.506527, expected=8.000000
predicted=8.044650, expected=16.000000
predicted=10.090546, expected=12.000000
predicted=11.318947, expected=20.000000
predicted=14.251834, expected=16.000000
predicted=14.078089, expected=404.000000
predicted=140.720902, expected=4.000000
predicted=141.961000, expected=4.000000
predicted=103.317690, expected=16.000000
predicted=107.482554, expected=8.000000
predicted=107.494124, expected=4.000000
predicted=166.709707, expected=8.000000
predicted=7.249025, expected=8.000000
predicted=7.718502, expected=4.000000
predicted=7.849191, expected=24.000000
predicted=10.124370, expected=16.000000
predicted=11.364431, expected=4.000000
predicted=10.739564, expected=8.000000
predicted=10.400729, expected=4.000000
predicted=9.063320, expected=12.000000
predicted=11.146813, expected=24.000000
predicted=12.249145, expected=4.000000
predicted=9.561227, expected=28.000000
predicted=14.219950, expected=12.000000
predicted=14.097422, expected=4.000000
predicted=13.422729, expected=20.000000
predicted=15.402031, expected=4.000000
predicted=11.275242, expected=8.000000
predicted=12.466858, expected=16.000000
predicted=10.842598, expected=4.000000
predicted=9.005924, expected=24.000000
predicted=13.379381, expected=8.000000
predicted=10.810200, expected=16.000000
predicted=12.869713, expected=20.000000
predicted=15.051373, expected=4.000000
predicted=12.249113, expected=8.000000
predicted=12.993905, expected=12.000000
predicted=10.918699, expected=12.000000
predicted=11.904559, expected=4.000000
predicted=9.985829, expected=12.000000
predicted=8.686091, expected=4.000000
predicted=8.323696, expected=8.000000
predicted=8.530735, expected=8.000000
predicted=7.998048, expected=4.000000
predicted=6.472578, expected=4.000000
predicted=6.518006, expected=4.000000
predicted=5.079220, expected=8.000000
predicted=5.997760, expected=8.000000
predicted=6.217958, expected=4.000000
Test MSE: 731.261
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582])]
predicted=80.340407, expected=72.000000
predicted=63.733649, expected=56.000000
predicted=75.299503, expected=24.000000
predicted=81.448094, expected=88.000000
predicted=72.370321, expected=80.000000
predicted=70.338190, expected=88.000000
predicted=75.855663, expected=56.000000
predicted=63.863253, expected=48.000000
predicted=40.420705, expected=28.000000
predicted=59.624438, expected=112.000000
predicted=90.428075, expected=112.000000
predicted=90.660188, expected=132.000000
predicted=90.829344, expected=68.000000
predicted=69.246609, expected=100.000000
predicted=71.221495, expected=72.000000
predicted=93.061741, expected=60.000000
predicted=80.643707, expected=40.000000
predicted=89.237794, expected=112.000000
predicted=86.215482, expected=48.000000
predicted=67.927076, expected=68.000000
predicted=71.130355, expected=52.000000
predicted=64.251848, expected=72.000000
predicted=49.952513, expected=56.000000
predicted=83.370894, expected=44.000000
predicted=46.126797, expected=136.000000
predicted=101.492820, expected=144.000000
predicted=89.312590, expected=60.000000
predicted=66.482342, expected=36.000000
predicted=66.085093, expected=68.000000
predicted=61.414494, expected=64.000000
predicted=85.780067, expected=80.000000
predicted=104.942194, expected=108.000000
predicted=85.349461, expected=96.000000
predicted=64.941144, expected=48.000000
predicted=62.688707, expected=68.000000
predicted=73.760965, expected=60.000000
predicted=67.836400, expected=36.000000
predicted=66.016315, expected=76.000000
predicted=87.463766, expected=112.000000
predicted=75.088589, expected=124.000000
predicted=89.320519, expected=120.000000
predicted=94.366380, expected=80.000000
predicted=66.262264, expected=104.000000
predicted=95.597914, expected=48.000000
predicted=79.466091, expected=68.000000
predicted=93.743540, expected=88.000000
predicted=103.322814, expected=164.000000
predicted=111.291244, expected=80.000000
predicted=89.919523, expected=88.000000
predicted=77.949645, expected=64.000000
predicted=77.738025, expected=48.000000
predicted=60.857198, expected=48.000000
predicted=105.277831, expected=88.000000
predicted=79.457286, expected=116.000000
predicted=95.116633, expected=76.000000
predicted=68.669632, expected=68.000000
predicted=67.046137, expected=72.000000
predicted=65.748811, expected=80.000000
predicted=78.630674, expected=48.000000
predicted=79.640189, expected=80.000000
predicted=79.690760, expected=92.000000
predicted=78.402399, expected=72.000000
predicted=67.412266, expected=80.000000
predicted=84.775897, expected=84.000000
predicted=68.074677, expected=56.000000
predicted=66.019634, expected=52.000000
predicted=74.567907, expected=88.000000
predicted=79.917623, expected=148.000000
predicted=105.778917, expected=64.000000
predicted=70.399273, expected=48.000000
predicted=64.212245, expected=92.000000
predicted=81.805594, expected=76.000000
predicted=68.723974, expected=80.000000
predicted=109.885798, expected=128.000000
predicted=100.012369, expected=148.000000
predicted=92.963951, expected=92.000000
predicted=92.247341, expected=40.000000
predicted=70.995423, expected=124.000000
predicted=108.556495, expected=36.000000
predicted=70.259930, expected=84.000000
predicted=112.264399, expected=100.000000
predicted=101.968065, expected=76.000000
predicted=47.822672, expected=92.000000
predicted=112.995442, expected=60.000000
predicted=51.992979, expected=44.000000
predicted=64.385005, expected=64.000000
predicted=83.532894, expected=64.000000
predicted=64.330429, expected=80.000000
predicted=81.858115, expected=108.000000
predicted=83.881945, expected=60.000000
predicted=52.419890, expected=48.000000
predicted=62.606875, expected=72.000000
predicted=72.289556, expected=56.000000
predicted=60.918648, expected=52.000000
predicted=77.833316, expected=68.000000
predicted=66.396005, expected=108.000000
predicted=73.931454, expected=72.000000
predicted=68.965978, expected=52.000000
predicted=59.898861, expected=52.000000
predicted=59.598457, expected=44.000000
predicted=52.589108, expected=44.000000
predicted=72.199753, expected=96.000000
predicted=81.210119, expected=140.000000
predicted=89.324611, expected=100.000000
predicted=73.916703, expected=100.000000
predicted=82.884539, expected=88.000000
predicted=74.334891, expected=48.000000
predicted=70.179952, expected=72.000000
predicted=106.633223, expected=68.000000
predicted=80.091860, expected=52.000000
predicted=70.796811, expected=116.000000
predicted=102.883518, expected=60.000000
predicted=51.271709, expected=112.000000
predicted=92.526415, expected=64.000000
predicted=71.806835, expected=64.000000
predicted=56.838085, expected=124.000000
predicted=121.665075, expected=116.000000
predicted=79.634254, expected=72.000000
predicted=92.930156, expected=80.000000
predicted=83.193063, expected=40.000000
predicted=53.983194, expected=48.000000
predicted=82.316498, expected=48.000000
predicted=79.759899, expected=100.000000
predicted=78.910128, expected=100.000000
predicted=85.507564, expected=100.000000
predicted=71.086344, expected=68.000000
predicted=66.301705, expected=72.000000
predicted=64.448166, expected=60.000000
predicted=79.658563, expected=100.000000
predicted=94.998401, expected=88.000000
predicted=90.541102, expected=124.000000
predicted=94.551395, expected=60.000000
predicted=70.775000, expected=76.000000
predicted=72.344825, expected=88.000000
predicted=96.083278, expected=76.000000
predicted=74.603416, expected=44.000000
predicted=85.602334, expected=124.000000
predicted=93.251841, expected=104.000000
predicted=83.458003, expected=72.000000
predicted=78.732173, expected=36.000000
predicted=69.273449, expected=76.000000
predicted=61.253609, expected=68.000000
predicted=87.723872, expected=56.000000
predicted=74.938983, expected=128.000000
predicted=102.022759, expected=120.000000
predicted=73.357517, expected=120.000000
predicted=97.533209, expected=68.000000
predicted=79.469810, expected=100.000000
predicted=82.451794, expected=80.000000
predicted=101.618293, expected=64.000000
predicted=86.984439, expected=128.000000
predicted=124.720132, expected=144.000000
predicted=99.199072, expected=80.000000
predicted=89.001325, expected=60.000000
predicted=83.949924, expected=124.000000
predicted=97.370861, expected=32.000000
predicted=70.246975, expected=76.000000
predicted=110.669477, expected=128.000000
predicted=105.478708, expected=192.000000
predicted=109.449733, expected=92.000000
predicted=110.687324, expected=64.000000
predicted=66.085840, expected=60.000000
predicted=80.798085, expected=84.000000
predicted=93.573814, expected=52.000000
predicted=113.558168, expected=112.000000
predicted=100.821445, expected=128.000000
predicted=94.049272, expected=100.000000
predicted=76.434426, expected=56.000000
predicted=81.329216, expected=60.000000
predicted=63.418129, expected=52.000000
predicted=78.128635, expected=64.000000
predicted=88.780340, expected=112.000000
predicted=102.534879, expected=100.000000
predicted=73.830927, expected=96.000000
predicted=80.834828, expected=44.000000
predicted=57.175678, expected=68.000000
predicted=68.927732, expected=44.000000
predicted=75.697183, expected=52.000000
predicted=69.898462, expected=116.000000
predicted=104.790266, expected=112.000000
predicted=70.773077, expected=68.000000
predicted=70.471975, expected=96.000000
predicted=81.707938, expected=52.000000
predicted=52.520376, expected=60.000000
predicted=84.821564, expected=56.000000
predicted=85.693224, expected=84.000000
predicted=69.998969, expected=124.000000
predicted=106.276887, expected=88.000000
predicted=68.182134, expected=48.000000
predicted=62.015137, expected=88.000000
predicted=79.928121, expected=28.000000
predicted=51.051538, expected=60.000000
predicted=88.783463, expected=80.000000
predicted=84.632682, expected=84.000000
predicted=57.550233, expected=116.000000
predicted=103.091851, expected=112.000000
predicted=71.792773, expected=96.000000
predicted=80.507339, expected=76.000000
predicted=84.375805, expected=64.000000
predicted=76.187174, expected=88.000000
predicted=99.429387, expected=152.000000
predicted=124.777738, expected=52.000000
predicted=70.908594, expected=80.000000
predicted=87.722987, expected=108.000000
predicted=91.568160, expected=64.000000
predicted=64.479253, expected=40.000000
predicted=100.923922, expected=60.000000
predicted=61.383782, expected=112.000000
predicted=87.261857, expected=88.000000
predicted=90.098604, expected=48.000000
predicted=61.568462, expected=84.000000
predicted=71.593839, expected=56.000000
predicted=54.529547, expected=52.000000
predicted=77.998006, expected=80.000000
predicted=86.352224, expected=108.000000
predicted=72.233153, expected=80.000000
predicted=79.490102, expected=44.000000
predicted=57.442792, expected=100.000000
predicted=81.488193, expected=64.000000
predicted=65.775709, expected=28.000000
predicted=66.486000, expected=68.000000
predicted=81.368853, expected=104.000000
predicted=66.111620, expected=76.000000
predicted=80.027264, expected=68.000000
predicted=73.119623, expected=80.000000
predicted=60.586913, expected=56.000000
predicted=59.193513, expected=56.000000
predicted=79.713639, expected=112.000000
predicted=93.071765, expected=108.000000
predicted=80.706105, expected=100.000000
predicted=90.292029, expected=84.000000
predicted=79.133859, expected=84.000000
predicted=72.774840, expected=60.000000
predicted=85.376887, expected=40.000000
predicted=73.866048, expected=76.000000
predicted=87.349355, expected=128.000000
predicted=97.768785, expected=76.000000
predicted=74.258622, expected=44.000000
predicted=62.129458, expected=32.000000
predicted=47.176373, expected=48.000000
predicted=56.648671, expected=68.000000
predicted=89.347656, expected=80.000000
predicted=73.092949, expected=120.000000
predicted=81.709913, expected=128.000000
predicted=80.330388, expected=36.000000
predicted=47.019312, expected=68.000000
predicted=80.468166, expected=28.000000
predicted=54.485230, expected=60.000000
predicted=79.595083, expected=56.000000
predicted=90.377552, expected=96.000000
predicted=60.653568, expected=56.000000
predicted=63.318237, expected=56.000000
predicted=45.916609, expected=40.000000
predicted=55.623580, expected=92.000000
predicted=69.089293, expected=140.000000
predicted=110.849047, expected=156.000000
predicted=100.246744, expected=84.000000
predicted=78.122254, expected=76.000000
predicted=72.447505, expected=80.000000
predicted=90.004765, expected=80.000000
predicted=100.051363, expected=128.000000
predicted=136.896112, expected=136.000000
predicted=106.432210, expected=80.000000
predicted=79.596357, expected=76.000000
predicted=89.181458, expected=56.000000
predicted=71.394017, expected=80.000000
predicted=97.347714, expected=52.000000
predicted=90.275707, expected=48.000000
predicted=63.328454, expected=92.000000
predicted=85.283373, expected=60.000000
predicted=52.568230, expected=60.000000
predicted=71.062473, expected=84.000000
predicted=72.929356, expected=64.000000
predicted=51.981227, expected=52.000000
predicted=72.784807, expected=72.000000
predicted=69.389570, expected=100.000000
predicted=75.603305, expected=84.000000
predicted=80.060211, expected=52.000000
predicted=62.722692, expected=60.000000
predicted=62.721429, expected=48.000000
predicted=58.252934, expected=32.000000
predicted=62.205660, expected=92.000000
predicted=87.087590, expected=124.000000
predicted=80.938360, expected=76.000000
predicted=64.754404, expected=56.000000
predicted=64.265974, expected=68.000000
predicted=57.448376, expected=68.000000
predicted=73.360618, expected=76.000000
predicted=95.216470, expected=72.000000
predicted=74.356872, expected=44.000000
predicted=51.582517, expected=80.000000
predicted=76.121451, expected=64.000000
predicted=63.157089, expected=52.000000
predicted=61.735858, expected=56.000000
predicted=68.544074, expected=72.000000
predicted=56.198847, expected=68.000000
predicted=70.522289, expected=76.000000
predicted=70.224612, expected=48.000000
predicted=52.513805, expected=72.000000
predicted=65.503710, expected=56.000000
predicted=63.307514, expected=60.000000
predicted=61.605312, expected=60.000000
predicted=69.745376, expected=88.000000
predicted=65.799338, expected=32.000000
predicted=51.446230, expected=56.000000
predicted=59.846218, expected=52.000000
predicted=57.726048, expected=60.000000
predicted=53.320964, expected=84.000000
predicted=85.690201, expected=108.000000
predicted=67.758275, expected=56.000000
predicted=56.847781, expected=72.000000
predicted=69.295714, expected=72.000000
predicted=68.612924, expected=52.000000
predicted=62.345302, expected=60.000000
predicted=85.518485, expected=116.000000
predicted=83.981214, expected=132.000000
predicted=94.473852, expected=92.000000
predicted=82.755101, expected=60.000000
predicted=68.247034, expected=76.000000
predicted=74.075085, expected=24.000000
predicted=65.007115, expected=56.000000
predicted=91.227274, expected=96.000000
predicted=91.025483, expected=96.000000
predicted=68.442909, expected=60.000000
predicted=71.957837, expected=60.000000
predicted=51.399805, expected=64.000000
predicted=60.980108, expected=56.000000
predicted=70.824892, expected=60.000000
predicted=77.183359, expected=64.000000
predicted=61.996002, expected=68.000000
predicted=62.553839, expected=88.000000
predicted=75.376591, expected=80.000000
predicted=67.385919, expected=56.000000
predicted=60.100628, expected=44.000000
predicted=58.991718, expected=64.000000
predicted=65.697485, expected=48.000000
predicted=63.081953, expected=84.000000
predicted=79.750851, expected=60.000000
predicted=58.119424, expected=96.000000
predicted=69.412827, expected=40.000000
predicted=55.275010, expected=44.000000
predicted=48.156607, expected=68.000000
predicted=78.725615, expected=100.000000
predicted=70.565893, expected=148.000000
predicted=116.945908, expected=92.000000
predicted=67.596053, expected=64.000000
predicted=64.632759, expected=56.000000
predicted=71.841063, expected=48.000000
predicted=68.721597, expected=52.000000
predicted=94.499442, expected=72.000000
predicted=78.848913, expected=108.000000
predicted=82.118087, expected=68.000000
predicted=60.779761, expected=36.000000
predicted=48.956079, expected=48.000000
predicted=57.439850, expected=36.000000
predicted=48.912943, expected=36.000000
predicted=66.998261, expected=36.000000
predicted=52.226868, expected=128.000000
predicted=78.195460, expected=68.000000
predicted=52.317991, expected=68.000000
predicted=56.985428, expected=56.000000
predicted=58.679103, expected=36.000000
predicted=32.322567, expected=44.000000
predicted=84.929128, expected=68.000000
predicted=64.830705, expected=108.000000
predicted=81.966201, expected=32.000000
predicted=43.680267, expected=40.000000
predicted=47.196216, expected=20.000000
predicted=37.810704, expected=32.000000
predicted=42.087201, expected=64.000000
predicted=82.256809, expected=76.000000
predicted=48.805355, expected=112.000000
predicted=75.186779, expected=48.000000
predicted=38.007549, expected=48.000000
predicted=47.640675, expected=48.000000
predicted=60.861328, expected=76.000000
predicted=67.788917, expected=76.000000
predicted=89.466151, expected=76.000000
predicted=62.087649, expected=64.000000
predicted=60.084882, expected=72.000000
predicted=61.671612, expected=56.000000
predicted=65.764916, expected=60.000000
predicted=67.401819, expected=60.000000
predicted=68.167178, expected=44.000000
predicted=52.544940, expected=64.000000
predicted=68.408028, expected=120.000000
predicted=84.914497, expected=56.000000
predicted=53.677324, expected=72.000000
predicted=72.592271, expected=52.000000
predicted=55.387385, expected=32.000000
predicted=43.645619, expected=80.000000
predicted=99.434614, expected=60.000000
predicted=52.901556, expected=88.000000
predicted=77.289644, expected=76.000000
predicted=67.712115, expected=48.000000
predicted=41.255014, expected=48.000000
predicted=68.772675, expected=28.000000
predicted=43.966579, expected=40.000000
predicted=60.753846, expected=60.000000
predicted=65.043749, expected=104.000000
predicted=70.503920, expected=84.000000
predicted=64.311188, expected=128.000000
predicted=81.544193, expected=52.000000
predicted=51.873523, expected=76.000000
predicted=71.859657, expected=68.000000
predicted=89.085611, expected=80.000000
predicted=74.029350, expected=92.000000
predicted=108.706980, expected=28.000000
predicted=41.458640, expected=64.000000
predicted=74.403855, expected=36.000000
predicted=52.052905, expected=20.000000
predicted=44.823784, expected=20.000000
predicted=58.416610, expected=32.000000
predicted=27.239445, expected=56.000000
predicted=54.755486, expected=72.000000
predicted=51.129523, expected=44.000000
predicted=33.637901, expected=72.000000
predicted=50.782191, expected=28.000000
predicted=32.549136, expected=56.000000
predicted=55.145704, expected=80.000000
predicted=75.069729, expected=64.000000
predicted=48.781595, expected=68.000000
predicted=72.658292, expected=48.000000
predicted=42.747051, expected=20.000000
predicted=39.326189, expected=40.000000
predicted=60.510105, expected=36.000000
predicted=45.919301, expected=88.000000
predicted=71.886436, expected=48.000000
predicted=47.142263, expected=76.000000
predicted=50.506321, expected=40.000000
predicted=45.663384, expected=84.000000
predicted=58.103559, expected=44.000000
Test MSE: 742.802
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869])]
predicted=11.228686, expected=16.000000
predicted=11.623389, expected=12.000000
predicted=11.780543, expected=8.000000
predicted=13.378771, expected=4.000000
predicted=11.828767, expected=20.000000
predicted=12.674620, expected=44.000000
predicted=17.980985, expected=28.000000
predicted=18.869532, expected=12.000000
predicted=16.670230, expected=28.000000
predicted=21.299144, expected=4.000000
predicted=24.733836, expected=8.000000
predicted=22.057161, expected=28.000000
predicted=17.582414, expected=12.000000
predicted=17.335107, expected=36.000000
predicted=18.684376, expected=24.000000
predicted=16.943067, expected=28.000000
predicted=23.596860, expected=16.000000
predicted=22.040793, expected=16.000000
predicted=23.081373, expected=20.000000
predicted=23.538918, expected=8.000000
predicted=19.811717, expected=20.000000
predicted=18.097793, expected=28.000000
predicted=18.126683, expected=12.000000
predicted=18.079085, expected=36.000000
predicted=19.545951, expected=8.000000
predicted=18.170617, expected=8.000000
predicted=19.685737, expected=12.000000
predicted=15.861447, expected=24.000000
predicted=19.592799, expected=4.000000
predicted=15.385675, expected=24.000000
predicted=12.680091, expected=20.000000
predicted=14.684078, expected=8.000000
predicted=16.645777, expected=8.000000
predicted=13.064151, expected=16.000000
predicted=13.966793, expected=16.000000
predicted=16.650512, expected=4.000000
predicted=11.845947, expected=8.000000
predicted=9.281298, expected=12.000000
predicted=11.002245, expected=24.000000
predicted=14.509994, expected=4.000000
predicted=10.787584, expected=4.000000
predicted=8.612621, expected=4.000000
predicted=8.804417, expected=8.000000
predicted=11.274097, expected=4.000000
predicted=8.150149, expected=12.000000
predicted=5.923278, expected=8.000000
predicted=6.347585, expected=12.000000
predicted=8.136480, expected=8.000000
predicted=8.022554, expected=8.000000
predicted=8.878926, expected=4.000000
predicted=8.435466, expected=20.000000
predicted=10.474919, expected=8.000000
predicted=10.071242, expected=4.000000
predicted=8.565175, expected=8.000000
predicted=7.591513, expected=4.000000
predicted=9.134970, expected=8.000000
predicted=9.109746, expected=4.000000
predicted=5.738289, expected=4.000000
predicted=5.565324, expected=20.000000
predicted=7.864980, expected=12.000000
predicted=8.915455, expected=16.000000
predicted=10.252091, expected=4.000000
predicted=8.625408, expected=16.000000
predicted=12.645762, expected=28.000000
predicted=16.143326, expected=4.000000
predicted=13.941312, expected=4.000000
predicted=10.692741, expected=4.000000
predicted=9.615083, expected=8.000000
predicted=12.998494, expected=12.000000
predicted=10.162896, expected=12.000000
predicted=7.178581, expected=12.000000
predicted=8.153949, expected=24.000000
predicted=11.721598, expected=8.000000
predicted=12.523300, expected=4.000000
predicted=11.683625, expected=8.000000
predicted=10.776025, expected=8.000000
predicted=12.282156, expected=4.000000
predicted=9.663509, expected=4.000000
predicted=5.649863, expected=16.000000
predicted=7.544049, expected=4.000000
predicted=7.576061, expected=40.000000
predicted=12.602519, expected=24.000000
predicted=14.484935, expected=24.000000
predicted=18.823153, expected=12.000000
predicted=17.136116, expected=4.000000
predicted=19.233177, expected=4.000000
predicted=18.395489, expected=44.000000
predicted=20.652449, expected=4.000000
predicted=16.123676, expected=8.000000
predicted=11.587787, expected=36.000000
predicted=14.084148, expected=12.000000
predicted=20.934118, expected=16.000000
predicted=19.752579, expected=8.000000
predicted=11.968574, expected=4.000000
predicted=15.950194, expected=8.000000
predicted=14.254833, expected=4.000000
predicted=9.438392, expected=16.000000
predicted=9.804560, expected=12.000000
predicted=8.369559, expected=20.000000
predicted=10.790595, expected=16.000000
predicted=11.676899, expected=20.000000
predicted=14.815909, expected=32.000000
predicted=18.923104, expected=12.000000
predicted=18.772360, expected=12.000000
predicted=18.163491, expected=12.000000
predicted=16.705999, expected=8.000000
predicted=17.725475, expected=4.000000
predicted=13.451005, expected=8.000000
predicted=9.444376, expected=16.000000
predicted=10.546502, expected=16.000000
predicted=11.027447, expected=28.000000
predicted=13.105423, expected=16.000000
predicted=13.913504, expected=16.000000
predicted=16.420056, expected=4.000000
predicted=15.017001, expected=20.000000
predicted=17.811437, expected=8.000000
predicted=15.621678, expected=4.000000
predicted=11.989954, expected=20.000000
predicted=11.102465, expected=8.000000
predicted=11.616572, expected=28.000000
predicted=15.055294, expected=4.000000
predicted=10.748179, expected=4.000000
predicted=11.854033, expected=16.000000
predicted=12.176760, expected=8.000000
predicted=13.358918, expected=4.000000
predicted=10.517328, expected=12.000000
predicted=7.162171, expected=8.000000
predicted=9.367481, expected=20.000000
predicted=11.732462, expected=8.000000
predicted=9.350910, expected=12.000000
predicted=10.801590, expected=4.000000
predicted=9.790549, expected=4.000000
predicted=10.215154, expected=8.000000
predicted=9.204809, expected=4.000000
predicted=7.318561, expected=8.000000
predicted=6.654188, expected=8.000000
predicted=5.743046, expected=24.000000
predicted=9.823939, expected=12.000000
predicted=10.364980, expected=12.000000
predicted=11.044488, expected=12.000000
predicted=11.504789, expected=8.000000
predicted=13.613119, expected=28.000000
predicted=16.273454, expected=20.000000
predicted=15.514511, expected=8.000000
predicted=14.577071, expected=8.000000
predicted=12.346759, expected=4.000000
predicted=13.454767, expected=32.000000
predicted=18.105623, expected=36.000000
predicted=18.431093, expected=44.000000
predicted=22.305322, expected=20.000000
predicted=21.146577, expected=4.000000
predicted=22.001106, expected=8.000000
predicted=23.552157, expected=8.000000
predicted=22.608791, expected=68.000000
predicted=28.861010, expected=8.000000
predicted=18.877688, expected=4.000000
predicted=14.284552, expected=8.000000
predicted=12.853924, expected=16.000000
predicted=25.276800, expected=12.000000
predicted=20.619450, expected=8.000000
predicted=8.590550, expected=8.000000
predicted=8.594771, expected=8.000000
predicted=10.523972, expected=16.000000
predicted=11.938516, expected=16.000000
predicted=11.414778, expected=12.000000
predicted=11.001627, expected=16.000000
predicted=11.890985, expected=24.000000
predicted=15.600936, expected=16.000000
predicted=16.900588, expected=8.000000
predicted=14.545562, expected=16.000000
predicted=14.895777, expected=16.000000
predicted=17.142688, expected=16.000000
predicted=16.662536, expected=4.000000
predicted=11.722589, expected=8.000000
predicted=11.337623, expected=16.000000
predicted=13.272297, expected=12.000000
predicted=13.087950, expected=20.000000
predicted=12.181562, expected=12.000000
predicted=11.202453, expected=4.000000
predicted=11.956155, expected=12.000000
predicted=12.283546, expected=4.000000
predicted=11.661473, expected=36.000000
predicted=15.760255, expected=16.000000
predicted=13.305991, expected=4.000000
predicted=12.071619, expected=16.000000
predicted=12.227337, expected=12.000000
predicted=17.090848, expected=16.000000
predicted=17.754124, expected=8.000000
predicted=10.835061, expected=20.000000
predicted=13.074102, expected=8.000000
predicted=13.111096, expected=12.000000
predicted=13.121677, expected=20.000000
predicted=13.361025, expected=40.000000
predicted=19.397087, expected=24.000000
predicted=19.838450, expected=8.000000
predicted=16.784210, expected=20.000000
predicted=19.434274, expected=4.000000
predicted=21.385792, expected=28.000000
predicted=22.461229, expected=12.000000
predicted=15.273317, expected=4.000000
predicted=13.319272, expected=4.000000
predicted=10.153571, expected=8.000000
predicted=12.024313, expected=20.000000
predicted=13.792046, expected=8.000000
predicted=9.026078, expected=12.000000
predicted=8.486617, expected=4.000000
predicted=8.422934, expected=20.000000
predicted=13.343144, expected=4.000000
predicted=11.087562, expected=32.000000
predicted=13.810318, expected=12.000000
predicted=12.846660, expected=12.000000
predicted=14.461452, expected=16.000000
predicted=14.004838, expected=12.000000
predicted=16.701745, expected=20.000000
predicted=17.376590, expected=32.000000
predicted=17.242115, expected=8.000000
predicted=16.528063, expected=24.000000
predicted=17.501600, expected=4.000000
predicted=16.249503, expected=24.000000
predicted=20.725243, expected=32.000000
predicted=20.036524, expected=20.000000
predicted=19.840235, expected=24.000000
predicted=18.935366, expected=4.000000
predicted=17.443055, expected=40.000000
predicted=25.421315, expected=12.000000
predicted=22.527923, expected=12.000000
predicted=19.338869, expected=4.000000
predicted=13.440080, expected=24.000000
predicted=19.108854, expected=20.000000
predicted=19.136961, expected=20.000000
predicted=15.227736, expected=28.000000
predicted=16.088741, expected=20.000000
predicted=19.753742, expected=4.000000
predicted=18.993082, expected=8.000000
predicted=16.278306, expected=28.000000
predicted=19.798436, expected=12.000000
predicted=18.177933, expected=8.000000
predicted=12.028155, expected=4.000000
predicted=9.337902, expected=8.000000
predicted=13.285170, expected=12.000000
predicted=12.704298, expected=28.000000
predicted=12.315309, expected=16.000000
predicted=11.938168, expected=16.000000
predicted=12.777774, expected=16.000000
predicted=14.887166, expected=12.000000
predicted=17.939962, expected=16.000000
predicted=17.475444, expected=16.000000
predicted=15.566905, expected=8.000000
predicted=14.232212, expected=8.000000
predicted=12.299304, expected=16.000000
predicted=13.125464, expected=12.000000
predicted=13.525767, expected=4.000000
predicted=10.287984, expected=8.000000
predicted=8.728509, expected=12.000000
predicted=10.832054, expected=16.000000
predicted=12.043009, expected=4.000000
predicted=8.659840, expected=28.000000
predicted=11.502671, expected=4.000000
predicted=12.028709, expected=4.000000
predicted=11.530827, expected=48.000000
predicted=15.982177, expected=8.000000
predicted=18.147847, expected=8.000000
predicted=15.226959, expected=8.000000
predicted=10.530922, expected=24.000000
predicted=20.849429, expected=24.000000
predicted=20.009774, expected=8.000000
predicted=12.500639, expected=24.000000
predicted=14.538615, expected=12.000000
predicted=17.337078, expected=4.000000
predicted=17.140051, expected=32.000000
predicted=16.354310, expected=12.000000
predicted=16.643877, expected=36.000000
predicted=19.660155, expected=8.000000
predicted=15.182606, expected=12.000000
predicted=18.692263, expected=4.000000
predicted=16.360553, expected=36.000000
predicted=20.665539, expected=4.000000
predicted=16.801774, expected=4.000000
predicted=10.900866, expected=4.000000
predicted=9.198196, expected=28.000000
predicted=16.381669, expected=24.000000
predicted=16.405644, expected=8.000000
predicted=10.668482, expected=20.000000
predicted=12.579261, expected=4.000000
predicted=16.025076, expected=24.000000
predicted=19.148353, expected=8.000000
predicted=14.267864, expected=4.000000
Test MSE: 111.346
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355])]
predicted=371.525805, expected=360.000000
predicted=422.771621, expected=404.000000
predicted=365.763212, expected=528.000000
predicted=456.767975, expected=328.000000
predicted=372.057732, expected=432.000000
predicted=381.208525, expected=408.000000
predicted=390.698606, expected=284.000000
predicted=351.103420, expected=496.000000
predicted=475.552081, expected=508.000000
predicted=418.054569, expected=580.000000
predicted=500.417858, expected=500.000000
predicted=472.084009, expected=352.000000
predicted=373.321199, expected=432.000000
predicted=461.919893, expected=340.000000
predicted=412.293747, expected=324.000000
predicted=421.643633, expected=660.000000
predicted=534.413882, expected=316.000000
predicted=354.668041, expected=392.000000
predicted=423.105370, expected=364.000000
predicted=364.580455, expected=312.000000
predicted=334.642689, expected=680.000000
predicted=589.712720, expected=308.000000
predicted=342.747299, expected=568.000000
predicted=485.724952, expected=492.000000
predicted=438.929909, expected=372.000000
predicted=391.873708, expected=332.000000
predicted=468.284794, expected=408.000000
predicted=374.839239, expected=256.000000
predicted=385.055601, expected=284.000000
predicted=363.255795, expected=408.000000
predicted=366.386560, expected=620.000000
predicted=454.753096, expected=380.000000
predicted=401.526626, expected=284.000000
predicted=322.609967, expected=404.000000
predicted=362.784942, expected=244.000000
predicted=328.684643, expected=592.000000
predicted=531.762691, expected=528.000000
predicted=441.330520, expected=560.000000
predicted=455.597076, expected=524.000000
predicted=481.301865, expected=368.000000
predicted=376.335450, expected=540.000000
predicted=539.700260, expected=320.000000
predicted=423.984940, expected=300.000000
predicted=417.847007, expected=448.000000
predicted=443.929398, expected=556.000000
predicted=451.505232, expected=332.000000
predicted=424.114530, expected=416.000000
predicted=390.177729, expected=444.000000
predicted=388.490473, expected=168.000000
predicted=324.120777, expected=700.000000
predicted=555.904332, expected=356.000000
predicted=362.883780, expected=460.000000
predicted=451.325438, expected=328.000000
predicted=384.370660, expected=420.000000
predicted=346.386295, expected=332.000000
predicted=458.265378, expected=304.000000
predicted=341.357627, expected=348.000000
predicted=376.875470, expected=424.000000
predicted=369.968292, expected=296.000000
predicted=351.968220, expected=304.000000
predicted=324.766942, expected=368.000000
predicted=334.656471, expected=308.000000
predicted=328.699493, expected=288.000000
predicted=339.534752, expected=300.000000
predicted=299.754511, expected=408.000000
predicted=346.485476, expected=580.000000
predicted=445.497264, expected=292.000000
predicted=334.530444, expected=480.000000
predicted=402.378824, expected=552.000000
predicted=434.057299, expected=456.000000
predicted=451.234859, expected=492.000000
predicted=511.595154, expected=664.000000
predicted=498.967257, expected=636.000000
predicted=564.418742, expected=332.000000
predicted=473.757130, expected=268.000000
predicted=395.263983, expected=472.000000
predicted=459.048391, expected=360.000000
predicted=461.515498, expected=256.000000
predicted=406.298227, expected=428.000000
predicted=370.588241, expected=476.000000
predicted=377.855928, expected=372.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=410.887104, expected=300.000000
predicted=346.765961, expected=448.000000
predicted=368.125160, expected=392.000000
predicted=398.337786, expected=280.000000
predicted=370.830301, expected=524.000000
predicted=429.299521, expected=460.000000
predicted=391.740568, expected=312.000000
predicted=390.606501, expected=332.000000
predicted=368.786519, expected=392.000000
predicted=350.446982, expected=320.000000
predicted=392.676285, expected=280.000000
predicted=352.920330, expected=400.000000
predicted=349.997377, expected=452.000000
predicted=382.023615, expected=256.000000
predicted=332.198807, expected=304.000000
predicted=324.483515, expected=472.000000
predicted=370.107427, expected=268.000000
predicted=333.302484, expected=364.000000
predicted=387.993842, expected=528.000000
predicted=389.571473, expected=516.000000
predicted=420.431713, expected=480.000000
predicted=472.989713, expected=380.000000
predicted=375.600586, expected=848.000000
predicted=593.022334, expected=236.000000
predicted=415.758819, expected=336.000000
predicted=449.929830, expected=364.000000
predicted=405.708508, expected=288.000000
predicted=342.572999, expected=444.000000
predicted=528.635069, expected=296.000000
predicted=294.059903, expected=492.000000
predicted=406.814863, expected=256.000000
predicted=323.289527, expected=416.000000
predicted=366.559559, expected=620.000000
predicted=485.234361, expected=564.000000
predicted=454.747311, expected=364.000000
predicted=447.633973, expected=388.000000
predicted=379.922863, expected=468.000000
predicted=443.265683, expected=336.000000
predicted=446.482495, expected=372.000000
predicted=435.768074, expected=464.000000
predicted=407.139639, expected=424.000000
predicted=407.045215, expected=268.000000
predicted=370.807398, expected=280.000000
predicted=324.419097, expected=456.000000
predicted=390.642697, expected=264.000000
predicted=346.181576, expected=324.000000
predicted=358.455171, expected=352.000000
predicted=315.440594, expected=476.000000
predicted=376.392884, expected=396.000000
predicted=405.150012, expected=536.000000
predicted=418.549377, expected=460.000000
predicted=415.277454, expected=316.000000
predicted=375.251654, expected=324.000000
predicted=396.872783, expected=584.000000
predicted=464.179619, expected=544.000000
predicted=502.023014, expected=448.000000
predicted=464.042846, expected=712.000000
predicted=531.425907, expected=344.000000
predicted=401.566651, expected=340.000000
predicted=470.798555, expected=288.000000
predicted=401.228452, expected=416.000000
predicted=410.382465, expected=464.000000
predicted=499.497858, expected=364.000000
predicted=367.430626, expected=264.000000
predicted=327.089012, expected=544.000000
predicted=412.416777, expected=232.000000
predicted=332.050047, expected=240.000000
predicted=347.273603, expected=504.000000
predicted=397.436355, expected=540.000000
predicted=400.618899, expected=300.000000
predicted=411.787335, expected=328.000000
predicted=329.812809, expected=460.000000
predicted=368.864157, expected=248.000000
predicted=362.529766, expected=364.000000
predicted=413.282472, expected=408.000000
predicted=350.994886, expected=500.000000
predicted=407.714121, expected=336.000000
predicted=393.349725, expected=300.000000
predicted=320.286321, expected=372.000000
predicted=366.386202, expected=376.000000
predicted=375.845491, expected=412.000000
predicted=419.726291, expected=712.000000
predicted=500.225821, expected=712.000000
predicted=522.787693, expected=416.000000
predicted=462.712930, expected=388.000000
predicted=446.199021, expected=308.000000
predicted=392.856394, expected=280.000000
predicted=443.911540, expected=440.000000
predicted=486.960286, expected=272.000000
predicted=333.624183, expected=444.000000
predicted=398.450448, expected=308.000000
predicted=319.973570, expected=280.000000
predicted=306.476677, expected=324.000000
predicted=355.940757, expected=256.000000
predicted=277.027140, expected=392.000000
predicted=377.191288, expected=448.000000
predicted=364.542180, expected=528.000000
predicted=409.328739, expected=404.000000
predicted=390.026803, expected=340.000000
predicted=350.679277, expected=336.000000
predicted=374.030595, expected=268.000000
predicted=350.225637, expected=316.000000
predicted=379.725285, expected=420.000000
predicted=379.271764, expected=468.000000
predicted=391.503671, expected=352.000000
predicted=359.846057, expected=332.000000
predicted=334.725325, expected=396.000000
predicted=364.973470, expected=232.000000
predicted=326.513701, expected=264.000000
predicted=343.180150, expected=428.000000
predicted=361.114958, expected=304.000000
predicted=315.647439, expected=504.000000
predicted=423.462120, expected=552.000000
predicted=405.421805, expected=896.000000
predicted=587.833726, expected=344.000000
predicted=450.189188, expected=312.000000
predicted=402.136155, expected=408.000000
predicted=450.473768, expected=552.000000
predicted=508.422734, expected=348.000000
predicted=531.961528, expected=368.000000
predicted=381.937440, expected=348.000000
predicted=352.185442, expected=248.000000
predicted=331.312650, expected=280.000000
predicted=371.236425, expected=380.000000
predicted=342.503760, expected=504.000000
predicted=405.583076, expected=380.000000
predicted=370.148389, expected=228.000000
predicted=289.742035, expected=312.000000
predicted=316.603468, expected=212.000000
predicted=288.463965, expected=316.000000
predicted=357.279168, expected=364.000000
predicted=337.773443, expected=448.000000
predicted=341.178359, expected=284.000000
predicted=314.275756, expected=328.000000
predicted=305.577905, expected=356.000000
predicted=337.782860, expected=748.000000
predicted=514.185605, expected=232.000000
predicted=360.997796, expected=368.000000
predicted=374.853255, expected=532.000000
predicted=429.725599, expected=356.000000
predicted=373.714868, expected=376.000000
predicted=497.923127, expected=480.000000
predicted=382.366241, expected=316.000000
predicted=359.801974, expected=400.000000
predicted=438.174157, expected=580.000000
predicted=453.065380, expected=584.000000
predicted=478.888770, expected=484.000000
predicted=492.718862, expected=324.000000
predicted=384.746013, expected=676.000000
predicted=532.982044, expected=312.000000
predicted=440.519936, expected=348.000000
predicted=457.309060, expected=364.000000
predicted=409.766414, expected=560.000000
predicted=432.467323, expected=436.000000
predicted=497.940922, expected=408.000000
predicted=395.990959, expected=544.000000
predicted=457.728172, expected=504.000000
predicted=450.288609, expected=384.000000
predicted=467.747732, expected=552.000000
predicted=493.364290, expected=584.000000
predicted=497.244973, expected=576.000000
predicted=548.675706, expected=484.000000
predicted=511.954022, expected=1172.000000
predicted=752.610581, expected=268.000000
predicted=492.862702, expected=328.000000
predicted=525.690314, expected=376.000000
predicted=479.200326, expected=336.000000
predicted=393.157761, expected=304.000000
predicted=576.158586, expected=436.000000
predicted=354.326658, expected=300.000000
predicted=324.040714, expected=412.000000
predicted=384.006343, expected=576.000000
predicted=438.861680, expected=476.000000
predicted=412.263458, expected=840.000000
predicted=613.490634, expected=464.000000
predicted=459.953514, expected=296.000000
predicted=433.854779, expected=312.000000
predicted=446.022538, expected=480.000000
predicted=445.402437, expected=460.000000
predicted=542.553781, expected=340.000000
predicted=401.083318, expected=192.000000
predicted=292.080440, expected=260.000000
predicted=297.238117, expected=220.000000
predicted=307.918271, expected=244.000000
predicted=303.256527, expected=440.000000
predicted=345.399356, expected=420.000000
predicted=314.492887, expected=384.000000
predicted=344.036246, expected=296.000000
predicted=305.657768, expected=364.000000
predicted=330.151107, expected=236.000000
predicted=327.856858, expected=236.000000
predicted=311.795878, expected=332.000000
predicted=326.217810, expected=388.000000
predicted=324.428046, expected=268.000000
predicted=310.873997, expected=296.000000
predicted=287.825130, expected=304.000000
predicted=284.260050, expected=220.000000
predicted=275.564141, expected=272.000000
predicted=305.334185, expected=364.000000
predicted=302.399900, expected=464.000000
predicted=359.982074, expected=512.000000
predicted=404.617059, expected=368.000000
predicted=347.066851, expected=444.000000
predicted=394.710558, expected=264.000000
predicted=343.309944, expected=312.000000
predicted=375.522871, expected=352.000000
predicted=389.320182, expected=320.000000
predicted=333.495388, expected=300.000000
predicted=349.164476, expected=360.000000
predicted=318.827902, expected=340.000000
predicted=326.388754, expected=236.000000
predicted=300.022126, expected=556.000000
predicted=410.328276, expected=432.000000
predicted=371.255312, expected=436.000000
predicted=412.173168, expected=340.000000
predicted=372.582834, expected=368.000000
predicted=343.026671, expected=432.000000
predicted=449.673657, expected=252.000000
predicted=344.638843, expected=288.000000
predicted=351.281618, expected=448.000000
predicted=372.987253, expected=468.000000
predicted=397.456922, expected=428.000000
predicted=420.868337, expected=284.000000
predicted=322.056057, expected=392.000000
predicted=362.426875, expected=652.000000
predicted=501.793466, expected=276.000000
predicted=383.495330, expected=388.000000
predicted=420.566800, expected=508.000000
predicted=409.345274, expected=392.000000
predicted=398.815087, expected=440.000000
predicted=496.835231, expected=540.000000
predicted=429.249398, expected=320.000000
predicted=383.862608, expected=396.000000
predicted=442.488811, expected=536.000000
predicted=450.549449, expected=484.000000
predicted=453.329849, expected=260.000000
predicted=407.446850, expected=344.000000
predicted=362.298133, expected=448.000000
predicted=402.498307, expected=316.000000
predicted=393.155268, expected=288.000000
predicted=370.571181, expected=368.000000
predicted=327.333906, expected=412.000000
predicted=364.735316, expected=308.000000
predicted=362.877774, expected=288.000000
predicted=319.249874, expected=368.000000
predicted=332.290042, expected=316.000000
predicted=331.944690, expected=316.000000
predicted=347.123034, expected=404.000000
predicted=350.903800, expected=476.000000
predicted=379.394926, expected=380.000000
predicted=381.135270, expected=296.000000
predicted=340.673657, expected=444.000000
predicted=386.648530, expected=272.000000
predicted=339.096435, expected=192.000000
predicted=324.710576, expected=300.000000
predicted=319.223388, expected=400.000000
predicted=323.569739, expected=264.000000
predicted=325.723563, expected=284.000000
predicted=292.957818, expected=304.000000
predicted=270.771251, expected=296.000000
predicted=294.572918, expected=384.000000
predicted=359.263088, expected=544.000000
predicted=392.645317, expected=716.000000
predicted=493.835276, expected=428.000000
predicted=426.267098, expected=796.000000
predicted=584.251580, expected=460.000000
predicted=484.668961, expected=272.000000
predicted=456.542738, expected=348.000000
predicted=495.261935, expected=444.000000
predicted=413.414719, expected=472.000000
predicted=530.281612, expected=300.000000
predicted=382.242505, expected=300.000000
predicted=326.046534, expected=472.000000
predicted=396.997750, expected=212.000000
predicted=322.685505, expected=288.000000
predicted=358.592363, expected=444.000000
predicted=355.952944, expected=1108.000000
predicted=632.550235, expected=1228.000000
predicted=822.229791, expected=1120.000000
predicted=820.774478, expected=820.000000
predicted=765.697106, expected=552.000000
predicted=666.780306, expected=632.000000
predicted=823.129933, expected=500.000000
predicted=748.970742, expected=468.000000
predicted=679.131758, expected=260.000000
predicted=485.112548, expected=116.000000
predicted=316.624907, expected=4.000000
predicted=242.223018, expected=32.000000
predicted=176.547935, expected=340.000000
predicted=286.641550, expected=524.000000
predicted=341.088774, expected=620.000000
predicted=404.713574, expected=420.000000
predicted=333.120321, expected=796.000000
predicted=521.488611, expected=488.000000
predicted=478.895146, expected=324.000000
predicted=456.794379, expected=332.000000
predicted=452.681597, expected=676.000000
predicted=519.861785, expected=276.000000
predicted=461.107492, expected=424.000000
predicted=451.982728, expected=268.000000
predicted=324.753695, expected=360.000000
predicted=343.077387, expected=284.000000
predicted=401.764890, expected=316.000000
predicted=302.858668, expected=376.000000
predicted=369.945053, expected=368.000000
predicted=329.721992, expected=380.000000
predicted=368.406012, expected=280.000000
predicted=306.944267, expected=448.000000
predicted=382.443154, expected=248.000000
predicted=312.887815, expected=352.000000
predicted=351.478347, expected=416.000000
predicted=381.462880, expected=396.000000
predicted=351.264506, expected=280.000000
predicted=356.463862, expected=284.000000
predicted=295.261941, expected=256.000000
predicted=294.468598, expected=260.000000
predicted=303.103404, expected=376.000000
predicted=348.383448, expected=348.000000
predicted=315.442428, expected=400.000000
predicted=351.853641, expected=396.000000
predicted=352.213602, expected=580.000000
predicted=440.577726, expected=480.000000
predicted=447.403888, expected=332.000000
predicted=384.382826, expected=336.000000
predicted=385.022213, expected=420.000000
predicted=397.007685, expected=564.000000
predicted=510.412562, expected=688.000000
predicted=566.440676, expected=312.000000
predicted=391.196891, expected=324.000000
predicted=385.069715, expected=392.000000
predicted=401.996249, expected=308.000000
predicted=383.916861, expected=368.000000
predicted=445.408384, expected=360.000000
predicted=343.237416, expected=312.000000
predicted=325.297963, expected=392.000000
predicted=377.915079, expected=336.000000
predicted=331.917772, expected=360.000000
predicted=359.528543, expected=372.000000
predicted=363.849201, expected=468.000000
predicted=395.248832, expected=356.000000
predicted=377.848223, expected=344.000000
predicted=359.116122, expected=312.000000
predicted=342.452263, expected=300.000000
predicted=327.846915, expected=228.000000
predicted=314.455684, expected=260.000000
predicted=288.995977, expected=456.000000
predicted=368.820984, expected=420.000000
predicted=362.458888, expected=280.000000
predicted=318.035179, expected=280.000000
predicted=294.262373, expected=320.000000
predicted=301.114625, expected=300.000000
Test MSE: 21584.866
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524])]
predicted=35.199530, expected=12.000000
predicted=34.364752, expected=28.000000
predicted=34.633146, expected=20.000000
predicted=22.017767, expected=4.000000
predicted=17.403940, expected=4.000000
predicted=13.944380, expected=32.000000
predicted=18.248724, expected=36.000000
predicted=27.541589, expected=20.000000
predicted=23.470778, expected=24.000000
predicted=19.231707, expected=36.000000
predicted=24.179102, expected=36.000000
predicted=33.393962, expected=16.000000
predicted=27.179082, expected=12.000000
predicted=19.058690, expected=36.000000
predicted=26.275159, expected=28.000000
predicted=29.226845, expected=20.000000
predicted=27.129395, expected=48.000000
predicted=30.513984, expected=48.000000
predicted=34.909360, expected=32.000000
predicted=37.930938, expected=20.000000
predicted=28.137305, expected=40.000000
predicted=31.768184, expected=24.000000
predicted=33.047629, expected=20.000000
predicted=30.956090, expected=52.000000
predicted=35.544770, expected=84.000000
predicted=51.562263, expected=32.000000
predicted=44.893644, expected=48.000000
predicted=44.124595, expected=44.000000
predicted=37.990097, expected=84.000000
predicted=64.867497, expected=72.000000
predicted=69.089690, expected=84.000000
predicted=68.240159, expected=120.000000
predicted=85.695439, expected=84.000000
predicted=81.579373, expected=12.000000
predicted=61.194036, expected=56.000000
predicted=59.610805, expected=64.000000
predicted=62.843374, expected=32.000000
predicted=63.882331, expected=52.000000
predicted=55.447673, expected=56.000000
predicted=41.873248, expected=52.000000
predicted=54.347105, expected=8.000000
predicted=36.829997, expected=24.000000
predicted=30.123348, expected=24.000000
predicted=29.628437, expected=40.000000
predicted=38.990632, expected=44.000000
predicted=39.361570, expected=52.000000
predicted=37.342968, expected=16.000000
predicted=28.596572, expected=20.000000
predicted=27.091827, expected=28.000000
predicted=28.659027, expected=32.000000
predicted=33.279158, expected=24.000000
predicted=31.493103, expected=104.000000
predicted=54.774472, expected=48.000000
predicted=45.122569, expected=32.000000
predicted=45.621514, expected=20.000000
predicted=30.062803, expected=44.000000
predicted=37.658455, expected=36.000000
predicted=50.762899, expected=56.000000
predicted=47.512921, expected=84.000000
predicted=56.186213, expected=72.000000
predicted=57.600203, expected=40.000000
predicted=52.851598, expected=80.000000
predicted=61.486773, expected=60.000000
predicted=60.446602, expected=52.000000
predicted=66.307382, expected=44.000000
predicted=54.524687, expected=44.000000
predicted=46.701595, expected=24.000000
predicted=45.420139, expected=56.000000
predicted=49.906876, expected=56.000000
predicted=49.211389, expected=56.000000
predicted=52.389834, expected=48.000000
predicted=48.495052, expected=92.000000
predicted=61.699502, expected=72.000000
predicted=66.612157, expected=72.000000
predicted=70.674059, expected=56.000000
predicted=61.251430, expected=48.000000
predicted=55.804390, expected=56.000000
predicted=64.245432, expected=64.000000
predicted=62.522814, expected=172.000000
predicted=106.982873, expected=88.000000
predicted=87.193680, expected=80.000000
predicted=87.077646, expected=44.000000
predicted=62.129915, expected=72.000000
predicted=73.285892, expected=60.000000
predicted=88.239175, expected=60.000000
predicted=69.231090, expected=48.000000
predicted=59.427918, expected=64.000000
predicted=56.837331, expected=80.000000
predicted=69.597953, expected=36.000000
predicted=54.155679, expected=44.000000
predicted=52.651284, expected=40.000000
predicted=44.152523, expected=48.000000
predicted=51.479831, expected=84.000000
predicted=67.599305, expected=76.000000
predicted=61.467346, expected=92.000000
predicted=73.782150, expected=32.000000
predicted=51.612865, expected=48.000000
predicted=54.819997, expected=68.000000
predicted=64.496031, expected=36.000000
predicted=55.267301, expected=44.000000
predicted=56.775990, expected=60.000000
predicted=47.140702, expected=100.000000
predicted=70.777673, expected=40.000000
predicted=58.448036, expected=60.000000
predicted=56.701854, expected=40.000000
predicted=46.759465, expected=12.000000
predicted=40.214644, expected=40.000000
predicted=49.948622, expected=124.000000
predicted=69.955069, expected=64.000000
predicted=65.941506, expected=64.000000
predicted=63.994616, expected=24.000000
predicted=36.204285, expected=52.000000
predicted=51.305003, expected=24.000000
predicted=55.682033, expected=44.000000
predicted=47.455793, expected=104.000000
predicted=68.593558, expected=100.000000
predicted=70.015870, expected=56.000000
predicted=66.287831, expected=40.000000
predicted=48.821128, expected=40.000000
predicted=48.488874, expected=68.000000
predicted=70.639685, expected=80.000000
predicted=75.381042, expected=72.000000
predicted=66.063448, expected=144.000000
predicted=92.155843, expected=44.000000
predicted=63.962306, expected=56.000000
predicted=71.321504, expected=48.000000
predicted=60.647831, expected=64.000000
predicted=66.802875, expected=88.000000
predicted=89.765402, expected=76.000000
predicted=66.539404, expected=84.000000
predicted=73.946981, expected=52.000000
predicted=60.720110, expected=32.000000
predicted=54.404086, expected=60.000000
predicted=63.501139, expected=28.000000
predicted=49.254930, expected=44.000000
predicted=53.884952, expected=124.000000
predicted=74.603948, expected=120.000000
predicted=83.364651, expected=56.000000
predicted=73.221894, expected=88.000000
predicted=71.139333, expected=52.000000
predicted=61.373041, expected=60.000000
predicted=82.668543, expected=56.000000
predicted=72.955897, expected=116.000000
predicted=81.895780, expected=64.000000
predicted=76.097437, expected=48.000000
predicted=61.341642, expected=48.000000
predicted=55.452327, expected=44.000000
predicted=52.805156, expected=60.000000
predicted=70.647899, expected=120.000000
predicted=81.753320, expected=100.000000
predicted=80.139763, expected=56.000000
predicted=67.763589, expected=112.000000
predicted=82.425202, expected=112.000000
predicted=91.267919, expected=76.000000
predicted=98.328061, expected=64.000000
predicted=82.571558, expected=56.000000
predicted=64.338381, expected=136.000000
predicted=106.816562, expected=116.000000
predicted=105.913575, expected=52.000000
predicted=78.729893, expected=36.000000
predicted=60.680610, expected=68.000000
predicted=65.296047, expected=88.000000
predicted=91.240635, expected=40.000000
predicted=68.677812, expected=116.000000
predicted=80.426575, expected=108.000000
predicted=78.715809, expected=56.000000
predicted=75.127903, expected=40.000000
predicted=66.743192, expected=52.000000
predicted=54.417184, expected=36.000000
predicted=63.503591, expected=72.000000
predicted=72.062454, expected=112.000000
predicted=76.502989, expected=64.000000
predicted=62.881493, expected=64.000000
predicted=66.489048, expected=40.000000
predicted=49.695109, expected=44.000000
predicted=58.305369, expected=40.000000
predicted=61.331232, expected=56.000000
predicted=54.543396, expected=84.000000
predicted=65.841672, expected=124.000000
predicted=81.417125, expected=148.000000
predicted=101.672666, expected=64.000000
predicted=75.741155, expected=72.000000
predicted=79.691057, expected=56.000000
predicted=73.185689, expected=104.000000
predicted=101.009976, expected=92.000000
predicted=101.204375, expected=136.000000
predicted=101.738863, expected=60.000000
predicted=77.870831, expected=68.000000
predicted=75.276726, expected=40.000000
predicted=69.694835, expected=64.000000
predicted=72.926967, expected=68.000000
predicted=82.262545, expected=88.000000
predicted=72.475486, expected=72.000000
predicted=70.588166, expected=76.000000
predicted=66.456144, expected=36.000000
predicted=56.455870, expected=28.000000
predicted=50.246359, expected=64.000000
predicted=63.999476, expected=84.000000
predicted=69.790054, expected=120.000000
predicted=89.722602, expected=120.000000
predicted=86.425627, expected=136.000000
predicted=97.940848, expected=108.000000
predicted=100.425817, expected=92.000000
predicted=99.296142, expected=48.000000
predicted=86.180818, expected=96.000000
predicted=98.792476, expected=64.000000
predicted=89.158452, expected=72.000000
predicted=83.712964, expected=76.000000
predicted=78.166134, expected=80.000000
predicted=70.252647, expected=56.000000
predicted=73.212436, expected=100.000000
predicted=80.535421, expected=108.000000
predicted=89.323057, expected=92.000000
predicted=88.976033, expected=40.000000
predicted=67.899559, expected=72.000000
predicted=68.561985, expected=28.000000
predicted=60.440046, expected=16.000000
predicted=52.747786, expected=72.000000
predicted=64.562819, expected=44.000000
predicted=43.952486, expected=28.000000
predicted=46.819975, expected=16.000000
predicted=25.903719, expected=24.000000
predicted=23.888377, expected=44.000000
predicted=45.527017, expected=24.000000
predicted=31.837482, expected=92.000000
predicted=55.275652, expected=64.000000
predicted=47.822789, expected=48.000000
predicted=47.544979, expected=16.000000
predicted=36.024629, expected=60.000000
predicted=44.737705, expected=64.000000
predicted=65.426100, expected=40.000000
predicted=51.200330, expected=80.000000
predicted=61.310402, expected=72.000000
predicted=53.538408, expected=32.000000
predicted=51.713281, expected=28.000000
predicted=45.785577, expected=56.000000
predicted=47.111426, expected=36.000000
predicted=50.910475, expected=52.000000
predicted=54.425826, expected=144.000000
predicted=82.337388, expected=96.000000
predicted=74.491706, expected=52.000000
predicted=68.623077, expected=40.000000
predicted=50.963235, expected=60.000000
predicted=58.990156, expected=40.000000
predicted=74.002648, expected=68.000000
predicted=70.284301, expected=52.000000
predicted=52.555771, expected=104.000000
predicted=72.102262, expected=24.000000
predicted=49.440165, expected=32.000000
predicted=43.278851, expected=36.000000
predicted=46.722870, expected=40.000000
predicted=43.336595, expected=40.000000
predicted=56.905307, expected=80.000000
predicted=51.797205, expected=76.000000
predicted=57.558827, expected=20.000000
predicted=39.279215, expected=36.000000
predicted=41.754383, expected=32.000000
predicted=36.693177, expected=68.000000
predicted=61.990714, expected=44.000000
predicted=53.665189, expected=52.000000
predicted=42.433954, expected=112.000000
predicted=71.861330, expected=72.000000
predicted=62.044330, expected=28.000000
predicted=55.530006, expected=72.000000
predicted=60.379194, expected=28.000000
predicted=44.254983, expected=64.000000
predicted=73.213050, expected=84.000000
predicted=69.772230, expected=76.000000
predicted=60.022712, expected=56.000000
predicted=65.698594, expected=76.000000
predicted=60.076596, expected=64.000000
predicted=65.723639, expected=40.000000
predicted=61.316121, expected=72.000000
predicted=68.330437, expected=76.000000
predicted=65.331022, expected=64.000000
predicted=68.947759, expected=48.000000
predicted=58.528156, expected=68.000000
predicted=57.801820, expected=68.000000
predicted=67.043783, expected=40.000000
predicted=57.876157, expected=56.000000
predicted=58.235037, expected=84.000000
predicted=64.412261, expected=88.000000
predicted=75.702868, expected=60.000000
predicted=67.670149, expected=56.000000
predicted=56.974503, expected=32.000000
predicted=48.774931, expected=60.000000
predicted=64.160519, expected=60.000000
predicted=64.728750, expected=76.000000
predicted=65.440803, expected=88.000000
predicted=71.655643, expected=40.000000
predicted=48.835305, expected=56.000000
predicted=60.100361, expected=60.000000
predicted=59.043254, expected=96.000000
predicted=79.170664, expected=60.000000
predicted=71.442743, expected=104.000000
predicted=76.479979, expected=112.000000
predicted=87.219875, expected=40.000000
predicted=64.013714, expected=40.000000
predicted=67.955572, expected=56.000000
predicted=57.432999, expected=88.000000
predicted=82.362956, expected=80.000000
predicted=84.431665, expected=80.000000
predicted=67.310974, expected=144.000000
predicted=95.193504, expected=72.000000
predicted=77.459240, expected=92.000000
predicted=94.014656, expected=60.000000
predicted=75.323808, expected=44.000000
predicted=66.021776, expected=48.000000
predicted=78.946204, expected=112.000000
predicted=82.847984, expected=112.000000
predicted=94.910498, expected=80.000000
predicted=79.162620, expected=80.000000
predicted=73.874058, expected=44.000000
predicted=58.239343, expected=60.000000
predicted=78.082272, expected=60.000000
predicted=74.828768, expected=64.000000
predicted=67.507135, expected=108.000000
predicted=85.870611, expected=68.000000
predicted=64.749248, expected=60.000000
predicted=66.581793, expected=68.000000
predicted=66.393115, expected=76.000000
predicted=70.725539, expected=92.000000
predicted=90.231169, expected=84.000000
predicted=78.137269, expected=84.000000
predicted=77.321446, expected=48.000000
predicted=64.667857, expected=40.000000
predicted=59.768070, expected=68.000000
predicted=70.904217, expected=68.000000
predicted=69.417476, expected=76.000000
predicted=74.297275, expected=84.000000
predicted=68.965241, expected=108.000000
predicted=79.484165, expected=64.000000
predicted=73.089967, expected=32.000000
predicted=57.978749, expected=56.000000
predicted=63.156667, expected=56.000000
predicted=63.620616, expected=72.000000
predicted=77.215884, expected=132.000000
predicted=91.308838, expected=60.000000
predicted=60.901538, expected=60.000000
predicted=67.234624, expected=40.000000
predicted=53.663810, expected=80.000000
predicted=72.298067, expected=44.000000
predicted=74.855985, expected=72.000000
predicted=64.597659, expected=68.000000
predicted=63.268228, expected=80.000000
predicted=64.672191, expected=84.000000
predicted=79.064592, expected=32.000000
predicted=49.440230, expected=56.000000
predicted=62.467467, expected=60.000000
predicted=60.681513, expected=68.000000
predicted=68.570270, expected=76.000000
predicted=73.504762, expected=120.000000
predicted=79.327367, expected=56.000000
predicted=66.159792, expected=52.000000
predicted=63.670313, expected=48.000000
predicted=59.165439, expected=68.000000
predicted=67.795794, expected=80.000000
predicted=85.368662, expected=140.000000
predicted=94.460170, expected=72.000000
predicted=73.716954, expected=84.000000
predicted=77.010474, expected=80.000000
predicted=78.637687, expected=76.000000
predicted=80.520951, expected=56.000000
predicted=87.909418, expected=92.000000
predicted=79.653586, expected=104.000000
predicted=90.036391, expected=108.000000
predicted=94.600429, expected=48.000000
predicted=71.191872, expected=60.000000
predicted=65.288220, expected=132.000000
predicted=101.749106, expected=32.000000
predicted=70.989404, expected=60.000000
predicted=79.038393, expected=116.000000
predicted=79.103237, expected=124.000000
predicted=92.838279, expected=80.000000
predicted=102.364924, expected=52.000000
predicted=60.517309, expected=68.000000
predicted=69.849854, expected=56.000000
predicted=77.944358, expected=56.000000
predicted=78.034807, expected=112.000000
predicted=86.825143, expected=92.000000
predicted=75.807455, expected=68.000000
predicted=74.569649, expected=76.000000
predicted=72.433670, expected=80.000000
predicted=72.738796, expected=56.000000
predicted=79.139294, expected=152.000000
predicted=110.269963, expected=76.000000
predicted=79.728390, expected=72.000000
predicted=82.240421, expected=44.000000
predicted=67.415265, expected=28.000000
predicted=49.032589, expected=76.000000
predicted=90.358461, expected=40.000000
Test MSE: 748.231
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104])]
predicted=664.742635, expected=556.000000
predicted=755.712355, expected=704.000000
predicted=513.955360, expected=552.000000
predicted=771.499229, expected=728.000000
predicted=1083.184277, expected=908.000000
predicted=755.722458, expected=1204.000000
predicted=883.372757, expected=908.000000
predicted=798.573132, expected=848.000000
predicted=745.664583, expected=924.000000
predicted=853.994690, expected=272.000000
predicted=515.185147, expected=608.000000
predicted=948.738927, expected=1120.000000
predicted=1004.456029, expected=772.000000
predicted=711.532794, expected=752.000000
predicted=903.664261, expected=728.000000
predicted=540.958224, expected=868.000000
predicted=716.932151, expected=796.000000
predicted=937.222823, expected=700.000000
predicted=736.537661, expected=1036.000000
predicted=929.412585, expected=1364.000000
predicted=1040.164153, expected=956.000000
predicted=875.944019, expected=592.000000
predicted=741.159480, expected=656.000000
predicted=720.479581, expected=4332.000000
predicted=2852.147197, expected=764.000000
predicted=741.869068, expected=1136.000000
predicted=1358.455221, expected=1684.000000
predicted=1409.706791, expected=748.000000
predicted=383.563650, expected=604.000000
predicted=2546.112085, expected=804.000000
predicted=822.451012, expected=292.000000
predicted=625.748803, expected=432.000000
predicted=1027.815058, expected=1252.000000
predicted=982.580151, expected=1740.000000
predicted=1099.944522, expected=884.000000
predicted=838.204626, expected=856.000000
predicted=739.025892, expected=964.000000
predicted=750.934230, expected=548.000000
predicted=824.808981, expected=496.000000
predicted=1095.875147, expected=852.000000
predicted=860.754647, expected=1908.000000
predicted=1336.576422, expected=816.000000
predicted=810.371963, expected=548.000000
predicted=697.715764, expected=548.000000
predicted=612.490574, expected=344.000000
predicted=522.396284, expected=440.000000
predicted=1098.238020, expected=908.000000
predicted=835.204669, expected=1288.000000
predicted=879.986433, expected=816.000000
predicted=678.063352, expected=968.000000
predicted=759.328217, expected=604.000000
predicted=548.970093, expected=380.000000
predicted=638.339282, expected=512.000000
predicted=883.742465, expected=1100.000000
predicted=914.932100, expected=764.000000
predicted=792.640354, expected=608.000000
predicted=654.970764, expected=600.000000
predicted=549.174425, expected=740.000000
predicted=614.145269, expected=596.000000
predicted=802.222117, expected=416.000000
predicted=592.156664, expected=1004.000000
predicted=829.366465, expected=1148.000000
predicted=824.956418, expected=308.000000
predicted=507.916875, expected=624.000000
predicted=722.690659, expected=980.000000
predicted=684.952924, expected=344.000000
predicted=578.093828, expected=624.000000
predicted=935.423510, expected=1152.000000
predicted=738.324333, expected=852.000000
predicted=666.812713, expected=676.000000
predicted=869.281626, expected=412.000000
predicted=439.291702, expected=624.000000
predicted=627.340646, expected=368.000000
predicted=693.914574, expected=288.000000
predicted=555.214536, expected=512.000000
predicted=594.612064, expected=760.000000
predicted=553.369054, expected=308.000000
predicted=433.399096, expected=364.000000
predicted=425.269722, expected=436.000000
predicted=372.105773, expected=432.000000
predicted=432.222758, expected=220.000000
predicted=471.227864, expected=596.000000
predicted=477.966459, expected=1084.000000
predicted=699.065621, expected=532.000000
predicted=442.714254, expected=292.000000
predicted=447.115907, expected=432.000000
predicted=384.572634, expected=424.000000
predicted=451.446960, expected=344.000000
predicted=663.103623, expected=412.000000
predicted=477.851036, expected=1084.000000
predicted=694.326004, expected=504.000000
predicted=412.266573, expected=1640.000000
predicted=1117.144750, expected=304.000000
predicted=301.926102, expected=256.000000
predicted=435.760827, expected=240.000000
predicted=694.611687, expected=664.000000
predicted=492.432763, expected=916.000000
predicted=1178.180575, expected=516.000000
predicted=408.658677, expected=356.000000
predicted=384.406941, expected=488.000000
predicted=404.341394, expected=304.000000
predicted=436.425322, expected=372.000000
predicted=618.889814, expected=408.000000
predicted=452.047901, expected=296.000000
predicted=312.033295, expected=564.000000
predicted=530.138888, expected=352.000000
predicted=311.854161, expected=308.000000
predicted=353.084185, expected=244.000000
predicted=338.004084, expected=340.000000
predicted=309.983959, expected=664.000000
predicted=587.460423, expected=540.000000
predicted=420.182181, expected=340.000000
predicted=351.186824, expected=560.000000
predicted=447.554222, expected=500.000000
predicted=400.786923, expected=436.000000
predicted=533.202466, expected=528.000000
predicted=545.523339, expected=580.000000
predicted=456.477650, expected=644.000000
predicted=591.855599, expected=612.000000
predicted=559.631253, expected=500.000000
predicted=482.203465, expected=636.000000
predicted=596.128964, expected=308.000000
predicted=427.669362, expected=712.000000
predicted=689.509863, expected=768.000000
predicted=657.391910, expected=1404.000000
predicted=943.146557, expected=1104.000000
predicted=860.986897, expected=976.000000
predicted=720.094878, expected=792.000000
predicted=816.417200, expected=620.000000
predicted=700.879056, expected=720.000000
predicted=1029.964550, expected=2000.000000
predicted=1517.390373, expected=1588.000000
predicted=1183.937550, expected=812.000000
predicted=884.679564, expected=572.000000
predicted=763.939912, expected=448.000000
predicted=589.762335, expected=500.000000
predicted=1141.673921, expected=536.000000
predicted=979.987649, expected=980.000000
predicted=871.545525, expected=1324.000000
predicted=926.737271, expected=932.000000
predicted=696.279948, expected=884.000000
predicted=780.949791, expected=644.000000
predicted=633.558342, expected=808.000000
predicted=882.978462, expected=600.000000
predicted=910.104075, expected=1180.000000
predicted=1050.825632, expected=1984.000000
predicted=1406.091776, expected=1192.000000
predicted=882.158552, expected=684.000000
predicted=876.128913, expected=608.000000
predicted=711.990671, expected=312.000000
predicted=681.595239, expected=896.000000
predicted=1361.039795, expected=1064.000000
predicted=1045.193059, expected=1564.000000
predicted=1114.098595, expected=988.000000
predicted=818.356710, expected=556.000000
predicted=534.376111, expected=500.000000
predicted=754.276730, expected=600.000000
predicted=782.480243, expected=340.000000
predicted=861.466765, expected=984.000000
predicted=981.390865, expected=1496.000000
predicted=992.732410, expected=788.000000
predicted=617.015392, expected=612.000000
predicted=720.373623, expected=472.000000
predicted=466.079676, expected=220.000000
predicted=550.276479, expected=824.000000
predicted=1117.502757, expected=652.000000
predicted=647.726423, expected=1664.000000
predicted=1153.100945, expected=840.000000
predicted=636.758374, expected=544.000000
predicted=483.687968, expected=536.000000
predicted=749.779625, expected=348.000000
predicted=455.443453, expected=432.000000
predicted=982.061805, expected=920.000000
predicted=852.846133, expected=1748.000000
predicted=1115.579557, expected=660.000000
predicted=565.654361, expected=336.000000
predicted=487.426090, expected=452.000000
predicted=517.456576, expected=284.000000
predicted=513.548300, expected=524.000000
predicted=1062.673014, expected=912.000000
predicted=762.115262, expected=1848.000000
predicted=1084.405728, expected=588.000000
predicted=491.174137, expected=408.000000
predicted=503.212670, expected=396.000000
predicted=524.504240, expected=156.000000
predicted=446.496307, expected=484.000000
predicted=1099.590604, expected=768.000000
predicted=640.301221, expected=708.000000
predicted=532.641242, expected=904.000000
predicted=687.325190, expected=1324.000000
predicted=777.542766, expected=756.000000
predicted=610.919001, expected=504.000000
predicted=698.120035, expected=856.000000
predicted=822.037558, expected=1436.000000
predicted=1111.780659, expected=1356.000000
predicted=1271.401911, expected=732.000000
predicted=789.524231, expected=848.000000
predicted=784.019994, expected=468.000000
predicted=644.382958, expected=228.000000
predicted=785.778892, expected=600.000000
predicted=953.295613, expected=1236.000000
predicted=929.306076, expected=2076.000000
predicted=1421.456856, expected=1468.000000
predicted=972.766194, expected=524.000000
predicted=510.122686, expected=540.000000
predicted=705.649455, expected=528.000000
predicted=820.817789, expected=376.000000
predicted=1098.064580, expected=972.000000
predicted=1190.010432, expected=1864.000000
predicted=1176.278071, expected=608.000000
predicted=517.551668, expected=800.000000
predicted=825.837736, expected=1064.000000
predicted=768.794739, expected=416.000000
predicted=598.436070, expected=332.000000
predicted=1103.259842, expected=896.000000
predicted=767.342891, expected=1824.000000
predicted=1246.026732, expected=852.000000
predicted=878.886824, expected=600.000000
predicted=652.964816, expected=700.000000
predicted=605.250385, expected=552.000000
predicted=650.164286, expected=240.000000
predicted=965.127354, expected=884.000000
predicted=887.199627, expected=1884.000000
predicted=1203.773471, expected=940.000000
predicted=736.838104, expected=868.000000
predicted=861.381993, expected=540.000000
predicted=473.190488, expected=288.000000
predicted=545.123921, expected=368.000000
predicted=1073.951483, expected=1024.000000
predicted=941.803434, expected=1628.000000
predicted=1190.747082, expected=984.000000
predicted=742.501991, expected=356.000000
predicted=439.600676, expected=1060.000000
predicted=825.508216, expected=276.000000
predicted=525.994817, expected=456.000000
predicted=1031.437477, expected=616.000000
predicted=797.217332, expected=820.000000
predicted=543.069442, expected=272.000000
predicted=633.629430, expected=836.000000
predicted=629.604061, expected=400.000000
predicted=389.917962, expected=448.000000
predicted=534.270056, expected=328.000000
predicted=581.473696, expected=732.000000
predicted=495.698197, expected=516.000000
predicted=629.574556, expected=640.000000
predicted=540.897042, expected=536.000000
predicted=508.637624, expected=280.000000
predicted=304.248760, expected=1308.000000
predicted=1048.850339, expected=1600.000000
predicted=990.569094, expected=1476.000000
predicted=1059.432937, expected=844.000000
predicted=791.805979, expected=776.000000
predicted=630.331270, expected=448.000000
predicted=844.821673, expected=456.000000
predicted=969.553865, expected=824.000000
predicted=1105.489336, expected=1460.000000
predicted=1111.086512, expected=796.000000
predicted=742.768500, expected=556.000000
predicted=599.171725, expected=448.000000
predicted=511.646898, expected=340.000000
predicted=531.510872, expected=604.000000
predicted=983.787950, expected=1396.000000
predicted=1073.238168, expected=1528.000000
predicted=1001.535548, expected=1144.000000
predicted=839.921128, expected=760.000000
predicted=657.619319, expected=500.000000
predicted=592.470052, expected=364.000000
predicted=837.356727, expected=432.000000
predicted=919.563081, expected=1288.000000
predicted=1186.128248, expected=1792.000000
predicted=1227.846155, expected=648.000000
predicted=558.573719, expected=548.000000
predicted=623.485273, expected=480.000000
predicted=489.522638, expected=508.000000
predicted=803.041913, expected=424.000000
predicted=1046.676533, expected=780.000000
predicted=716.866618, expected=1448.000000
predicted=994.366226, expected=688.000000
predicted=537.991621, expected=416.000000
predicted=556.897205, expected=436.000000
predicted=489.957340, expected=352.000000
predicted=498.202129, expected=316.000000
predicted=827.755609, expected=328.000000
predicted=495.127432, expected=344.000000
predicted=368.325732, expected=408.000000
predicted=414.503508, expected=604.000000
predicted=479.187468, expected=808.000000
predicted=562.055615, expected=636.000000
predicted=482.560916, expected=524.000000
predicted=470.895762, expected=1724.000000
predicted=1126.879096, expected=1648.000000
predicted=1050.781065, expected=776.000000
predicted=810.527308, expected=556.000000
predicted=751.051126, expected=860.000000
predicted=713.008099, expected=500.000000
predicted=977.643414, expected=792.000000
predicted=1201.578310, expected=756.000000
predicted=754.336306, expected=928.000000
predicted=737.998305, expected=572.000000
predicted=709.405676, expected=328.000000
predicted=440.277869, expected=484.000000
predicted=652.670452, expected=296.000000
predicted=467.112050, expected=816.000000
predicted=862.287204, expected=620.000000
predicted=559.392415, expected=1356.000000
predicted=886.512015, expected=900.000000
predicted=681.180389, expected=704.000000
predicted=553.905829, expected=796.000000
predicted=865.478521, expected=524.000000
predicted=532.499338, expected=820.000000
predicted=1071.720871, expected=1180.000000
predicted=1023.601515, expected=1516.000000
predicted=1094.522650, expected=556.000000
predicted=668.169000, expected=680.000000
predicted=720.125612, expected=580.000000
predicted=694.891703, expected=376.000000
predicted=693.897057, expected=692.000000
predicted=1087.622488, expected=904.000000
predicted=705.173040, expected=1224.000000
predicted=941.708339, expected=484.000000
predicted=529.169998, expected=420.000000
predicted=483.169643, expected=636.000000
predicted=679.347910, expected=400.000000
predicted=565.483852, expected=536.000000
predicted=864.245547, expected=1084.000000
predicted=801.438776, expected=1128.000000
predicted=740.555900, expected=500.000000
predicted=577.589991, expected=680.000000
predicted=642.017583, expected=364.000000
predicted=427.794041, expected=240.000000
predicted=615.861656, expected=576.000000
predicted=842.098404, expected=612.000000
predicted=507.764060, expected=940.000000
predicted=807.517078, expected=572.000000
predicted=472.414840, expected=592.000000
predicted=468.646036, expected=600.000000
predicted=603.925269, expected=468.000000
predicted=511.097317, expected=492.000000
predicted=707.344338, expected=1036.000000
predicted=813.533427, expected=1484.000000
predicted=1014.731021, expected=1160.000000
predicted=874.127107, expected=540.000000
predicted=580.539186, expected=552.000000
predicted=606.504161, expected=532.000000
predicted=735.953426, expected=604.000000
predicted=966.282700, expected=892.000000
predicted=1003.615394, expected=1644.000000
predicted=1106.152207, expected=548.000000
predicted=500.699170, expected=792.000000
predicted=791.832273, expected=520.000000
predicted=579.562801, expected=456.000000
predicted=612.182047, expected=516.000000
predicted=1049.900963, expected=1088.000000
predicted=809.801093, expected=1420.000000
predicted=1075.138314, expected=960.000000
predicted=742.513718, expected=296.000000
predicted=454.408055, expected=584.000000
predicted=626.114619, expected=512.000000
predicted=716.614508, expected=584.000000
predicted=931.574440, expected=692.000000
predicted=823.553269, expected=1928.000000
predicted=1153.515668, expected=768.000000
predicted=593.741311, expected=436.000000
predicted=591.852833, expected=432.000000
predicted=603.699219, expected=304.000000
predicted=403.380190, expected=396.000000
predicted=1090.329269, expected=792.000000
predicted=766.586421, expected=1564.000000
predicted=996.893155, expected=968.000000
predicted=669.370612, expected=308.000000
predicted=393.948188, expected=708.000000
predicted=663.536839, expected=348.000000
predicted=474.252363, expected=696.000000
predicted=1084.110506, expected=1076.000000
predicted=1014.969503, expected=700.000000
predicted=469.287943, expected=800.000000
predicted=814.120720, expected=428.000000
predicted=406.450617, expected=760.000000
predicted=735.823919, expected=400.000000
predicted=688.531916, expected=396.000000
predicted=544.811017, expected=824.000000
predicted=824.924034, expected=1216.000000
predicted=789.050031, expected=580.000000
predicted=637.737984, expected=308.000000
predicted=438.136661, expected=604.000000
predicted=548.811764, expected=576.000000
predicted=620.737882, expected=716.000000
predicted=930.170229, expected=644.000000
predicted=620.241344, expected=1092.000000
predicted=732.007006, expected=480.000000
predicted=512.242353, expected=600.000000
predicted=639.006676, expected=492.000000
predicted=609.620653, expected=240.000000
predicted=398.737412, expected=1012.000000
predicted=1066.459427, expected=864.000000
predicted=611.886083, expected=1244.000000
predicted=945.051320, expected=1436.000000
predicted=1013.906871, expected=1024.000000
predicted=648.512153, expected=584.000000
predicted=846.364417, expected=588.000000
predicted=761.322582, expected=476.000000
predicted=799.426645, expected=1060.000000
predicted=1207.310696, expected=1396.000000
predicted=1169.875008, expected=644.000000
predicted=593.746144, expected=736.000000
predicted=770.108253, expected=604.000000
predicted=553.646874, expected=252.000000
predicted=594.070834, expected=764.000000
predicted=1080.688650, expected=740.000000
predicted=640.007084, expected=1284.000000
predicted=1010.035621, expected=704.000000
predicted=648.300800, expected=360.000000
predicted=368.605297, expected=552.000000
predicted=703.058147, expected=472.000000
predicted=543.436275, expected=520.000000
predicted=855.293848, expected=1180.000000
predicted=956.990791, expected=968.000000
predicted=630.068571, expected=744.000000
predicted=684.913725, expected=436.000000
predicted=511.948347, expected=468.000000
predicted=504.827180, expected=300.000000
predicted=686.476743, expected=340.000000
predicted=622.293084, expected=456.000000
predicted=581.159144, expected=852.000000
predicted=635.356498, expected=292.000000
predicted=347.894902, expected=304.000000
predicted=358.885084, expected=324.000000
predicted=347.296752, expected=256.000000
Test MSE: 165362.622
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517])]
predicted=19.838930, expected=12.000000
predicted=22.416592, expected=12.000000
predicted=24.704477, expected=52.000000
predicted=23.993351, expected=4.000000
predicted=17.826379, expected=4.000000
predicted=16.421462, expected=8.000000
predicted=12.634151, expected=4.000000
predicted=15.819877, expected=4.000000
predicted=15.018522, expected=20.000000
predicted=7.893844, expected=24.000000
predicted=11.655892, expected=16.000000
predicted=12.463578, expected=32.000000
predicted=15.965084, expected=12.000000
predicted=16.347119, expected=44.000000
predicted=26.003872, expected=24.000000
predicted=24.897239, expected=16.000000
predicted=23.313130, expected=32.000000
predicted=25.779392, expected=40.000000
predicted=29.129550, expected=4.000000
predicted=26.692547, expected=28.000000
predicted=23.034141, expected=20.000000
predicted=22.497215, expected=48.000000
predicted=32.129385, expected=4.000000
predicted=23.115664, expected=16.000000
predicted=17.942555, expected=28.000000
predicted=23.774352, expected=24.000000
predicted=25.346625, expected=8.000000
predicted=21.693733, expected=12.000000
predicted=13.475513, expected=20.000000
predicted=18.374890, expected=4.000000
predicted=16.738585, expected=24.000000
predicted=16.205944, expected=20.000000
predicted=14.531173, expected=12.000000
predicted=15.335181, expected=12.000000
predicted=14.429237, expected=16.000000
predicted=14.167838, expected=28.000000
predicted=20.202861, expected=20.000000
predicted=18.390053, expected=16.000000
predicted=16.433364, expected=32.000000
predicted=20.366796, expected=8.000000
predicted=19.356448, expected=12.000000
predicted=19.227716, expected=8.000000
predicted=15.151371, expected=16.000000
predicted=16.436455, expected=8.000000
predicted=14.802816, expected=28.000000
predicted=14.042635, expected=28.000000
predicted=17.125443, expected=8.000000
predicted=14.957031, expected=12.000000
predicted=15.106610, expected=12.000000
predicted=15.239079, expected=12.000000
predicted=18.035733, expected=68.000000
predicted=26.990099, expected=16.000000
predicted=20.481962, expected=16.000000
predicted=20.300310, expected=4.000000
predicted=17.037816, expected=4.000000
predicted=20.737173, expected=24.000000
predicted=26.142798, expected=12.000000
predicted=13.734259, expected=8.000000
predicted=11.055653, expected=20.000000
predicted=10.930040, expected=24.000000
predicted=15.897996, expected=28.000000
predicted=20.478322, expected=8.000000
predicted=14.989259, expected=8.000000
predicted=14.290224, expected=12.000000
predicted=16.570722, expected=36.000000
predicted=22.093288, expected=12.000000
predicted=17.906768, expected=16.000000
predicted=14.022448, expected=24.000000
predicted=16.737443, expected=20.000000
predicted=20.707855, expected=24.000000
predicted=22.835926, expected=32.000000
predicted=21.081504, expected=28.000000
predicted=23.946407, expected=12.000000
predicted=22.189855, expected=16.000000
predicted=20.889496, expected=24.000000
predicted=23.347401, expected=28.000000
predicted=25.227360, expected=24.000000
predicted=22.310727, expected=12.000000
predicted=17.694838, expected=4.000000
predicted=16.523176, expected=12.000000
predicted=17.767611, expected=8.000000
predicted=15.979037, expected=16.000000
predicted=14.038078, expected=40.000000
predicted=16.658658, expected=8.000000
predicted=13.591117, expected=12.000000
predicted=14.326120, expected=20.000000
predicted=15.938370, expected=4.000000
predicted=17.417747, expected=16.000000
predicted=18.013635, expected=16.000000
predicted=12.365102, expected=28.000000
predicted=17.311108, expected=20.000000
predicted=17.168298, expected=8.000000
predicted=13.638812, expected=16.000000
predicted=16.459567, expected=8.000000
predicted=16.038129, expected=12.000000
predicted=16.549140, expected=20.000000
predicted=14.588782, expected=28.000000
predicted=16.169843, expected=24.000000
predicted=18.040777, expected=24.000000
predicted=18.221873, expected=36.000000
predicted=23.640481, expected=8.000000
predicted=22.219901, expected=48.000000
predicted=29.081604, expected=36.000000
predicted=29.481684, expected=12.000000
predicted=27.029451, expected=16.000000
predicted=23.806338, expected=20.000000
predicted=22.857806, expected=8.000000
predicted=25.446107, expected=4.000000
predicted=16.228584, expected=8.000000
predicted=10.936492, expected=40.000000
predicted=18.578178, expected=24.000000
predicted=18.452997, expected=4.000000
predicted=12.602834, expected=28.000000
predicted=16.116389, expected=32.000000
predicted=23.465581, expected=32.000000
predicted=28.830343, expected=8.000000
predicted=19.175242, expected=32.000000
predicted=21.831151, expected=16.000000
predicted=24.643210, expected=24.000000
predicted=25.402760, expected=20.000000
predicted=21.603234, expected=24.000000
predicted=20.700906, expected=12.000000
predicted=21.058910, expected=12.000000
predicted=17.482176, expected=28.000000
predicted=20.848523, expected=36.000000
predicted=23.589333, expected=36.000000
predicted=25.336512, expected=32.000000
predicted=24.615393, expected=24.000000
predicted=26.167431, expected=4.000000
predicted=24.973989, expected=8.000000
predicted=23.192445, expected=32.000000
predicted=25.137755, expected=24.000000
predicted=22.833921, expected=12.000000
predicted=16.812413, expected=12.000000
predicted=13.088872, expected=16.000000
predicted=17.104075, expected=12.000000
predicted=19.125024, expected=4.000000
predicted=13.226766, expected=8.000000
predicted=10.339429, expected=4.000000
predicted=9.350304, expected=28.000000
predicted=13.906878, expected=56.000000
predicted=21.387905, expected=24.000000
predicted=19.623392, expected=12.000000
predicted=18.338324, expected=28.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
predicted=23.113609, expected=12.000000
predicted=27.277399, expected=36.000000
predicted=31.204903, expected=36.000000
predicted=25.059651, expected=28.000000
predicted=25.045098, expected=32.000000
predicted=27.686415, expected=36.000000
predicted=29.316925, expected=24.000000
predicted=31.999186, expected=28.000000
predicted=30.601959, expected=12.000000
predicted=25.447945, expected=40.000000
predicted=30.460564, expected=16.000000
predicted=26.023194, expected=28.000000
predicted=25.257378, expected=52.000000
predicted=30.106655, expected=16.000000
predicted=26.420098, expected=12.000000
predicted=26.109963, expected=24.000000
predicted=23.166217, expected=12.000000
predicted=25.198686, expected=8.000000
predicted=22.060114, expected=28.000000
predicted=17.103655, expected=12.000000
predicted=15.961968, expected=28.000000
predicted=19.876488, expected=16.000000
predicted=15.981147, expected=12.000000
predicted=16.758562, expected=8.000000
predicted=16.670259, expected=4.000000
predicted=13.003582, expected=8.000000
predicted=13.644792, expected=8.000000
predicted=9.930499, expected=4.000000
predicted=7.517149, expected=20.000000
predicted=9.351021, expected=32.000000
predicted=13.763963, expected=16.000000
predicted=14.354386, expected=4.000000
predicted=11.687242, expected=8.000000
predicted=12.176464, expected=8.000000
predicted=15.363517, expected=36.000000
predicted=20.731573, expected=12.000000
predicted=13.796934, expected=4.000000
predicted=10.307344, expected=20.000000
predicted=13.413436, expected=20.000000
predicted=17.581618, expected=16.000000
predicted=19.431790, expected=36.000000
predicted=18.286853, expected=28.000000
predicted=20.035247, expected=28.000000
predicted=24.622799, expected=8.000000
predicted=20.236477, expected=8.000000
predicted=19.551567, expected=16.000000
predicted=21.671813, expected=24.000000
predicted=20.912945, expected=48.000000
predicted=24.810737, expected=32.000000
predicted=21.855063, expected=20.000000
predicted=22.153555, expected=12.000000
predicted=22.208440, expected=8.000000
predicted=23.478576, expected=16.000000
predicted=24.909531, expected=8.000000
predicted=17.003911, expected=24.000000
predicted=16.098127, expected=32.000000
predicted=17.465071, expected=4.000000
predicted=13.893707, expected=12.000000
predicted=14.607531, expected=8.000000
predicted=13.303137, expected=16.000000
predicted=18.069741, expected=12.000000
predicted=14.924032, expected=16.000000
predicted=11.258696, expected=40.000000
predicted=18.716195, expected=16.000000
predicted=17.211337, expected=32.000000
predicted=21.970467, expected=4.000000
predicted=16.843141, expected=8.000000
predicted=18.985094, expected=8.000000
predicted=18.261077, expected=8.000000
predicted=13.918299, expected=20.000000
predicted=15.258337, expected=12.000000
predicted=9.746084, expected=4.000000
predicted=9.068574, expected=12.000000
predicted=9.911510, expected=4.000000
predicted=9.765689, expected=4.000000
predicted=9.963180, expected=20.000000
predicted=10.173402, expected=16.000000
predicted=10.581038, expected=32.000000
predicted=15.985791, expected=4.000000
predicted=10.907712, expected=44.000000
predicted=20.813589, expected=24.000000
predicted=22.862688, expected=16.000000
predicted=22.580014, expected=60.000000
predicted=30.739857, expected=44.000000
predicted=32.424004, expected=36.000000
predicted=37.958438, expected=12.000000
predicted=27.173365, expected=16.000000
predicted=28.974536, expected=88.000000
predicted=48.965331, expected=40.000000
predicted=41.116245, expected=16.000000
predicted=31.907257, expected=4.000000
predicted=22.572236, expected=52.000000
predicted=40.258012, expected=32.000000
predicted=42.449791, expected=16.000000
predicted=26.021457, expected=68.000000
predicted=31.486924, expected=20.000000
predicted=30.321663, expected=24.000000
predicted=35.935774, expected=24.000000
predicted=28.237090, expected=40.000000
predicted=34.445088, expected=28.000000
predicted=35.073906, expected=24.000000
predicted=25.883095, expected=72.000000
predicted=37.162913, expected=24.000000
predicted=33.980995, expected=32.000000
predicted=36.433861, expected=8.000000
predicted=27.756898, expected=8.000000
predicted=29.138303, expected=4.000000
predicted=25.592008, expected=20.000000
predicted=18.068093, expected=24.000000
predicted=17.465464, expected=28.000000
predicted=15.873554, expected=28.000000
predicted=17.924661, expected=48.000000
predicted=25.950316, expected=20.000000
predicted=26.572285, expected=36.000000
predicted=30.634658, expected=16.000000
predicted=27.512327, expected=40.000000
predicted=33.144138, expected=68.000000
predicted=40.532882, expected=44.000000
predicted=37.524743, expected=20.000000
predicted=34.120217, expected=36.000000
predicted=35.301722, expected=12.000000
predicted=36.383505, expected=20.000000
predicted=35.348139, expected=52.000000
predicted=32.911606, expected=56.000000
predicted=34.961968, expected=16.000000
predicted=29.803805, expected=28.000000
predicted=27.865211, expected=44.000000
predicted=36.155559, expected=20.000000
predicted=37.286771, expected=12.000000
predicted=28.938473, expected=32.000000
predicted=25.098600, expected=44.000000
predicted=32.200949, expected=32.000000
predicted=31.516445, expected=16.000000
predicted=23.710719, expected=36.000000
predicted=28.261153, expected=24.000000
predicted=30.721983, expected=24.000000
predicted=30.329385, expected=20.000000
predicted=24.574804, expected=52.000000
predicted=30.629702, expected=20.000000
predicted=28.553640, expected=12.000000
predicted=24.134455, expected=44.000000
predicted=29.098416, expected=4.000000
predicted=24.200587, expected=8.000000
predicted=24.353637, expected=28.000000
predicted=19.275500, expected=32.000000
predicted=22.956795, expected=16.000000
predicted=22.348450, expected=4.000000
predicted=12.980944, expected=28.000000
predicted=19.759745, expected=24.000000
predicted=22.938284, expected=16.000000
predicted=20.523900, expected=8.000000
predicted=14.518363, expected=24.000000
predicted=17.602281, expected=32.000000
predicted=23.378612, expected=12.000000
predicted=18.790437, expected=8.000000
predicted=15.483951, expected=16.000000
predicted=16.263782, expected=4.000000
predicted=16.096512, expected=20.000000
predicted=16.978425, expected=12.000000
predicted=11.514228, expected=20.000000
predicted=13.953020, expected=4.000000
predicted=11.398979, expected=12.000000
predicted=12.027161, expected=16.000000
predicted=14.309091, expected=8.000000
predicted=12.034236, expected=28.000000
predicted=15.879992, expected=16.000000
predicted=13.133058, expected=4.000000
predicted=13.206604, expected=20.000000
predicted=15.417760, expected=16.000000
predicted=15.321714, expected=40.000000
predicted=23.040732, expected=16.000000
predicted=17.146218, expected=8.000000
predicted=15.992596, expected=8.000000
predicted=16.879815, expected=12.000000
predicted=17.442185, expected=36.000000
predicted=22.782429, expected=52.000000
predicted=23.696547, expected=36.000000
predicted=24.207155, expected=52.000000
predicted=32.041418, expected=32.000000
predicted=34.135486, expected=8.000000
predicted=34.219310, expected=12.000000
predicted=31.407324, expected=12.000000
predicted=25.833646, expected=12.000000
predicted=23.186566, expected=32.000000
predicted=20.111737, expected=52.000000
predicted=23.379973, expected=20.000000
predicted=21.659613, expected=12.000000
predicted=20.797056, expected=28.000000
predicted=25.062323, expected=12.000000
predicted=26.137928, expected=32.000000
predicted=28.778327, expected=52.000000
predicted=27.503484, expected=64.000000
predicted=35.383813, expected=44.000000
predicted=37.343029, expected=32.000000
predicted=35.964202, expected=8.000000
predicted=34.625993, expected=20.000000
predicted=37.278223, expected=20.000000
predicted=33.073936, expected=36.000000
predicted=29.985270, expected=16.000000
predicted=21.365688, expected=4.000000
predicted=15.130641, expected=32.000000
predicted=22.196572, expected=36.000000
predicted=25.727752, expected=16.000000
predicted=23.492452, expected=20.000000
predicted=19.347023, expected=16.000000
predicted=18.946612, expected=16.000000
predicted=23.405229, expected=36.000000
predicted=25.627397, expected=12.000000
predicted=18.106659, expected=28.000000
predicted=22.115325, expected=28.000000
predicted=22.014541, expected=20.000000
predicted=23.270315, expected=28.000000
predicted=25.841118, expected=40.000000
predicted=26.606272, expected=56.000000
predicted=35.744566, expected=56.000000
predicted=38.831005, expected=32.000000
predicted=35.906425, expected=44.000000
predicted=41.545057, expected=20.000000
predicted=38.861160, expected=16.000000
predicted=37.308506, expected=36.000000
predicted=35.611382, expected=24.000000
predicted=29.159090, expected=12.000000
predicted=25.172607, expected=32.000000
predicted=23.588969, expected=12.000000
predicted=20.695300, expected=20.000000
predicted=23.891228, expected=20.000000
predicted=19.493896, expected=8.000000
predicted=16.596515, expected=36.000000
predicted=23.639292, expected=12.000000
predicted=16.621092, expected=12.000000
predicted=18.039949, expected=16.000000
predicted=16.292293, expected=28.000000
predicted=20.017615, expected=56.000000
predicted=30.670254, expected=60.000000
predicted=32.549491, expected=80.000000
predicted=44.623088, expected=28.000000
predicted=39.263621, expected=40.000000
predicted=46.329937, expected=32.000000
predicted=46.897011, expected=12.000000
predicted=41.521791, expected=4.000000
predicted=31.361855, expected=28.000000
predicted=25.061650, expected=16.000000
predicted=22.989830, expected=8.000000
predicted=16.837611, expected=24.000000
predicted=15.425889, expected=64.000000
predicted=28.760910, expected=44.000000
predicted=32.685563, expected=36.000000
predicted=31.314844, expected=32.000000
predicted=31.251696, expected=12.000000
predicted=31.852526, expected=52.000000
predicted=43.651238, expected=12.000000
predicted=29.407331, expected=28.000000
predicted=29.963091, expected=28.000000
predicted=26.089803, expected=16.000000
predicted=24.261228, expected=12.000000
predicted=23.949432, expected=32.000000
predicted=22.200725, expected=12.000000
Test MSE: 226.238
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466])]
predicted=24.657691, expected=36.000000
predicted=32.037737, expected=36.000000
predicted=23.966650, expected=48.000000
predicted=32.109186, expected=16.000000
predicted=25.807872, expected=28.000000
predicted=26.263868, expected=32.000000
predicted=34.276707, expected=56.000000
predicted=39.971810, expected=28.000000
predicted=35.749759, expected=28.000000
predicted=26.635680, expected=24.000000
predicted=31.022868, expected=24.000000
predicted=31.353268, expected=24.000000
predicted=33.955938, expected=24.000000
predicted=25.646939, expected=28.000000
predicted=26.236717, expected=20.000000
predicted=23.368423, expected=28.000000
predicted=24.824327, expected=12.000000
predicted=21.408453, expected=24.000000
predicted=22.688057, expected=32.000000
predicted=26.704101, expected=24.000000
predicted=22.942569, expected=36.000000
predicted=27.248015, expected=48.000000
predicted=30.065379, expected=36.000000
predicted=32.235823, expected=12.000000
predicted=27.085460, expected=24.000000
predicted=27.802348, expected=32.000000
predicted=33.775515, expected=16.000000
predicted=29.422408, expected=24.000000
predicted=25.147847, expected=64.000000
predicted=32.671068, expected=52.000000
predicted=36.998249, expected=24.000000
predicted=30.816649, expected=24.000000
predicted=28.646698, expected=12.000000
predicted=29.251313, expected=8.000000
predicted=32.634865, expected=12.000000
predicted=25.558174, expected=28.000000
predicted=21.315722, expected=20.000000
predicted=19.097277, expected=24.000000
predicted=16.925853, expected=20.000000
predicted=17.163026, expected=40.000000
predicted=24.960231, expected=36.000000
predicted=29.958046, expected=12.000000
predicted=21.115846, expected=12.000000
predicted=21.210960, expected=12.000000
predicted=20.636412, expected=16.000000
predicted=23.783770, expected=28.000000
predicted=23.905258, expected=36.000000
predicted=21.365543, expected=12.000000
predicted=16.186630, expected=20.000000
predicted=18.228057, expected=12.000000
predicted=18.997015, expected=16.000000
predicted=20.960406, expected=32.000000
predicted=26.175089, expected=16.000000
predicted=16.747798, expected=52.000000
predicted=28.257159, expected=80.000000
predicted=40.999272, expected=72.000000
predicted=45.534638, expected=36.000000
predicted=41.223034, expected=36.000000
predicted=39.846198, expected=36.000000
predicted=50.019313, expected=12.000000
predicted=44.237534, expected=4.000000
predicted=31.909595, expected=12.000000
predicted=22.582710, expected=16.000000
predicted=21.500756, expected=28.000000
predicted=23.109637, expected=20.000000
predicted=16.037079, expected=56.000000
predicted=27.300073, expected=52.000000
predicted=34.143734, expected=60.000000
predicted=39.888431, expected=36.000000
predicted=38.881311, expected=24.000000
predicted=32.987210, expected=36.000000
predicted=44.045293, expected=8.000000
predicted=31.914975, expected=48.000000
predicted=41.105245, expected=32.000000
predicted=33.564794, expected=16.000000
predicted=23.064196, expected=8.000000
predicted=21.934315, expected=12.000000
predicted=16.716894, expected=8.000000
predicted=21.777454, expected=12.000000
predicted=16.281866, expected=16.000000
predicted=13.706850, expected=40.000000
predicted=20.887467, expected=12.000000
predicted=15.515087, expected=24.000000
predicted=17.120103, expected=32.000000
predicted=24.206613, expected=28.000000
predicted=24.712410, expected=20.000000
predicted=26.333205, expected=48.000000
predicted=30.016921, expected=24.000000
predicted=28.243130, expected=28.000000
predicted=28.690045, expected=28.000000
predicted=29.334400, expected=32.000000
predicted=28.863728, expected=24.000000
predicted=31.793104, expected=36.000000
predicted=29.481247, expected=36.000000
predicted=32.119413, expected=28.000000
predicted=29.461477, expected=12.000000
predicted=24.447093, expected=28.000000
predicted=26.564253, expected=16.000000
predicted=25.691011, expected=20.000000
predicted=23.739511, expected=28.000000
predicted=24.742011, expected=68.000000
predicted=36.094652, expected=16.000000
predicted=27.213021, expected=16.000000
predicted=20.767075, expected=16.000000
predicted=24.429145, expected=12.000000
predicted=22.362435, expected=36.000000
predicted=35.756890, expected=16.000000
predicted=18.424219, expected=40.000000
predicted=24.870144, expected=36.000000
predicted=28.097042, expected=12.000000
predicted=19.674196, expected=16.000000
predicted=24.396439, expected=4.000000
predicted=16.262135, expected=24.000000
predicted=24.655740, expected=40.000000
predicted=29.281674, expected=40.000000
predicted=25.621442, expected=28.000000
predicted=24.363837, expected=24.000000
predicted=22.158368, expected=24.000000
predicted=27.646135, expected=28.000000
predicted=31.502171, expected=24.000000
predicted=28.970569, expected=28.000000
predicted=26.610732, expected=28.000000
predicted=26.376604, expected=28.000000
predicted=26.555826, expected=8.000000
predicted=20.658215, expected=24.000000
predicted=22.900352, expected=20.000000
predicted=23.594941, expected=24.000000
predicted=23.059841, expected=24.000000
predicted=23.157929, expected=16.000000
predicted=16.746777, expected=12.000000
predicted=18.337113, expected=4.000000
predicted=13.968415, expected=12.000000
predicted=15.549405, expected=52.000000
predicted=28.864815, expected=24.000000
predicted=21.578158, expected=12.000000
predicted=14.906199, expected=16.000000
predicted=16.489065, expected=16.000000
predicted=19.380046, expected=4.000000
predicted=21.337958, expected=24.000000
predicted=18.798452, expected=32.000000
predicted=20.854311, expected=28.000000
predicted=21.325526, expected=12.000000
predicted=16.740604, expected=28.000000
predicted=19.831099, expected=20.000000
predicted=23.692258, expected=16.000000
predicted=22.000051, expected=20.000000
predicted=21.641756, expected=24.000000
predicted=19.868596, expected=48.000000
predicted=31.833364, expected=32.000000
predicted=27.630051, expected=24.000000
predicted=23.953135, expected=8.000000
predicted=20.591369, expected=8.000000
predicted=19.650547, expected=12.000000
predicted=23.790630, expected=44.000000
predicted=28.872395, expected=56.000000
predicted=33.859416, expected=32.000000
predicted=24.745445, expected=8.000000
predicted=17.715581, expected=20.000000
predicted=23.521482, expected=16.000000
predicted=29.283692, expected=28.000000
predicted=31.663038, expected=28.000000
predicted=25.550160, expected=20.000000
predicted=17.773373, expected=32.000000
predicted=25.112860, expected=16.000000
predicted=20.740276, expected=28.000000
predicted=25.802612, expected=8.000000
predicted=20.017650, expected=36.000000
predicted=25.191619, expected=16.000000
predicted=23.746410, expected=20.000000
predicted=18.616310, expected=28.000000
predicted=25.253426, expected=56.000000
predicted=31.593456, expected=16.000000
predicted=27.444755, expected=44.000000
predicted=29.330884, expected=32.000000
predicted=32.078589, expected=36.000000
predicted=33.304014, expected=48.000000
predicted=44.265645, expected=56.000000
predicted=39.524759, expected=20.000000
predicted=35.489553, expected=16.000000
predicted=28.336253, expected=48.000000
predicted=40.387716, expected=20.000000
predicted=34.255201, expected=4.000000
predicted=25.173205, expected=20.000000
predicted=21.008195, expected=4.000000
predicted=14.966554, expected=12.000000
predicted=20.779808, expected=20.000000
predicted=16.631511, expected=24.000000
predicted=14.775204, expected=16.000000
predicted=16.726766, expected=8.000000
predicted=10.537558, expected=16.000000
predicted=15.196752, expected=8.000000
predicted=14.507726, expected=16.000000
predicted=16.150311, expected=28.000000
predicted=18.977071, expected=16.000000
predicted=14.399846, expected=8.000000
predicted=13.144046, expected=8.000000
predicted=11.443611, expected=8.000000
predicted=12.803531, expected=20.000000
predicted=18.187091, expected=24.000000
predicted=17.150017, expected=52.000000
predicted=26.024696, expected=60.000000
predicted=34.249987, expected=36.000000
predicted=29.710421, expected=36.000000
predicted=33.887340, expected=32.000000
predicted=35.533252, expected=16.000000
predicted=34.702956, expected=28.000000
predicted=36.829267, expected=32.000000
predicted=32.030334, expected=32.000000
predicted=31.096044, expected=32.000000
predicted=30.224707, expected=44.000000
predicted=31.734079, expected=28.000000
predicted=31.042305, expected=8.000000
predicted=23.557694, expected=16.000000
predicted=24.354949, expected=36.000000
predicted=30.701255, expected=40.000000
predicted=34.718802, expected=28.000000
predicted=26.882165, expected=56.000000
predicted=33.344427, expected=20.000000
predicted=27.402480, expected=36.000000
predicted=34.558767, expected=20.000000
predicted=32.134157, expected=36.000000
predicted=31.639838, expected=40.000000
predicted=40.662958, expected=36.000000
predicted=30.474172, expected=16.000000
predicted=27.785450, expected=32.000000
predicted=28.187139, expected=12.000000
predicted=26.248356, expected=20.000000
predicted=25.856384, expected=44.000000
predicted=33.434040, expected=24.000000
predicted=23.522910, expected=8.000000
predicted=20.186769, expected=8.000000
predicted=14.907367, expected=24.000000
predicted=21.686706, expected=16.000000
predicted=23.883493, expected=16.000000
predicted=17.009394, expected=48.000000
predicted=25.443071, expected=36.000000
predicted=25.577567, expected=24.000000
predicted=25.332816, expected=16.000000
predicted=21.708352, expected=16.000000
predicted=21.237813, expected=12.000000
predicted=25.735885, expected=24.000000
predicted=24.427295, expected=20.000000
predicted=20.353409, expected=20.000000
predicted=17.904169, expected=12.000000
predicted=15.836931, expected=16.000000
predicted=15.686392, expected=24.000000
predicted=21.558930, expected=32.000000
predicted=23.667970, expected=12.000000
predicted=17.735331, expected=12.000000
predicted=14.750378, expected=4.000000
predicted=13.385929, expected=20.000000
predicted=18.698660, expected=4.000000
predicted=15.088163, expected=20.000000
predicted=13.335348, expected=8.000000
predicted=11.387910, expected=12.000000
predicted=9.409493, expected=16.000000
predicted=15.629546, expected=4.000000
predicted=7.606496, expected=4.000000
predicted=10.161658, expected=4.000000
predicted=7.014009, expected=4.000000
predicted=7.053415, expected=48.000000
predicted=22.914782, expected=40.000000
predicted=22.375719, expected=24.000000
predicted=17.963569, expected=4.000000
predicted=13.205295, expected=20.000000
predicted=18.410632, expected=28.000000
predicted=31.753009, expected=52.000000
predicted=36.468912, expected=40.000000
predicted=31.250805, expected=36.000000
predicted=26.303753, expected=36.000000
predicted=33.049649, expected=48.000000
predicted=39.991025, expected=64.000000
predicted=52.317199, expected=44.000000
predicted=44.016485, expected=8.000000
predicted=29.581975, expected=36.000000
predicted=37.485695, expected=48.000000
predicted=45.556546, expected=28.000000
predicted=39.372079, expected=32.000000
predicted=34.142193, expected=52.000000
predicted=34.848907, expected=16.000000
predicted=30.407738, expected=24.000000
predicted=32.525993, expected=36.000000
predicted=32.941775, expected=64.000000
predicted=43.201244, expected=16.000000
predicted=33.366167, expected=12.000000
predicted=20.425240, expected=4.000000
predicted=21.090971, expected=4.000000
predicted=19.170558, expected=16.000000
predicted=26.566891, expected=24.000000
predicted=16.428938, expected=24.000000
predicted=16.278790, expected=20.000000
predicted=14.580458, expected=8.000000
predicted=11.649212, expected=24.000000
predicted=19.833194, expected=40.000000
predicted=28.480117, expected=16.000000
predicted=20.504394, expected=28.000000
predicted=23.149935, expected=40.000000
predicted=27.481584, expected=12.000000
predicted=21.820918, expected=32.000000
predicted=30.764062, expected=8.000000
predicted=18.546768, expected=44.000000
predicted=30.609049, expected=40.000000
predicted=35.508759, expected=28.000000
predicted=23.810381, expected=24.000000
predicted=28.678512, expected=32.000000
predicted=26.404749, expected=24.000000
predicted=32.066991, expected=44.000000
predicted=36.269533, expected=60.000000
predicted=41.305156, expected=56.000000
predicted=41.396806, expected=24.000000
predicted=34.179615, expected=8.000000
predicted=25.930524, expected=28.000000
predicted=36.087440, expected=16.000000
predicted=32.997043, expected=20.000000
predicted=28.548052, expected=48.000000
predicted=31.124104, expected=48.000000
predicted=30.146114, expected=20.000000
predicted=26.466650, expected=88.000000
predicted=48.550060, expected=28.000000
predicted=36.143553, expected=16.000000
predicted=33.782862, expected=20.000000
predicted=35.920949, expected=64.000000
predicted=41.023709, expected=44.000000
predicted=52.633560, expected=32.000000
predicted=31.474095, expected=16.000000
predicted=25.887815, expected=8.000000
predicted=22.146158, expected=28.000000
predicted=36.888619, expected=28.000000
predicted=30.020902, expected=20.000000
predicted=22.776945, expected=40.000000
predicted=26.720336, expected=32.000000
predicted=24.721431, expected=40.000000
predicted=32.462220, expected=40.000000
predicted=34.832126, expected=56.000000
predicted=39.325762, expected=20.000000
predicted=34.018412, expected=28.000000
predicted=32.288420, expected=48.000000
predicted=42.508704, expected=8.000000
predicted=27.297824, expected=24.000000
predicted=32.894611, expected=28.000000
predicted=26.589020, expected=28.000000
predicted=26.657985, expected=16.000000
predicted=27.318194, expected=36.000000
predicted=23.770386, expected=48.000000
predicted=34.195091, expected=16.000000
predicted=24.831873, expected=24.000000
predicted=26.830622, expected=24.000000
predicted=25.142974, expected=4.000000
Test MSE: 222.462
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369])]
predicted=92.323057, expected=84.000000
predicted=97.419869, expected=52.000000
predicted=84.906710, expected=140.000000
predicted=90.722655, expected=32.000000
predicted=76.002711, expected=64.000000
predicted=78.683327, expected=76.000000
predicted=74.508975, expected=72.000000
predicted=72.540622, expected=60.000000
predicted=75.727199, expected=116.000000
predicted=71.137810, expected=100.000000
predicted=82.538490, expected=132.000000
predicted=94.842785, expected=116.000000
predicted=99.580905, expected=88.000000
predicted=99.590230, expected=96.000000
predicted=107.114506, expected=124.000000
predicted=110.000377, expected=72.000000
predicted=104.355698, expected=80.000000
predicted=95.380527, expected=168.000000
predicted=107.813481, expected=160.000000
predicted=120.177371, expected=124.000000
predicted=122.370976, expected=24.000000
predicted=97.435753, expected=120.000000
predicted=110.555682, expected=88.000000
predicted=115.422737, expected=172.000000
predicted=120.883390, expected=204.000000
predicted=128.184223, expected=32.000000
predicted=99.563103, expected=8.000000
predicted=96.313677, expected=4.000000
predicted=78.247936, expected=32.000000
predicted=77.555079, expected=60.000000
predicted=63.831694, expected=160.000000
predicted=56.678313, expected=120.000000
predicted=66.692103, expected=40.000000
predicted=63.961718, expected=4.000000
predicted=60.924543, expected=68.000000
predicted=73.504946, expected=148.000000
predicted=98.901932, expected=108.000000
predicted=86.584422, expected=120.000000
predicted=81.396477, expected=52.000000
predicted=76.621818, expected=72.000000
predicted=91.333909, expected=32.000000
predicted=87.573665, expected=172.000000
predicted=99.243844, expected=96.000000
predicted=94.174329, expected=156.000000
predicted=98.337935, expected=76.000000
predicted=97.166661, expected=80.000000
predicted=96.576684, expected=100.000000
predicted=114.980057, expected=68.000000
predicted=95.041865, expected=124.000000
predicted=104.831122, expected=128.000000
predicted=97.878327, expected=16.000000
predicted=81.302098, expected=76.000000
predicted=83.524788, expected=40.000000
predicted=72.965517, expected=68.000000
predicted=77.961431, expected=84.000000
predicted=72.566495, expected=72.000000
predicted=58.565033, expected=28.000000
predicted=59.343622, expected=116.000000
predicted=69.112480, expected=128.000000
predicted=86.333428, expected=96.000000
predicted=88.619041, expected=112.000000
predicted=91.340704, expected=64.000000
predicted=85.641880, expected=64.000000
predicted=95.119289, expected=36.000000
predicted=82.037253, expected=132.000000
predicted=88.090432, expected=96.000000
predicted=87.638202, expected=120.000000
predicted=86.734244, expected=52.000000
predicted=79.586783, expected=72.000000
predicted=80.649481, expected=132.000000
predicted=104.546142, expected=128.000000
predicted=103.363492, expected=124.000000
predicted=106.868244, expected=44.000000
predicted=85.978501, expected=64.000000
predicted=89.768379, expected=52.000000
predicted=90.358159, expected=92.000000
predicted=87.561272, expected=80.000000
predicted=79.174771, expected=36.000000
predicted=58.597878, expected=160.000000
predicted=84.418769, expected=76.000000
predicted=82.425718, expected=120.000000
predicted=95.267239, expected=52.000000
predicted=83.881693, expected=48.000000
predicted=77.238371, expected=136.000000
predicted=103.854074, expected=148.000000
predicted=101.238369, expected=96.000000
predicted=101.130052, expected=76.000000
predicted=87.861221, expected=56.000000
predicted=88.063687, expected=152.000000
predicted=115.330773, expected=48.000000
predicted=96.904479, expected=76.000000
predicted=82.946299, expected=108.000000
predicted=86.375843, expected=88.000000
predicted=88.024034, expected=88.000000
predicted=95.420314, expected=76.000000
predicted=78.411976, expected=88.000000
predicted=86.946184, expected=84.000000
predicted=89.526498, expected=96.000000
predicted=87.517680, expected=92.000000
predicted=87.776672, expected=4.000000
predicted=68.695650, expected=84.000000
predicted=74.714937, expected=64.000000
predicted=71.945343, expected=40.000000
predicted=64.049657, expected=36.000000
predicted=52.801596, expected=156.000000
predicted=67.399990, expected=116.000000
predicted=86.831947, expected=100.000000
predicted=84.896958, expected=112.000000
predicted=90.667103, expected=96.000000
predicted=99.563855, expected=64.000000
predicted=106.844629, expected=164.000000
predicted=112.478900, expected=92.000000
predicted=105.101073, expected=68.000000
predicted=97.412320, expected=80.000000
predicted=91.911780, expected=88.000000
predicted=91.801117, expected=84.000000
predicted=99.046588, expected=68.000000
predicted=79.647914, expected=164.000000
predicted=95.564868, expected=56.000000
predicted=88.485007, expected=32.000000
predicted=77.823841, expected=56.000000
predicted=74.371822, expected=104.000000
predicted=82.370295, expected=52.000000
predicted=80.817364, expected=92.000000
predicted=65.863211, expected=92.000000
predicted=70.780475, expected=136.000000
predicted=90.825282, expected=104.000000
predicted=97.844053, expected=40.000000
predicted=80.795121, expected=52.000000
predicted=82.840235, expected=120.000000
predicted=93.279784, expected=84.000000
predicted=92.737683, expected=88.000000
predicted=82.455844, expected=48.000000
predicted=68.179914, expected=84.000000
predicted=78.181977, expected=96.000000
predicted=89.430293, expected=68.000000
predicted=78.114358, expected=120.000000
predicted=86.078872, expected=112.000000
predicted=88.212346, expected=132.000000
predicted=103.448960, expected=52.000000
predicted=93.414966, expected=36.000000
predicted=81.432340, expected=80.000000
predicted=89.393455, expected=52.000000
predicted=78.562049, expected=52.000000
predicted=69.261729, expected=80.000000
predicted=59.388627, expected=76.000000
predicted=62.813218, expected=72.000000
predicted=69.402418, expected=124.000000
predicted=77.889391, expected=136.000000
predicted=92.066643, expected=112.000000
predicted=100.153976, expected=104.000000
predicted=102.017314, expected=72.000000
predicted=99.481693, expected=4.000000
predicted=87.213881, expected=72.000000
predicted=84.449510, expected=28.000000
predicted=65.992836, expected=20.000000
predicted=50.519785, expected=68.000000
predicted=46.296198, expected=144.000000
predicted=60.641494, expected=48.000000
predicted=63.696663, expected=64.000000
predicted=58.979582, expected=56.000000
predicted=63.015901, expected=88.000000
predicted=78.872120, expected=120.000000
predicted=92.264049, expected=88.000000
predicted=77.142891, expected=36.000000
predicted=71.318151, expected=36.000000
predicted=66.515710, expected=52.000000
predicted=69.826876, expected=68.000000
predicted=70.054674, expected=76.000000
predicted=62.154544, expected=80.000000
predicted=58.420093, expected=136.000000
predicted=77.161901, expected=128.000000
predicted=91.607402, expected=92.000000
predicted=94.911589, expected=76.000000
predicted=94.479880, expected=80.000000
predicted=96.278701, expected=40.000000
predicted=90.733734, expected=72.000000
predicted=82.651156, expected=60.000000
predicted=70.669412, expected=84.000000
predicted=70.364787, expected=104.000000
predicted=76.012875, expected=84.000000
predicted=73.428904, expected=44.000000
predicted=71.848194, expected=48.000000
predicted=67.742834, expected=152.000000
predicted=91.035301, expected=112.000000
predicted=94.565543, expected=124.000000
predicted=95.390716, expected=32.000000
predicted=78.599430, expected=84.000000
predicted=88.471846, expected=156.000000
predicted=116.188333, expected=128.000000
predicted=109.646799, expected=132.000000
predicted=111.041718, expected=120.000000
predicted=105.232309, expected=104.000000
predicted=117.880033, expected=56.000000
predicted=113.469974, expected=88.000000
predicted=104.255831, expected=88.000000
predicted=99.580893, expected=100.000000
predicted=95.077046, expected=100.000000
predicted=90.804357, expected=156.000000
predicted=100.345358, expected=108.000000
predicted=106.522868, expected=112.000000
predicted=109.184253, expected=64.000000
predicted=102.815804, expected=108.000000
predicted=107.540216, expected=128.000000
predicted=116.679288, expected=60.000000
predicted=95.205944, expected=84.000000
predicted=91.878344, expected=104.000000
predicted=91.112329, expected=128.000000
predicted=105.165924, expected=84.000000
predicted=98.605638, expected=60.000000
predicted=82.696134, expected=104.000000
predicted=93.894553, expected=140.000000
predicted=107.131300, expected=144.000000
predicted=114.147664, expected=128.000000
predicted=109.822158, expected=124.000000
predicted=114.079875, expected=104.000000
predicted=121.613298, expected=128.000000
predicted=128.710017, expected=108.000000
predicted=123.117188, expected=172.000000
predicted=130.855353, expected=136.000000
predicted=129.729734, expected=124.000000
predicted=126.979154, expected=144.000000
predicted=135.184538, expected=72.000000
predicted=121.787881, expected=100.000000
predicted=124.605252, expected=252.000000
predicted=146.909865, expected=256.000000
predicted=166.373484, expected=192.000000
predicted=169.615319, expected=384.000000
predicted=214.935414, expected=280.000000
predicted=242.678279, expected=312.000000
predicted=281.144592, expected=492.000000
predicted=330.273302, expected=352.000000
predicted=334.334457, expected=116.000000
predicted=309.049933, expected=208.000000
predicted=282.141320, expected=156.000000
predicted=264.793109, expected=316.000000
predicted=290.847173, expected=564.000000
predicted=317.641985, expected=656.000000
predicted=363.422658, expected=172.000000
predicted=315.512638, expected=120.000000
predicted=284.634062, expected=88.000000
predicted=293.853192, expected=112.000000
predicted=299.057668, expected=108.000000
predicted=237.731953, expected=84.000000
predicted=114.893886, expected=160.000000
predicted=118.707699, expected=92.000000
predicted=105.220616, expected=96.000000
predicted=106.757673, expected=72.000000
predicted=97.425642, expected=72.000000
predicted=91.730723, expected=60.000000
predicted=92.775823, expected=96.000000
predicted=84.110257, expected=120.000000
predicted=92.203550, expected=100.000000
predicted=88.348601, expected=104.000000
predicted=91.752470, expected=76.000000
predicted=87.582540, expected=92.000000
predicted=96.642803, expected=60.000000
predicted=89.908615, expected=56.000000
predicted=78.958823, expected=44.000000
predicted=70.152601, expected=104.000000
predicted=76.622400, expected=76.000000
predicted=75.361618, expected=60.000000
predicted=65.269347, expected=84.000000
predicted=70.390247, expected=84.000000
predicted=74.565986, expected=104.000000
predicted=89.776392, expected=132.000000
predicted=95.084730, expected=132.000000
predicted=101.668264, expected=88.000000
predicted=100.478926, expected=80.000000
predicted=97.543634, expected=72.000000
predicted=96.931148, expected=80.000000
predicted=97.742192, expected=76.000000
predicted=90.017848, expected=112.000000
predicted=88.822207, expected=112.000000
predicted=91.995669, expected=52.000000
predicted=79.023758, expected=60.000000
predicted=77.305514, expected=64.000000
predicted=76.511013, expected=128.000000
predicted=96.046774, expected=128.000000
predicted=99.029024, expected=104.000000
predicted=89.056282, expected=124.000000
predicted=100.409996, expected=88.000000
predicted=100.436891, expected=76.000000
predicted=104.798661, expected=40.000000
predicted=87.956709, expected=88.000000
predicted=87.570803, expected=56.000000
predicted=79.896359, expected=56.000000
predicted=67.364352, expected=120.000000
predicted=78.970304, expected=68.000000
predicted=69.959438, expected=64.000000
predicted=74.306277, expected=48.000000
predicted=63.768769, expected=96.000000
predicted=76.582124, expected=44.000000
predicted=73.888588, expected=96.000000
predicted=72.373308, expected=96.000000
predicted=76.644864, expected=108.000000
predicted=83.240268, expected=44.000000
predicted=76.821602, expected=44.000000
predicted=64.539248, expected=88.000000
predicted=81.190132, expected=68.000000
predicted=76.752268, expected=88.000000
predicted=78.178446, expected=108.000000
predicted=75.848106, expected=100.000000
predicted=82.785566, expected=72.000000
predicted=85.224042, expected=92.000000
predicted=86.203468, expected=56.000000
predicted=82.196114, expected=88.000000
predicted=87.642359, expected=80.000000
predicted=82.914625, expected=104.000000
predicted=84.644909, expected=80.000000
predicted=83.899697, expected=36.000000
predicted=67.001958, expected=48.000000
predicted=69.099383, expected=148.000000
predicted=91.571492, expected=92.000000
predicted=89.811987, expected=104.000000
predicted=86.754782, expected=108.000000
predicted=86.885721, expected=68.000000
predicted=87.732978, expected=72.000000
predicted=98.120970, expected=88.000000
predicted=88.549421, expected=80.000000
predicted=87.778841, expected=124.000000
predicted=96.249059, expected=108.000000
predicted=91.598305, expected=72.000000
predicted=86.744356, expected=36.000000
predicted=76.970312, expected=120.000000
predicted=92.380878, expected=84.000000
predicted=94.154221, expected=48.000000
predicted=76.522182, expected=52.000000
predicted=65.052201, expected=144.000000
predicted=85.819041, expected=196.000000
predicted=123.093787, expected=68.000000
predicted=95.087134, expected=88.000000
predicted=91.126425, expected=88.000000
predicted=98.313225, expected=80.000000
predicted=110.003146, expected=76.000000
predicted=103.617837, expected=116.000000
predicted=88.664493, expected=124.000000
predicted=99.659393, expected=44.000000
predicted=82.400684, expected=112.000000
predicted=92.188063, expected=112.000000
predicted=98.356917, expected=56.000000
predicted=91.501823, expected=100.000000
predicted=93.817752, expected=96.000000
predicted=84.939363, expected=60.000000
predicted=87.693950, expected=76.000000
predicted=83.711803, expected=76.000000
predicted=75.442401, expected=88.000000
predicted=85.155607, expected=48.000000
predicted=72.301739, expected=48.000000
predicted=62.307888, expected=140.000000
predicted=87.157134, expected=92.000000
predicted=84.908871, expected=84.000000
predicted=83.755955, expected=64.000000
predicted=73.695886, expected=48.000000
predicted=72.229566, expected=60.000000
predicted=82.633030, expected=96.000000
predicted=78.723703, expected=124.000000
predicted=86.884644, expected=112.000000
predicted=87.167828, expected=72.000000
predicted=80.323882, expected=108.000000
predicted=93.321430, expected=168.000000
predicted=120.144360, expected=108.000000
predicted=116.768681, expected=128.000000
predicted=116.716750, expected=276.000000
predicted=156.051668, expected=84.000000
predicted=137.236189, expected=104.000000
predicted=139.040494, expected=52.000000
predicted=111.790664, expected=64.000000
predicted=111.418290, expected=68.000000
predicted=115.732965, expected=112.000000
predicted=85.783633, expected=80.000000
predicted=82.857023, expected=52.000000
predicted=66.854075, expected=64.000000
predicted=70.215327, expected=72.000000
predicted=73.821875, expected=124.000000
predicted=92.340129, expected=4.000000
predicted=59.471265, expected=120.000000
predicted=75.709550, expected=96.000000
predicted=81.847224, expected=76.000000
predicted=81.563455, expected=68.000000
predicted=81.884645, expected=108.000000
predicted=76.471082, expected=96.000000
predicted=97.207927, expected=64.000000
predicted=82.933510, expected=72.000000
predicted=78.228283, expected=80.000000
predicted=79.971445, expected=20.000000
predicted=69.005525, expected=56.000000
predicted=64.825785, expected=44.000000
predicted=54.968413, expected=88.000000
predicted=65.165126, expected=76.000000
predicted=64.977167, expected=52.000000
predicted=52.776372, expected=68.000000
predicted=63.161480, expected=144.000000
predicted=85.155331, expected=148.000000
predicted=104.476132, expected=4.000000
predicted=71.412613, expected=88.000000
predicted=79.160630, expected=80.000000
predicted=86.006324, expected=92.000000
predicted=97.814029, expected=64.000000
predicted=82.586812, expected=100.000000
predicted=69.592786, expected=148.000000
predicted=102.551702, expected=112.000000
predicted=100.980862, expected=84.000000
predicted=96.919376, expected=52.000000
predicted=84.324507, expected=88.000000
predicted=95.567206, expected=44.000000
Test MSE: 2910.022
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555])]
predicted=12.642397, expected=8.000000
predicted=9.485843, expected=40.000000
predicted=19.863769, expected=8.000000
predicted=14.721174, expected=4.000000
predicted=11.031698, expected=12.000000
predicted=16.786809, expected=12.000000
predicted=13.361740, expected=12.000000
predicted=14.738350, expected=8.000000
predicted=8.983527, expected=4.000000
predicted=7.522184, expected=8.000000
predicted=9.282878, expected=24.000000
predicted=13.986756, expected=12.000000
predicted=11.189354, expected=12.000000
predicted=10.784150, expected=4.000000
predicted=9.522804, expected=16.000000
predicted=13.151582, expected=8.000000
predicted=12.337658, expected=36.000000
predicted=18.394440, expected=4.000000
predicted=11.581787, expected=24.000000
predicted=15.662641, expected=4.000000
predicted=14.327297, expected=32.000000
predicted=19.531471, expected=24.000000
predicted=22.667908, expected=64.000000
predicted=30.991698, expected=20.000000
predicted=26.762058, expected=12.000000
predicted=20.815107, expected=4.000000
predicted=23.910633, expected=4.000000
predicted=18.092002, expected=8.000000
predicted=18.727248, expected=20.000000
predicted=13.366839, expected=4.000000
predicted=7.666389, expected=12.000000
predicted=8.648442, expected=4.000000
predicted=8.153294, expected=12.000000
predicted=9.865111, expected=12.000000
predicted=11.644714, expected=4.000000
predicted=6.619669, expected=12.000000
predicted=9.974299, expected=8.000000
predicted=8.585668, expected=8.000000
predicted=8.779598, expected=12.000000
predicted=10.127072, expected=8.000000
predicted=8.259319, expected=12.000000
predicted=10.285769, expected=16.000000
predicted=11.752270, expected=4.000000
predicted=8.493561, expected=32.000000
predicted=17.342834, expected=12.000000
predicted=13.812497, expected=8.000000
predicted=11.570469, expected=24.000000
predicted=18.455233, expected=8.000000
predicted=12.928322, expected=20.000000
predicted=17.843716, expected=36.000000
predicted=21.961224, expected=28.000000
predicted=21.078277, expected=36.000000
predicted=26.896206, expected=88.000000
predicted=45.755930, expected=56.000000
predicted=45.272941, expected=32.000000
predicted=41.150838, expected=16.000000
predicted=38.142336, expected=24.000000
predicted=38.814700, expected=40.000000
predicted=44.742939, expected=12.000000
predicted=26.995005, expected=68.000000
predicted=38.824142, expected=36.000000
predicted=33.859585, expected=20.000000
predicted=28.220986, expected=12.000000
predicted=29.250075, expected=32.000000
predicted=29.985414, expected=4.000000
predicted=25.700824, expected=4.000000
predicted=15.136727, expected=100.000000
predicted=43.778576, expected=40.000000
predicted=32.260385, expected=8.000000
predicted=24.057357, expected=24.000000
predicted=30.532598, expected=80.000000
predicted=48.453721, expected=20.000000
predicted=41.576916, expected=32.000000
predicted=33.153667, expected=40.000000
predicted=36.943499, expected=88.000000
predicted=52.452146, expected=12.000000
predicted=40.258911, expected=28.000000
predicted=33.688770, expected=20.000000
predicted=37.259656, expected=16.000000
predicted=28.138723, expected=72.000000
predicted=48.895326, expected=28.000000
predicted=27.649870, expected=64.000000
predicted=40.891655, expected=112.000000
predicted=64.737955, expected=8.000000
predicted=38.469134, expected=40.000000
predicted=53.086844, expected=28.000000
predicted=45.872549, expected=4.000000
predicted=34.351515, expected=12.000000
predicted=34.492935, expected=12.000000
predicted=16.112253, expected=4.000000
predicted=14.560535, expected=12.000000
predicted=12.805465, expected=8.000000
predicted=8.397987, expected=4.000000
predicted=7.586752, expected=36.000000
predicted=17.314898, expected=32.000000
predicted=18.363108, expected=4.000000
predicted=12.896754, expected=32.000000
predicted=22.172571, expected=28.000000
predicted=23.128771, expected=76.000000
predicted=41.662381, expected=12.000000
predicted=27.615569, expected=4.000000
predicted=20.531788, expected=8.000000
predicted=25.668031, expected=8.000000
predicted=19.186663, expected=16.000000
predicted=21.559892, expected=8.000000
predicted=9.136409, expected=36.000000
predicted=17.188751, expected=88.000000
predicted=38.710270, expected=112.000000
predicted=56.892935, expected=96.000000
predicted=66.059829, expected=24.000000
predicted=51.532281, expected=24.000000
predicted=54.954462, expected=16.000000
predicted=52.843944, expected=16.000000
predicted=42.205244, expected=4.000000
predicted=26.404101, expected=52.000000
predicted=29.272224, expected=40.000000
predicted=29.038912, expected=4.000000
predicted=16.698168, expected=8.000000
predicted=18.698574, expected=20.000000
predicted=20.567353, expected=24.000000
predicted=24.820799, expected=28.000000
predicted=23.076952, expected=20.000000
predicted=17.602502, expected=12.000000
predicted=16.699783, expected=24.000000
predicted=22.095889, expected=4.000000
predicted=15.444853, expected=8.000000
predicted=14.252739, expected=32.000000
predicted=20.874740, expected=16.000000
predicted=15.362378, expected=8.000000
predicted=13.722402, expected=4.000000
predicted=10.519513, expected=16.000000
predicted=13.971555, expected=16.000000
predicted=16.040240, expected=20.000000
predicted=14.699983, expected=16.000000
predicted=13.959944, expected=24.000000
predicted=17.287475, expected=4.000000
predicted=13.358255, expected=20.000000
predicted=17.180563, expected=8.000000
predicted=14.291290, expected=24.000000
predicted=17.149456, expected=28.000000
predicted=21.077571, expected=20.000000
predicted=16.907560, expected=44.000000
predicted=28.732481, expected=28.000000
predicted=25.507253, expected=16.000000
predicted=23.611342, expected=4.000000
predicted=19.778807, expected=8.000000
predicted=17.041985, expected=20.000000
predicted=20.912599, expected=8.000000
predicted=12.858670, expected=20.000000
predicted=14.364540, expected=4.000000
predicted=9.260672, expected=20.000000
predicted=14.186542, expected=8.000000
predicted=12.852555, expected=4.000000
predicted=8.409520, expected=8.000000
predicted=10.871052, expected=8.000000
predicted=8.105966, expected=16.000000
predicted=12.089264, expected=48.000000
predicted=22.686607, expected=12.000000
predicted=14.532440, expected=8.000000
predicted=13.947674, expected=16.000000
predicted=18.270602, expected=8.000000
predicted=14.960026, expected=16.000000
predicted=18.557260, expected=20.000000
predicted=15.072049, expected=28.000000
predicted=18.168550, expected=80.000000
predicted=39.793581, expected=12.000000
predicted=23.180010, expected=12.000000
predicted=23.226977, expected=44.000000
predicted=36.650228, expected=16.000000
predicted=27.018312, expected=32.000000
predicted=34.112175, expected=4.000000
predicted=16.994345, expected=20.000000
predicted=20.023480, expected=112.000000
predicted=55.429726, expected=8.000000
predicted=25.744988, expected=24.000000
predicted=30.745503, expected=8.000000
predicted=26.474353, expected=8.000000
predicted=24.172410, expected=4.000000
predicted=25.210612, expected=44.000000
predicted=21.560465, expected=12.000000
predicted=15.985249, expected=16.000000
predicted=14.695302, expected=12.000000
predicted=15.681144, expected=8.000000
predicted=13.410455, expected=24.000000
predicted=21.281535, expected=4.000000
predicted=10.774767, expected=8.000000
predicted=11.012267, expected=4.000000
predicted=9.141443, expected=8.000000
predicted=8.698056, expected=8.000000
predicted=9.588763, expected=32.000000
predicted=14.890207, expected=24.000000
predicted=15.993373, expected=24.000000
predicted=17.529374, expected=12.000000
predicted=16.712102, expected=4.000000
predicted=14.021537, expected=32.000000
predicted=24.121691, expected=56.000000
predicted=31.918216, expected=48.000000
predicted=32.816025, expected=16.000000
predicted=24.773229, expected=16.000000
predicted=25.410752, expected=12.000000
predicted=26.580623, expected=16.000000
predicted=25.672050, expected=16.000000
predicted=20.703135, expected=16.000000
predicted=15.395880, expected=24.000000
predicted=18.272479, expected=4.000000
predicted=12.220496, expected=16.000000
predicted=15.374993, expected=16.000000
predicted=15.826921, expected=4.000000
predicted=11.029719, expected=12.000000
predicted=13.010859, expected=4.000000
predicted=8.097944, expected=24.000000
predicted=15.013196, expected=4.000000
predicted=9.560099, expected=8.000000
predicted=8.470168, expected=24.000000
predicted=15.515589, expected=8.000000
predicted=10.605557, expected=4.000000
predicted=10.482588, expected=16.000000
predicted=11.901244, expected=4.000000
predicted=9.002255, expected=24.000000
predicted=15.803971, expected=12.000000
predicted=11.590190, expected=8.000000
predicted=9.968684, expected=16.000000
predicted=14.291724, expected=16.000000
predicted=13.515448, expected=8.000000
predicted=12.896531, expected=8.000000
predicted=10.669737, expected=8.000000
predicted=10.064112, expected=20.000000
predicted=14.276813, expected=20.000000
predicted=14.845808, expected=56.000000
predicted=27.250174, expected=12.000000
predicted=18.486498, expected=40.000000
predicted=27.862027, expected=24.000000
predicted=28.325264, expected=20.000000
predicted=25.784443, expected=20.000000
predicted=28.229138, expected=16.000000
predicted=20.284290, expected=20.000000
predicted=23.150693, expected=4.000000
predicted=14.739955, expected=16.000000
predicted=15.987445, expected=80.000000
predicted=37.674152, expected=20.000000
predicted=24.239139, expected=28.000000
predicted=27.039596, expected=32.000000
predicted=30.771406, expected=4.000000
predicted=23.561193, expected=4.000000
predicted=24.803648, expected=8.000000
predicted=14.661541, expected=24.000000
predicted=18.389513, expected=64.000000
predicted=31.922091, expected=8.000000
predicted=15.819533, expected=4.000000
predicted=14.644244, expected=32.000000
predicted=25.464707, expected=12.000000
predicted=21.184532, expected=8.000000
predicted=19.750636, expected=16.000000
predicted=14.057205, expected=8.000000
predicted=11.747662, expected=28.000000
predicted=19.993947, expected=4.000000
predicted=10.907063, expected=8.000000
predicted=10.769481, expected=16.000000
predicted=14.290180, expected=12.000000
predicted=12.168702, expected=20.000000
predicted=16.166230, expected=12.000000
predicted=11.789427, expected=16.000000
predicted=14.114191, expected=20.000000
predicted=16.944876, expected=84.000000
predicted=38.792539, expected=68.000000
predicted=42.947546, expected=120.000000
predicted=66.624181, expected=48.000000
predicted=56.696196, expected=72.000000
predicted=66.913278, expected=24.000000
predicted=61.535817, expected=176.000000
predicted=100.405161, expected=244.000000
predicted=147.000031, expected=124.000000
predicted=110.315728, expected=40.000000
predicted=91.795684, expected=96.000000
predicted=115.855517, expected=44.000000
predicted=108.597410, expected=44.000000
predicted=92.753290, expected=92.000000
predicted=83.147965, expected=68.000000
predicted=62.746127, expected=88.000000
predicted=77.011583, expected=36.000000
predicted=55.226660, expected=92.000000
predicted=73.913541, expected=12.000000
predicted=54.695238, expected=112.000000
predicted=76.328626, expected=120.000000
predicted=90.278839, expected=64.000000
predicted=65.968561, expected=112.000000
predicted=92.700817, expected=56.000000
predicted=71.577134, expected=84.000000
predicted=90.000756, expected=80.000000
predicted=87.427797, expected=52.000000
predicted=68.813672, expected=72.000000
predicted=76.765253, expected=172.000000
predicted=105.090393, expected=44.000000
predicted=75.116875, expected=40.000000
predicted=68.196872, expected=40.000000
predicted=64.697042, expected=32.000000
predicted=59.178033, expected=40.000000
predicted=63.166332, expected=84.000000
predicted=55.315584, expected=32.000000
predicted=41.414533, expected=68.000000
predicted=52.681017, expected=12.000000
predicted=37.371062, expected=4.000000
predicted=31.191019, expected=28.000000
predicted=39.414734, expected=8.000000
predicted=21.800809, expected=56.000000
predicted=37.595694, expected=36.000000
predicted=26.352628, expected=16.000000
predicted=20.982710, expected=24.000000
predicted=27.148150, expected=4.000000
predicted=18.688231, expected=36.000000
predicted=31.935015, expected=40.000000
predicted=30.077632, expected=36.000000
predicted=27.483590, expected=16.000000
predicted=23.481779, expected=44.000000
predicted=31.033682, expected=28.000000
predicted=32.629153, expected=12.000000
predicted=25.866992, expected=8.000000
predicted=21.152219, expected=24.000000
predicted=22.219697, expected=4.000000
predicted=17.986019, expected=8.000000
predicted=13.290423, expected=72.000000
predicted=32.366539, expected=24.000000
predicted=22.703181, expected=8.000000
predicted=19.399937, expected=4.000000
predicted=15.633245, expected=12.000000
predicted=18.514688, expected=32.000000
predicted=29.940713, expected=12.000000
Test MSE: 704.162
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132])]
predicted=41.326842, expected=44.000000
predicted=31.533566, expected=28.000000
predicted=30.174975, expected=36.000000
predicted=33.265075, expected=16.000000
predicted=24.759087, expected=44.000000
predicted=42.910728, expected=4.000000
predicted=17.891115, expected=4.000000
predicted=17.856649, expected=24.000000
predicted=23.841659, expected=8.000000
predicted=12.718353, expected=16.000000
predicted=18.437868, expected=8.000000
predicted=8.569354, expected=36.000000
predicted=24.230153, expected=20.000000
predicted=17.335823, expected=4.000000
predicted=10.897865, expected=8.000000
predicted=13.451466, expected=20.000000
predicted=17.906330, expected=28.000000
predicted=23.084688, expected=12.000000
predicted=13.055090, expected=20.000000
predicted=17.256723, expected=4.000000
predicted=10.097288, expected=8.000000
predicted=14.085269, expected=56.000000
predicted=35.662533, expected=12.000000
predicted=12.160981, expected=16.000000
predicted=19.729911, expected=52.000000
predicted=34.361102, expected=20.000000
predicted=21.713122, expected=56.000000
predicted=45.907239, expected=48.000000
predicted=35.652831, expected=20.000000
predicted=28.702855, expected=44.000000
predicted=43.665407, expected=4.000000
predicted=19.615905, expected=8.000000
predicted=25.871077, expected=24.000000
predicted=25.849539, expected=20.000000
predicted=19.925079, expected=12.000000
predicted=16.945353, expected=8.000000
predicted=10.614765, expected=16.000000
predicted=15.583845, expected=8.000000
predicted=12.231827, expected=36.000000
predicted=25.045185, expected=8.000000
predicted=9.674941, expected=4.000000
predicted=10.884825, expected=8.000000
predicted=11.682554, expected=12.000000
predicted=12.891286, expected=12.000000
predicted=13.609120, expected=4.000000
predicted=6.119001, expected=52.000000
predicted=29.869264, expected=8.000000
predicted=8.924862, expected=20.000000
predicted=20.613610, expected=12.000000
predicted=14.323149, expected=40.000000
predicted=30.231984, expected=36.000000
predicted=30.121804, expected=44.000000
predicted=32.263799, expected=60.000000
predicted=43.071341, expected=48.000000
predicted=40.500217, expected=68.000000
predicted=56.556948, expected=32.000000
predicted=39.546568, expected=16.000000
predicted=35.858613, expected=84.000000
predicted=66.604260, expected=32.000000
predicted=37.499650, expected=20.000000
predicted=37.071197, expected=44.000000
predicted=40.547413, expected=16.000000
predicted=27.089398, expected=40.000000
predicted=43.631815, expected=44.000000
predicted=35.351328, expected=20.000000
predicted=25.919887, expected=8.000000
predicted=22.247469, expected=28.000000
predicted=27.905181, expected=16.000000
predicted=22.390321, expected=20.000000
predicted=23.387199, expected=8.000000
predicted=12.812582, expected=16.000000
predicted=16.837717, expected=12.000000
predicted=14.993665, expected=12.000000
predicted=13.770217, expected=48.000000
predicted=30.517432, expected=16.000000
predicted=14.457434, expected=20.000000
predicted=21.579905, expected=32.000000
predicted=25.689940, expected=44.000000
predicted=33.965413, expected=24.000000
predicted=27.485997, expected=68.000000
predicted=47.332565, expected=44.000000
predicted=36.760503, expected=24.000000
predicted=34.224799, expected=24.000000
predicted=33.726333, expected=36.000000
predicted=37.245516, expected=16.000000
predicted=29.136934, expected=32.000000
predicted=32.342017, expected=16.000000
predicted=20.254734, expected=24.000000
predicted=25.790478, expected=36.000000
predicted=30.182751, expected=44.000000
predicted=33.077478, expected=60.000000
predicted=43.702896, expected=20.000000
predicted=25.456844, expected=76.000000
predicted=57.578478, expected=4.000000
predicted=22.458813, expected=40.000000
predicted=45.491425, expected=12.000000
predicted=25.495259, expected=20.000000
predicted=28.033906, expected=24.000000
predicted=28.768754, expected=16.000000
predicted=17.659240, expected=4.000000
predicted=14.621150, expected=4.000000
predicted=10.622865, expected=4.000000
predicted=9.872414, expected=16.000000
predicted=14.096228, expected=16.000000
predicted=11.741794, expected=20.000000
predicted=13.592804, expected=28.000000
predicted=18.674224, expected=32.000000
predicted=22.838566, expected=4.000000
predicted=12.613509, expected=44.000000
predicted=32.999573, expected=40.000000
predicted=30.165217, expected=44.000000
predicted=36.450760, expected=28.000000
predicted=29.161807, expected=32.000000
predicted=31.845629, expected=28.000000
predicted=33.432436, expected=4.000000
predicted=20.729463, expected=72.000000
predicted=51.249395, expected=80.000000
predicted=51.340772, expected=68.000000
predicted=52.853288, expected=20.000000
predicted=33.341963, expected=16.000000
predicted=34.469431, expected=52.000000
predicted=54.909603, expected=48.000000
predicted=48.292452, expected=36.000000
predicted=39.131043, expected=72.000000
predicted=51.765155, expected=80.000000
predicted=58.375223, expected=56.000000
predicted=55.367786, expected=48.000000
predicted=53.433350, expected=8.000000
predicted=34.196220, expected=76.000000
predicted=68.896013, expected=52.000000
predicted=50.863801, expected=68.000000
predicted=58.851145, expected=56.000000
predicted=50.648330, expected=44.000000
predicted=47.261874, expected=12.000000
predicted=38.248136, expected=4.000000
predicted=29.347347, expected=28.000000
predicted=36.105437, expected=104.000000
predicted=66.024227, expected=64.000000
predicted=45.092042, expected=132.000000
predicted=83.696355, expected=28.000000
predicted=39.519193, expected=28.000000
predicted=54.182871, expected=24.000000
predicted=52.060704, expected=52.000000
predicted=57.622746, expected=24.000000
predicted=42.020828, expected=24.000000
predicted=28.593120, expected=20.000000
predicted=25.482581, expected=36.000000
predicted=33.038033, expected=32.000000
predicted=31.905312, expected=8.000000
predicted=17.711825, expected=24.000000
predicted=25.233795, expected=24.000000
predicted=23.696578, expected=48.000000
predicted=36.675598, expected=24.000000
predicted=24.025475, expected=48.000000
predicted=36.099330, expected=28.000000
predicted=29.117172, expected=4.000000
predicted=20.474416, expected=12.000000
predicted=24.110845, expected=36.000000
predicted=30.217619, expected=32.000000
predicted=28.808377, expected=24.000000
predicted=22.743456, expected=24.000000
predicted=21.792452, expected=24.000000
predicted=24.493221, expected=48.000000
predicted=38.260712, expected=28.000000
predicted=27.884319, expected=40.000000
predicted=34.771766, expected=24.000000
predicted=27.439899, expected=24.000000
predicted=29.311212, expected=72.000000
predicted=52.601977, expected=24.000000
predicted=28.121319, expected=4.000000
predicted=22.841885, expected=28.000000
predicted=30.098457, expected=36.000000
predicted=33.243935, expected=20.000000
predicted=28.107075, expected=24.000000
predicted=23.378852, expected=24.000000
predicted=22.252878, expected=16.000000
predicted=21.862040, expected=12.000000
predicted=19.348882, expected=60.000000
predicted=39.238210, expected=24.000000
predicted=22.830181, expected=40.000000
predicted=33.981648, expected=16.000000
predicted=21.708051, expected=4.000000
predicted=18.838012, expected=28.000000
predicted=31.257271, expected=16.000000
predicted=19.008032, expected=48.000000
predicted=35.091932, expected=20.000000
predicted=18.665367, expected=28.000000
predicted=25.512230, expected=36.000000
predicted=31.362652, expected=44.000000
predicted=35.792106, expected=48.000000
predicted=41.038375, expected=44.000000
predicted=37.910243, expected=32.000000
predicted=35.530431, expected=36.000000
predicted=39.109005, expected=36.000000
predicted=39.023272, expected=48.000000
predicted=44.130814, expected=12.000000
predicted=25.739967, expected=48.000000
predicted=41.858211, expected=12.000000
predicted=23.338811, expected=80.000000
predicted=56.481231, expected=60.000000
predicted=46.135192, expected=56.000000
predicted=47.188891, expected=48.000000
predicted=48.703450, expected=24.000000
predicted=37.548461, expected=64.000000
predicted=61.788794, expected=16.000000
predicted=33.451534, expected=12.000000
predicted=30.600656, expected=4.000000
predicted=20.685078, expected=12.000000
predicted=20.314356, expected=40.000000
predicted=32.307050, expected=48.000000
predicted=29.859159, expected=48.000000
predicted=32.781691, expected=60.000000
predicted=42.107149, expected=20.000000
predicted=29.050002, expected=28.000000
predicted=37.849548, expected=60.000000
predicted=50.825837, expected=16.000000
predicted=29.713594, expected=20.000000
predicted=31.379743, expected=56.000000
predicted=41.496967, expected=36.000000
predicted=34.680444, expected=16.000000
predicted=28.531898, expected=28.000000
predicted=28.611271, expected=16.000000
predicted=23.977700, expected=56.000000
predicted=44.733738, expected=28.000000
predicted=27.277027, expected=32.000000
predicted=30.428501, expected=64.000000
predicted=46.435865, expected=52.000000
predicted=42.971077, expected=24.000000
predicted=35.990631, expected=24.000000
predicted=33.041909, expected=24.000000
predicted=32.961898, expected=36.000000
predicted=39.036415, expected=24.000000
predicted=28.547119, expected=44.000000
predicted=34.959790, expected=4.000000
predicted=16.530616, expected=28.000000
predicted=29.121525, expected=8.000000
predicted=17.933552, expected=16.000000
predicted=20.631142, expected=44.000000
predicted=31.992166, expected=40.000000
predicted=27.334923, expected=32.000000
predicted=28.661469, expected=48.000000
predicted=36.261621, expected=12.000000
predicted=23.180097, expected=8.000000
predicted=24.710615, expected=12.000000
predicted=21.989304, expected=32.000000
predicted=28.359726, expected=32.000000
predicted=27.082016, expected=12.000000
predicted=14.711296, expected=20.000000
predicted=19.615450, expected=28.000000
predicted=24.315524, expected=32.000000
predicted=28.443329, expected=24.000000
predicted=24.098374, expected=56.000000
predicted=38.237149, expected=72.000000
predicted=48.609335, expected=60.000000
predicted=48.373644, expected=16.000000
predicted=31.835929, expected=32.000000
predicted=40.690698, expected=36.000000
predicted=43.250986, expected=8.000000
predicted=28.590784, expected=64.000000
predicted=48.876859, expected=28.000000
predicted=26.467007, expected=20.000000
predicted=28.358203, expected=20.000000
predicted=26.178832, expected=32.000000
predicted=30.173096, expected=44.000000
predicted=39.234115, expected=8.000000
predicted=17.929210, expected=24.000000
predicted=25.593270, expected=88.000000
predicted=54.574842, expected=52.000000
predicted=41.669083, expected=32.000000
predicted=37.759491, expected=24.000000
predicted=31.830619, expected=28.000000
predicted=37.719902, expected=8.000000
predicted=30.272533, expected=16.000000
predicted=25.243067, expected=20.000000
predicted=21.405879, expected=40.000000
predicted=29.338244, expected=32.000000
predicted=25.695315, expected=8.000000
predicted=15.041757, expected=16.000000
predicted=20.592142, expected=20.000000
predicted=22.047614, expected=8.000000
predicted=17.069520, expected=12.000000
predicted=15.666302, expected=32.000000
predicted=21.635653, expected=44.000000
predicted=29.007062, expected=44.000000
predicted=31.445492, expected=28.000000
predicted=26.112566, expected=48.000000
predicted=39.243783, expected=60.000000
predicted=48.041739, expected=40.000000
predicted=41.680099, expected=52.000000
predicted=48.140892, expected=24.000000
predicted=34.186967, expected=28.000000
predicted=38.964292, expected=20.000000
predicted=32.271802, expected=36.000000
predicted=35.839626, expected=16.000000
predicted=24.659963, expected=36.000000
predicted=30.984213, expected=60.000000
predicted=41.760511, expected=12.000000
predicted=21.306739, expected=72.000000
predicted=52.604915, expected=24.000000
predicted=28.323920, expected=28.000000
predicted=36.962762, expected=36.000000
predicted=38.258673, expected=84.000000
predicted=57.312090, expected=28.000000
predicted=37.279076, expected=28.000000
predicted=35.198243, expected=24.000000
predicted=32.827325, expected=32.000000
predicted=37.757656, expected=48.000000
predicted=45.312354, expected=32.000000
predicted=30.798362, expected=40.000000
predicted=36.201798, expected=36.000000
predicted=34.690282, expected=8.000000
predicted=23.920673, expected=12.000000
predicted=25.368214, expected=48.000000
predicted=37.166477, expected=8.000000
predicted=18.215205, expected=52.000000
predicted=38.021081, expected=36.000000
predicted=27.375813, expected=20.000000
predicted=25.694430, expected=36.000000
predicted=35.319281, expected=12.000000
predicted=20.735827, expected=48.000000
predicted=41.404993, expected=40.000000
predicted=33.447988, expected=36.000000
predicted=32.984488, expected=28.000000
predicted=31.021769, expected=12.000000
predicted=22.920486, expected=20.000000
predicted=28.858263, expected=24.000000
predicted=26.610430, expected=60.000000
predicted=41.392044, expected=20.000000
predicted=22.356851, expected=32.000000
predicted=29.761277, expected=36.000000
predicted=32.454777, expected=220.000000
predicted=120.884479, expected=224.000000
predicted=134.109741, expected=264.000000
predicted=174.445174, expected=108.000000
predicted=119.845474, expected=84.000000
predicted=127.627124, expected=8.000000
predicted=104.564317, expected=4.000000
predicted=84.009255, expected=12.000000
predicted=65.749570, expected=40.000000
predicted=46.616339, expected=4.000000
predicted=18.797122, expected=20.000000
predicted=16.913680, expected=28.000000
predicted=21.261292, expected=20.000000
predicted=19.837725, expected=40.000000
predicted=32.181381, expected=40.000000
predicted=29.707405, expected=28.000000
predicted=27.962999, expected=4.000000
predicted=17.341461, expected=28.000000
predicted=27.892648, expected=8.000000
predicted=18.541480, expected=16.000000
predicted=20.308304, expected=12.000000
predicted=14.851173, expected=36.000000
predicted=24.626017, expected=20.000000
predicted=19.710056, expected=20.000000
predicted=18.647744, expected=44.000000
predicted=32.289281, expected=36.000000
predicted=29.940373, expected=48.000000
predicted=39.763590, expected=32.000000
predicted=31.507337, expected=28.000000
predicted=31.431235, expected=16.000000
predicted=27.377354, expected=56.000000
predicted=45.109927, expected=48.000000
predicted=41.911050, expected=12.000000
predicted=23.222811, expected=76.000000
predicted=54.750682, expected=20.000000
predicted=28.235375, expected=28.000000
predicted=36.927778, expected=12.000000
predicted=24.986737, expected=20.000000
predicted=24.921654, expected=40.000000
predicted=38.177498, expected=8.000000
predicted=15.237420, expected=60.000000
predicted=41.674555, expected=36.000000
predicted=30.016739, expected=20.000000
predicted=25.871553, expected=24.000000
predicted=28.921970, expected=28.000000
predicted=28.247230, expected=20.000000
predicted=28.317804, expected=32.000000
predicted=29.505650, expected=24.000000
predicted=23.908503, expected=52.000000
predicted=38.928026, expected=28.000000
predicted=28.626630, expected=16.000000
predicted=23.240517, expected=12.000000
predicted=21.661687, expected=36.000000
predicted=31.862519, expected=4.000000
Test MSE: 671.529
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906])]
predicted=125.010803, expected=200.000000
predicted=167.517429, expected=64.000000
predicted=147.954444, expected=52.000000
predicted=119.153210, expected=76.000000
predicted=102.133159, expected=132.000000
predicted=112.386262, expected=140.000000
predicted=127.625255, expected=136.000000
predicted=103.161263, expected=164.000000
predicted=115.798235, expected=44.000000
predicted=105.640279, expected=68.000000
predicted=104.088846, expected=236.000000
predicted=140.528788, expected=176.000000
predicted=153.012554, expected=136.000000
predicted=142.617814, expected=48.000000
predicted=98.068177, expected=132.000000
predicted=120.756726, expected=40.000000
predicted=132.530102, expected=152.000000
predicted=121.889910, expected=284.000000
predicted=152.878285, expected=196.000000
predicted=149.405961, expected=84.000000
predicted=137.350040, expected=48.000000
predicted=103.697068, expected=76.000000
predicted=130.835355, expected=76.000000
predicted=141.981215, expected=84.000000
predicted=105.756177, expected=140.000000
predicted=91.983595, expected=156.000000
predicted=102.039597, expected=140.000000
predicted=114.058942, expected=128.000000
predicted=115.884729, expected=152.000000
predicted=129.041874, expected=80.000000
predicted=128.132709, expected=84.000000
predicted=118.901047, expected=156.000000
predicted=127.868377, expected=212.000000
predicted=149.356622, expected=220.000000
predicted=165.799691, expected=96.000000
predicted=129.450707, expected=132.000000
predicted=133.038448, expected=64.000000
predicted=136.072539, expected=92.000000
predicted=137.542545, expected=148.000000
predicted=140.071929, expected=220.000000
predicted=139.371632, expected=84.000000
predicted=124.733408, expected=68.000000
predicted=94.152414, expected=88.000000
predicted=105.421034, expected=68.000000
predicted=113.100251, expected=40.000000
predicted=102.964096, expected=160.000000
predicted=93.016787, expected=92.000000
predicted=90.567668, expected=188.000000
predicted=114.488274, expected=176.000000
predicted=125.094199, expected=28.000000
predicted=94.683353, expected=48.000000
predicted=102.978388, expected=28.000000
predicted=80.919997, expected=184.000000
predicted=131.395654, expected=164.000000
predicted=131.266505, expected=228.000000
predicted=120.789804, expected=56.000000
predicted=100.597705, expected=164.000000
predicted=116.437290, expected=100.000000
predicted=150.434244, expected=140.000000
predicted=145.022389, expected=92.000000
predicted=139.533568, expected=180.000000
predicted=118.761250, expected=116.000000
predicted=139.281494, expected=84.000000
predicted=109.442366, expected=176.000000
predicted=135.007863, expected=136.000000
predicted=131.608049, expected=104.000000
predicted=135.678285, expected=56.000000
predicted=101.603820, expected=248.000000
predicted=139.048764, expected=56.000000
predicted=138.076093, expected=88.000000
predicted=107.197264, expected=84.000000
predicted=100.853913, expected=128.000000
predicted=104.962818, expected=108.000000
predicted=138.575569, expected=136.000000
predicted=98.341298, expected=200.000000
predicted=130.694513, expected=152.000000
predicted=134.749147, expected=96.000000
predicted=128.861334, expected=156.000000
predicted=134.652537, expected=64.000000
predicted=127.603330, expected=88.000000
predicted=127.311710, expected=108.000000
predicted=115.778332, expected=168.000000
predicted=119.894829, expected=112.000000
predicted=125.727010, expected=128.000000
predicted=105.048779, expected=136.000000
predicted=120.177313, expected=52.000000
predicted=108.139101, expected=76.000000
predicted=110.460638, expected=160.000000
predicted=117.121304, expected=340.000000
predicted=178.519313, expected=64.000000
predicted=139.905625, expected=116.000000
predicted=108.527621, expected=160.000000
predicted=142.029993, expected=68.000000
predicted=144.424984, expected=72.000000
predicted=155.345955, expected=180.000000
predicted=110.995415, expected=68.000000
predicted=110.739642, expected=88.000000
predicted=109.199207, expected=140.000000
predicted=101.780371, expected=220.000000
predicted=133.630417, expected=144.000000
predicted=152.486437, expected=304.000000
predicted=165.285494, expected=304.000000
predicted=206.786133, expected=332.000000
predicted=244.481782, expected=224.000000
predicted=251.470944, expected=68.000000
predicted=186.867243, expected=172.000000
predicted=224.118087, expected=148.000000
predicted=212.740352, expected=120.000000
predicted=190.075901, expected=120.000000
predicted=149.897853, expected=184.000000
predicted=132.415822, expected=104.000000
predicted=143.188247, expected=68.000000
predicted=116.111185, expected=164.000000
predicted=128.429849, expected=160.000000
predicted=138.259738, expected=108.000000
predicted=137.700428, expected=252.000000
predicted=154.352838, expected=240.000000
predicted=170.188317, expected=204.000000
predicted=191.593235, expected=104.000000
predicted=165.170844, expected=280.000000
predicted=191.335307, expected=132.000000
predicted=203.728838, expected=208.000000
predicted=198.739921, expected=304.000000
predicted=225.218140, expected=280.000000
predicted=215.456820, expected=156.000000
predicted=229.757206, expected=140.000000
predicted=178.248261, expected=144.000000
predicted=189.344464, expected=48.000000
predicted=170.404621, expected=156.000000
predicted=167.561671, expected=208.000000
predicted=157.891901, expected=352.000000
predicted=206.068771, expected=320.000000
predicted=233.460617, expected=160.000000
predicted=179.445795, expected=144.000000
predicted=191.595185, expected=116.000000
predicted=187.760035, expected=144.000000
predicted=211.250054, expected=432.000000
predicted=279.499616, expected=348.000000
predicted=255.183322, expected=164.000000
predicted=203.322083, expected=336.000000
predicted=239.946964, expected=100.000000
predicted=205.277427, expected=184.000000
predicted=270.722817, expected=180.000000
predicted=233.518154, expected=212.000000
predicted=192.665986, expected=236.000000
predicted=240.856414, expected=268.000000
predicted=195.948631, expected=272.000000
predicted=231.381231, expected=156.000000
predicted=203.755906, expected=152.000000
predicted=196.508801, expected=164.000000
predicted=199.176307, expected=404.000000
predicted=273.711786, expected=288.000000
predicted=271.032178, expected=464.000000
predicted=290.657024, expected=236.000000
predicted=262.746751, expected=244.000000
predicted=252.411063, expected=1408.000000
predicted=616.233901, expected=224.000000
predicted=509.916255, expected=260.000000
predicted=546.681415, expected=208.000000
predicted=348.630791, expected=96.000000
predicted=453.515612, expected=124.000000
predicted=527.075867, expected=188.000000
predicted=180.613509, expected=212.000000
predicted=196.764332, expected=172.000000
predicted=176.098046, expected=264.000000
predicted=180.717394, expected=200.000000
predicted=191.323170, expected=144.000000
predicted=194.098249, expected=44.000000
predicted=152.237161, expected=164.000000
predicted=156.731881, expected=68.000000
predicted=145.298321, expected=168.000000
predicted=145.182026, expected=244.000000
predicted=149.676390, expected=172.000000
predicted=151.668115, expected=68.000000
predicted=140.810125, expected=120.000000
predicted=121.388306, expected=192.000000
predicted=160.752287, expected=120.000000
predicted=163.495545, expected=68.000000
predicted=121.920854, expected=168.000000
predicted=116.602266, expected=120.000000
predicted=130.442383, expected=132.000000
predicted=142.781234, expected=124.000000
predicted=119.251936, expected=116.000000
predicted=117.592164, expected=92.000000
predicted=123.621275, expected=32.000000
predicted=93.661573, expected=88.000000
predicted=94.216825, expected=184.000000
predicted=115.441952, expected=136.000000
predicted=120.806949, expected=84.000000
predicted=104.187164, expected=92.000000
predicted=90.363803, expected=52.000000
predicted=94.991912, expected=96.000000
predicted=110.624010, expected=140.000000
predicted=106.945660, expected=116.000000
predicted=103.493248, expected=148.000000
predicted=113.270198, expected=140.000000
predicted=113.533314, expected=40.000000
predicted=105.078478, expected=52.000000
predicted=96.701454, expected=128.000000
predicted=101.603538, expected=168.000000
predicted=127.170352, expected=248.000000
predicted=152.612057, expected=140.000000
predicted=129.871537, expected=72.000000
predicted=120.590449, expected=116.000000
predicted=129.648370, expected=56.000000
predicted=124.544546, expected=76.000000
predicted=123.889439, expected=152.000000
predicted=108.164951, expected=208.000000
predicted=127.790937, expected=124.000000
predicted=129.656121, expected=212.000000
predicted=140.822940, expected=60.000000
predicted=121.410603, expected=108.000000
predicted=139.689841, expected=20.000000
predicted=107.378096, expected=88.000000
predicted=101.792129, expected=172.000000
predicted=123.837352, expected=188.000000
predicted=122.569897, expected=124.000000
predicted=123.343648, expected=84.000000
predicted=98.319550, expected=120.000000
predicted=118.275263, expected=112.000000
predicted=133.521295, expected=132.000000
predicted=135.265515, expected=100.000000
predicted=111.801877, expected=100.000000
predicted=104.906277, expected=52.000000
predicted=95.224566, expected=100.000000
predicted=98.500585, expected=68.000000
predicted=91.427381, expected=152.000000
predicted=105.400228, expected=132.000000
predicted=106.578897, expected=140.000000
predicted=112.040244, expected=68.000000
predicted=102.198116, expected=112.000000
predicted=105.381062, expected=52.000000
predicted=102.863020, expected=132.000000
predicted=112.294927, expected=48.000000
predicted=90.311910, expected=44.000000
predicted=72.674715, expected=88.000000
predicted=76.959681, expected=60.000000
predicted=70.113316, expected=100.000000
predicted=87.833494, expected=56.000000
predicted=63.004065, expected=136.000000
predicted=85.504147, expected=232.000000
predicted=126.939333, expected=156.000000
predicted=133.241440, expected=192.000000
predicted=150.402602, expected=176.000000
predicted=148.159612, expected=168.000000
predicted=174.593210, expected=88.000000
predicted=161.731765, expected=204.000000
predicted=164.307383, expected=172.000000
predicted=170.323921, expected=36.000000
predicted=136.834201, expected=160.000000
predicted=134.057831, expected=28.000000
predicted=97.921872, expected=88.000000
predicted=121.437249, expected=88.000000
predicted=93.834117, expected=196.000000
predicted=111.636825, expected=180.000000
predicted=139.861754, expected=124.000000
predicted=117.878156, expected=68.000000
predicted=108.967332, expected=72.000000
predicted=105.114574, expected=112.000000
predicted=126.313058, expected=104.000000
predicted=118.000178, expected=120.000000
predicted=107.275104, expected=304.000000
predicted=148.763344, expected=140.000000
predicted=147.110502, expected=96.000000
predicted=140.985898, expected=64.000000
predicted=110.186082, expected=76.000000
predicted=120.614832, expected=132.000000
predicted=148.795042, expected=232.000000
predicted=144.316854, expected=144.000000
predicted=133.539245, expected=140.000000
predicted=128.363620, expected=96.000000
predicted=118.498621, expected=108.000000
predicted=134.608547, expected=108.000000
predicted=140.489776, expected=112.000000
predicted=120.921492, expected=196.000000
predicted=137.972445, expected=80.000000
predicted=114.645038, expected=84.000000
predicted=109.524749, expected=84.000000
predicted=98.387008, expected=172.000000
predicted=128.878447, expected=108.000000
predicted=130.810382, expected=96.000000
predicted=103.388809, expected=136.000000
predicted=108.298029, expected=136.000000
predicted=122.387586, expected=200.000000
predicted=155.332445, expected=156.000000
predicted=141.571066, expected=140.000000
predicted=141.319295, expected=132.000000
predicted=142.171657, expected=76.000000
predicted=129.830638, expected=164.000000
predicted=149.324828, expected=188.000000
predicted=151.395009, expected=104.000000
predicted=138.285392, expected=136.000000
predicted=130.271230, expected=24.000000
predicted=95.094702, expected=88.000000
predicted=114.833134, expected=132.000000
predicted=117.508347, expected=176.000000
predicted=126.518073, expected=180.000000
predicted=136.642776, expected=76.000000
predicted=101.981361, expected=120.000000
predicted=118.217401, expected=148.000000
predicted=135.099017, expected=52.000000
predicted=125.608363, expected=96.000000
predicted=112.572618, expected=88.000000
predicted=89.315519, expected=228.000000
predicted=140.289635, expected=152.000000
predicted=139.036394, expected=88.000000
predicted=112.655073, expected=84.000000
predicted=105.253014, expected=100.000000
predicted=113.899087, expected=96.000000
predicted=131.630084, expected=116.000000
predicted=112.552186, expected=88.000000
predicted=94.319003, expected=108.000000
predicted=98.664148, expected=96.000000
predicted=99.083798, expected=84.000000
predicted=96.998347, expected=160.000000
predicted=115.005288, expected=84.000000
predicted=102.657550, expected=112.000000
predicted=109.280038, expected=176.000000
predicted=120.371098, expected=116.000000
predicted=123.929048, expected=120.000000
predicted=130.660928, expected=72.000000
predicted=100.717232, expected=92.000000
predicted=110.097743, expected=72.000000
predicted=107.152931, expected=120.000000
predicted=104.184144, expected=180.000000
predicted=121.202919, expected=60.000000
predicted=97.862559, expected=156.000000
predicted=114.526274, expected=40.000000
predicted=89.586817, expected=220.000000
predicted=142.305423, expected=104.000000
predicted=129.761329, expected=160.000000
predicted=129.153382, expected=168.000000
predicted=139.836493, expected=76.000000
predicted=119.266727, expected=156.000000
predicted=149.712257, expected=132.000000
predicted=128.737561, expected=188.000000
predicted=158.587869, expected=64.000000
predicted=125.771200, expected=124.000000
predicted=116.673849, expected=152.000000
predicted=134.745304, expected=68.000000
predicted=122.556828, expected=96.000000
predicted=115.470082, expected=84.000000
predicted=89.317770, expected=60.000000
predicted=97.128459, expected=80.000000
predicted=91.506608, expected=196.000000
predicted=107.581153, expected=500.000000
predicted=217.954409, expected=716.000000
predicted=364.099576, expected=868.000000
predicted=530.900893, expected=288.000000
predicted=398.528031, expected=112.000000
predicted=306.857549, expected=116.000000
predicted=319.273315, expected=432.000000
predicted=483.806170, expected=96.000000
predicted=350.819680, expected=56.000000
predicted=155.967701, expected=76.000000
predicted=105.983036, expected=144.000000
predicted=152.315764, expected=24.000000
predicted=135.957766, expected=96.000000
predicted=82.450763, expected=188.000000
predicted=114.949484, expected=164.000000
predicted=134.394564, expected=216.000000
predicted=161.079256, expected=200.000000
predicted=154.318645, expected=168.000000
predicted=168.022248, expected=44.000000
predicted=132.592239, expected=112.000000
predicted=133.198339, expected=112.000000
predicted=137.865858, expected=112.000000
predicted=130.793626, expected=136.000000
predicted=123.023842, expected=32.000000
predicted=74.914555, expected=132.000000
predicted=107.871836, expected=52.000000
predicted=87.038318, expected=36.000000
predicted=74.295662, expected=108.000000
predicted=86.917665, expected=136.000000
predicted=96.568079, expected=128.000000
predicted=113.682149, expected=52.000000
predicted=75.399793, expected=80.000000
predicted=78.928845, expected=96.000000
predicted=97.616235, expected=188.000000
predicted=136.299117, expected=156.000000
predicted=133.402117, expected=244.000000
predicted=160.050511, expected=48.000000
predicted=113.489977, expected=44.000000
predicted=98.580944, expected=108.000000
predicted=119.377670, expected=72.000000
predicted=110.289499, expected=132.000000
predicted=124.317684, expected=68.000000
predicted=75.430432, expected=152.000000
predicted=105.779686, expected=136.000000
predicted=118.938329, expected=72.000000
predicted=98.622894, expected=128.000000
predicted=113.878685, expected=108.000000
predicted=107.792480, expected=156.000000
predicted=136.825413, expected=132.000000
predicted=127.012757, expected=144.000000
predicted=126.306538, expected=116.000000
predicted=126.223369, expected=184.000000
predicted=148.056764, expected=96.000000
predicted=131.751152, expected=64.000000
predicted=107.082790, expected=52.000000
predicted=90.785235, expected=92.000000
predicted=98.050462, expected=120.000000
predicted=113.556752, expected=132.000000
predicted=106.437275, expected=92.000000
predicted=91.989553, expected=100.000000
predicted=93.498622, expected=88.000000
predicted=97.853196, expected=92.000000
predicted=102.161444, expected=160.000000
predicted=124.016216, expected=104.000000
predicted=109.151303, expected=168.000000
predicted=129.572728, expected=100.000000
predicted=112.906926, expected=92.000000
predicted=110.304870, expected=24.000000
predicted=86.486155, expected=4.000000
predicted=60.055189, expected=88.000000
predicted=82.916875, expected=92.000000
predicted=80.031685, expected=156.000000
predicted=101.448911, expected=84.000000
predicted=77.057573, expected=64.000000
predicted=70.476214, expected=104.000000
Test MSE: 11175.622
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443])]
predicted=36.358980, expected=52.000000
predicted=40.185387, expected=24.000000
predicted=34.572354, expected=32.000000
predicted=32.141804, expected=24.000000
predicted=31.460847, expected=32.000000
predicted=31.081130, expected=56.000000
predicted=38.754588, expected=96.000000
predicted=47.475441, expected=48.000000
predicted=48.703817, expected=20.000000
predicted=44.805778, expected=28.000000
predicted=45.230157, expected=8.000000
predicted=36.998205, expected=24.000000
predicted=37.052231, expected=104.000000
predicted=45.007850, expected=20.000000
predicted=31.768245, expected=44.000000
predicted=40.109645, expected=20.000000
predicted=35.396985, expected=24.000000
predicted=33.703065, expected=24.000000
predicted=42.057365, expected=40.000000
predicted=27.962102, expected=28.000000
predicted=30.778997, expected=20.000000
predicted=25.267951, expected=44.000000
predicted=31.028284, expected=28.000000
predicted=29.363070, expected=40.000000
predicted=34.208174, expected=12.000000
predicted=27.869658, expected=48.000000
predicted=31.775694, expected=72.000000
predicted=43.489500, expected=36.000000
predicted=38.148127, expected=44.000000
predicted=43.866642, expected=28.000000
predicted=37.673558, expected=4.000000
predicted=34.593764, expected=44.000000
predicted=39.973936, expected=88.000000
predicted=43.372183, expected=88.000000
predicted=52.748255, expected=8.000000
predicted=41.244506, expected=16.000000
predicted=38.086234, expected=40.000000
predicted=45.583801, expected=12.000000
predicted=39.199201, expected=32.000000
predicted=36.689224, expected=24.000000
predicted=21.606121, expected=68.000000
predicted=33.425866, expected=20.000000
predicted=32.575772, expected=56.000000
predicted=35.825613, expected=16.000000
predicted=35.107237, expected=92.000000
predicted=46.477629, expected=36.000000
predicted=49.912677, expected=28.000000
predicted=37.755366, expected=56.000000
predicted=50.846821, expected=24.000000
predicted=36.715608, expected=12.000000
predicted=41.686917, expected=52.000000
predicted=36.587314, expected=32.000000
predicted=31.929253, expected=12.000000
predicted=31.205195, expected=44.000000
predicted=31.339905, expected=40.000000
predicted=30.095425, expected=16.000000
predicted=32.064762, expected=20.000000
predicted=28.143730, expected=52.000000
predicted=30.430127, expected=20.000000
predicted=30.658188, expected=44.000000
predicted=34.054449, expected=44.000000
predicted=33.332114, expected=68.000000
predicted=41.015384, expected=24.000000
predicted=42.388016, expected=28.000000
predicted=36.193007, expected=44.000000
predicted=42.483832, expected=48.000000
predicted=41.025135, expected=28.000000
predicted=41.169637, expected=48.000000
predicted=37.476355, expected=48.000000
predicted=40.217365, expected=24.000000
predicted=38.204896, expected=28.000000
predicted=38.052116, expected=56.000000
predicted=38.793446, expected=56.000000
predicted=43.467917, expected=20.000000
predicted=38.331927, expected=44.000000
predicted=38.899891, expected=44.000000
predicted=39.908939, expected=32.000000
predicted=40.526124, expected=12.000000
predicted=35.261848, expected=72.000000
predicted=38.618743, expected=12.000000
predicted=33.526063, expected=40.000000
predicted=36.137534, expected=68.000000
predicted=42.921253, expected=16.000000
predicted=30.774494, expected=28.000000
predicted=42.760424, expected=24.000000
predicted=29.631853, expected=12.000000
predicted=27.783317, expected=12.000000
predicted=28.602698, expected=24.000000
predicted=18.735134, expected=12.000000
predicted=17.913541, expected=20.000000
predicted=18.057935, expected=20.000000
predicted=16.765720, expected=24.000000
predicted=17.988928, expected=80.000000
predicted=33.803285, expected=20.000000
predicted=27.591658, expected=28.000000
predicted=32.376593, expected=40.000000
predicted=35.991442, expected=60.000000
predicted=39.015936, expected=52.000000
predicted=49.765858, expected=52.000000
predicted=42.440156, expected=32.000000
predicted=42.862017, expected=40.000000
predicted=44.616442, expected=20.000000
predicted=41.410271, expected=56.000000
predicted=42.655386, expected=28.000000
predicted=38.032939, expected=40.000000
predicted=35.642850, expected=20.000000
predicted=34.514594, expected=28.000000
predicted=29.490507, expected=44.000000
predicted=37.885956, expected=56.000000
predicted=36.013843, expected=48.000000
predicted=40.761818, expected=28.000000
predicted=36.501607, expected=44.000000
predicted=40.983780, expected=12.000000
predicted=36.007854, expected=40.000000
predicted=38.383731, expected=32.000000
predicted=34.786684, expected=32.000000
predicted=29.958418, expected=64.000000
predicted=40.884480, expected=40.000000
predicted=34.927942, expected=68.000000
predicted=47.876301, expected=24.000000
predicted=42.363169, expected=12.000000
predicted=36.562272, expected=16.000000
predicted=37.502661, expected=120.000000
predicted=49.049697, expected=24.000000
predicted=43.840932, expected=36.000000
predicted=39.417025, expected=64.000000
predicted=47.828556, expected=24.000000
predicted=38.774454, expected=12.000000
predicted=50.952374, expected=92.000000
predicted=44.324469, expected=68.000000
predicted=46.546055, expected=36.000000
predicted=50.950362, expected=32.000000
predicted=45.677289, expected=28.000000
predicted=38.627708, expected=40.000000
predicted=50.249562, expected=12.000000
predicted=36.246200, expected=32.000000
predicted=30.613309, expected=56.000000
predicted=34.645107, expected=32.000000
predicted=31.415889, expected=68.000000
predicted=43.724673, expected=32.000000
predicted=36.690704, expected=60.000000
predicted=45.991759, expected=28.000000
predicted=46.584919, expected=32.000000
predicted=39.122442, expected=44.000000
predicted=46.468007, expected=56.000000
predicted=40.347226, expected=40.000000
predicted=44.755726, expected=48.000000
predicted=41.693122, expected=28.000000
predicted=39.867019, expected=32.000000
predicted=40.082989, expected=48.000000
predicted=43.326732, expected=80.000000
predicted=46.759349, expected=24.000000
predicted=42.784117, expected=20.000000
predicted=38.249172, expected=48.000000
predicted=42.149896, expected=60.000000
predicted=44.191114, expected=36.000000
predicted=46.939004, expected=68.000000
predicted=44.827114, expected=68.000000
predicted=48.825286, expected=32.000000
predicted=49.513498, expected=44.000000
predicted=53.549468, expected=12.000000
predicted=39.561591, expected=36.000000
predicted=42.999392, expected=20.000000
predicted=36.511667, expected=36.000000
predicted=29.156378, expected=32.000000
predicted=32.062751, expected=20.000000
predicted=23.788733, expected=40.000000
predicted=32.453376, expected=24.000000
predicted=26.944760, expected=36.000000
predicted=31.693556, expected=56.000000
predicted=36.564585, expected=48.000000
predicted=35.960028, expected=32.000000
predicted=39.951648, expected=56.000000
predicted=42.532215, expected=36.000000
predicted=41.782616, expected=28.000000
predicted=42.267680, expected=20.000000
predicted=37.138680, expected=48.000000
predicted=35.623147, expected=44.000000
predicted=39.502222, expected=16.000000
predicted=31.243659, expected=32.000000
predicted=32.654828, expected=28.000000
predicted=29.118195, expected=12.000000
predicted=28.678397, expected=12.000000
predicted=25.383381, expected=36.000000
predicted=22.299736, expected=16.000000
predicted=21.663320, expected=60.000000
predicted=30.219394, expected=48.000000
predicted=31.156173, expected=80.000000
predicted=42.470110, expected=36.000000
predicted=46.878930, expected=4.000000
predicted=36.050416, expected=72.000000
predicted=53.085394, expected=24.000000
predicted=39.232628, expected=12.000000
predicted=39.289020, expected=44.000000
predicted=35.705133, expected=44.000000
predicted=28.414150, expected=40.000000
predicted=41.814736, expected=28.000000
predicted=32.957093, expected=44.000000
predicted=34.115300, expected=44.000000
predicted=40.373862, expected=52.000000
predicted=42.467813, expected=24.000000
predicted=38.555834, expected=20.000000
predicted=33.954963, expected=36.000000
predicted=36.727375, expected=44.000000
predicted=35.713678, expected=68.000000
predicted=43.456734, expected=64.000000
predicted=43.868212, expected=12.000000
predicted=38.072640, expected=32.000000
predicted=42.873166, expected=20.000000
predicted=37.080525, expected=32.000000
predicted=37.274383, expected=32.000000
predicted=34.987681, expected=76.000000
predicted=34.919405, expected=40.000000
predicted=38.712476, expected=32.000000
predicted=37.880687, expected=48.000000
predicted=44.339882, expected=56.000000
predicted=44.333453, expected=52.000000
predicted=52.539779, expected=48.000000
predicted=46.758941, expected=48.000000
predicted=46.513416, expected=64.000000
predicted=52.760197, expected=24.000000
predicted=47.011927, expected=12.000000
predicted=40.393753, expected=28.000000
predicted=37.245066, expected=16.000000
predicted=29.052560, expected=40.000000
predicted=33.512271, expected=60.000000
predicted=32.280968, expected=36.000000
predicted=30.522766, expected=24.000000
predicted=34.633592, expected=48.000000
predicted=36.954200, expected=12.000000
predicted=33.043599, expected=32.000000
predicted=36.992055, expected=12.000000
predicted=26.998066, expected=72.000000
predicted=33.839415, expected=52.000000
predicted=40.290383, expected=16.000000
predicted=30.142390, expected=32.000000
predicted=38.353986, expected=24.000000
predicted=29.826710, expected=24.000000
predicted=36.701118, expected=44.000000
predicted=35.054988, expected=32.000000
predicted=27.267111, expected=48.000000
predicted=35.378014, expected=44.000000
predicted=36.335276, expected=40.000000
predicted=37.293603, expected=28.000000
predicted=39.515036, expected=44.000000
predicted=38.712166, expected=44.000000
predicted=41.352832, expected=68.000000
predicted=46.093770, expected=44.000000
predicted=45.001966, expected=36.000000
predicted=42.734322, expected=24.000000
predicted=42.515812, expected=72.000000
predicted=47.943013, expected=40.000000
predicted=47.408536, expected=56.000000
predicted=46.563840, expected=48.000000
predicted=47.150638, expected=28.000000
predicted=40.294383, expected=20.000000
predicted=45.077246, expected=40.000000
predicted=37.820571, expected=40.000000
predicted=38.677131, expected=36.000000
predicted=36.347805, expected=48.000000
predicted=36.749731, expected=52.000000
predicted=38.514655, expected=20.000000
predicted=37.839635, expected=64.000000
predicted=45.418298, expected=28.000000
predicted=39.085206, expected=48.000000
predicted=43.355543, expected=52.000000
predicted=46.669017, expected=32.000000
predicted=36.749261, expected=24.000000
predicted=43.063455, expected=28.000000
predicted=33.752889, expected=40.000000
predicted=36.938829, expected=20.000000
predicted=32.774046, expected=28.000000
predicted=29.327544, expected=40.000000
predicted=30.258994, expected=28.000000
predicted=29.173353, expected=24.000000
predicted=31.021878, expected=92.000000
predicted=41.393483, expected=8.000000
predicted=32.912945, expected=16.000000
predicted=35.640305, expected=60.000000
predicted=40.027754, expected=28.000000
predicted=31.171743, expected=20.000000
predicted=42.634731, expected=20.000000
predicted=25.058300, expected=16.000000
predicted=22.794477, expected=20.000000
predicted=28.877410, expected=72.000000
predicted=31.976628, expected=28.000000
predicted=27.920901, expected=32.000000
predicted=32.293120, expected=56.000000
predicted=38.366229, expected=28.000000
predicted=34.234087, expected=32.000000
predicted=44.336915, expected=36.000000
predicted=35.121690, expected=32.000000
predicted=33.743572, expected=52.000000
predicted=41.890269, expected=36.000000
predicted=35.214236, expected=8.000000
predicted=31.253274, expected=24.000000
predicted=31.885691, expected=28.000000
predicted=28.013950, expected=16.000000
predicted=27.353211, expected=40.000000
predicted=28.232632, expected=28.000000
predicted=22.475234, expected=32.000000
predicted=27.950061, expected=40.000000
predicted=31.926121, expected=72.000000
predicted=37.848303, expected=24.000000
predicted=38.542912, expected=8.000000
predicted=33.289757, expected=40.000000
predicted=36.301003, expected=44.000000
predicted=34.983612, expected=96.000000
predicted=52.880975, expected=24.000000
predicted=38.263910, expected=20.000000
predicted=36.879225, expected=40.000000
predicted=44.278653, expected=20.000000
predicted=35.513700, expected=52.000000
predicted=47.574258, expected=36.000000
predicted=31.659775, expected=40.000000
predicted=33.683291, expected=36.000000
predicted=38.462705, expected=12.000000
predicted=29.508066, expected=44.000000
predicted=38.577994, expected=56.000000
predicted=37.271267, expected=36.000000
predicted=36.877545, expected=28.000000
predicted=36.769337, expected=28.000000
predicted=31.870878, expected=36.000000
predicted=37.132855, expected=28.000000
predicted=35.934569, expected=24.000000
predicted=30.216770, expected=12.000000
predicted=25.303983, expected=52.000000
predicted=30.822549, expected=32.000000
predicted=30.156661, expected=28.000000
predicted=29.575887, expected=16.000000
predicted=27.639250, expected=76.000000
predicted=35.640141, expected=40.000000
predicted=40.283876, expected=32.000000
predicted=37.595858, expected=24.000000
predicted=36.724207, expected=68.000000
predicted=40.260676, expected=28.000000
predicted=44.893362, expected=60.000000
predicted=43.814023, expected=64.000000
predicted=46.964337, expected=32.000000
predicted=41.898294, expected=24.000000
predicted=48.414170, expected=48.000000
predicted=41.345938, expected=36.000000
predicted=42.605471, expected=12.000000
predicted=36.860901, expected=20.000000
predicted=29.532284, expected=28.000000
predicted=26.289064, expected=20.000000
predicted=27.171799, expected=24.000000
predicted=24.933533, expected=48.000000
predicted=25.803026, expected=8.000000
predicted=22.430993, expected=64.000000
predicted=34.772000, expected=8.000000
predicted=26.405475, expected=28.000000
predicted=28.990687, expected=20.000000
predicted=31.640991, expected=16.000000
predicted=19.706746, expected=28.000000
predicted=30.990423, expected=12.000000
predicted=16.677811, expected=16.000000
predicted=20.437015, expected=24.000000
predicted=19.703586, expected=48.000000
predicted=23.864939, expected=24.000000
predicted=25.482004, expected=20.000000
predicted=23.893697, expected=60.000000
predicted=33.053237, expected=64.000000
predicted=38.394662, expected=60.000000
predicted=47.632250, expected=40.000000
predicted=44.992050, expected=48.000000
predicted=46.768044, expected=28.000000
predicted=48.552387, expected=20.000000
predicted=42.599537, expected=48.000000
predicted=42.489445, expected=20.000000
predicted=31.936724, expected=36.000000
predicted=34.977329, expected=28.000000
predicted=30.253248, expected=40.000000
predicted=30.473915, expected=72.000000
predicted=43.605923, expected=20.000000
predicted=33.381353, expected=36.000000
predicted=40.086130, expected=32.000000
predicted=37.050650, expected=32.000000
predicted=36.024886, expected=44.000000
predicted=42.536701, expected=28.000000
predicted=30.502539, expected=52.000000
predicted=38.444758, expected=20.000000
predicted=33.521587, expected=28.000000
predicted=33.442876, expected=40.000000
predicted=36.436548, expected=20.000000
predicted=28.827965, expected=16.000000
predicted=30.830594, expected=36.000000
predicted=26.761680, expected=20.000000
predicted=24.953013, expected=32.000000
predicted=28.782573, expected=32.000000
predicted=26.302286, expected=48.000000
predicted=30.065103, expected=52.000000
predicted=37.916684, expected=48.000000
predicted=38.253849, expected=8.000000
predicted=35.445517, expected=28.000000
predicted=35.562490, expected=40.000000
predicted=36.782322, expected=36.000000
predicted=34.814523, expected=44.000000
predicted=36.789760, expected=28.000000
predicted=29.234145, expected=12.000000
predicted=29.939846, expected=40.000000
predicted=34.240596, expected=28.000000
predicted=29.924815, expected=20.000000
predicted=29.098679, expected=12.000000
predicted=23.987078, expected=40.000000
predicted=24.439739, expected=32.000000
predicted=28.677906, expected=72.000000
predicted=36.116555, expected=36.000000
predicted=35.044373, expected=16.000000
predicted=32.656037, expected=36.000000
predicted=39.785041, expected=36.000000
predicted=34.982467, expected=24.000000
predicted=37.814793, expected=16.000000
predicted=28.200148, expected=36.000000
predicted=26.740190, expected=60.000000
predicted=35.245244, expected=36.000000
predicted=34.537435, expected=112.000000
predicted=51.448728, expected=12.000000
predicted=41.482449, expected=32.000000
predicted=47.556939, expected=20.000000
predicted=46.082957, expected=16.000000
predicted=32.284871, expected=4.000000
Test MSE: 419.325
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083])]
predicted=55.937060, expected=64.000000
predicted=58.791120, expected=24.000000
predicted=52.584362, expected=24.000000
predicted=52.523043, expected=44.000000
predicted=51.317897, expected=48.000000
predicted=40.117033, expected=112.000000
predicted=59.820804, expected=128.000000
predicted=62.385991, expected=32.000000
predicted=56.531552, expected=24.000000
predicted=58.252595, expected=64.000000
predicted=62.424524, expected=68.000000
predicted=77.994756, expected=56.000000
predicted=72.396047, expected=80.000000
predicted=52.558070, expected=8.000000
predicted=41.369743, expected=8.000000
predicted=47.799100, expected=32.000000
predicted=43.194119, expected=60.000000
predicted=45.389176, expected=24.000000
predicted=41.161301, expected=72.000000
predicted=33.874890, expected=44.000000
predicted=33.389139, expected=4.000000
predicted=36.517671, expected=52.000000
predicted=45.429684, expected=84.000000
predicted=45.176809, expected=56.000000
predicted=56.423930, expected=44.000000
predicted=46.742757, expected=44.000000
predicted=39.168029, expected=104.000000
predicted=65.871259, expected=12.000000
predicted=56.543735, expected=52.000000
predicted=55.058285, expected=108.000000
predicted=59.023534, expected=100.000000
predicted=69.371934, expected=64.000000
predicted=77.973647, expected=24.000000
predicted=48.973957, expected=24.000000
predicted=57.125445, expected=40.000000
predicted=65.384567, expected=60.000000
predicted=60.360336, expected=40.000000
predicted=44.929127, expected=56.000000
predicted=39.809958, expected=40.000000
predicted=38.966842, expected=20.000000
predicted=40.736722, expected=4.000000
predicted=36.883217, expected=92.000000
predicted=46.365694, expected=104.000000
predicted=56.319260, expected=60.000000
predicted=52.928439, expected=24.000000
predicted=42.858798, expected=24.000000
predicted=41.091732, expected=44.000000
predicted=62.220230, expected=36.000000
predicted=56.115898, expected=88.000000
predicted=52.581795, expected=68.000000
predicted=44.018225, expected=56.000000
predicted=49.440262, expected=48.000000
predicted=52.887954, expected=64.000000
predicted=56.762708, expected=8.000000
predicted=55.552085, expected=28.000000
predicted=48.481730, expected=12.000000
predicted=35.220694, expected=92.000000
predicted=49.011535, expected=40.000000
predicted=42.248049, expected=8.000000
predicted=27.254108, expected=40.000000
predicted=34.341951, expected=16.000000
predicted=28.730023, expected=28.000000
predicted=46.245459, expected=100.000000
predicted=43.695678, expected=64.000000
predicted=38.018568, expected=72.000000
predicted=54.385966, expected=36.000000
predicted=43.259546, expected=48.000000
predicted=53.352228, expected=60.000000
predicted=68.036890, expected=32.000000
predicted=52.263601, expected=32.000000
predicted=49.601468, expected=44.000000
predicted=40.520533, expected=80.000000
predicted=52.221878, expected=108.000000
predicted=63.745211, expected=16.000000
predicted=44.727852, expected=32.000000
predicted=48.299976, expected=16.000000
predicted=43.247743, expected=76.000000
predicted=62.787739, expected=56.000000
predicted=58.585611, expected=64.000000
predicted=42.023752, expected=8.000000
predicted=35.515932, expected=32.000000
predicted=38.181947, expected=28.000000
predicted=46.378291, expected=36.000000
predicted=41.231086, expected=48.000000
predicted=40.889659, expected=116.000000
predicted=45.568212, expected=36.000000
predicted=43.706541, expected=16.000000
predicted=42.301104, expected=16.000000
predicted=38.878663, expected=36.000000
predicted=45.403659, expected=8.000000
predicted=47.579368, expected=24.000000
predicted=25.429627, expected=20.000000
predicted=18.242743, expected=12.000000
predicted=18.393426, expected=8.000000
predicted=19.531117, expected=4.000000
predicted=10.787147, expected=32.000000
predicted=19.307024, expected=8.000000
predicted=13.566028, expected=8.000000
predicted=12.044781, expected=24.000000
predicted=13.131648, expected=40.000000
predicted=18.715315, expected=28.000000
predicted=24.790741, expected=4.000000
predicted=15.287884, expected=20.000000
predicted=18.420424, expected=12.000000
predicted=20.229223, expected=8.000000
predicted=21.411322, expected=36.000000
predicted=20.968258, expected=48.000000
predicted=20.516809, expected=4.000000
predicted=19.130200, expected=8.000000
predicted=17.274212, expected=92.000000
predicted=33.865492, expected=32.000000
predicted=34.722253, expected=96.000000
predicted=53.538841, expected=40.000000
predicted=35.021514, expected=12.000000
predicted=39.258914, expected=44.000000
predicted=57.150885, expected=44.000000
predicted=42.413369, expected=72.000000
predicted=61.245155, expected=64.000000
predicted=45.596944, expected=72.000000
predicted=47.292792, expected=84.000000
predicted=61.563133, expected=40.000000
predicted=57.273266, expected=20.000000
predicted=57.583348, expected=48.000000
predicted=55.163524, expected=12.000000
predicted=46.570523, expected=64.000000
predicted=54.090290, expected=44.000000
predicted=37.029946, expected=32.000000
predicted=34.779842, expected=28.000000
predicted=37.568210, expected=32.000000
predicted=31.310523, expected=64.000000
predicted=49.181887, expected=36.000000
predicted=39.107157, expected=44.000000
predicted=39.179024, expected=92.000000
predicted=49.140828, expected=56.000000
predicted=50.258447, expected=4.000000
predicted=47.964499, expected=16.000000
predicted=37.562304, expected=24.000000
predicted=38.231982, expected=4.000000
predicted=39.824192, expected=44.000000
predicted=31.752728, expected=64.000000
predicted=25.112328, expected=56.000000
predicted=34.105573, expected=20.000000
predicted=31.422167, expected=4.000000
predicted=24.525856, expected=24.000000
predicted=35.417663, expected=72.000000
predicted=47.222692, expected=56.000000
predicted=42.669638, expected=12.000000
predicted=27.565840, expected=32.000000
predicted=28.175892, expected=64.000000
predicted=41.779264, expected=52.000000
predicted=52.351430, expected=44.000000
predicted=45.406703, expected=24.000000
predicted=31.710148, expected=8.000000
predicted=33.783131, expected=76.000000
predicted=51.308419, expected=16.000000
predicted=35.579159, expected=28.000000
predicted=35.808821, expected=8.000000
predicted=22.274647, expected=4.000000
predicted=20.260184, expected=40.000000
predicted=36.891249, expected=48.000000
predicted=24.557140, expected=40.000000
predicted=29.118979, expected=64.000000
predicted=32.333623, expected=40.000000
predicted=32.895305, expected=32.000000
predicted=42.762077, expected=44.000000
predicted=44.542941, expected=44.000000
predicted=43.358848, expected=96.000000
predicted=59.608713, expected=44.000000
predicted=46.318042, expected=44.000000
predicted=48.281866, expected=40.000000
predicted=48.047569, expected=4.000000
predicted=41.793349, expected=36.000000
predicted=52.014891, expected=12.000000
predicted=29.297429, expected=32.000000
predicted=32.144976, expected=68.000000
predicted=35.611255, expected=56.000000
predicted=31.796976, expected=28.000000
predicted=37.032658, expected=24.000000
predicted=30.987270, expected=80.000000
predicted=48.870622, expected=32.000000
predicted=48.696785, expected=44.000000
predicted=47.192712, expected=24.000000
predicted=33.631940, expected=8.000000
predicted=31.971017, expected=44.000000
predicted=45.494998, expected=44.000000
predicted=33.118915, expected=40.000000
predicted=36.566775, expected=56.000000
predicted=35.367897, expected=20.000000
predicted=28.896057, expected=32.000000
predicted=40.064230, expected=16.000000
predicted=33.175741, expected=116.000000
predicted=53.772395, expected=44.000000
predicted=45.878163, expected=28.000000
predicted=39.781235, expected=56.000000
predicted=44.520152, expected=28.000000
predicted=41.666695, expected=8.000000
predicted=54.625142, expected=8.000000
predicted=28.360491, expected=56.000000
predicted=33.119925, expected=40.000000
predicted=36.251642, expected=24.000000
predicted=27.496995, expected=28.000000
predicted=23.483186, expected=8.000000
predicted=22.250870, expected=4.000000
predicted=29.440381, expected=76.000000
predicted=36.035186, expected=64.000000
predicted=34.174979, expected=28.000000
predicted=33.446187, expected=44.000000
predicted=32.497706, expected=88.000000
predicted=46.815606, expected=28.000000
predicted=54.879922, expected=12.000000
predicted=45.012422, expected=24.000000
predicted=33.556250, expected=8.000000
predicted=33.343000, expected=236.000000
predicted=87.483408, expected=40.000000
predicted=45.770421, expected=12.000000
predicted=50.026453, expected=8.000000
predicted=40.642383, expected=24.000000
predicted=50.378201, expected=32.000000
predicted=84.543818, expected=88.000000
predicted=39.896322, expected=4.000000
predicted=21.030266, expected=28.000000
predicted=28.338629, expected=40.000000
predicted=32.425973, expected=20.000000
predicted=35.101867, expected=20.000000
predicted=40.395512, expected=8.000000
predicted=15.835231, expected=28.000000
predicted=25.653871, expected=32.000000
predicted=27.079564, expected=92.000000
predicted=36.841935, expected=60.000000
predicted=36.539018, expected=40.000000
predicted=37.783713, expected=44.000000
predicted=44.272044, expected=8.000000
predicted=40.788218, expected=80.000000
predicted=63.857999, expected=36.000000
predicted=44.334322, expected=88.000000
predicted=53.225300, expected=40.000000
predicted=44.402809, expected=44.000000
predicted=44.384158, expected=92.000000
predicted=67.056709, expected=16.000000
predicted=46.925031, expected=40.000000
predicted=58.893550, expected=36.000000
predicted=41.197996, expected=40.000000
predicted=46.328871, expected=68.000000
predicted=56.131768, expected=20.000000
predicted=31.297703, expected=28.000000
predicted=38.644566, expected=64.000000
predicted=42.526719, expected=32.000000
predicted=41.273388, expected=68.000000
predicted=52.098428, expected=68.000000
predicted=42.512575, expected=44.000000
predicted=47.439852, expected=32.000000
predicted=50.792772, expected=40.000000
predicted=44.551306, expected=52.000000
predicted=53.919579, expected=28.000000
predicted=46.102825, expected=108.000000
predicted=55.010807, expected=104.000000
predicted=58.033309, expected=44.000000
predicted=58.070505, expected=48.000000
predicted=59.519038, expected=68.000000
predicted=60.995800, expected=32.000000
predicted=71.627329, expected=44.000000
predicted=63.373811, expected=4.000000
predicted=36.212581, expected=56.000000
predicted=46.082648, expected=32.000000
predicted=41.311197, expected=8.000000
predicted=29.265678, expected=20.000000
predicted=27.976471, expected=92.000000
predicted=36.171910, expected=44.000000
predicted=43.060409, expected=24.000000
predicted=35.295851, expected=40.000000
predicted=32.032736, expected=32.000000
predicted=38.645764, expected=116.000000
predicted=69.112527, expected=40.000000
predicted=44.943973, expected=24.000000
predicted=42.494046, expected=12.000000
predicted=38.489101, expected=68.000000
predicted=50.685648, expected=12.000000
predicted=51.792255, expected=32.000000
predicted=34.012608, expected=84.000000
predicted=38.524924, expected=12.000000
predicted=30.825302, expected=52.000000
predicted=48.699986, expected=92.000000
predicted=43.561283, expected=32.000000
predicted=47.040104, expected=48.000000
predicted=57.657200, expected=76.000000
predicted=46.596515, expected=36.000000
predicted=54.470655, expected=36.000000
predicted=58.057609, expected=28.000000
predicted=38.897049, expected=44.000000
predicted=46.357734, expected=52.000000
predicted=49.936416, expected=36.000000
predicted=37.848138, expected=16.000000
predicted=33.480965, expected=28.000000
predicted=32.769070, expected=28.000000
predicted=34.966195, expected=36.000000
predicted=36.214138, expected=20.000000
predicted=27.187095, expected=96.000000
predicted=39.669385, expected=32.000000
predicted=35.091985, expected=36.000000
predicted=40.754182, expected=20.000000
predicted=35.365452, expected=8.000000
predicted=32.734477, expected=116.000000
predicted=63.731431, expected=48.000000
predicted=39.464165, expected=52.000000
predicted=47.277771, expected=8.000000
predicted=32.412172, expected=44.000000
predicted=43.548501, expected=16.000000
predicted=53.799870, expected=12.000000
predicted=32.835359, expected=72.000000
predicted=38.795296, expected=40.000000
predicted=28.312245, expected=60.000000
predicted=43.394284, expected=36.000000
predicted=33.192769, expected=36.000000
predicted=39.097873, expected=36.000000
predicted=48.746978, expected=68.000000
predicted=47.664215, expected=36.000000
predicted=45.696232, expected=20.000000
predicted=37.229259, expected=4.000000
predicted=30.564880, expected=32.000000
predicted=34.459931, expected=92.000000
predicted=49.833000, expected=40.000000
predicted=35.902623, expected=24.000000
predicted=32.070376, expected=32.000000
predicted=30.677920, expected=60.000000
predicted=47.219809, expected=12.000000
predicted=47.219285, expected=44.000000
predicted=37.495840, expected=32.000000
predicted=30.739112, expected=16.000000
predicted=32.661290, expected=32.000000
predicted=35.878802, expected=52.000000
predicted=30.166504, expected=84.000000
predicted=46.649776, expected=72.000000
predicted=46.106797, expected=20.000000
predicted=38.714959, expected=8.000000
predicted=40.007264, expected=24.000000
predicted=43.938279, expected=24.000000
predicted=45.193799, expected=72.000000
predicted=45.099221, expected=64.000000
predicted=33.567831, expected=68.000000
predicted=40.106380, expected=8.000000
predicted=35.498576, expected=16.000000
predicted=38.760465, expected=8.000000
predicted=41.316037, expected=44.000000
predicted=41.926070, expected=52.000000
predicted=38.351666, expected=80.000000
predicted=34.438231, expected=24.000000
predicted=30.714745, expected=100.000000
predicted=50.070850, expected=28.000000
predicted=48.207495, expected=44.000000
predicted=56.295960, expected=24.000000
predicted=49.771366, expected=68.000000
predicted=48.625788, expected=20.000000
predicted=51.452549, expected=72.000000
predicted=44.266985, expected=32.000000
predicted=40.165712, expected=12.000000
predicted=35.441020, expected=68.000000
predicted=49.738727, expected=32.000000
predicted=35.689045, expected=16.000000
predicted=42.765514, expected=64.000000
predicted=37.521835, expected=76.000000
predicted=42.325632, expected=40.000000
predicted=51.207930, expected=20.000000
predicted=37.245666, expected=48.000000
predicted=40.297094, expected=52.000000
predicted=52.716276, expected=52.000000
predicted=52.818525, expected=60.000000
predicted=44.826105, expected=8.000000
predicted=33.693338, expected=20.000000
predicted=40.550471, expected=12.000000
predicted=34.445693, expected=40.000000
predicted=37.286036, expected=28.000000
predicted=31.721993, expected=4.000000
predicted=15.895588, expected=40.000000
predicted=24.413640, expected=28.000000
predicted=23.004017, expected=48.000000
predicted=34.721174, expected=44.000000
predicted=30.777210, expected=32.000000
predicted=28.445730, expected=76.000000
predicted=46.287977, expected=52.000000
predicted=43.358535, expected=20.000000
predicted=44.068604, expected=44.000000
predicted=43.965803, expected=28.000000
predicted=39.489676, expected=52.000000
predicted=51.630571, expected=56.000000
predicted=43.366538, expected=20.000000
predicted=32.814440, expected=48.000000
predicted=42.276702, expected=24.000000
predicted=34.562887, expected=40.000000
predicted=43.199753, expected=36.000000
predicted=38.740368, expected=16.000000
predicted=28.397878, expected=48.000000
predicted=38.156924, expected=64.000000
predicted=37.499406, expected=12.000000
predicted=34.415746, expected=28.000000
predicted=33.793086, expected=20.000000
predicted=27.324324, expected=80.000000
predicted=47.782388, expected=80.000000
predicted=50.562254, expected=12.000000
predicted=32.030814, expected=16.000000
predicted=35.269711, expected=24.000000
Test MSE: 865.001
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104])]
predicted=58.276017, expected=32.000000
predicted=54.800468, expected=60.000000
predicted=42.345870, expected=84.000000
predicted=52.661894, expected=40.000000
predicted=49.844031, expected=60.000000
predicted=62.142777, expected=56.000000
predicted=49.312486, expected=48.000000
predicted=54.403665, expected=16.000000
predicted=47.850993, expected=104.000000
predicted=67.068532, expected=96.000000
predicted=69.228240, expected=72.000000
predicted=66.765064, expected=4.000000
predicted=41.541695, expected=48.000000
predicted=45.850561, expected=44.000000
predicted=61.717084, expected=68.000000
predicted=67.215179, expected=68.000000
predicted=61.658751, expected=100.000000
predicted=58.169857, expected=92.000000
predicted=71.986962, expected=32.000000
predicted=51.752282, expected=68.000000
predicted=72.250329, expected=60.000000
predicted=63.585635, expected=16.000000
predicted=54.600864, expected=72.000000
predicted=71.898700, expected=80.000000
predicted=54.388982, expected=64.000000
predicted=62.658101, expected=16.000000
predicted=44.731552, expected=48.000000
predicted=42.592723, expected=36.000000
predicted=48.971348, expected=24.000000
predicted=45.384962, expected=64.000000
predicted=55.134799, expected=148.000000
predicted=74.216120, expected=40.000000
predicted=48.755287, expected=72.000000
predicted=67.040961, expected=52.000000
predicted=51.685363, expected=52.000000
predicted=60.605971, expected=56.000000
predicted=84.438747, expected=228.000000
predicted=117.615091, expected=164.000000
predicted=110.908433, expected=36.000000
predicted=73.083730, expected=36.000000
predicted=76.008133, expected=68.000000
predicted=73.094860, expected=80.000000
predicted=120.005768, expected=24.000000
predicted=76.539963, expected=88.000000
predicted=65.095150, expected=124.000000
predicted=76.503487, expected=152.000000
predicted=102.275077, expected=52.000000
predicted=76.136825, expected=84.000000
predicted=77.392855, expected=48.000000
predicted=74.908185, expected=60.000000
predicted=84.102197, expected=76.000000
predicted=95.761936, expected=124.000000
predicted=83.035022, expected=72.000000
predicted=76.256122, expected=48.000000
predicted=61.555155, expected=60.000000
predicted=68.132699, expected=40.000000
predicted=58.245356, expected=52.000000
predicted=75.186992, expected=80.000000
predicted=68.650766, expected=24.000000
predicted=39.378936, expected=36.000000
predicted=50.331598, expected=60.000000
predicted=50.117638, expected=64.000000
predicted=52.788553, expected=80.000000
predicted=70.992038, expected=28.000000
predicted=36.441272, expected=136.000000
predicted=84.554045, expected=44.000000
predicted=54.775538, expected=68.000000
predicted=70.449707, expected=44.000000
predicted=65.482892, expected=84.000000
predicted=59.890336, expected=28.000000
predicted=70.785160, expected=24.000000
predicted=40.852665, expected=112.000000
predicted=79.615631, expected=84.000000
predicted=59.158344, expected=56.000000
predicted=68.680481, expected=188.000000
predicted=107.888069, expected=24.000000
predicted=43.630261, expected=24.000000
predicted=78.164421, expected=32.000000
predicted=63.394331, expected=124.000000
predicted=76.676901, expected=80.000000
predicted=102.816874, expected=68.000000
predicted=56.687291, expected=36.000000
predicted=48.567964, expected=96.000000
predicted=68.881087, expected=36.000000
predicted=70.764767, expected=48.000000
predicted=62.499217, expected=16.000000
predicted=45.584119, expected=68.000000
predicted=50.061186, expected=48.000000
predicted=59.661513, expected=28.000000
predicted=35.218411, expected=64.000000
predicted=54.785303, expected=24.000000
predicted=27.405030, expected=36.000000
predicted=48.135205, expected=52.000000
predicted=47.281720, expected=56.000000
predicted=41.083855, expected=16.000000
predicted=39.516709, expected=32.000000
predicted=34.027695, expected=92.000000
predicted=57.429179, expected=16.000000
predicted=33.310864, expected=52.000000
predicted=53.468433, expected=64.000000
predicted=44.873038, expected=56.000000
predicted=44.537174, expected=24.000000
predicted=54.588733, expected=56.000000
predicted=42.875614, expected=20.000000
predicted=37.057760, expected=12.000000
predicted=36.270615, expected=12.000000
predicted=31.873384, expected=56.000000
predicted=34.239385, expected=76.000000
predicted=52.243034, expected=92.000000
predicted=53.461034, expected=48.000000
predicted=42.267843, expected=36.000000
predicted=40.892484, expected=20.000000
predicted=44.750508, expected=28.000000
predicted=47.154858, expected=28.000000
predicted=48.240882, expected=16.000000
predicted=28.695082, expected=36.000000
predicted=32.734607, expected=24.000000
predicted=22.672403, expected=40.000000
predicted=31.915747, expected=4.000000
predicted=19.315312, expected=8.000000
predicted=16.474443, expected=40.000000
predicted=32.385418, expected=56.000000
predicted=32.951345, expected=24.000000
predicted=29.990986, expected=28.000000
predicted=24.630215, expected=48.000000
predicted=32.322914, expected=28.000000
predicted=32.582728, expected=68.000000
predicted=54.428551, expected=12.000000
predicted=24.593643, expected=20.000000
predicted=29.433328, expected=92.000000
predicted=60.900244, expected=72.000000
predicted=45.647516, expected=80.000000
predicted=69.025533, expected=68.000000
predicted=53.278507, expected=68.000000
predicted=55.625872, expected=40.000000
predicted=66.107772, expected=84.000000
predicted=74.382350, expected=68.000000
predicted=68.949513, expected=92.000000
predicted=75.990892, expected=64.000000
predicted=68.789108, expected=16.000000
predicted=42.445806, expected=60.000000
predicted=69.765228, expected=20.000000
predicted=42.802522, expected=12.000000
predicted=44.641018, expected=64.000000
predicted=54.417558, expected=116.000000
predicted=57.488925, expected=20.000000
predicted=41.244310, expected=36.000000
predicted=42.976802, expected=60.000000
predicted=45.337124, expected=36.000000
predicted=45.508832, expected=24.000000
predicted=59.041462, expected=40.000000
predicted=34.673363, expected=96.000000
predicted=58.126215, expected=56.000000
predicted=52.746671, expected=64.000000
predicted=55.407263, expected=76.000000
predicted=58.378367, expected=32.000000
predicted=44.411404, expected=20.000000
predicted=57.004927, expected=80.000000
predicted=63.033609, expected=112.000000
predicted=74.053364, expected=20.000000
predicted=49.064809, expected=44.000000
predicted=51.805567, expected=32.000000
predicted=37.337252, expected=84.000000
predicted=68.465516, expected=64.000000
predicted=72.442384, expected=96.000000
predicted=60.809595, expected=132.000000
predicted=87.095352, expected=140.000000
predicted=90.810341, expected=24.000000
predicted=70.358039, expected=72.000000
predicted=83.837098, expected=24.000000
predicted=64.094361, expected=44.000000
predicted=73.287206, expected=56.000000
predicted=79.216866, expected=124.000000
predicted=66.980666, expected=20.000000
predicted=48.422263, expected=12.000000
predicted=35.586359, expected=64.000000
predicted=57.131816, expected=48.000000
predicted=44.090600, expected=28.000000
predicted=61.680230, expected=40.000000
predicted=36.697499, expected=128.000000
predicted=64.756659, expected=52.000000
predicted=54.285883, expected=12.000000
predicted=43.237249, expected=68.000000
predicted=58.366504, expected=20.000000
predicted=32.016519, expected=44.000000
predicted=68.780416, expected=48.000000
predicted=47.460839, expected=112.000000
predicted=57.353521, expected=20.000000
predicted=45.461775, expected=32.000000
predicted=39.916312, expected=36.000000
predicted=45.911766, expected=20.000000
predicted=31.690865, expected=28.000000
predicted=55.610730, expected=40.000000
predicted=29.946552, expected=48.000000
predicted=36.369644, expected=44.000000
predicted=38.822624, expected=132.000000
predicted=70.059932, expected=44.000000
predicted=43.040596, expected=24.000000
predicted=46.337309, expected=44.000000
predicted=55.336660, expected=96.000000
predicted=61.930124, expected=88.000000
predicted=88.175827, expected=36.000000
predicted=49.026806, expected=52.000000
predicted=52.712092, expected=76.000000
predicted=61.654516, expected=72.000000
predicted=72.613877, expected=44.000000
predicted=63.825153, expected=84.000000
predicted=64.581218, expected=136.000000
predicted=87.229454, expected=64.000000
predicted=70.474918, expected=52.000000
predicted=73.700201, expected=28.000000
predicted=53.055171, expected=48.000000
predicted=61.917052, expected=100.000000
predicted=93.548016, expected=104.000000
predicted=73.786394, expected=16.000000
predicted=45.287778, expected=36.000000
predicted=50.001352, expected=28.000000
predicted=43.718295, expected=44.000000
predicted=56.966752, expected=40.000000
predicted=57.716208, expected=40.000000
predicted=31.299222, expected=76.000000
predicted=52.857902, expected=56.000000
predicted=43.634261, expected=76.000000
predicted=60.169577, expected=32.000000
predicted=44.903071, expected=36.000000
predicted=45.244011, expected=16.000000
predicted=45.658886, expected=24.000000
predicted=36.742924, expected=84.000000
predicted=63.758893, expected=32.000000
predicted=30.717710, expected=40.000000
predicted=41.565121, expected=16.000000
predicted=27.745148, expected=24.000000
predicted=27.524599, expected=8.000000
predicted=37.556292, expected=28.000000
predicted=26.454169, expected=64.000000
predicted=42.166368, expected=52.000000
predicted=32.015346, expected=52.000000
predicted=41.014077, expected=52.000000
predicted=39.496671, expected=44.000000
predicted=41.590102, expected=4.000000
predicted=36.919941, expected=28.000000
predicted=39.909469, expected=80.000000
predicted=54.693445, expected=24.000000
predicted=32.790132, expected=8.000000
predicted=31.361608, expected=36.000000
predicted=29.040838, expected=20.000000
predicted=22.691495, expected=20.000000
predicted=39.054457, expected=28.000000
predicted=26.079862, expected=36.000000
predicted=22.762003, expected=12.000000
predicted=23.341260, expected=36.000000
predicted=28.801471, expected=8.000000
predicted=16.982273, expected=32.000000
predicted=27.715557, expected=80.000000
predicted=48.700701, expected=68.000000
predicted=38.130726, expected=76.000000
predicted=57.203287, expected=8.000000
predicted=27.604929, expected=8.000000
predicted=32.767675, expected=12.000000
predicted=41.422548, expected=24.000000
predicted=33.763453, expected=68.000000
predicted=53.197038, expected=4.000000
predicted=11.010484, expected=36.000000
predicted=28.148984, expected=32.000000
predicted=26.764745, expected=8.000000
predicted=17.739351, expected=44.000000
predicted=46.725829, expected=36.000000
predicted=22.211731, expected=20.000000
predicted=27.160535, expected=28.000000
predicted=31.493423, expected=8.000000
predicted=14.314639, expected=8.000000
predicted=23.531455, expected=16.000000
predicted=22.276541, expected=44.000000
predicted=25.988311, expected=52.000000
predicted=33.244626, expected=24.000000
predicted=21.199297, expected=36.000000
predicted=29.478339, expected=12.000000
predicted=21.146625, expected=8.000000
predicted=25.510006, expected=12.000000
predicted=27.288370, expected=36.000000
predicted=24.675788, expected=40.000000
predicted=30.393778, expected=56.000000
predicted=32.762390, expected=36.000000
predicted=28.050116, expected=20.000000
predicted=25.360440, expected=8.000000
predicted=27.119416, expected=40.000000
predicted=35.955512, expected=20.000000
predicted=30.527680, expected=4.000000
predicted=19.686829, expected=56.000000
predicted=35.367437, expected=56.000000
predicted=29.603055, expected=16.000000
predicted=28.437359, expected=32.000000
predicted=33.188317, expected=60.000000
predicted=35.339208, expected=36.000000
predicted=40.261432, expected=32.000000
predicted=42.809921, expected=40.000000
predicted=34.060334, expected=28.000000
predicted=31.613781, expected=24.000000
predicted=38.445410, expected=16.000000
predicted=27.176832, expected=36.000000
predicted=31.438147, expected=68.000000
predicted=45.216761, expected=64.000000
predicted=42.615579, expected=40.000000
predicted=38.493059, expected=8.000000
predicted=26.683218, expected=20.000000
predicted=33.351648, expected=8.000000
predicted=31.858445, expected=16.000000
predicted=30.341656, expected=28.000000
predicted=27.258135, expected=80.000000
predicted=37.552588, expected=4.000000
predicted=16.176595, expected=12.000000
predicted=21.075304, expected=8.000000
predicted=19.405435, expected=4.000000
predicted=13.668291, expected=32.000000
predicted=39.777425, expected=52.000000
predicted=23.933471, expected=36.000000
predicted=23.987907, expected=28.000000
predicted=25.083774, expected=4.000000
predicted=15.229905, expected=20.000000
predicted=26.588043, expected=36.000000
predicted=35.248272, expected=32.000000
predicted=28.164939, expected=28.000000
predicted=27.619028, expected=64.000000
predicted=35.639941, expected=80.000000
predicted=47.393314, expected=40.000000
predicted=41.499746, expected=28.000000
predicted=40.700778, expected=56.000000
predicted=47.367036, expected=8.000000
predicted=34.713559, expected=28.000000
predicted=47.169394, expected=80.000000
predicted=52.634984, expected=44.000000
predicted=33.792080, expected=32.000000
predicted=45.131455, expected=16.000000
predicted=25.688338, expected=24.000000
predicted=29.276079, expected=124.000000
predicted=80.209199, expected=44.000000
predicted=40.364269, expected=20.000000
predicted=38.261051, expected=24.000000
predicted=36.405439, expected=32.000000
predicted=30.976871, expected=40.000000
predicted=61.239011, expected=44.000000
predicted=39.217998, expected=104.000000
predicted=57.117429, expected=52.000000
predicted=42.070849, expected=16.000000
predicted=37.342495, expected=72.000000
predicted=61.062815, expected=12.000000
predicted=31.246500, expected=40.000000
predicted=60.286962, expected=20.000000
predicted=35.809851, expected=84.000000
predicted=45.674687, expected=24.000000
predicted=42.257064, expected=44.000000
predicted=35.224181, expected=32.000000
predicted=40.169792, expected=16.000000
predicted=23.652904, expected=80.000000
predicted=66.957178, expected=208.000000
predicted=96.806091, expected=28.000000
predicted=44.217060, expected=20.000000
predicted=55.870693, expected=20.000000
predicted=44.857925, expected=16.000000
predicted=42.334646, expected=64.000000
predicted=96.165143, expected=72.000000
predicted=43.050196, expected=160.000000
predicted=80.184629, expected=40.000000
predicted=44.253312, expected=8.000000
predicted=39.798044, expected=56.000000
predicted=68.182706, expected=16.000000
predicted=40.444702, expected=24.000000
predicted=68.999146, expected=60.000000
predicted=45.026162, expected=112.000000
predicted=53.399989, expected=56.000000
predicted=53.485017, expected=44.000000
predicted=45.650106, expected=72.000000
predicted=58.560372, expected=44.000000
predicted=52.925692, expected=4.000000
predicted=53.915436, expected=32.000000
predicted=45.223993, expected=4.000000
predicted=23.651746, expected=12.000000
predicted=32.693166, expected=44.000000
predicted=35.370062, expected=44.000000
predicted=22.116283, expected=24.000000
predicted=27.737810, expected=8.000000
predicted=16.194313, expected=16.000000
predicted=19.372097, expected=64.000000
predicted=43.607816, expected=52.000000
predicted=39.198017, expected=36.000000
predicted=33.192785, expected=32.000000
predicted=30.611378, expected=32.000000
predicted=30.551014, expected=40.000000
predicted=45.930084, expected=96.000000
predicted=63.069455, expected=40.000000
predicted=39.301666, expected=16.000000
predicted=35.239682, expected=16.000000
predicted=34.289895, expected=48.000000
predicted=40.455103, expected=20.000000
predicted=44.073605, expected=48.000000
predicted=39.882420, expected=72.000000
predicted=42.757976, expected=36.000000
predicted=30.583815, expected=48.000000
predicted=50.024139, expected=16.000000
predicted=28.270312, expected=32.000000
predicted=39.871180, expected=20.000000
predicted=39.864633, expected=28.000000
predicted=29.634806, expected=36.000000
predicted=36.414101, expected=40.000000
predicted=28.084459, expected=60.000000
predicted=42.637076, expected=32.000000
predicted=30.458075, expected=24.000000
predicted=32.232538, expected=24.000000
predicted=33.424238, expected=72.000000
predicted=49.090973, expected=80.000000
predicted=58.360712, expected=52.000000
predicted=45.026862, expected=12.000000
predicted=33.168990, expected=28.000000
predicted=36.630905, expected=20.000000
predicted=40.772643, expected=44.000000
predicted=48.720952, expected=40.000000
predicted=39.132357, expected=92.000000
predicted=48.837033, expected=44.000000
predicted=39.368070, expected=56.000000
predicted=46.536946, expected=40.000000
predicted=48.609998, expected=20.000000
predicted=35.933261, expected=20.000000
predicted=50.027668, expected=40.000000
predicted=38.357099, expected=64.000000
predicted=49.210407, expected=24.000000
predicted=31.640101, expected=8.000000
predicted=23.394230, expected=24.000000
predicted=27.388320, expected=8.000000
Test MSE: 1046.255
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
  "Check mle_retvals", ConvergenceWarning)
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), 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predicted=57.183542, expected=104.000000
predicted=80.150987, expected=96.000000
predicted=89.438698, expected=56.000000
predicted=66.361524, expected=136.000000
predicted=104.566557, expected=68.000000
predicted=64.929821, expected=96.000000
predicted=93.802799, expected=40.000000
predicted=79.959000, expected=84.000000
predicted=72.907034, expected=128.000000
predicted=110.866169, expected=44.000000
predicted=65.404135, expected=88.000000
predicted=86.127986, expected=92.000000
predicted=75.771745, expected=96.000000
predicted=86.020842, expected=48.000000
predicted=86.530873, expected=76.000000
predicted=68.327363, expected=112.000000
predicted=92.136033, expected=36.000000
predicted=69.429842, expected=52.000000
predicted=72.687610, expected=108.000000
predicted=76.384541, expected=88.000000
predicted=76.771108, expected=60.000000
predicted=80.187563, expected=68.000000
predicted=64.010563, expected=48.000000
predicted=61.760582, expected=80.000000
predicted=82.375019, expected=100.000000
predicted=82.527232, expected=124.000000
predicted=83.421800, expected=48.000000
predicted=70.082294, expected=60.000000
predicted=68.105458, expected=72.000000
predicted=80.779973, expected=48.000000
predicted=72.275474, expected=96.000000
predicted=90.008536, expected=60.000000
predicted=60.019547, expected=84.000000
predicted=69.479539, expected=116.000000
predicted=86.990823, expected=32.000000
predicted=57.543333, expected=48.000000
predicted=73.679838, expected=80.000000
predicted=71.938881, expected=64.000000
Test MSE: 850.052
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055])]
predicted=59.560332, expected=44.000000
predicted=43.361881, expected=56.000000
predicted=56.468860, expected=36.000000
predicted=40.876554, expected=36.000000
predicted=43.341727, expected=92.000000
predicted=65.189001, expected=100.000000
predicted=77.008992, expected=32.000000
predicted=53.682874, expected=28.000000
predicted=40.877627, expected=44.000000
predicted=42.085122, expected=44.000000
predicted=52.835888, expected=28.000000
predicted=45.677302, expected=20.000000
predicted=27.127182, expected=72.000000
predicted=49.039166, expected=48.000000
predicted=46.271148, expected=32.000000
predicted=40.824322, expected=32.000000
predicted=33.704194, expected=32.000000
predicted=31.670490, expected=36.000000
predicted=41.857002, expected=36.000000
predicted=37.293861, expected=72.000000
predicted=52.210579, expected=92.000000
predicted=67.045993, expected=84.000000
predicted=70.655468, expected=88.000000
predicted=75.722030, expected=52.000000
predicted=59.850123, expected=84.000000
predicted=78.099014, expected=52.000000
predicted=66.118278, expected=52.000000
predicted=63.303146, expected=24.000000
predicted=45.917933, expected=24.000000
predicted=35.693265, expected=16.000000
predicted=32.957170, expected=28.000000
predicted=30.932960, expected=56.000000
predicted=44.065182, expected=64.000000
predicted=47.968603, expected=132.000000
predicted=85.634934, expected=4.000000
predicted=33.986753, expected=88.000000
predicted=68.175898, expected=48.000000
predicted=52.796812, expected=76.000000
predicted=71.259612, expected=52.000000
predicted=68.994164, expected=56.000000
predicted=49.138312, expected=56.000000
predicted=61.616983, expected=68.000000
predicted=60.863031, expected=40.000000
predicted=53.532314, expected=16.000000
predicted=35.069567, expected=56.000000
predicted=48.472261, expected=32.000000
predicted=39.525036, expected=72.000000
predicted=60.444435, expected=132.000000
predicted=87.243903, expected=232.000000
predicted=146.131349, expected=40.000000
predicted=82.623552, expected=28.000000
predicted=59.835454, expected=56.000000
predicted=61.712064, expected=60.000000
predicted=75.154341, expected=48.000000
predicted=84.387354, expected=56.000000
predicted=51.202208, expected=76.000000
predicted=59.482083, expected=80.000000
predicted=70.185226, expected=20.000000
predicted=44.800688, expected=12.000000
predicted=31.691375, expected=56.000000
predicted=46.968340, expected=60.000000
predicted=55.900859, expected=28.000000
predicted=44.519366, expected=16.000000
predicted=24.817925, expected=28.000000
predicted=25.386730, expected=56.000000
predicted=46.298982, expected=20.000000
predicted=33.359103, expected=96.000000
predicted=62.396215, expected=28.000000
predicted=35.242479, expected=64.000000
predicted=54.035190, expected=84.000000
predicted=67.181362, expected=36.000000
predicted=45.125176, expected=16.000000
predicted=43.923788, expected=48.000000
predicted=40.078667, expected=40.000000
predicted=44.060455, expected=32.000000
predicted=44.169987, expected=88.000000
predicted=60.433369, expected=44.000000
predicted=43.388024, expected=36.000000
predicted=45.580704, expected=56.000000
predicted=48.842426, expected=92.000000
predicted=67.016394, expected=108.000000
predicted=90.770791, expected=48.000000
predicted=60.738577, expected=72.000000
predicted=66.404429, expected=96.000000
predicted=79.641524, expected=60.000000
predicted=73.758964, expected=20.000000
predicted=54.030578, expected=68.000000
predicted=57.745307, expected=44.000000
predicted=51.962846, expected=24.000000
predicted=46.603519, expected=72.000000
predicted=57.521466, expected=108.000000
predicted=72.401730, expected=88.000000
predicted=81.114034, expected=56.000000
predicted=63.987794, expected=92.000000
predicted=73.765444, expected=12.000000
predicted=45.774370, expected=76.000000
predicted=74.695964, expected=112.000000
predicted=87.389356, expected=48.000000
predicted=62.077802, expected=84.000000
predicted=81.100856, expected=52.000000
predicted=51.354612, expected=40.000000
predicted=56.789881, expected=52.000000
predicted=62.415901, expected=56.000000
predicted=52.760413, expected=96.000000
predicted=79.092869, expected=36.000000
predicted=50.423217, expected=20.000000
predicted=37.789025, expected=96.000000
predicted=68.140757, expected=28.000000
predicted=44.417202, expected=12.000000
predicted=41.619549, expected=76.000000
predicted=51.977869, expected=112.000000
predicted=73.523027, expected=44.000000
predicted=65.337433, expected=44.000000
predicted=49.659859, expected=8.000000
predicted=24.289082, expected=36.000000
predicted=43.678557, expected=32.000000
predicted=45.171210, expected=64.000000
predicted=49.465390, expected=40.000000
predicted=41.553821, expected=64.000000
predicted=47.931391, expected=44.000000
predicted=44.899337, expected=72.000000
predicted=58.105336, expected=36.000000
predicted=48.273085, expected=52.000000
predicted=50.107641, expected=44.000000
predicted=48.769400, expected=76.000000
predicted=60.847188, expected=52.000000
predicted=57.399379, expected=32.000000
predicted=42.086235, expected=24.000000
predicted=36.406846, expected=36.000000
predicted=37.237041, expected=44.000000
predicted=46.109168, expected=16.000000
predicted=29.822523, expected=48.000000
predicted=38.656114, expected=8.000000
predicted=19.686202, expected=36.000000
predicted=33.025709, expected=64.000000
predicted=46.886837, expected=16.000000
predicted=25.835780, expected=48.000000
predicted=43.581655, expected=44.000000
predicted=34.559622, expected=88.000000
predicted=63.517321, expected=16.000000
predicted=39.580250, expected=68.000000
predicted=51.782706, expected=52.000000
predicted=49.968188, expected=12.000000
predicted=33.368597, expected=36.000000
predicted=44.793919, expected=64.000000
predicted=44.085824, expected=48.000000
predicted=51.118796, expected=20.000000
predicted=35.637733, expected=12.000000
predicted=20.346958, expected=32.000000
predicted=30.074287, expected=60.000000
predicted=48.716906, expected=32.000000
predicted=37.494198, expected=60.000000
predicted=45.723409, expected=24.000000
predicted=29.286028, expected=60.000000
predicted=48.562916, expected=52.000000
predicted=50.563515, expected=20.000000
predicted=33.201586, expected=72.000000
predicted=57.685811, expected=44.000000
predicted=41.906551, expected=112.000000
predicted=81.941972, expected=72.000000
predicted=68.371137, expected=20.000000
predicted=41.690380, expected=32.000000
predicted=46.219247, expected=12.000000
predicted=27.749536, expected=24.000000
predicted=41.225134, expected=32.000000
predicted=35.140904, expected=48.000000
predicted=35.438568, expected=108.000000
predicted=69.058872, expected=4.000000
predicted=27.284412, expected=28.000000
predicted=34.759420, expected=8.000000
predicted=19.932021, expected=136.000000
predicted=81.784336, expected=56.000000
predicted=67.821295, expected=52.000000
predicted=51.101975, expected=80.000000
predicted=62.965011, expected=12.000000
predicted=32.570541, expected=32.000000
predicted=56.009875, expected=56.000000
predicted=47.796612, expected=40.000000
predicted=43.885528, expected=32.000000
predicted=44.037186, expected=40.000000
predicted=33.883372, expected=92.000000
predicted=62.496247, expected=28.000000
predicted=44.237472, expected=32.000000
predicted=40.629024, expected=88.000000
predicted=60.387936, expected=32.000000
predicted=43.522483, expected=76.000000
predicted=70.457870, expected=68.000000
predicted=56.440994, expected=56.000000
predicted=56.127696, expected=28.000000
predicted=50.036080, expected=36.000000
predicted=39.446394, expected=160.000000
predicted=102.419273, expected=80.000000
predicted=80.330155, expected=28.000000
predicted=57.517199, expected=120.000000
predicted=83.283098, expected=72.000000
predicted=70.295142, expected=16.000000
predicted=67.032329, expected=36.000000
predicted=49.063624, expected=12.000000
predicted=25.392980, expected=32.000000
predicted=46.715402, expected=56.000000
predicted=47.238910, expected=160.000000
predicted=91.557442, expected=16.000000
predicted=45.334610, expected=52.000000
predicted=53.042131, expected=104.000000
predicted=72.096720, expected=24.000000
predicted=49.737268, expected=44.000000
predicted=70.080220, expected=36.000000
predicted=34.932310, expected=24.000000
predicted=36.626016, expected=100.000000
predicted=76.224265, expected=52.000000
predicted=48.686361, expected=24.000000
predicted=42.274694, expected=56.000000
predicted=47.521018, expected=88.000000
predicted=62.210021, expected=84.000000
predicted=79.992176, expected=64.000000
predicted=65.746132, expected=68.000000
predicted=61.785377, expected=44.000000
predicted=55.530946, expected=36.000000
predicted=53.986434, expected=116.000000
predicted=85.302102, expected=96.000000
predicted=81.491517, expected=48.000000
predicted=66.824855, expected=44.000000
predicted=53.976821, expected=36.000000
predicted=44.361819, expected=24.000000
predicted=49.165453, expected=48.000000
predicted=51.681155, expected=20.000000
predicted=30.980631, expected=40.000000
predicted=38.196003, expected=60.000000
predicted=45.297517, expected=48.000000
predicted=42.969301, expected=84.000000
predicted=64.743356, expected=32.000000
predicted=40.363878, expected=56.000000
predicted=53.397587, expected=52.000000
predicted=52.212098, expected=24.000000
predicted=39.408221, expected=40.000000
predicted=47.626791, expected=52.000000
predicted=42.932765, expected=64.000000
predicted=55.522598, expected=68.000000
predicted=59.291619, expected=32.000000
predicted=40.805165, expected=16.000000
predicted=32.901214, expected=76.000000
predicted=56.509961, expected=156.000000
predicted=100.754327, expected=164.000000
predicted=122.154461, expected=120.000000
predicted=108.379240, expected=132.000000
predicted=112.038594, expected=32.000000
predicted=75.659996, expected=40.000000
predicted=81.054283, expected=80.000000
predicted=87.385044, expected=100.000000
predicted=92.112753, expected=128.000000
predicted=111.308987, expected=112.000000
predicted=93.294604, expected=60.000000
predicted=74.464142, expected=140.000000
predicted=112.180129, expected=104.000000
predicted=103.637991, expected=104.000000
predicted=112.197297, expected=40.000000
predicted=74.890048, expected=80.000000
predicted=77.646094, expected=56.000000
predicted=76.598424, expected=36.000000
predicted=60.253885, expected=8.000000
predicted=39.770300, expected=84.000000
predicted=57.916832, expected=36.000000
predicted=47.745318, expected=12.000000
predicted=33.720874, expected=88.000000
predicted=57.426161, expected=52.000000
predicted=44.022287, expected=20.000000
predicted=45.670210, expected=68.000000
predicted=51.654003, expected=68.000000
predicted=51.241282, expected=56.000000
predicted=63.656417, expected=20.000000
predicted=38.914213, expected=52.000000
predicted=43.471255, expected=8.000000
predicted=30.869110, expected=28.000000
predicted=36.742562, expected=32.000000
predicted=32.788631, expected=44.000000
predicted=34.619199, expected=48.000000
predicted=43.519794, expected=16.000000
predicted=23.547835, expected=72.000000
predicted=50.202125, expected=8.000000
predicted=25.086350, expected=8.000000
predicted=25.177576, expected=16.000000
predicted=21.686033, expected=48.000000
predicted=31.696060, expected=44.000000
predicted=42.988537, expected=36.000000
predicted=31.425804, expected=52.000000
predicted=38.800888, expected=16.000000
predicted=25.825221, expected=60.000000
predicted=49.045927, expected=16.000000
predicted=29.252305, expected=48.000000
predicted=41.862053, expected=80.000000
predicted=58.263767, expected=4.000000
predicted=25.275516, expected=12.000000
predicted=30.374648, expected=56.000000
predicted=35.956372, expected=28.000000
predicted=34.562766, expected=44.000000
predicted=47.137961, expected=80.000000
predicted=50.006076, expected=32.000000
predicted=37.181104, expected=12.000000
predicted=33.918460, expected=36.000000
predicted=32.512997, expected=24.000000
predicted=30.251320, expected=24.000000
predicted=35.884740, expected=88.000000
predicted=54.955129, expected=88.000000
predicted=60.453146, expected=140.000000
predicted=97.534245, expected=32.000000
predicted=54.339202, expected=24.000000
predicted=45.713929, expected=44.000000
predicted=53.176248, expected=44.000000
predicted=53.211710, expected=28.000000
predicted=53.278429, expected=52.000000
predicted=42.340263, expected=92.000000
predicted=61.362178, expected=28.000000
predicted=43.458052, expected=36.000000
predicted=44.182649, expected=92.000000
predicted=61.967010, expected=36.000000
predicted=48.485292, expected=44.000000
predicted=57.539761, expected=84.000000
predicted=59.684776, expected=64.000000
predicted=58.729704, expected=76.000000
predicted=75.692023, expected=92.000000
predicted=73.127036, expected=56.000000
predicted=62.700936, expected=60.000000
predicted=69.094873, expected=88.000000
predicted=74.901510, expected=64.000000
predicted=69.758891, expected=88.000000
predicted=83.232703, expected=108.000000
predicted=86.714321, expected=56.000000
predicted=69.711785, expected=28.000000
predicted=57.677845, expected=176.000000
predicted=112.308937, expected=84.000000
predicted=89.121148, expected=256.000000
predicted=176.959519, expected=52.000000
predicted=90.566953, expected=36.000000
predicted=73.963495, expected=56.000000
predicted=84.174957, expected=84.000000
predicted=80.287128, expected=140.000000
predicted=135.287498, expected=72.000000
predicted=77.048197, expected=32.000000
predicted=55.597144, expected=104.000000
predicted=80.967714, expected=56.000000
predicted=69.765140, expected=56.000000
predicted=77.913276, expected=32.000000
predicted=48.520549, expected=24.000000
predicted=36.120263, expected=28.000000
predicted=44.370804, expected=88.000000
predicted=61.355932, expected=28.000000
predicted=41.647663, expected=52.000000
predicted=47.186735, expected=100.000000
predicted=65.309893, expected=116.000000
predicted=84.269881, expected=28.000000
predicted=61.943521, expected=96.000000
predicted=74.307498, expected=84.000000
predicted=74.262674, expected=44.000000
predicted=69.968487, expected=48.000000
predicted=65.733458, expected=40.000000
predicted=43.789824, expected=84.000000
predicted=73.637126, expected=48.000000
predicted=58.398775, expected=52.000000
predicted=53.488376, expected=60.000000
predicted=54.889709, expected=36.000000
predicted=45.056945, expected=16.000000
predicted=40.170994, expected=76.000000
predicted=55.092110, expected=24.000000
predicted=37.614917, expected=68.000000
predicted=57.670145, expected=76.000000
predicted=57.390847, expected=84.000000
predicted=65.341289, expected=4.000000
predicted=41.785192, expected=36.000000
predicted=38.641271, expected=36.000000
predicted=41.445139, expected=20.000000
predicted=37.217347, expected=64.000000
predicted=53.657754, expected=52.000000
predicted=38.939981, expected=68.000000
predicted=55.722902, expected=36.000000
predicted=42.881063, expected=12.000000
predicted=28.339464, expected=36.000000
predicted=39.732934, expected=72.000000
predicted=53.499490, expected=84.000000
predicted=67.707888, expected=44.000000
predicted=49.876674, expected=48.000000
predicted=45.751850, expected=48.000000
predicted=47.747292, expected=24.000000
predicted=43.206942, expected=24.000000
predicted=40.210124, expected=12.000000
predicted=24.299863, expected=40.000000
predicted=35.058500, expected=72.000000
predicted=50.684712, expected=72.000000
predicted=53.996983, expected=64.000000
predicted=55.132233, expected=32.000000
predicted=39.918713, expected=40.000000
predicted=44.800316, expected=68.000000
predicted=60.012417, expected=76.000000
predicted=66.992762, expected=116.000000
predicted=87.147383, expected=32.000000
predicted=51.365017, expected=48.000000
predicted=55.272528, expected=200.000000
predicted=122.125183, expected=100.000000
predicted=100.564596, expected=108.000000
predicted=114.699102, expected=100.000000
predicted=89.685647, expected=52.000000
predicted=75.193827, expected=44.000000
predicted=87.098397, expected=56.000000
predicted=66.241385, expected=36.000000
predicted=57.071041, expected=64.000000
predicted=64.261397, expected=40.000000
predicted=45.736785, expected=64.000000
predicted=55.411930, expected=48.000000
predicted=50.517435, expected=32.000000
predicted=41.191038, expected=8.000000
predicted=30.762404, expected=40.000000
predicted=35.863198, expected=24.000000
predicted=32.905011, expected=32.000000
predicted=33.917799, expected=76.000000
predicted=49.678792, expected=80.000000
predicted=55.370246, expected=28.000000
predicted=43.852159, expected=60.000000
predicted=50.621888, expected=52.000000
predicted=48.306396, expected=60.000000
predicted=61.638102, expected=84.000000
predicted=71.744149, expected=28.000000
predicted=42.635560, expected=76.000000
predicted=65.495607, expected=72.000000
predicted=62.609982, expected=20.000000
predicted=45.920511, expected=48.000000
Test MSE: 1293.494
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112])]
predicted=26.889348, expected=8.000000
predicted=20.391248, expected=20.000000
predicted=15.577117, expected=16.000000
predicted=14.816918, expected=32.000000
predicted=20.509257, expected=12.000000
predicted=18.350188, expected=20.000000
predicted=16.153304, expected=8.000000
predicted=15.892151, expected=12.000000
predicted=14.690769, expected=20.000000
predicted=21.599261, expected=24.000000
predicted=17.006788, expected=12.000000
predicted=15.988212, expected=40.000000
predicted=22.533283, expected=12.000000
predicted=15.980383, expected=16.000000
predicted=19.061048, expected=16.000000
predicted=20.255235, expected=24.000000
predicted=18.448219, expected=48.000000
predicted=35.499533, expected=20.000000
predicted=19.622736, expected=16.000000
predicted=19.878653, expected=32.000000
predicted=25.518529, expected=4.000000
predicted=18.015432, expected=12.000000
predicted=25.378710, expected=24.000000
predicted=20.061837, expected=20.000000
predicted=17.596009, expected=12.000000
predicted=19.614503, expected=24.000000
predicted=15.486691, expected=16.000000
predicted=15.855132, expected=28.000000
predicted=23.359902, expected=28.000000
predicted=23.022247, expected=12.000000
predicted=15.919354, expected=12.000000
predicted=18.935804, expected=44.000000
predicted=26.961353, expected=12.000000
predicted=20.789510, expected=32.000000
predicted=27.067719, expected=12.000000
predicted=16.728435, expected=24.000000
predicted=19.854017, expected=28.000000
predicted=30.648937, expected=24.000000
predicted=19.944451, expected=12.000000
predicted=21.977393, expected=12.000000
predicted=15.282272, expected=12.000000
predicted=17.868918, expected=20.000000
predicted=20.563860, expected=20.000000
predicted=19.263637, expected=36.000000
predicted=21.769778, expected=36.000000
predicted=24.003315, expected=24.000000
predicted=21.744603, expected=28.000000
predicted=26.068440, expected=16.000000
predicted=22.125190, expected=20.000000
predicted=26.775074, expected=8.000000
predicted=21.441024, expected=36.000000
predicted=25.837270, expected=44.000000
predicted=31.096999, expected=12.000000
predicted=18.441507, expected=12.000000
predicted=19.379506, expected=12.000000
predicted=15.132680, expected=8.000000
predicted=20.207493, expected=12.000000
predicted=21.753595, expected=24.000000
predicted=15.796149, expected=36.000000
predicted=21.128708, expected=8.000000
predicted=13.516631, expected=20.000000
predicted=16.409192, expected=4.000000
predicted=12.437180, expected=12.000000
predicted=16.885937, expected=16.000000
predicted=20.768888, expected=8.000000
predicted=9.420110, expected=20.000000
predicted=16.763071, expected=12.000000
predicted=10.141895, expected=12.000000
predicted=12.568224, expected=20.000000
predicted=16.462614, expected=4.000000
predicted=9.146252, expected=12.000000
predicted=14.460806, expected=32.000000
predicted=18.894389, expected=20.000000
predicted=16.382477, expected=4.000000
predicted=13.746827, expected=4.000000
predicted=8.416241, expected=20.000000
predicted=15.329737, expected=24.000000
predicted=22.232959, expected=36.000000
predicted=23.432083, expected=28.000000
predicted=18.431916, expected=28.000000
predicted=20.254662, expected=12.000000
predicted=20.301263, expected=16.000000
predicted=21.604482, expected=24.000000
predicted=26.626256, expected=16.000000
predicted=20.903838, expected=8.000000
predicted=17.405650, expected=32.000000
predicted=20.318377, expected=44.000000
predicted=27.031769, expected=24.000000
predicted=24.487004, expected=12.000000
predicted=18.760970, expected=8.000000
predicted=14.592572, expected=4.000000
predicted=18.259671, expected=28.000000
predicted=27.551173, expected=12.000000
predicted=16.031773, expected=4.000000
predicted=9.576220, expected=12.000000
predicted=10.938213, expected=40.000000
predicted=19.643165, expected=24.000000
predicted=22.805274, expected=12.000000
predicted=14.979126, expected=12.000000
predicted=13.236501, expected=20.000000
predicted=17.773416, expected=12.000000
predicted=22.141610, expected=4.000000
predicted=13.568341, expected=4.000000
predicted=9.228511, expected=16.000000
predicted=12.497218, expected=16.000000
predicted=14.648290, expected=24.000000
predicted=15.617056, expected=12.000000
predicted=10.679285, expected=20.000000
predicted=14.064862, expected=4.000000
predicted=12.447272, expected=8.000000
predicted=12.598311, expected=24.000000
predicted=19.685156, expected=52.000000
predicted=26.581957, expected=20.000000
predicted=20.666371, expected=8.000000
predicted=13.178553, expected=8.000000
predicted=14.508739, expected=12.000000
predicted=18.429242, expected=12.000000
predicted=24.250737, expected=12.000000
predicted=13.774427, expected=16.000000
predicted=11.883516, expected=28.000000
predicted=16.765912, expected=20.000000
predicted=16.426773, expected=24.000000
predicted=18.733243, expected=12.000000
predicted=15.490030, expected=8.000000
predicted=14.643997, expected=12.000000
predicted=18.344021, expected=20.000000
predicted=17.717939, expected=12.000000
predicted=15.901004, expected=20.000000
predicted=15.288988, expected=4.000000
predicted=9.271275, expected=12.000000
predicted=12.524359, expected=8.000000
predicted=13.120181, expected=44.000000
predicted=22.743075, expected=16.000000
predicted=17.627492, expected=16.000000
predicted=13.516030, expected=28.000000
predicted=21.410872, expected=4.000000
predicted=11.922927, expected=12.000000
predicted=23.431595, expected=20.000000
predicted=17.190210, expected=8.000000
predicted=12.646497, expected=20.000000
predicted=19.675806, expected=8.000000
predicted=9.122586, expected=20.000000
predicted=15.297120, expected=8.000000
predicted=13.868549, expected=8.000000
predicted=9.798831, expected=4.000000
predicted=11.450385, expected=36.000000
predicted=18.267152, expected=16.000000
predicted=16.483868, expected=4.000000
predicted=9.269169, expected=8.000000
predicted=10.935980, expected=4.000000
predicted=7.550837, expected=16.000000
predicted=19.288989, expected=24.000000
predicted=16.110595, expected=24.000000
predicted=13.948995, expected=12.000000
predicted=12.605648, expected=16.000000
predicted=13.402534, expected=12.000000
predicted=15.530400, expected=8.000000
predicted=15.431645, expected=4.000000
predicted=12.939443, expected=16.000000
predicted=12.618613, expected=4.000000
predicted=9.579157, expected=8.000000
predicted=9.162832, expected=12.000000
predicted=9.543106, expected=8.000000
predicted=7.125307, expected=16.000000
predicted=13.357691, expected=36.000000
predicted=17.664819, expected=40.000000
predicted=22.617477, expected=16.000000
predicted=17.906112, expected=16.000000
predicted=17.609465, expected=4.000000
predicted=15.358015, expected=4.000000
predicted=18.492128, expected=12.000000
predicted=20.021631, expected=8.000000
predicted=10.513826, expected=16.000000
predicted=13.009230, expected=4.000000
predicted=6.053076, expected=8.000000
predicted=7.317846, expected=4.000000
predicted=8.185346, expected=4.000000
predicted=6.283961, expected=16.000000
predicted=12.355865, expected=8.000000
predicted=6.607261, expected=16.000000
predicted=10.855443, expected=8.000000
predicted=7.885291, expected=8.000000
predicted=7.912783, expected=20.000000
predicted=15.499378, expected=32.000000
predicted=18.065581, expected=20.000000
predicted=17.767804, expected=8.000000
predicted=12.204351, expected=16.000000
predicted=15.020428, expected=4.000000
predicted=13.626149, expected=8.000000
predicted=16.551927, expected=24.000000
predicted=17.852629, expected=4.000000
predicted=7.956316, expected=4.000000
predicted=9.835535, expected=16.000000
predicted=10.418389, expected=12.000000
predicted=10.310883, expected=12.000000
predicted=14.752794, expected=12.000000
predicted=9.326512, expected=4.000000
predicted=6.852895, expected=16.000000
predicted=13.971758, expected=16.000000
predicted=12.989063, expected=8.000000
predicted=10.431385, expected=4.000000
predicted=8.982010, expected=8.000000
predicted=7.670003, expected=24.000000
predicted=16.323889, expected=16.000000
predicted=14.186842, expected=16.000000
predicted=12.621170, expected=12.000000
predicted=11.055605, expected=8.000000
predicted=10.822967, expected=4.000000
predicted=13.142851, expected=16.000000
predicted=13.886740, expected=8.000000
predicted=10.978979, expected=20.000000
predicted=13.800915, expected=28.000000
predicted=16.592833, expected=28.000000
predicted=17.104280, expected=4.000000
predicted=13.567367, expected=4.000000
predicted=10.687728, expected=8.000000
predicted=14.265049, expected=12.000000
predicted=16.178534, expected=8.000000
predicted=13.841631, expected=28.000000
predicted=13.981439, expected=16.000000
predicted=11.563974, expected=8.000000
predicted=10.610558, expected=20.000000
predicted=16.164660, expected=16.000000
predicted=13.822310, expected=52.000000
predicted=32.209467, expected=16.000000
predicted=18.813633, expected=12.000000
predicted=15.499784, expected=12.000000
predicted=18.988569, expected=16.000000
predicted=17.753644, expected=20.000000
predicted=27.817391, expected=20.000000
predicted=17.052592, expected=8.000000
predicted=12.272953, expected=8.000000
predicted=11.959028, expected=4.000000
predicted=10.988610, expected=8.000000
predicted=12.149828, expected=8.000000
predicted=11.290261, expected=20.000000
predicted=11.839563, expected=36.000000
predicted=18.704175, expected=24.000000
predicted=15.798463, expected=24.000000
predicted=18.618137, expected=8.000000
predicted=14.173565, expected=16.000000
predicted=19.385545, expected=16.000000
predicted=22.778589, expected=12.000000
predicted=16.768587, expected=8.000000
predicted=14.657453, expected=12.000000
predicted=11.054177, expected=24.000000
predicted=17.437528, expected=8.000000
predicted=12.347157, expected=8.000000
predicted=10.946859, expected=32.000000
predicted=18.405605, expected=20.000000
predicted=16.548289, expected=8.000000
predicted=15.967526, expected=8.000000
predicted=11.360688, expected=8.000000
predicted=10.762640, expected=12.000000
predicted=17.567256, expected=12.000000
predicted=13.379877, expected=24.000000
predicted=14.388629, expected=36.000000
predicted=20.120220, expected=8.000000
predicted=12.276501, expected=32.000000
predicted=22.118113, expected=4.000000
predicted=13.606173, expected=24.000000
predicted=22.207299, expected=24.000000
predicted=25.609125, expected=4.000000
predicted=10.673247, expected=16.000000
predicted=20.382633, expected=4.000000
predicted=8.366204, expected=4.000000
predicted=12.535492, expected=32.000000
predicted=21.039324, expected=12.000000
predicted=10.130951, expected=8.000000
predicted=12.207493, expected=8.000000
predicted=8.991406, expected=20.000000
predicted=13.197079, expected=16.000000
predicted=19.365503, expected=4.000000
predicted=9.498275, expected=20.000000
predicted=13.697920, expected=16.000000
predicted=13.125755, expected=8.000000
predicted=13.574431, expected=20.000000
predicted=16.138711, expected=12.000000
predicted=10.866067, expected=12.000000
predicted=15.029436, expected=8.000000
predicted=12.177961, expected=28.000000
predicted=16.671567, expected=16.000000
predicted=16.794762, expected=12.000000
predicted=13.384385, expected=16.000000
predicted=14.935888, expected=8.000000
predicted=11.296584, expected=4.000000
predicted=14.273006, expected=8.000000
predicted=11.058279, expected=60.000000
predicted=27.775830, expected=4.000000
predicted=13.130068, expected=16.000000
predicted=14.856006, expected=4.000000
predicted=10.785949, expected=4.000000
predicted=10.553448, expected=8.000000
predicted=23.507723, expected=8.000000
predicted=6.628012, expected=16.000000
predicted=12.422497, expected=4.000000
predicted=5.761907, expected=4.000000
predicted=5.717189, expected=8.000000
predicted=7.980253, expected=16.000000
predicted=10.614775, expected=12.000000
predicted=11.746318, expected=16.000000
predicted=10.292025, expected=28.000000
predicted=15.562466, expected=8.000000
predicted=11.496595, expected=16.000000
predicted=16.015786, expected=8.000000
predicted=12.412497, expected=4.000000
predicted=11.266999, expected=16.000000
predicted=17.093257, expected=8.000000
predicted=8.955905, expected=4.000000
predicted=9.297838, expected=16.000000
predicted=10.781290, expected=4.000000
predicted=6.371664, expected=8.000000
predicted=10.327582, expected=8.000000
predicted=7.999646, expected=12.000000
predicted=8.405874, expected=36.000000
predicted=20.082242, expected=4.000000
predicted=8.325140, expected=8.000000
predicted=10.529258, expected=24.000000
predicted=16.006365, expected=12.000000
predicted=13.933600, expected=12.000000
predicted=19.195609, expected=16.000000
predicted=11.733797, expected=8.000000
predicted=10.754020, expected=4.000000
predicted=12.777774, expected=16.000000
predicted=12.595035, expected=8.000000
predicted=10.145376, expected=12.000000
predicted=12.093739, expected=8.000000
predicted=8.713695, expected=4.000000
predicted=6.420174, expected=16.000000
predicted=13.075673, expected=4.000000
predicted=7.256485, expected=4.000000
predicted=7.784422, expected=8.000000
predicted=7.592909, expected=8.000000
predicted=6.680306, expected=24.000000
predicted=15.116621, expected=32.000000
predicted=16.170628, expected=48.000000
predicted=24.429605, expected=8.000000
predicted=15.324679, expected=8.000000
predicted=15.190507, expected=4.000000
predicted=16.956409, expected=24.000000
predicted=23.642901, expected=20.000000
predicted=25.135008, expected=32.000000
predicted=18.446522, expected=20.000000
predicted=16.543347, expected=8.000000
predicted=12.438335, expected=8.000000
predicted=17.009745, expected=4.000000
predicted=13.230650, expected=8.000000
predicted=15.753990, expected=20.000000
predicted=15.360003, expected=16.000000
predicted=11.475355, expected=20.000000
predicted=13.608242, expected=16.000000
predicted=12.439488, expected=4.000000
predicted=10.078790, expected=20.000000
predicted=17.804265, expected=16.000000
predicted=15.593103, expected=20.000000
predicted=17.843353, expected=16.000000
predicted=15.694625, expected=20.000000
predicted=14.453571, expected=8.000000
predicted=15.121532, expected=8.000000
predicted=13.133140, expected=4.000000
predicted=11.891675, expected=12.000000
predicted=12.358459, expected=20.000000
predicted=15.739980, expected=8.000000
predicted=9.059819, expected=12.000000
predicted=10.433098, expected=12.000000
predicted=9.916751, expected=4.000000
predicted=9.485935, expected=12.000000
predicted=13.278102, expected=8.000000
predicted=8.650895, expected=12.000000
predicted=10.871220, expected=8.000000
predicted=9.539583, expected=20.000000
predicted=11.604773, expected=8.000000
predicted=10.629030, expected=12.000000
predicted=10.737047, expected=12.000000
predicted=11.983229, expected=20.000000
predicted=13.837321, expected=20.000000
predicted=17.551495, expected=12.000000
predicted=12.220794, expected=28.000000
predicted=18.941942, expected=16.000000
predicted=16.237520, expected=8.000000
predicted=15.448009, expected=12.000000
predicted=15.768288, expected=20.000000
predicted=16.065419, expected=4.000000
predicted=14.704257, expected=4.000000
predicted=10.023397, expected=20.000000
predicted=12.788650, expected=16.000000
predicted=13.292401, expected=16.000000
predicted=15.460676, expected=20.000000
predicted=13.140575, expected=20.000000
predicted=14.464126, expected=16.000000
predicted=17.901547, expected=4.000000
predicted=12.519489, expected=20.000000
predicted=16.936286, expected=20.000000
predicted=18.160459, expected=8.000000
predicted=14.032781, expected=4.000000
predicted=10.814578, expected=4.000000
predicted=7.069281, expected=12.000000
predicted=13.172009, expected=4.000000
predicted=9.765846, expected=12.000000
predicted=8.641675, expected=16.000000
predicted=9.580804, expected=12.000000
predicted=9.210466, expected=20.000000
predicted=14.456379, expected=4.000000
predicted=7.900226, expected=16.000000
predicted=13.663637, expected=8.000000
predicted=12.135597, expected=12.000000
predicted=11.876587, expected=4.000000
predicted=10.909358, expected=20.000000
predicted=11.554131, expected=4.000000
predicted=10.089892, expected=4.000000
predicted=7.227938, expected=8.000000
predicted=9.184984, expected=24.000000
predicted=12.530672, expected=8.000000
predicted=12.335411, expected=4.000000
predicted=6.494179, expected=12.000000
predicted=9.272593, expected=4.000000
predicted=7.857764, expected=8.000000
Test MSE: 104.181
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411])]
predicted=38.359710, expected=60.000000
predicted=40.809760, expected=40.000000
predicted=37.786320, expected=32.000000
predicted=35.922685, expected=48.000000
predicted=42.066061, expected=16.000000
predicted=35.838723, expected=36.000000
predicted=40.902172, expected=32.000000
predicted=32.777461, expected=32.000000
predicted=33.560812, expected=40.000000
predicted=34.714298, expected=36.000000
predicted=31.484300, expected=20.000000
predicted=32.179204, expected=28.000000
predicted=31.533834, expected=68.000000
predicted=39.014854, expected=24.000000
predicted=34.310950, expected=32.000000
predicted=36.604574, expected=56.000000
predicted=37.094764, expected=24.000000
predicted=37.155873, expected=36.000000
predicted=42.419524, expected=64.000000
predicted=39.186764, expected=32.000000
predicted=39.374916, expected=8.000000
predicted=37.095961, expected=48.000000
predicted=35.822140, expected=64.000000
predicted=41.827727, expected=32.000000
predicted=42.013520, expected=32.000000
predicted=36.699234, expected=32.000000
predicted=33.884951, expected=24.000000
predicted=38.511198, expected=4.000000
predicted=31.178740, expected=16.000000
predicted=23.869695, expected=64.000000
predicted=30.783013, expected=36.000000
predicted=28.311969, expected=12.000000
predicted=26.614050, expected=4.000000
predicted=20.610174, expected=12.000000
predicted=23.222705, expected=32.000000
predicted=28.720864, expected=64.000000
predicted=29.361805, expected=40.000000
predicted=26.159950, expected=8.000000
predicted=25.008400, expected=24.000000
predicted=29.446828, expected=36.000000
predicted=33.603124, expected=28.000000
predicted=34.631460, expected=12.000000
predicted=24.643870, expected=88.000000
predicted=36.193111, expected=80.000000
predicted=42.952573, expected=24.000000
predicted=43.712185, expected=16.000000
predicted=40.432078, expected=40.000000
predicted=41.993200, expected=52.000000
predicted=51.855656, expected=48.000000
predicted=45.151997, expected=8.000000
predicted=28.883380, expected=68.000000
predicted=42.159348, expected=68.000000
predicted=45.451582, expected=8.000000
predicted=40.338091, expected=36.000000
predicted=42.357182, expected=64.000000
predicted=40.674828, expected=36.000000
predicted=45.805450, expected=56.000000
predicted=48.110098, expected=52.000000
predicted=39.748738, expected=28.000000
predicted=44.238944, expected=52.000000
predicted=50.421358, expected=48.000000
predicted=43.756105, expected=56.000000
predicted=50.278414, expected=36.000000
predicted=44.180013, expected=24.000000
predicted=40.182938, expected=60.000000
predicted=48.150546, expected=48.000000
predicted=43.759876, expected=44.000000
predicted=46.107030, expected=68.000000
predicted=47.713846, expected=28.000000
predicted=41.799123, expected=44.000000
predicted=51.548193, expected=68.000000
predicted=50.005272, expected=72.000000
predicted=54.138527, expected=24.000000
predicted=49.010231, expected=20.000000
predicted=43.165520, expected=32.000000
predicted=42.971470, expected=48.000000
predicted=45.530355, expected=68.000000
predicted=46.270912, expected=64.000000
predicted=41.939718, expected=44.000000
predicted=44.520201, expected=32.000000
predicted=46.967771, expected=48.000000
predicted=51.448251, expected=36.000000
predicted=48.082568, expected=20.000000
predicted=41.102929, expected=52.000000
predicted=40.957922, expected=44.000000
predicted=36.992344, expected=12.000000
predicted=34.786758, expected=16.000000
predicted=30.835962, expected=28.000000
predicted=28.229904, expected=32.000000
predicted=31.599382, expected=16.000000
predicted=24.502421, expected=56.000000
predicted=29.290427, expected=44.000000
predicted=29.559557, expected=24.000000
predicted=33.252671, expected=20.000000
predicted=31.826040, expected=16.000000
predicted=28.099155, expected=28.000000
predicted=32.961593, expected=60.000000
predicted=34.375504, expected=28.000000
predicted=26.787913, expected=40.000000
predicted=33.920075, expected=24.000000
predicted=29.896526, expected=36.000000
predicted=37.212903, expected=24.000000
predicted=34.822249, expected=36.000000
predicted=32.603605, expected=32.000000
predicted=31.538898, expected=44.000000
predicted=33.618200, expected=20.000000
predicted=30.289345, expected=24.000000
predicted=30.810496, expected=44.000000
predicted=34.094844, expected=40.000000
predicted=33.484003, expected=56.000000
predicted=40.015556, expected=80.000000
predicted=44.592133, expected=32.000000
predicted=42.090040, expected=28.000000
predicted=47.839015, expected=32.000000
predicted=43.474508, expected=24.000000
predicted=41.839422, expected=36.000000
predicted=41.443765, expected=28.000000
predicted=29.149616, expected=40.000000
predicted=32.587468, expected=40.000000
predicted=32.958629, expected=40.000000
predicted=34.714069, expected=52.000000
predicted=40.174319, expected=24.000000
predicted=34.925824, expected=28.000000
predicted=38.502761, expected=32.000000
predicted=35.534739, expected=32.000000
predicted=34.973893, expected=36.000000
predicted=35.151479, expected=32.000000
predicted=30.141300, expected=24.000000
predicted=30.216172, expected=20.000000
predicted=29.139778, expected=36.000000
predicted=31.036759, expected=52.000000
predicted=34.326050, expected=56.000000
predicted=37.228579, expected=52.000000
predicted=39.734154, expected=64.000000
predicted=46.931195, expected=24.000000
predicted=43.822531, expected=20.000000
predicted=45.459278, expected=48.000000
predicted=45.278639, expected=48.000000
predicted=42.679485, expected=40.000000
predicted=42.051545, expected=48.000000
predicted=38.252230, expected=52.000000
predicted=41.825643, expected=28.000000
predicted=42.675475, expected=28.000000
predicted=41.384493, expected=52.000000
predicted=42.316158, expected=40.000000
predicted=40.501562, expected=40.000000
predicted=41.536607, expected=44.000000
predicted=38.256624, expected=44.000000
predicted=40.809221, expected=44.000000
predicted=44.557332, expected=12.000000
predicted=35.089198, expected=72.000000
predicted=47.353909, expected=20.000000
predicted=34.211419, expected=36.000000
predicted=41.934816, expected=48.000000
predicted=37.983995, expected=40.000000
predicted=36.750859, expected=24.000000
predicted=40.829420, expected=24.000000
predicted=31.490961, expected=32.000000
predicted=34.109453, expected=24.000000
predicted=31.961751, expected=60.000000
predicted=37.214543, expected=48.000000
predicted=33.497148, expected=36.000000
predicted=37.364694, expected=24.000000
predicted=36.122287, expected=32.000000
predicted=37.064983, expected=16.000000
predicted=35.363177, expected=44.000000
predicted=36.397661, expected=28.000000
predicted=28.396728, expected=52.000000
predicted=35.102268, expected=44.000000
predicted=34.711701, expected=28.000000
predicted=34.266321, expected=20.000000
predicted=35.754985, expected=44.000000
predicted=36.879163, expected=36.000000
predicted=36.945597, expected=52.000000
predicted=39.729397, expected=28.000000
predicted=32.422092, expected=40.000000
predicted=37.525054, expected=36.000000
predicted=38.482133, expected=40.000000
predicted=39.238111, expected=28.000000
predicted=37.098251, expected=24.000000
predicted=32.420204, expected=48.000000
predicted=37.574772, expected=16.000000
predicted=29.601548, expected=48.000000
predicted=37.587944, expected=32.000000
predicted=30.173366, expected=24.000000
predicted=32.237221, expected=60.000000
predicted=40.567374, expected=48.000000
predicted=35.671266, expected=48.000000
predicted=44.950619, expected=48.000000
predicted=42.619579, expected=48.000000
predicted=45.126736, expected=56.000000
predicted=52.361997, expected=68.000000
predicted=53.371399, expected=24.000000
predicted=45.901479, expected=16.000000
predicted=43.830179, expected=40.000000
predicted=42.592850, expected=44.000000
predicted=41.748290, expected=16.000000
predicted=34.906825, expected=28.000000
predicted=29.191989, expected=20.000000
predicted=25.270169, expected=48.000000
predicted=35.347435, expected=24.000000
predicted=28.463560, expected=72.000000
predicted=38.331981, expected=56.000000
predicted=38.769947, expected=44.000000
predicted=43.942913, expected=28.000000
predicted=44.200214, expected=28.000000
predicted=40.885359, expected=64.000000
predicted=51.670936, expected=36.000000
predicted=41.008739, expected=52.000000
predicted=44.672203, expected=44.000000
predicted=40.063311, expected=32.000000
predicted=41.823084, expected=28.000000
predicted=43.193469, expected=20.000000
predicted=34.412681, expected=52.000000
predicted=40.723358, expected=36.000000
predicted=34.137759, expected=60.000000
predicted=40.649577, expected=56.000000
predicted=40.718552, expected=28.000000
predicted=40.044514, expected=24.000000
predicted=42.902967, expected=16.000000
predicted=35.109515, expected=40.000000
predicted=39.832908, expected=64.000000
predicted=40.200194, expected=80.000000
predicted=43.534116, expected=68.000000
predicted=47.856577, expected=44.000000
predicted=49.347603, expected=28.000000
predicted=51.715494, expected=16.000000
predicted=48.659427, expected=52.000000
predicted=51.735085, expected=28.000000
predicted=38.472147, expected=52.000000
predicted=40.240280, expected=64.000000
predicted=39.806059, expected=64.000000
predicted=45.764498, expected=36.000000
predicted=47.925639, expected=4.000000
predicted=37.882945, expected=84.000000
predicted=55.934566, expected=60.000000
predicted=49.777371, expected=60.000000
predicted=54.877002, expected=52.000000
predicted=47.453482, expected=24.000000
predicted=43.232979, expected=48.000000
predicted=57.579484, expected=84.000000
predicted=56.976120, expected=60.000000
predicted=54.133107, expected=20.000000
predicted=46.255300, expected=48.000000
predicted=47.705071, expected=24.000000
predicted=44.287306, expected=44.000000
predicted=51.145714, expected=32.000000
predicted=37.315079, expected=68.000000
predicted=41.933088, expected=44.000000
predicted=41.459912, expected=52.000000
predicted=44.888325, expected=44.000000
predicted=45.860967, expected=28.000000
predicted=43.127913, expected=44.000000
predicted=48.711904, expected=32.000000
predicted=39.459136, expected=40.000000
predicted=41.784405, expected=104.000000
predicted=53.178466, expected=44.000000
predicted=43.545930, expected=52.000000
predicted=55.035062, expected=24.000000
predicted=44.264800, expected=28.000000
predicted=48.975796, expected=80.000000
predicted=60.945060, expected=32.000000
predicted=40.249941, expected=52.000000
predicted=48.117361, expected=56.000000
predicted=42.788631, expected=12.000000
predicted=40.578543, expected=64.000000
predicted=54.517449, expected=32.000000
predicted=37.251239, expected=16.000000
predicted=40.474101, expected=56.000000
predicted=41.251340, expected=56.000000
predicted=37.961562, expected=36.000000
predicted=44.441890, expected=44.000000
predicted=39.821543, expected=28.000000
predicted=36.513855, expected=28.000000
predicted=42.633639, expected=36.000000
predicted=38.829688, expected=36.000000
predicted=34.972379, expected=44.000000
predicted=37.270085, expected=28.000000
predicted=31.868700, expected=48.000000
predicted=38.054835, expected=28.000000
predicted=34.604357, expected=12.000000
predicted=32.617061, expected=48.000000
predicted=36.815262, expected=40.000000
predicted=32.852340, expected=44.000000
predicted=38.957543, expected=36.000000
predicted=33.076647, expected=24.000000
predicted=32.447817, expected=16.000000
predicted=34.460085, expected=48.000000
predicted=36.999960, expected=60.000000
predicted=39.061388, expected=52.000000
predicted=39.790239, expected=96.000000
predicted=51.550444, expected=36.000000
predicted=44.945253, expected=32.000000
predicted=55.150025, expected=24.000000
predicted=47.239880, expected=32.000000
predicted=46.987749, expected=28.000000
predicted=43.596653, expected=28.000000
predicted=30.698806, expected=64.000000
predicted=37.109348, expected=60.000000
predicted=38.680284, expected=44.000000
predicted=42.418854, expected=20.000000
predicted=37.541558, expected=4.000000
predicted=34.202200, expected=116.000000
predicted=59.893784, expected=52.000000
predicted=45.077103, expected=40.000000
predicted=48.961540, expected=28.000000
predicted=37.626484, expected=28.000000
predicted=43.778962, expected=24.000000
predicted=50.998214, expected=20.000000
predicted=32.789505, expected=60.000000
predicted=36.544984, expected=56.000000
predicted=35.411889, expected=56.000000
predicted=41.531289, expected=48.000000
predicted=41.809941, expected=12.000000
predicted=38.313546, expected=28.000000
predicted=45.008492, expected=28.000000
predicted=37.884491, expected=48.000000
predicted=40.337287, expected=88.000000
predicted=45.406667, expected=68.000000
predicted=43.230450, expected=44.000000
predicted=48.586520, expected=24.000000
predicted=45.654646, expected=24.000000
predicted=48.648576, expected=44.000000
predicted=52.215433, expected=40.000000
predicted=42.381976, expected=20.000000
predicted=32.264895, expected=92.000000
predicted=45.153967, expected=40.000000
predicted=38.238579, expected=4.000000
predicted=39.914846, expected=32.000000
predicted=37.009427, expected=16.000000
predicted=31.788695, expected=20.000000
predicted=39.015686, expected=36.000000
predicted=25.777489, expected=8.000000
predicted=16.795588, expected=4.000000
predicted=19.935930, expected=40.000000
predicted=22.010681, expected=8.000000
predicted=17.363429, expected=28.000000
predicted=24.367486, expected=72.000000
predicted=27.607228, expected=68.000000
predicted=36.576347, expected=36.000000
predicted=40.768705, expected=104.000000
predicted=55.200106, expected=8.000000
predicted=42.884896, expected=64.000000
predicted=66.269872, expected=44.000000
predicted=48.950687, expected=8.000000
predicted=44.628676, expected=16.000000
predicted=42.682875, expected=24.000000
predicted=25.509937, expected=12.000000
predicted=29.917399, expected=88.000000
predicted=39.061075, expected=32.000000
predicted=24.908345, expected=28.000000
predicted=35.066363, expected=16.000000
predicted=27.918089, expected=4.000000
predicted=28.346988, expected=12.000000
predicted=33.365881, expected=12.000000
predicted=17.857705, expected=4.000000
predicted=13.441302, expected=72.000000
predicted=25.121108, expected=32.000000
predicted=19.395538, expected=28.000000
predicted=28.401548, expected=48.000000
predicted=29.968113, expected=28.000000
predicted=32.627837, expected=24.000000
predicted=41.066595, expected=56.000000
predicted=37.001226, expected=52.000000
predicted=39.152540, expected=52.000000
predicted=45.496094, expected=16.000000
predicted=33.823228, expected=64.000000
predicted=46.053011, expected=4.000000
predicted=35.985619, expected=32.000000
predicted=41.524357, expected=28.000000
predicted=30.411199, expected=36.000000
predicted=31.853299, expected=52.000000
predicted=38.719401, expected=24.000000
predicted=26.513955, expected=32.000000
predicted=34.675672, expected=88.000000
predicted=45.423156, expected=24.000000
predicted=39.363591, expected=24.000000
predicted=43.087734, expected=44.000000
predicted=35.834144, expected=36.000000
predicted=41.346432, expected=32.000000
predicted=44.834668, expected=28.000000
predicted=29.885828, expected=28.000000
predicted=31.349163, expected=44.000000
predicted=36.962090, expected=36.000000
predicted=33.911284, expected=60.000000
predicted=40.335700, expected=40.000000
predicted=37.066590, expected=20.000000
predicted=36.900390, expected=12.000000
predicted=33.417762, expected=24.000000
predicted=32.140448, expected=24.000000
predicted=31.816362, expected=20.000000
predicted=24.751943, expected=36.000000
predicted=23.600940, expected=40.000000
predicted=25.686599, expected=28.000000
predicted=28.514824, expected=24.000000
predicted=27.890672, expected=24.000000
predicted=27.364429, expected=56.000000
predicted=37.272054, expected=8.000000
predicted=27.550129, expected=40.000000
predicted=33.169223, expected=20.000000
predicted=24.572304, expected=32.000000
predicted=32.418295, expected=28.000000
predicted=30.714050, expected=12.000000
predicted=22.011530, expected=60.000000
predicted=35.476807, expected=12.000000
predicted=23.515457, expected=16.000000
predicted=29.109334, expected=40.000000
predicted=26.692319, expected=8.000000
predicted=22.904009, expected=8.000000
predicted=26.646975, expected=8.000000
predicted=13.054531, expected=48.000000
predicted=24.464009, expected=24.000000
predicted=22.595106, expected=28.000000
predicted=21.999235, expected=20.000000
predicted=19.590249, expected=12.000000
predicted=22.255333, expected=20.000000
predicted=26.526357, expected=24.000000
predicted=21.609013, expected=20.000000
predicted=21.380896, expected=4.000000
predicted=15.667705, expected=32.000000
predicted=19.830111, expected=36.000000
predicted=22.578109, expected=24.000000
predicted=24.270466, expected=20.000000
predicted=21.881908, expected=12.000000
predicted=19.028942, expected=20.000000
predicted=24.814685, expected=8.000000
Test MSE: 394.731
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503])]
predicted=14.420845, expected=20.000000
predicted=14.890881, expected=4.000000
predicted=9.273768, expected=12.000000
predicted=9.882552, expected=8.000000
predicted=14.127905, expected=16.000000
predicted=11.857171, expected=16.000000
predicted=14.877790, expected=36.000000
predicted=18.523041, expected=12.000000
predicted=14.573871, expected=8.000000
predicted=10.220214, expected=12.000000
predicted=16.150427, expected=4.000000
predicted=13.186242, expected=8.000000
predicted=15.380757, expected=40.000000
predicted=21.256917, expected=32.000000
predicted=20.290255, expected=4.000000
predicted=9.422190, expected=4.000000
predicted=8.906504, expected=8.000000
predicted=14.698918, expected=24.000000
predicted=25.103763, expected=28.000000
predicted=22.439985, expected=20.000000
predicted=12.726579, expected=24.000000
predicted=15.965774, expected=8.000000
predicted=14.207718, expected=4.000000
predicted=14.813029, expected=16.000000
predicted=19.474075, expected=4.000000
predicted=12.616273, expected=8.000000
predicted=11.217739, expected=20.000000
predicted=12.813185, expected=32.000000
predicted=17.499212, expected=20.000000
predicted=16.484682, expected=40.000000
predicted=21.417336, expected=12.000000
predicted=17.396254, expected=4.000000
predicted=14.563261, expected=32.000000
predicted=28.443268, expected=36.000000
predicted=28.698022, expected=44.000000
predicted=32.896682, expected=20.000000
predicted=19.609657, expected=4.000000
predicted=13.114797, expected=4.000000
predicted=20.727150, expected=16.000000
predicted=24.439946, expected=20.000000
predicted=24.140116, expected=28.000000
predicted=18.785089, expected=48.000000
predicted=24.261349, expected=36.000000
predicted=23.950635, expected=8.000000
predicted=16.765762, expected=12.000000
predicted=20.067458, expected=28.000000
predicted=30.037313, expected=4.000000
predicted=23.057863, expected=12.000000
predicted=17.152438, expected=16.000000
predicted=14.298123, expected=20.000000
predicted=16.315656, expected=4.000000
predicted=13.088080, expected=4.000000
predicted=6.328123, expected=40.000000
predicted=23.185024, expected=16.000000
predicted=17.278090, expected=16.000000
predicted=13.986628, expected=36.000000
predicted=21.624888, expected=16.000000
predicted=17.545112, expected=4.000000
predicted=18.205205, expected=12.000000
predicted=15.713866, expected=16.000000
predicted=17.863588, expected=28.000000
predicted=24.441533, expected=4.000000
predicted=10.574131, expected=24.000000
predicted=13.969747, expected=20.000000
predicted=18.538317, expected=8.000000
predicted=13.323028, expected=8.000000
predicted=14.980529, expected=8.000000
predicted=10.245501, expected=36.000000
predicted=24.243124, expected=8.000000
predicted=13.926834, expected=28.000000
predicted=15.448138, expected=24.000000
predicted=19.394726, expected=12.000000
predicted=14.633801, expected=12.000000
predicted=20.030669, expected=8.000000
predicted=12.824747, expected=24.000000
predicted=21.808676, expected=44.000000
predicted=28.280068, expected=16.000000
predicted=16.165893, expected=8.000000
predicted=12.001340, expected=4.000000
predicted=12.989551, expected=8.000000
predicted=17.480970, expected=8.000000
predicted=18.660609, expected=20.000000
predicted=14.033612, expected=44.000000
predicted=22.060501, expected=20.000000
predicted=14.900370, expected=20.000000
predicted=15.264947, expected=12.000000
predicted=16.589370, expected=8.000000
predicted=17.679913, expected=4.000000
predicted=19.238621, expected=20.000000
predicted=17.269902, expected=28.000000
predicted=20.368894, expected=28.000000
predicted=18.074514, expected=4.000000
predicted=9.404392, expected=8.000000
predicted=10.440008, expected=36.000000
predicted=26.682241, expected=16.000000
predicted=21.091613, expected=8.000000
predicted=13.864595, expected=8.000000
predicted=10.368037, expected=16.000000
predicted=15.397094, expected=12.000000
predicted=18.773057, expected=8.000000
predicted=10.492105, expected=8.000000
predicted=8.925555, expected=8.000000
predicted=9.379834, expected=20.000000
predicted=15.062028, expected=24.000000
predicted=16.125831, expected=4.000000
predicted=7.976756, expected=4.000000
predicted=7.661249, expected=12.000000
predicted=12.519618, expected=16.000000
predicted=15.975078, expected=28.000000
predicted=19.517742, expected=24.000000
predicted=14.756028, expected=20.000000
predicted=14.499444, expected=4.000000
predicted=12.248599, expected=4.000000
predicted=12.807731, expected=8.000000
predicted=16.453808, expected=24.000000
predicted=19.267230, expected=28.000000
predicted=19.198213, expected=12.000000
predicted=9.740607, expected=8.000000
predicted=9.309606, expected=8.000000
predicted=12.464422, expected=12.000000
predicted=16.803741, expected=28.000000
predicted=21.785362, expected=16.000000
predicted=13.857570, expected=8.000000
predicted=9.243563, expected=4.000000
predicted=9.458868, expected=8.000000
predicted=12.180300, expected=12.000000
predicted=15.856052, expected=8.000000
predicted=9.915941, expected=16.000000
predicted=10.408881, expected=12.000000
predicted=9.536450, expected=16.000000
predicted=11.828302, expected=12.000000
predicted=12.253426, expected=16.000000
predicted=12.847298, expected=8.000000
predicted=12.348251, expected=8.000000
predicted=10.545402, expected=16.000000
predicted=14.607222, expected=28.000000
predicted=18.288918, expected=48.000000
predicted=27.151753, expected=16.000000
predicted=15.682462, expected=20.000000
predicted=16.919144, expected=4.000000
predicted=17.346570, expected=16.000000
predicted=22.216201, expected=28.000000
predicted=29.651999, expected=36.000000
predicted=23.601430, expected=24.000000
predicted=20.354146, expected=20.000000
predicted=16.430832, expected=8.000000
predicted=17.337379, expected=8.000000
predicted=19.036195, expected=8.000000
predicted=19.137271, expected=4.000000
predicted=12.270662, expected=16.000000
predicted=13.829104, expected=36.000000
predicted=19.295954, expected=8.000000
predicted=9.995764, expected=12.000000
predicted=9.958153, expected=4.000000
predicted=10.145902, expected=16.000000
predicted=16.353269, expected=8.000000
predicted=16.835978, expected=16.000000
predicted=10.931406, expected=4.000000
predicted=8.718919, expected=8.000000
predicted=7.428781, expected=4.000000
predicted=9.573907, expected=4.000000
predicted=6.498847, expected=20.000000
predicted=13.733377, expected=24.000000
predicted=13.473083, expected=8.000000
predicted=8.374069, expected=4.000000
predicted=6.278520, expected=4.000000
predicted=8.438044, expected=36.000000
predicted=23.491925, expected=12.000000
predicted=15.881019, expected=16.000000
predicted=10.258661, expected=16.000000
predicted=13.634174, expected=12.000000
predicted=13.169379, expected=20.000000
predicted=21.996814, expected=4.000000
predicted=10.667758, expected=16.000000
predicted=14.266300, expected=12.000000
predicted=14.372285, expected=28.000000
predicted=17.946353, expected=28.000000
predicted=21.083110, expected=8.000000
predicted=10.281665, expected=16.000000
predicted=16.158635, expected=4.000000
predicted=13.433237, expected=20.000000
predicted=20.099077, expected=36.000000
predicted=25.972902, expected=4.000000
predicted=9.683982, expected=8.000000
predicted=10.679886, expected=12.000000
predicted=13.432135, expected=32.000000
predicted=23.814203, expected=20.000000
predicted=21.604458, expected=40.000000
predicted=20.430029, expected=4.000000
predicted=13.110254, expected=4.000000
predicted=11.880720, expected=8.000000
predicted=19.760144, expected=12.000000
predicted=16.501055, expected=8.000000
predicted=15.927470, expected=12.000000
predicted=7.749339, expected=8.000000
predicted=7.692458, expected=16.000000
predicted=11.409434, expected=20.000000
predicted=14.731227, expected=16.000000
predicted=12.569980, expected=12.000000
predicted=12.249780, expected=8.000000
predicted=10.878241, expected=4.000000
predicted=11.196666, expected=8.000000
predicted=12.341304, expected=8.000000
predicted=10.593213, expected=8.000000
predicted=8.458877, expected=24.000000
predicted=13.328567, expected=16.000000
predicted=11.337938, expected=20.000000
predicted=13.146510, expected=12.000000
predicted=12.569736, expected=12.000000
predicted=12.939022, expected=8.000000
predicted=15.206080, expected=8.000000
predicted=12.172772, expected=24.000000
predicted=18.172166, expected=24.000000
predicted=17.057216, expected=4.000000
predicted=9.009567, expected=8.000000
predicted=9.526178, expected=16.000000
predicted=15.071047, expected=16.000000
predicted=17.634334, expected=32.000000
predicted=21.435131, expected=20.000000
predicted=14.595822, expected=28.000000
predicted=18.618279, expected=12.000000
predicted=17.605816, expected=4.000000
predicted=13.707250, expected=8.000000
predicted=18.149652, expected=24.000000
predicted=20.366899, expected=8.000000
predicted=14.911056, expected=8.000000
predicted=8.431148, expected=4.000000
predicted=7.331638, expected=12.000000
predicted=11.156128, expected=28.000000
predicted=20.099152, expected=4.000000
predicted=7.811666, expected=24.000000
predicted=13.399120, expected=28.000000
predicted=18.887195, expected=36.000000
predicted=23.608455, expected=16.000000
predicted=20.475629, expected=16.000000
predicted=15.311831, expected=28.000000
predicted=26.761435, expected=40.000000
predicted=31.997500, expected=40.000000
predicted=32.544888, expected=24.000000
predicted=22.742930, expected=24.000000
predicted=24.431229, expected=4.000000
predicted=21.768760, expected=20.000000
predicted=26.987302, expected=20.000000
predicted=26.367656, expected=28.000000
predicted=22.484505, expected=20.000000
predicted=19.581107, expected=8.000000
predicted=11.140468, expected=8.000000
predicted=15.289766, expected=52.000000
predicted=31.909291, expected=28.000000
predicted=26.557458, expected=4.000000
predicted=11.443927, expected=36.000000
predicted=23.774011, expected=44.000000
predicted=32.343146, expected=48.000000
predicted=40.031499, expected=36.000000
predicted=30.609517, expected=80.000000
predicted=45.247025, expected=68.000000
predicted=54.835720, expected=40.000000
predicted=44.262251, expected=20.000000
predicted=39.714793, expected=24.000000
predicted=40.134944, expected=36.000000
predicted=51.043730, expected=40.000000
predicted=44.045313, expected=8.000000
predicted=22.725094, expected=4.000000
predicted=15.575522, expected=8.000000
predicted=19.767610, expected=12.000000
predicted=20.566249, expected=16.000000
predicted=18.814769, expected=24.000000
predicted=14.353237, expected=12.000000
predicted=10.433899, expected=12.000000
predicted=11.525297, expected=24.000000
predicted=18.826841, expected=4.000000
predicted=12.352488, expected=8.000000
predicted=12.747102, expected=12.000000
predicted=13.225234, expected=4.000000
predicted=9.152967, expected=8.000000
predicted=11.093714, expected=24.000000
predicted=13.670109, expected=8.000000
predicted=9.202434, expected=4.000000
predicted=6.958280, expected=12.000000
predicted=10.362395, expected=8.000000
predicted=10.219376, expected=24.000000
predicted=17.643504, expected=16.000000
predicted=12.431671, expected=8.000000
predicted=8.193759, expected=16.000000
predicted=14.326828, expected=12.000000
predicted=13.303317, expected=36.000000
predicted=24.244888, expected=20.000000
predicted=18.139497, expected=4.000000
predicted=9.179621, expected=4.000000
predicted=12.550827, expected=16.000000
predicted=16.981807, expected=20.000000
predicted=21.250795, expected=20.000000
predicted=15.561215, expected=16.000000
predicted=11.706927, expected=20.000000
predicted=15.061522, expected=4.000000
predicted=12.678049, expected=20.000000
predicted=18.008755, expected=16.000000
predicted=17.751307, expected=28.000000
predicted=19.424046, expected=4.000000
predicted=12.335718, expected=16.000000
predicted=12.436155, expected=12.000000
predicted=17.038854, expected=16.000000
predicted=15.409163, expected=8.000000
predicted=14.294008, expected=12.000000
predicted=10.080988, expected=4.000000
predicted=10.379328, expected=20.000000
predicted=14.243520, expected=48.000000
predicted=27.023638, expected=36.000000
predicted=22.196678, expected=12.000000
predicted=14.202350, expected=4.000000
predicted=13.079410, expected=12.000000
predicted=21.396323, expected=16.000000
predicted=25.654140, expected=8.000000
predicted=15.546443, expected=4.000000
predicted=7.437956, expected=8.000000
predicted=8.246349, expected=4.000000
predicted=8.334529, expected=12.000000
predicted=10.549441, expected=12.000000
predicted=9.268155, expected=8.000000
predicted=6.667895, expected=4.000000
predicted=6.420922, expected=36.000000
predicted=18.613912, expected=12.000000
predicted=13.288232, expected=28.000000
predicted=16.560803, expected=4.000000
predicted=11.701129, expected=4.000000
predicted=9.228115, expected=32.000000
predicted=27.229259, expected=24.000000
predicted=19.198727, expected=8.000000
predicted=13.277980, expected=12.000000
predicted=11.501473, expected=4.000000
predicted=11.155813, expected=12.000000
predicted=17.228980, expected=28.000000
predicted=20.535686, expected=32.000000
predicted=18.862278, expected=36.000000
predicted=21.972860, expected=4.000000
predicted=11.194757, expected=4.000000
predicted=13.218017, expected=16.000000
predicted=22.879442, expected=44.000000
predicted=31.740978, expected=24.000000
predicted=22.996955, expected=4.000000
predicted=7.379474, expected=16.000000
predicted=16.136898, expected=8.000000
predicted=17.710384, expected=4.000000
predicted=16.947669, expected=16.000000
predicted=15.329403, expected=8.000000
predicted=8.586778, expected=4.000000
predicted=7.813823, expected=4.000000
predicted=6.659324, expected=12.000000
predicted=9.175327, expected=4.000000
predicted=8.059239, expected=8.000000
predicted=6.491269, expected=16.000000
predicted=10.036329, expected=24.000000
predicted=13.709192, expected=16.000000
predicted=12.808895, expected=4.000000
predicted=7.245515, expected=8.000000
predicted=11.035661, expected=8.000000
predicted=13.164497, expected=16.000000
predicted=15.485730, expected=12.000000
predicted=11.560065, expected=16.000000
predicted=10.380990, expected=12.000000
predicted=11.290635, expected=16.000000
predicted=13.024713, expected=8.000000
predicted=12.262037, expected=12.000000
predicted=12.145939, expected=24.000000
predicted=18.145671, expected=8.000000
predicted=11.260768, expected=76.000000
predicted=36.753150, expected=12.000000
predicted=18.372096, expected=8.000000
predicted=11.868918, expected=4.000000
predicted=20.287492, expected=4.000000
predicted=16.121427, expected=12.000000
predicted=26.659104, expected=16.000000
predicted=11.711084, expected=20.000000
predicted=12.089602, expected=8.000000
predicted=8.022613, expected=28.000000
predicted=16.276351, expected=32.000000
predicted=22.632047, expected=28.000000
predicted=21.438935, expected=12.000000
predicted=17.116478, expected=4.000000
predicted=13.010854, expected=32.000000
predicted=27.859875, expected=20.000000
predicted=23.837752, expected=20.000000
predicted=18.573710, expected=36.000000
predicted=23.508981, expected=32.000000
predicted=23.669819, expected=60.000000
predicted=39.337042, expected=48.000000
predicted=36.606571, expected=44.000000
predicted=35.898468, expected=68.000000
predicted=51.890949, expected=44.000000
predicted=46.203943, expected=4.000000
predicted=33.278928, expected=12.000000
predicted=32.368732, expected=28.000000
predicted=37.959586, expected=24.000000
Test MSE: 150.813
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503]), array([37.95958619])]
predicted=134.265477, expected=144.000000
predicted=154.547855, expected=204.000000
predicted=153.723559, expected=244.000000
predicted=182.238824, expected=120.000000
predicted=154.106838, expected=320.000000
predicted=202.337143, expected=156.000000
predicted=210.204238, expected=68.000000
predicted=159.736461, expected=336.000000
predicted=213.204624, expected=184.000000
predicted=213.330611, expected=256.000000
predicted=211.402851, expected=140.000000
predicted=194.316473, expected=148.000000
predicted=179.328758, expected=172.000000
predicted=196.301080, expected=208.000000
predicted=186.386021, expected=132.000000
predicted=171.008073, expected=216.000000
predicted=170.216462, expected=296.000000
predicted=212.773062, expected=128.000000
predicted=192.276196, expected=232.000000
predicted=195.155567, expected=180.000000
predicted=204.119172, expected=128.000000
predicted=183.719899, expected=136.000000
predicted=170.678851, expected=124.000000
predicted=150.625414, expected=288.000000
predicted=187.403538, expected=160.000000
predicted=179.751166, expected=168.000000
predicted=162.267304, expected=108.000000
predicted=160.567856, expected=140.000000
predicted=156.904244, expected=160.000000
predicted=165.329219, expected=96.000000
predicted=133.999028, expected=152.000000
predicted=132.944952, expected=88.000000
predicted=124.008800, expected=176.000000
predicted=133.561527, expected=184.000000
predicted=151.711613, expected=104.000000
predicted=132.935452, expected=96.000000
predicted=123.996190, expected=84.000000
predicted=117.371181, expected=288.000000
predicted=164.208200, expected=104.000000
predicted=151.849194, expected=176.000000
predicted=136.073923, expected=104.000000
predicted=146.011066, expected=116.000000
predicted=138.042592, expected=188.000000
predicted=158.959212, expected=112.000000
predicted=136.912400, expected=228.000000
predicted=154.684856, expected=160.000000
predicted=162.614047, expected=164.000000
predicted=159.319725, expected=112.000000
predicted=155.125839, expected=96.000000
predicted=137.335318, expected=4.000000
predicted=107.960885, expected=204.000000
predicted=120.236939, expected=156.000000
predicted=136.548554, expected=92.000000
predicted=106.648380, expected=208.000000
predicted=132.094019, expected=48.000000
predicted=124.475744, expected=188.000000
predicted=138.502663, expected=76.000000
predicted=130.805678, expected=348.000000
predicted=170.028753, expected=96.000000
predicted=174.950622, expected=76.000000
predicted=120.837990, expected=112.000000
predicted=141.893758, expected=52.000000
predicted=122.284793, expected=260.000000
predicted=150.081361, expected=104.000000
predicted=132.079247, expected=160.000000
predicted=122.485817, expected=200.000000
predicted=156.922861, expected=140.000000
predicted=160.347301, expected=108.000000
predicted=147.946143, expected=108.000000
predicted=132.582132, expected=208.000000
predicted=156.559863, expected=200.000000
predicted=168.616243, expected=280.000000
predicted=184.910064, expected=196.000000
predicted=195.171650, expected=188.000000
predicted=195.246336, expected=136.000000
predicted=193.933921, expected=156.000000
predicted=184.214592, expected=192.000000
predicted=186.835615, expected=220.000000
predicted=186.214844, expected=212.000000
predicted=188.570507, expected=24.000000
predicted=146.512967, expected=176.000000
predicted=149.495821, expected=108.000000
predicted=158.618363, expected=52.000000
predicted=116.106832, expected=160.000000
predicted=114.526315, expected=208.000000
predicted=140.158338, expected=120.000000
predicted=138.557437, expected=92.000000
predicted=115.630512, expected=128.000000
predicted=126.989163, expected=80.000000
predicted=126.911015, expected=128.000000
predicted=117.949252, expected=100.000000
predicted=109.305719, expected=220.000000
predicted=131.776916, expected=112.000000
predicted=135.499373, expected=104.000000
predicted=117.436719, expected=164.000000
predicted=138.518104, expected=100.000000
predicted=135.779384, expected=192.000000
predicted=143.708637, expected=132.000000
predicted=141.010688, expected=120.000000
predicted=131.768232, expected=112.000000
predicted=131.320989, expected=116.000000
predicted=127.526031, expected=80.000000
predicted=117.733505, expected=96.000000
predicted=103.644880, expected=372.000000
predicted=168.683889, expected=148.000000
predicted=176.672247, expected=96.000000
predicted=135.817810, expected=112.000000
predicted=145.207081, expected=76.000000
predicted=146.050077, expected=76.000000
predicted=126.757065, expected=156.000000
predicted=111.456767, expected=240.000000
predicted=142.071570, expected=200.000000
predicted=156.753473, expected=100.000000
predicted=139.040545, expected=228.000000
predicted=167.894137, expected=120.000000
predicted=177.764307, expected=268.000000
predicted=189.452430, expected=260.000000
predicted=210.846078, expected=176.000000
predicted=196.004301, expected=372.000000
predicted=242.211786, expected=340.000000
predicted=282.754750, expected=140.000000
predicted=250.393094, expected=204.000000
predicted=230.275763, expected=456.000000
predicted=300.426128, expected=240.000000
predicted=300.690061, expected=468.000000
predicted=309.467089, expected=124.000000
predicted=282.261340, expected=160.000000
predicted=248.104552, expected=248.000000
predicted=270.353680, expected=236.000000
predicted=251.946734, expected=156.000000
predicted=217.805240, expected=128.000000
predicted=168.133443, expected=156.000000
predicted=175.883223, expected=124.000000
predicted=168.340390, expected=144.000000
predicted=150.426086, expected=340.000000
predicted=188.514114, expected=132.000000
predicted=183.654735, expected=172.000000
predicted=167.028653, expected=72.000000
predicted=158.393411, expected=232.000000
predicted=179.372858, expected=292.000000
predicted=216.836669, expected=308.000000
predicted=218.326496, expected=240.000000
predicted=224.773822, expected=172.000000
predicted=216.681169, expected=252.000000
predicted=244.387420, expected=148.000000
predicted=231.065071, expected=100.000000
predicted=184.251102, expected=236.000000
predicted=187.489815, expected=132.000000
predicted=178.768217, expected=160.000000
predicted=161.445957, expected=296.000000
predicted=188.793256, expected=396.000000
predicted=248.609849, expected=472.000000
predicted=311.004229, expected=380.000000
predicted=328.797732, expected=188.000000
predicted=304.173837, expected=148.000000
predicted=282.264679, expected=244.000000
predicted=290.311403, expected=368.000000
predicted=308.960831, expected=148.000000
predicted=241.960534, expected=108.000000
predicted=177.628751, expected=84.000000
predicted=169.587979, expected=272.000000
predicted=207.701218, expected=172.000000
predicted=195.312398, expected=228.000000
predicted=169.034664, expected=360.000000
predicted=225.668173, expected=88.000000
predicted=204.517951, expected=124.000000
predicted=179.261551, expected=164.000000
predicted=186.676354, expected=132.000000
predicted=179.780835, expected=120.000000
predicted=151.016501, expected=180.000000
predicted=138.988906, expected=272.000000
predicted=180.966170, expected=240.000000
predicted=197.669934, expected=228.000000
predicted=199.486968, expected=220.000000
predicted=212.815027, expected=204.000000
predicted=222.720280, expected=116.000000
predicted=199.970000, expected=104.000000
predicted=168.298373, expected=228.000000
predicted=184.005450, expected=88.000000
predicted=158.606452, expected=56.000000
predicted=113.759164, expected=108.000000
predicted=111.336493, expected=180.000000
predicted=135.939453, expected=148.000000
predicted=137.507736, expected=128.000000
predicted=118.463198, expected=152.000000
predicted=131.729200, expected=68.000000
predicted=125.956347, expected=92.000000
predicted=116.434923, expected=200.000000
predicted=137.823536, expected=152.000000
predicted=141.153041, expected=108.000000
predicted=123.421224, expected=120.000000
predicted=121.146970, expected=92.000000
predicted=124.660169, expected=164.000000
predicted=137.408397, expected=116.000000
predicted=127.408647, expected=136.000000
predicted=121.685928, expected=104.000000
predicted=120.587645, expected=120.000000
predicted=120.417517, expected=204.000000
predicted=146.488592, expected=80.000000
predicted=127.668572, expected=104.000000
predicted=114.430313, expected=108.000000
predicted=119.056824, expected=192.000000
predicted=140.957463, expected=88.000000
predicted=127.554783, expected=276.000000
predicted=150.413092, expected=116.000000
predicted=157.156328, expected=272.000000
predicted=177.621092, expected=52.000000
predicted=164.023996, expected=160.000000
predicted=148.118648, expected=92.000000
predicted=156.378517, expected=112.000000
predicted=127.424283, expected=180.000000
predicted=144.016406, expected=176.000000
predicted=140.334759, expected=168.000000
predicted=149.743740, expected=144.000000
predicted=146.279418, expected=148.000000
predicted=153.253511, expected=284.000000
predicted=192.707074, expected=128.000000
predicted=179.768351, expected=128.000000
predicted=153.051731, expected=172.000000
predicted=166.827282, expected=128.000000
predicted=164.064283, expected=288.000000
predicted=190.776246, expected=96.000000
predicted=163.041364, expected=172.000000
predicted=153.671509, expected=116.000000
predicted=160.568250, expected=160.000000
predicted=157.490178, expected=284.000000
predicted=192.833100, expected=152.000000
predicted=174.299652, expected=84.000000
predicted=145.320900, expected=84.000000
predicted=135.516318, expected=120.000000
predicted=143.711659, expected=160.000000
predicted=145.306482, expected=164.000000
predicted=132.349784, expected=264.000000
predicted=159.456591, expected=132.000000
predicted=161.397128, expected=136.000000
predicted=152.932399, expected=220.000000
predicted=182.219826, expected=168.000000
predicted=186.237764, expected=64.000000
predicted=147.822062, expected=152.000000
predicted=138.109679, expected=212.000000
predicted=169.211574, expected=248.000000
predicted=186.969742, expected=188.000000
predicted=176.090373, expected=192.000000
predicted=177.530569, expected=172.000000
predicted=193.011452, expected=156.000000
predicted=188.879443, expected=128.000000
predicted=171.551680, expected=304.000000
predicted=198.280611, expected=200.000000
predicted=204.424124, expected=184.000000
predicted=184.805897, expected=88.000000
predicted=166.716065, expected=328.000000
predicted=212.374773, expected=128.000000
predicted=210.665467, expected=180.000000
predicted=171.204468, expected=196.000000
predicted=187.172145, expected=144.000000
predicted=178.697975, expected=200.000000
predicted=187.714293, expected=172.000000
predicted=174.864041, expected=200.000000
predicted=181.842438, expected=200.000000
predicted=187.639673, expected=176.000000
predicted=182.835723, expected=144.000000
predicted=176.027704, expected=168.000000
predicted=173.353830, expected=104.000000
predicted=159.646094, expected=92.000000
predicted=135.755607, expected=112.000000
predicted=127.341214, expected=148.000000
predicted=129.927441, expected=184.000000
predicted=140.019925, expected=152.000000
predicted=137.210800, expected=96.000000
predicted=126.663189, expected=132.000000
predicted=133.259143, expected=224.000000
predicted=164.016328, expected=288.000000
predicted=195.243549, expected=320.000000
predicted=219.745906, expected=32.000000
predicted=173.417917, expected=184.000000
predicted=178.322038, expected=96.000000
predicted=189.892591, expected=140.000000
predicted=164.559631, expected=172.000000
predicted=154.584374, expected=100.000000
predicted=124.466203, expected=200.000000
predicted=146.448210, expected=280.000000
predicted=183.697550, expected=52.000000
predicted=154.714595, expected=44.000000
predicted=115.941856, expected=168.000000
predicted=142.203194, expected=148.000000
predicted=155.106388, expected=108.000000
predicted=124.747529, expected=168.000000
predicted=118.220595, expected=104.000000
predicted=127.544418, expected=144.000000
predicted=135.234556, expected=76.000000
predicted=121.172434, expected=288.000000
predicted=157.104482, expected=64.000000
predicted=146.471853, expected=92.000000
predicted=111.875705, expected=84.000000
predicted=120.534275, expected=132.000000
predicted=124.308907, expected=328.000000
predicted=176.818393, expected=84.000000
predicted=141.697946, expected=136.000000
predicted=128.185135, expected=216.000000
predicted=171.942787, expected=116.000000
predicted=172.118722, expected=216.000000
predicted=172.940290, expected=408.000000
predicted=222.441266, expected=108.000000
predicted=207.440840, expected=100.000000
predicted=168.303621, expected=216.000000
predicted=194.725207, expected=204.000000
predicted=215.622349, expected=164.000000
predicted=190.925842, expected=116.000000
predicted=146.777848, expected=184.000000
predicted=164.438916, expected=84.000000
predicted=156.667029, expected=116.000000
predicted=134.821353, expected=164.000000
predicted=139.970487, expected=84.000000
predicted=124.316267, expected=180.000000
predicted=132.634523, expected=108.000000
predicted=127.129912, expected=268.000000
predicted=159.931554, expected=172.000000
predicted=171.722743, expected=72.000000
predicted=138.715186, expected=192.000000
predicted=159.768589, expected=68.000000
predicted=148.069609, expected=148.000000
predicted=142.673095, expected=164.000000
predicted=139.735366, expected=48.000000
predicted=113.310019, expected=60.000000
predicted=99.075097, expected=160.000000
predicted=112.606757, expected=68.000000
predicted=109.317012, expected=156.000000
predicted=106.182936, expected=252.000000
predicted=139.754501, expected=164.000000
predicted=153.812388, expected=148.000000
predicted=152.454059, expected=236.000000
predicted=176.596106, expected=100.000000
predicted=175.349776, expected=176.000000
predicted=169.908781, expected=92.000000
predicted=149.834726, expected=172.000000
predicted=151.470581, expected=124.000000
predicted=148.551120, expected=224.000000
predicted=153.139377, expected=220.000000
predicted=176.725676, expected=204.000000
predicted=178.236722, expected=108.000000
predicted=168.678910, expected=272.000000
predicted=194.040923, expected=84.000000
predicted=184.929463, expected=80.000000
predicted=144.022820, expected=168.000000
predicted=149.369656, expected=148.000000
predicted=149.280349, expected=68.000000
predicted=127.354361, expected=132.000000
predicted=110.323156, expected=96.000000
predicted=116.860957, expected=148.000000
predicted=125.387913, expected=184.000000
predicted=135.300448, expected=92.000000
predicted=121.562903, expected=52.000000
predicted=106.638216, expected=52.000000
predicted=96.099924, expected=192.000000
predicted=123.842108, expected=64.000000
predicted=108.192752, expected=140.000000
predicted=95.889665, expected=80.000000
predicted=99.030519, expected=160.000000
predicted=116.544161, expected=148.000000
predicted=133.908235, expected=132.000000
predicted=122.848228, expected=120.000000
predicted=127.581579, expected=232.000000
predicted=152.389728, expected=256.000000
predicted=187.389840, expected=112.000000
predicted=165.364584, expected=292.000000
predicted=191.954948, expected=152.000000
predicted=201.349681, expected=196.000000
predicted=198.902394, expected=128.000000
predicted=183.827753, expected=80.000000
predicted=151.414772, expected=204.000000
predicted=169.852836, expected=108.000000
predicted=147.950989, expected=76.000000
predicted=121.480649, expected=92.000000
predicted=109.014665, expected=196.000000
predicted=132.532760, expected=196.000000
predicted=153.022369, expected=92.000000
predicted=125.600362, expected=192.000000
predicted=140.419428, expected=180.000000
predicted=165.876573, expected=92.000000
predicted=151.997094, expected=100.000000
predicted=131.769991, expected=164.000000
predicted=138.978697, expected=80.000000
predicted=131.802433, expected=264.000000
predicted=149.892856, expected=116.000000
predicted=145.175414, expected=80.000000
predicted=124.795338, expected=216.000000
predicted=153.135839, expected=188.000000
predicted=168.410029, expected=92.000000
predicted=151.392895, expected=208.000000
predicted=149.463992, expected=148.000000
predicted=161.469034, expected=124.000000
predicted=156.270017, expected=252.000000
predicted=171.723404, expected=156.000000
predicted=170.983837, expected=112.000000
predicted=158.252087, expected=72.000000
predicted=134.792116, expected=168.000000
predicted=145.807916, expected=132.000000
predicted=148.652621, expected=172.000000
predicted=136.418702, expected=40.000000
predicted=112.315061, expected=4.000000
predicted=84.798476, expected=16.000000
predicted=76.745644, expected=32.000000
predicted=60.733664, expected=24.000000
predicted=43.080552, expected=312.000000
predicted=89.072221, expected=168.000000
predicted=116.089418, expected=284.000000
predicted=150.266865, expected=604.000000
predicted=281.453082, expected=532.000000
predicted=375.582269, expected=676.000000
predicted=472.303391, expected=392.000000
predicted=463.916633, expected=520.000000
predicted=497.982321, expected=116.000000
predicted=432.689756, expected=576.000000
predicted=441.882273, expected=500.000000
predicted=485.555405, expected=624.000000
predicted=476.489120, expected=280.000000
predicted=436.898992, expected=500.000000
predicted=420.746975, expected=312.000000
predicted=460.167715, expected=676.000000
predicted=480.178248, expected=504.000000
predicted=515.644835, expected=276.000000
predicted=406.239500, expected=300.000000
predicted=399.092466, expected=316.000000
predicted=385.630439, expected=476.000000
predicted=421.595052, expected=508.000000
predicted=419.184236, expected=368.000000
predicted=381.591319, expected=216.000000
Test MSE: 7753.509
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503]), array([37.95958619]), array([381.59131904])]
predicted=36.207892, expected=20.000000
predicted=29.550288, expected=52.000000
predicted=41.953254, expected=40.000000
predicted=36.730245, expected=52.000000
predicted=50.715691, expected=20.000000
predicted=30.526143, expected=40.000000
predicted=37.043262, expected=40.000000
predicted=35.993146, expected=20.000000
predicted=32.220793, expected=28.000000
predicted=26.637864, expected=68.000000
predicted=47.402735, expected=20.000000
predicted=37.050320, expected=20.000000
predicted=28.213379, expected=48.000000
predicted=31.485544, expected=20.000000
predicted=31.900629, expected=36.000000
predicted=34.424397, expected=84.000000
predicted=55.289404, expected=32.000000
predicted=49.133904, expected=16.000000
predicted=32.636393, expected=4.000000
predicted=8.872993, expected=28.000000
predicted=23.688528, expected=56.000000
predicted=41.142408, expected=32.000000
predicted=38.513381, expected=32.000000
predicted=33.767331, expected=20.000000
predicted=22.902270, expected=80.000000
predicted=55.635912, expected=16.000000
predicted=35.407956, expected=16.000000
predicted=28.941873, expected=28.000000
predicted=18.590085, expected=44.000000
predicted=38.936182, expected=32.000000
predicted=35.261704, expected=20.000000
predicted=26.615117, expected=20.000000
predicted=21.305470, expected=36.000000
predicted=29.649269, expected=44.000000
predicted=38.027555, expected=28.000000
predicted=33.559007, expected=28.000000
predicted=29.595416, expected=52.000000
predicted=39.942790, expected=20.000000
predicted=31.789460, expected=44.000000
predicted=38.666783, expected=12.000000
predicted=21.379425, expected=44.000000
predicted=37.073981, expected=24.000000
predicted=26.446439, expected=16.000000
predicted=25.722759, expected=12.000000
predicted=14.044256, expected=24.000000
predicted=20.733665, expected=8.000000
predicted=14.577336, expected=8.000000
predicted=11.519839, expected=16.000000
predicted=11.658156, expected=32.000000
predicted=23.673178, expected=12.000000
predicted=18.232747, expected=16.000000
predicted=16.938820, expected=8.000000
predicted=10.252596, expected=20.000000
predicted=17.308455, expected=16.000000
predicted=15.653176, expected=16.000000
predicted=17.014564, expected=4.000000
predicted=9.070065, expected=8.000000
predicted=8.831320, expected=28.000000
predicted=17.863162, expected=4.000000
predicted=12.356016, expected=20.000000
predicted=16.303774, expected=20.000000
predicted=15.517801, expected=44.000000
predicted=33.335064, expected=16.000000
predicted=23.428920, expected=8.000000
predicted=16.766187, expected=16.000000
predicted=12.882755, expected=40.000000
predicted=28.994537, expected=4.000000
predicted=17.306721, expected=16.000000
predicted=16.353332, expected=4.000000
predicted=6.652602, expected=4.000000
predicted=9.041610, expected=12.000000
predicted=8.111382, expected=20.000000
predicted=15.110956, expected=28.000000
predicted=22.032276, expected=12.000000
predicted=16.951472, expected=20.000000
predicted=18.307063, expected=12.000000
predicted=14.067404, expected=20.000000
predicted=18.783725, expected=8.000000
predicted=12.092924, expected=4.000000
predicted=8.867281, expected=4.000000
predicted=4.872974, expected=16.000000
predicted=11.209129, expected=16.000000
predicted=13.871861, expected=24.000000
predicted=19.463521, expected=8.000000
predicted=12.979484, expected=20.000000
predicted=16.983555, expected=8.000000
predicted=11.321337, expected=16.000000
predicted=15.448132, expected=8.000000
predicted=9.951970, expected=24.000000
predicted=18.302343, expected=36.000000
predicted=26.323633, expected=12.000000
predicted=20.996315, expected=28.000000
predicted=23.440102, expected=24.000000
predicted=22.199022, expected=24.000000
predicted=26.129510, expected=12.000000
predicted=17.119475, expected=12.000000
predicted=14.776693, expected=32.000000
predicted=22.744290, expected=4.000000
predicted=14.562775, expected=20.000000
predicted=17.498546, expected=24.000000
predicted=17.943785, expected=16.000000
predicted=20.532750, expected=24.000000
predicted=20.589230, expected=12.000000
predicted=15.927736, expected=4.000000
predicted=10.963571, expected=24.000000
predicted=15.821342, expected=8.000000
predicted=12.855469, expected=32.000000
predicted=23.546071, expected=20.000000
predicted=19.624813, expected=32.000000
predicted=28.619408, expected=24.000000
predicted=23.929281, expected=48.000000
predicted=37.859895, expected=4.000000
predicted=20.257822, expected=32.000000
predicted=27.041042, expected=4.000000
predicted=12.156783, expected=20.000000
predicted=20.272929, expected=24.000000
predicted=18.229578, expected=24.000000
predicted=24.241793, expected=20.000000
predicted=20.909028, expected=16.000000
predicted=18.176946, expected=28.000000
predicted=22.968810, expected=24.000000
predicted=23.928678, expected=20.000000
predicted=22.716160, expected=8.000000
predicted=14.128562, expected=28.000000
predicted=20.922988, expected=40.000000
predicted=30.579126, expected=16.000000
predicted=25.508152, expected=4.000000
predicted=13.178039, expected=16.000000
predicted=12.501553, expected=16.000000
predicted=15.952627, expected=16.000000
predicted=16.899442, expected=16.000000
predicted=15.103585, expected=20.000000
predicted=17.723888, expected=24.000000
predicted=21.063612, expected=36.000000
predicted=28.808795, expected=12.000000
predicted=20.792629, expected=28.000000
predicted=24.224723, expected=20.000000
predicted=20.597735, expected=12.000000
predicted=18.939569, expected=16.000000
predicted=15.240871, expected=20.000000
predicted=17.936198, expected=12.000000
predicted=15.804033, expected=12.000000
predicted=13.365361, expected=16.000000
predicted=13.965105, expected=28.000000
predicted=21.674746, expected=28.000000
predicted=25.200410, expected=48.000000
predicted=36.857725, expected=28.000000
predicted=32.387924, expected=12.000000
predicted=23.222077, expected=32.000000
predicted=24.833241, expected=16.000000
predicted=21.923554, expected=4.000000
predicted=14.495105, expected=28.000000
predicted=17.977714, expected=32.000000
predicted=26.215792, expected=24.000000
predicted=27.247907, expected=4.000000
predicted=13.723430, expected=20.000000
predicted=16.073811, expected=28.000000
predicted=22.093742, expected=4.000000
predicted=15.365501, expected=28.000000
predicted=19.862339, expected=12.000000
predicted=14.862774, expected=8.000000
predicted=14.386821, expected=8.000000
predicted=8.115865, expected=12.000000
predicted=11.144078, expected=16.000000
predicted=13.742271, expected=12.000000
predicted=12.934106, expected=4.000000
predicted=8.348920, expected=24.000000
predicted=15.467568, expected=12.000000
predicted=14.188741, expected=16.000000
predicted=16.396733, expected=4.000000
predicted=8.160391, expected=16.000000
predicted=13.113806, expected=20.000000
predicted=15.760153, expected=12.000000
predicted=15.437590, expected=24.000000
predicted=18.656613, expected=4.000000
predicted=11.212394, expected=24.000000
predicted=18.404037, expected=8.000000
predicted=11.728061, expected=12.000000
predicted=14.073734, expected=8.000000
predicted=8.594909, expected=32.000000
predicted=21.499002, expected=32.000000
predicted=26.655734, expected=12.000000
predicted=21.023288, expected=32.000000
predicted=24.335453, expected=16.000000
predicted=20.212720, expected=20.000000
predicted=22.330957, expected=16.000000
predicted=16.620116, expected=4.000000
predicted=11.865773, expected=72.000000
predicted=40.200214, expected=28.000000
predicted=35.713229, expected=48.000000
predicted=45.126318, expected=60.000000
predicted=45.660483, expected=96.000000
predicted=76.459394, expected=36.000000
predicted=57.141058, expected=192.000000
predicted=119.456799, expected=80.000000
predicted=105.355603, expected=272.000000
predicted=180.636412, expected=96.000000
predicted=163.297290, expected=92.000000
predicted=119.997506, expected=140.000000
predicted=113.290089, expected=76.000000
predicted=114.929054, expected=132.000000
predicted=114.524528, expected=4.000000
predicted=68.263730, expected=120.000000
predicted=78.803642, expected=76.000000
predicted=82.573516, expected=4.000000
predicted=60.193893, expected=68.000000
predicted=35.999994, expected=116.000000
predicted=82.239588, expected=68.000000
predicted=86.068736, expected=24.000000
predicted=53.146309, expected=12.000000
predicted=31.545678, expected=24.000000
predicted=27.111798, expected=20.000000
predicted=22.168396, expected=16.000000
predicted=18.118011, expected=12.000000
predicted=14.554305, expected=20.000000
predicted=16.993855, expected=8.000000
predicted=13.686156, expected=4.000000
predicted=8.670937, expected=8.000000
predicted=6.820947, expected=12.000000
predicted=9.890317, expected=4.000000
predicted=7.448973, expected=28.000000
predicted=14.982899, expected=28.000000
predicted=22.901120, expected=4.000000
predicted=17.026687, expected=12.000000
predicted=11.153238, expected=4.000000
predicted=9.170592, expected=16.000000
predicted=11.601789, expected=16.000000
predicted=12.752572, expected=4.000000
predicted=10.874296, expected=20.000000
predicted=12.356378, expected=36.000000
predicted=23.983450, expected=12.000000
predicted=22.055454, expected=16.000000
predicted=16.766442, expected=16.000000
predicted=16.224216, expected=4.000000
predicted=12.629768, expected=16.000000
predicted=10.868735, expected=16.000000
predicted=14.165627, expected=8.000000
predicted=12.576074, expected=28.000000
predicted=16.986952, expected=24.000000
predicted=22.568772, expected=4.000000
predicted=15.800171, expected=8.000000
predicted=9.151555, expected=12.000000
predicted=10.831638, expected=4.000000
predicted=8.636099, expected=8.000000
predicted=6.492843, expected=36.000000
predicted=18.885809, expected=8.000000
predicted=18.332117, expected=12.000000
predicted=13.694766, expected=4.000000
predicted=8.188842, expected=32.000000
predicted=19.265001, expected=4.000000
predicted=13.823637, expected=28.000000
predicted=18.757415, expected=12.000000
predicted=16.106587, expected=4.000000
predicted=12.975737, expected=40.000000
predicted=19.567105, expected=16.000000
predicted=23.910644, expected=16.000000
predicted=19.138375, expected=12.000000
predicted=13.757060, expected=12.000000
predicted=15.165331, expected=4.000000
predicted=8.551851, expected=12.000000
predicted=9.343602, expected=24.000000
predicted=15.476103, expected=4.000000
predicted=12.961981, expected=20.000000
predicted=13.611851, expected=4.000000
predicted=10.647606, expected=20.000000
predicted=14.503996, expected=28.000000
predicted=19.245430, expected=20.000000
predicted=23.006128, expected=12.000000
predicted=16.718633, expected=48.000000
predicted=28.844374, expected=12.000000
predicted=26.242177, expected=4.000000
predicted=14.970550, expected=28.000000
predicted=15.856063, expected=68.000000
predicted=41.907021, expected=8.000000
predicted=32.246624, expected=44.000000
predicted=32.336628, expected=44.000000
predicted=37.924634, expected=28.000000
predicted=39.116392, expected=12.000000
predicted=22.484600, expected=32.000000
predicted=25.664125, expected=8.000000
predicted=19.657812, expected=40.000000
predicted=25.787269, expected=4.000000
predicted=18.347263, expected=44.000000
predicted=27.803915, expected=40.000000
predicted=33.289407, expected=12.000000
predicted=29.389970, expected=12.000000
predicted=16.330877, expected=28.000000
predicted=21.289279, expected=12.000000
predicted=19.265868, expected=20.000000
predicted=17.485398, expected=12.000000
predicted=15.171573, expected=24.000000
predicted=19.220041, expected=12.000000
predicted=16.238474, expected=8.000000
predicted=12.975101, expected=28.000000
predicted=17.027011, expected=16.000000
predicted=19.483737, expected=8.000000
predicted=14.288417, expected=20.000000
predicted=14.440792, expected=8.000000
predicted=13.844032, expected=8.000000
predicted=10.298284, expected=16.000000
predicted=11.277977, expected=20.000000
predicted=16.443110, expected=28.000000
predicted=21.414218, expected=20.000000
predicted=22.104087, expected=28.000000
predicted=24.408352, expected=16.000000
predicted=21.490543, expected=16.000000
predicted=18.886428, expected=20.000000
predicted=17.934162, expected=28.000000
predicted=22.975478, expected=16.000000
predicted=20.813184, expected=12.000000
predicted=16.511583, expected=8.000000
predicted=11.897345, expected=16.000000
predicted=13.231673, expected=12.000000
predicted=12.806475, expected=16.000000
predicted=14.110776, expected=24.000000
predicted=17.979860, expected=16.000000
predicted=18.880363, expected=20.000000
predicted=18.648052, expected=40.000000
predicted=27.165121, expected=20.000000
predicted=27.418215, expected=4.000000
predicted=16.708294, expected=16.000000
predicted=13.145156, expected=40.000000
predicted=25.186715, expected=20.000000
predicted=25.821020, expected=12.000000
predicted=19.025573, expected=24.000000
predicted=19.144125, expected=12.000000
predicted=18.317579, expected=20.000000
predicted=17.377915, expected=4.000000
predicted=11.816486, expected=12.000000
predicted=11.332315, expected=28.000000
predicted=16.969405, expected=16.000000
predicted=19.633992, expected=20.000000
predicted=18.637318, expected=36.000000
predicted=25.508781, expected=48.000000
predicted=37.389247, expected=32.000000
predicted=37.058241, expected=28.000000
predicted=32.669270, expected=8.000000
predicted=21.872743, expected=28.000000
predicted=22.294522, expected=28.000000
predicted=24.602728, expected=8.000000
predicted=19.526589, expected=16.000000
predicted=14.747192, expected=16.000000
predicted=15.871459, expected=36.000000
predicted=24.401965, expected=16.000000
predicted=22.316262, expected=8.000000
predicted=16.353823, expected=40.000000
predicted=23.185345, expected=12.000000
predicted=22.945021, expected=16.000000
predicted=18.186105, expected=16.000000
predicted=15.328154, expected=24.000000
predicted=20.887238, expected=24.000000
predicted=21.299458, expected=24.000000
predicted=23.433039, expected=24.000000
predicted=23.569293, expected=32.000000
predicted=27.307754, expected=32.000000
predicted=30.002985, expected=32.000000
predicted=31.381998, expected=28.000000
predicted=29.999362, expected=40.000000
predicted=33.908744, expected=32.000000
predicted=34.156547, expected=4.000000
predicted=22.194791, expected=20.000000
predicted=17.294373, expected=36.000000
predicted=25.163396, expected=16.000000
predicted=24.127220, expected=16.000000
predicted=18.455805, expected=16.000000
predicted=17.015084, expected=24.000000
predicted=20.494000, expected=16.000000
predicted=18.450473, expected=32.000000
predicted=23.715528, expected=12.000000
predicted=20.257782, expected=24.000000
predicted=21.080050, expected=24.000000
predicted=21.577161, expected=44.000000
predicted=32.277785, expected=16.000000
predicted=26.928824, expected=8.000000
predicted=18.526757, expected=28.000000
predicted=19.146022, expected=20.000000
predicted=22.211840, expected=16.000000
predicted=18.762802, expected=36.000000
predicted=24.375223, expected=24.000000
predicted=27.248900, expected=32.000000
predicted=28.688270, expected=8.000000
predicted=20.350185, expected=60.000000
predicted=34.874303, expected=28.000000
Test MSE: 458.284
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array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503]), array([37.95958619]), array([381.59131904]), array([34.87430287])]
predicted=69.029495, expected=92.000000
predicted=74.601824, expected=40.000000
predicted=72.185137, expected=112.000000
predicted=68.602956, expected=96.000000
predicted=74.527680, expected=40.000000
predicted=76.911543, expected=28.000000
predicted=66.882339, expected=48.000000
predicted=58.027921, expected=60.000000
predicted=61.860766, expected=48.000000
predicted=53.235287, expected=124.000000
predicted=58.647471, expected=152.000000
predicted=79.729614, expected=80.000000
predicted=89.781120, expected=80.000000
predicted=91.973296, expected=80.000000
predicted=92.379777, expected=52.000000
predicted=92.427536, expected=60.000000
predicted=81.891752, expected=108.000000
predicted=75.722444, expected=72.000000
predicted=76.343330, expected=68.000000
predicted=74.358560, expected=112.000000
predicted=78.595869, expected=104.000000
predicted=88.088291, expected=36.000000
predicted=84.372918, expected=72.000000
predicted=76.095742, expected=92.000000
predicted=78.704678, expected=108.000000
predicted=87.517702, expected=56.000000
predicted=79.664090, expected=64.000000
predicted=71.512141, expected=76.000000
predicted=76.460605, expected=76.000000
predicted=77.785951, expected=56.000000
predicted=72.663228, expected=84.000000
predicted=68.601405, expected=116.000000
predicted=78.964815, expected=24.000000
predicted=73.260226, expected=40.000000
predicted=65.259924, expected=84.000000
predicted=64.868886, expected=44.000000
predicted=64.325807, expected=60.000000
predicted=61.614788, expected=72.000000
predicted=54.235642, expected=132.000000
predicted=72.681173, expected=92.000000
predicted=83.153525, expected=88.000000
predicted=83.816079, expected=112.000000
predicted=93.168822, expected=36.000000
predicted=88.084529, expected=56.000000
predicted=83.979843, expected=104.000000
predicted=79.090514, expected=60.000000
predicted=75.773035, expected=68.000000
predicted=73.500285, expected=92.000000
predicted=69.437624, expected=64.000000
predicted=73.932669, expected=48.000000
predicted=72.577787, expected=88.000000
predicted=69.158286, expected=88.000000
predicted=74.309068, expected=116.000000
predicted=84.081855, expected=92.000000
predicted=84.807862, expected=92.000000
predicted=88.560203, expected=72.000000
predicted=90.945793, expected=52.000000
predicted=83.842802, expected=56.000000
predicted=77.825391, expected=108.000000
predicted=77.339605, expected=72.000000
predicted=76.046430, expected=72.000000
predicted=73.444187, expected=68.000000
predicted=71.297783, expected=68.000000
predicted=73.033860, expected=112.000000
predicted=83.013056, expected=92.000000
predicted=81.876055, expected=92.000000
predicted=85.640933, expected=76.000000
predicted=85.087055, expected=72.000000
predicted=84.490001, expected=48.000000
predicted=80.491131, expected=96.000000
predicted=78.031254, expected=64.000000
predicted=74.413540, expected=84.000000
predicted=73.969968, expected=128.000000
predicted=82.839382, expected=120.000000
predicted=92.011308, expected=76.000000
predicted=96.832415, expected=16.000000
predicted=80.477928, expected=88.000000
predicted=81.757881, expected=76.000000
predicted=81.520954, expected=60.000000
predicted=73.137622, expected=64.000000
predicted=64.072776, expected=96.000000
predicted=66.573990, expected=48.000000
predicted=72.061608, expected=60.000000
predicted=67.377588, expected=88.000000
predicted=68.631587, expected=48.000000
predicted=67.007552, expected=48.000000
predicted=64.631178, expected=100.000000
predicted=64.771939, expected=108.000000
predicted=75.929176, expected=64.000000
predicted=78.167958, expected=64.000000
predicted=72.886918, expected=76.000000
predicted=75.251676, expected=52.000000
predicted=75.814285, expected=52.000000
predicted=68.600245, expected=60.000000
predicted=60.473583, expected=116.000000
predicted=69.998328, expected=28.000000
predicted=65.116146, expected=68.000000
predicted=63.327857, expected=80.000000
predicted=66.264783, expected=68.000000
predicted=69.470190, expected=68.000000
predicted=72.155783, expected=104.000000
predicted=69.845648, expected=100.000000
predicted=82.128566, expected=96.000000
predicted=87.665967, expected=88.000000
predicted=88.365519, expected=68.000000
predicted=86.847293, expected=60.000000
predicted=84.562607, expected=76.000000
predicted=79.724817, expected=64.000000
predicted=74.359779, expected=60.000000
predicted=69.141790, expected=52.000000
predicted=62.912608, expected=80.000000
predicted=64.729938, expected=84.000000
predicted=69.547402, expected=40.000000
predicted=64.080667, expected=96.000000
predicted=68.952838, expected=108.000000
predicted=76.705694, expected=112.000000
predicted=88.477428, expected=156.000000
predicted=102.670384, expected=40.000000
predicted=93.663954, expected=60.000000
predicted=94.263450, expected=48.000000
predicted=83.181841, expected=24.000000
predicted=69.393307, expected=84.000000
predicted=67.314976, expected=92.000000
predicted=58.649877, expected=56.000000
predicted=62.846972, expected=84.000000
predicted=66.161406, expected=80.000000
predicted=69.714212, expected=48.000000
predicted=73.669091, expected=68.000000
predicted=70.842514, expected=88.000000
predicted=69.844112, expected=108.000000
predicted=80.266037, expected=64.000000
predicted=77.773425, expected=100.000000
predicted=80.256410, expected=100.000000
predicted=87.758976, expected=76.000000
predicted=89.572669, expected=88.000000
predicted=89.602564, expected=96.000000
predicted=86.803110, expected=200.000000
predicted=111.668176, expected=76.000000
predicted=109.082267, expected=64.000000
predicted=101.788983, expected=68.000000
predicted=95.449336, expected=64.000000
predicted=90.354892, expected=52.000000
predicted=85.508907, expected=72.000000
predicted=65.552593, expected=64.000000
predicted=63.739962, expected=48.000000
predicted=61.327408, expected=36.000000
predicted=55.266891, expected=72.000000
predicted=56.235026, expected=40.000000
predicted=54.670798, expected=60.000000
predicted=53.747063, expected=72.000000
predicted=54.977464, expected=76.000000
predicted=60.030592, expected=40.000000
predicted=60.719147, expected=88.000000
predicted=62.836440, expected=60.000000
predicted=65.515179, expected=60.000000
predicted=66.234609, expected=56.000000
predicted=63.149348, expected=104.000000
predicted=67.791065, expected=96.000000
predicted=78.558867, expected=48.000000
predicted=72.243851, expected=32.000000
predicted=65.280208, expected=72.000000
predicted=65.280382, expected=72.000000
predicted=69.124434, expected=124.000000
predicted=76.011236, expected=120.000000
predicted=81.445298, expected=116.000000
predicted=92.598108, expected=52.000000
predicted=93.201044, expected=60.000000
predicted=88.179274, expected=84.000000
predicted=89.559641, expected=56.000000
predicted=79.676302, expected=72.000000
predicted=73.648938, expected=76.000000
predicted=66.694603, expected=112.000000
predicted=77.504901, expected=72.000000
predicted=80.054088, expected=56.000000
predicted=74.398317, expected=56.000000
predicted=72.383012, expected=40.000000
predicted=65.999330, expected=68.000000
predicted=66.158768, expected=104.000000
predicted=66.763965, expected=124.000000
predicted=77.661328, expected=80.000000
predicted=81.713176, expected=40.000000
predicted=75.912440, expected=64.000000
predicted=77.185954, expected=12.000000
predicted=66.586203, expected=60.000000
predicted=61.636128, expected=128.000000
predicted=65.204772, expected=116.000000
predicted=73.765968, expected=80.000000
predicted=80.745790, expected=84.000000
predicted=80.250595, expected=124.000000
predicted=97.557312, expected=84.000000
predicted=102.396477, expected=120.000000
predicted=102.816479, expected=108.000000
predicted=100.497483, expected=84.000000
predicted=100.405281, expected=88.000000
predicted=100.846420, expected=168.000000
predicted=109.047572, expected=116.000000
predicted=115.708602, expected=104.000000
predicted=113.601750, expected=128.000000
predicted=114.699027, expected=220.000000
predicted=138.366178, expected=208.000000
predicted=162.150020, expected=108.000000
predicted=150.592331, expected=192.000000
predicted=161.343437, expected=136.000000
predicted=162.049951, expected=88.000000
predicted=156.179398, expected=132.000000
predicted=142.625286, expected=196.000000
predicted=140.850948, expected=200.000000
predicted=160.908667, expected=184.000000
predicted=161.458496, expected=132.000000
predicted=156.328443, expected=176.000000
predicted=168.731083, expected=124.000000
predicted=165.664565, expected=144.000000
predicted=158.875268, expected=148.000000
predicted=150.949753, expected=164.000000
predicted=148.102382, expected=160.000000
predicted=154.327103, expected=132.000000
predicted=145.763377, expected=164.000000
predicted=152.272737, expected=120.000000
predicted=146.601880, expected=160.000000
predicted=150.069758, expected=180.000000
predicted=153.763732, expected=236.000000
predicted=168.975662, expected=204.000000
predicted=182.099327, expected=188.000000
predicted=184.128181, expected=196.000000
predicted=194.268977, expected=400.000000
predicted=239.241399, expected=196.000000
predicted=240.390798, expected=264.000000
predicted=247.114155, expected=280.000000
predicted=254.943632, expected=1124.000000
predicted=433.437109, expected=208.000000
predicted=449.183169, expected=240.000000
predicted=406.423233, expected=208.000000
predicted=481.367608, expected=152.000000
predicted=350.387854, expected=188.000000
predicted=378.499608, expected=248.000000
predicted=207.009786, expected=240.000000
predicted=213.637801, expected=212.000000
predicted=211.980372, expected=196.000000
predicted=208.581846, expected=216.000000
predicted=215.534379, expected=888.000000
predicted=355.803599, expected=272.000000
predicted=352.855561, expected=256.000000
predicted=342.477654, expected=228.000000
predicted=371.493133, expected=244.000000
predicted=329.458703, expected=256.000000
predicted=358.518907, expected=152.000000
predicted=229.975365, expected=176.000000
predicted=214.726151, expected=220.000000
predicted=212.492182, expected=184.000000
predicted=200.377991, expected=200.000000
predicted=197.178829, expected=204.000000
predicted=193.215552, expected=192.000000
predicted=195.665227, expected=200.000000
predicted=200.096133, expected=244.000000
predicted=206.792907, expected=212.000000
predicted=209.971480, expected=236.000000
predicted=216.517713, expected=236.000000
predicted=223.915597, expected=140.000000
predicted=208.287759, expected=140.000000
predicted=196.734914, expected=176.000000
predicted=187.656722, expected=200.000000
predicted=183.953974, expected=148.000000
predicted=171.367507, expected=156.000000
predicted=161.508907, expected=172.000000
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